From 8d705fbd69bffea51caccf1dd0fc6b6f7b90d9ae Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Mon, 16 Aug 2021 22:55:32 -0500
Subject: [PATCH 001/146] rename task to just build (#826)

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

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9c6e68b99..2d25ca4d3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,7 +2,7 @@ name: build
 on: pull_request
 
 jobs:
-  build-and-deploy:
+  build:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout

From c8da58e90231c821b0b48a651adc77005a96c325 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Wed, 18 Aug 2021 13:23:26 +0900
Subject: [PATCH 002/146] fixing order of function arguments (#827)

---
 .../approximate_counting/code/julia/approximate_counting.jl | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/contents/approximate_counting/code/julia/approximate_counting.jl b/contents/approximate_counting/code/julia/approximate_counting.jl
index 9a10eae59..5e1fa86c3 100644
--- a/contents/approximate_counting/code/julia/approximate_counting.jl
+++ b/contents/approximate_counting/code/julia/approximate_counting.jl
@@ -52,10 +52,10 @@ end
 
 @testset "Counting Tests, 100 trials" begin
     println("testing 1,000, a = 30, 1% error")
-        test_approximate_count(0.1, 100, 1000, 30)
+        test_approximate_count(100, 1000, 30, 0.1)
     println("testing 12,345, a = 10, 1% error")
-        test_approximate_count(0.1, 100, 12345, 10)
+        test_approximate_count(100, 12345, 10, 0.1)
     # Note: with a lower a, we need more trials, so a higher % error here.
     println("testing 222,222, a = 0.5, 10% error")
-        test_approximate_count(0.1, 100, 222222, 0.5)
+        test_approximate_count(100, 222222, 0.5, 0.2)
 end

From fb01675a12e567c6a92d6ab6a74c019e7d02dee1 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Wed, 18 Aug 2021 13:23:57 +0900
Subject: [PATCH 003/146] adding kotlin back to the chapter for the euclidean
 algorithm (#825)

---
 contents/euclidean_algorithm/euclidean_algorithm.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/contents/euclidean_algorithm/euclidean_algorithm.md b/contents/euclidean_algorithm/euclidean_algorithm.md
index 035e7ae81..82aa64a2a 100644
--- a/contents/euclidean_algorithm/euclidean_algorithm.md
+++ b/contents/euclidean_algorithm/euclidean_algorithm.md
@@ -210,6 +210,8 @@ Here's a video on the Euclidean algorithm:
 [import, lang="c_cpp"](code/c++/euclidean.cpp)
 {% sample lang="java" %}
 [import, lang="java"](code/java/EuclideanAlgo.java)
+{% sample lang="kotlin" %}
+[import, lang="kotlin"](code/kotlin/Euclidean.kt)
 {% sample lang="js" %}
 [import, lang="javascript"](code/javascript/euclidean_example.js)
 {% sample lang="lisp" %}

From 62f1c5ff16f5d8ef50691dab001f04e6a401183a Mon Sep 17 00:00:00 2001
From: Ken Power <github@kenpower.com>
Date: Wed, 18 Aug 2021 00:35:58 -0400
Subject: [PATCH 004/146] Comptus implementation in Scala (#808)

* Comptus implementation in Scala

* fixed filename in chapter
---
 .../computus/code/scala/gauss_easter.scala    | 58 +++++++++++++++++++
 contents/computus/computus.md                 |  2 +
 2 files changed, 60 insertions(+)
 create mode 100644 contents/computus/code/scala/gauss_easter.scala

diff --git a/contents/computus/code/scala/gauss_easter.scala b/contents/computus/code/scala/gauss_easter.scala
new file mode 100644
index 000000000..01f5a4c30
--- /dev/null
+++ b/contents/computus/code/scala/gauss_easter.scala
@@ -0,0 +1,58 @@
+object GaussEaster {
+  def computus(year : Int, servois: Boolean = false): String = {
+    
+    // Year's position on the 19 year metonic cycle
+    val a = year % 19
+
+    // Century index
+    val k = (year / 100).toInt
+
+    // Shift of metonic cycle, add a day offset every 300 years
+    val p = ((13 + 8 * k) / 25).toInt
+
+    // Correction for non-observed leap days
+    val q = (k / 4).toInt
+
+    // Correction to starting point of calculation each century
+    val M = (15 - p + k - q) % 30
+
+    // Number of days from March 21st until the full moon
+    val d = (19 * a + M) % 30
+
+    // Returning if user wants value for Servois' table
+    if (servois) 
+      return s"${(21 + d) % 31}"
+    
+    // Finding the next Sunday
+    // Century-based offset in weekly calculation
+    val N = (4 + k - q) % 7
+
+    // Correction for leap days
+    val b = year % 4
+    val c = year % 7
+
+    // Days from d to next Sunday
+    var e = (2 * b + 4 * c + 6 * d + N) % 7
+
+    // Historical corrections for April 26 and 25
+    if ((d == 29 && e == 6) || (d == 28 && e == 6 && a > 10)) {
+      e = -1
+    }
+
+    // Determination of the correct month for Easter
+    if (22 + d + e > 31) 
+      s"April ${d + e - 9}"
+    else                 
+      s"March ${22 + d + e}"
+  }
+  
+  def main(args: Array[String]): Unit = {
+    println("The following are the dates of the Paschal full moon (using " + 
+            "Servois notation) and the date of Easter for 2020-2030 AD:\n" +
+            "Year\tServois number\tEaster\n")
+    
+    for( year <- 2020 to 2030){
+      println(s"$year \t\t ${computus(year, true)} \t${computus(year)}") 
+    }
+  }
+}
\ No newline at end of file
diff --git a/contents/computus/computus.md b/contents/computus/computus.md
index 6be87f2f6..31071d5f1 100644
--- a/contents/computus/computus.md
+++ b/contents/computus/computus.md
@@ -320,6 +320,8 @@ For now, we have the code outputting a tuple of $$d$$ and $$e$$, so users can us
 [import, lang:"lisp"](code/clisp/gauss-easter.lisp)
 {% sample lang="nim" %}
 [import, lang:"nim"](code/nim/gauss_easter.nim)
+{% sample lang="scala" %}
+[import, lang:"scala"](code/scala/gauss_easter.scala)
 {% endmethod %}
 
 

From 77a8f06ac71ffd060a5526fecdf49b5a8bd6a75e Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Mon, 23 Aug 2021 06:16:00 +0200
Subject: [PATCH 005/146] Fix typo in barnsley/julia (#829)

---
 contents/barnsley/code/julia/barnsley.jl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/contents/barnsley/code/julia/barnsley.jl b/contents/barnsley/code/julia/barnsley.jl
index 87aeb2bc3..779d7a13a 100644
--- a/contents/barnsley/code/julia/barnsley.jl
+++ b/contents/barnsley/code/julia/barnsley.jl
@@ -22,7 +22,7 @@ end
 
 # This is a general function to simulate a chaos game
 # n is the number of iterations
-# initial_location is the the starting point of the chaos game
+# initial_location is the starting point of the chaos game
 # hutchinson_op is the set of functions to iterate through
 # probabilities is the set of probabilities corresponding to the likelihood
 #     of choosing their corresponding function in hutchinson_op

From 2797d85ae0348395f403cc2f3ec13e5bc1bb3d90 Mon Sep 17 00:00:00 2001
From: Progyan Bhattacharya <bprogyan@gmail.com>
Date: Mon, 23 Aug 2021 10:00:28 +0530
Subject: [PATCH 006/146] feat(ts): stack and queue implementation (#775)

---
 .../code/typescript/queue.ts                  | 52 +++++++++++++++++++
 .../code/typescript/stack.ts                  | 52 +++++++++++++++++++
 2 files changed, 104 insertions(+)
 create mode 100644 contents/stacks_and_queues/code/typescript/queue.ts
 create mode 100644 contents/stacks_and_queues/code/typescript/stack.ts

diff --git a/contents/stacks_and_queues/code/typescript/queue.ts b/contents/stacks_and_queues/code/typescript/queue.ts
new file mode 100644
index 000000000..59d9c8321
--- /dev/null
+++ b/contents/stacks_and_queues/code/typescript/queue.ts
@@ -0,0 +1,52 @@
+interface IQueue<T> {
+  /**
+   * `dequeue` removes first element from the queue and returns the same
+   */
+  dequeue(): T;
+  /**
+   * `enqueue` adds element to last of the queue and returns the size
+   */
+  enqueue(data: T): number;
+  /**
+   * `size` return size or length of the queue
+   */
+  size(): number;
+  /**
+   * `front` returns first element of the queue
+   */
+  front(): T;
+}
+
+class Queue<T> implements IQueue<T> {
+  private readonly list: Array<T> = [];
+
+  public enqueue(data: T) {
+    return this.list.push(data);
+  }
+
+  public dequeue() {
+    return this.list.shift();
+  }
+
+  public size() {
+    return this.list.length;
+  }
+
+  public front() {
+    return this.list[0];
+  }
+}
+
+function exampleQueue() {
+  const numberQueue = new Queue<number>();
+
+  numberQueue.enqueue(4);
+  numberQueue.enqueue(5);
+  numberQueue.enqueue(9);
+
+  console.log(numberQueue.dequeue());
+  console.log(numberQueue.size());
+  console.log(numberQueue.front());
+}
+
+exampleQueue();
diff --git a/contents/stacks_and_queues/code/typescript/stack.ts b/contents/stacks_and_queues/code/typescript/stack.ts
new file mode 100644
index 000000000..58b38ac40
--- /dev/null
+++ b/contents/stacks_and_queues/code/typescript/stack.ts
@@ -0,0 +1,52 @@
+interface IStack<T> {
+  /**
+   * `pop` removes last element from the stack and returns the same
+   */
+  pop(): T;
+  /**
+   * `push` adds element to last of the stack and returns the size
+   */
+  push(data: T): number;
+  /**
+   * `size` return size or length of the stack
+   */
+  size(): number;
+  /**
+   * `top` returns last element of the stack
+   */
+  top(): T;
+}
+
+class Stack<T> implements IStack<T> {
+  private readonly list: Array<T> = [];
+
+  public push(data: T) {
+    return this.list.push(data);
+  }
+
+  public pop() {
+    return this.list.pop();
+  }
+
+  public size() {
+    return this.list.length;
+  }
+
+  public top() {
+    return this.list[this.list.length - 1];
+  }
+}
+
+function exampleStack() {
+  const numberStack = new Stack<number>();
+
+  numberStack.push(4);
+  numberStack.push(5);
+  numberStack.push(9);
+
+  console.log(numberStack.pop());
+  console.log(numberStack.size());
+  console.log(numberStack.top());
+}
+
+exampleStack();

From 841cb1132cd528950e46039a69be26cfbc7d5f59 Mon Sep 17 00:00:00 2001
From: Ridham Zalawadia <33592738+Ridham177@users.noreply.github.com>
Date: Mon, 23 Aug 2021 20:38:02 -0700
Subject: [PATCH 007/146] Convolutions of Images 2d Python implementation  
 (#819)

* Added python code for convolutions 2d. Modified 2d.md file to include added python code.

* Updated list comprehension code to numpy code. Changed if statements to not use escape character

* fixed minor errors

* solved minor errors

* Changed circle size. Removed test values for x and y

* Update contents/convolutions/2d/2d.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/convolutions/2d/2d.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* added name to contributors.md

* resolved conflict

* removed name from contributors.md. will add next commit

* added name to contributors.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 CONTRIBUTORS.md                               |   1 +
 contents/convolutions/2d/2d.md                |   8 ++
 .../code/python/2d_convolution.py             | 122 ++++++++++++++++++
 3 files changed, 131 insertions(+)
 create mode 100644 contents/convolutions/code/python/2d_convolution.py

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 29d9e8e09..d594ad218 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -56,3 +56,4 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Ishaan Verma
 - Delphi1024
 - ntindle
+- Ridham177
diff --git a/contents/convolutions/2d/2d.md b/contents/convolutions/2d/2d.md
index d026c8a52..7fc21aeb6 100644
--- a/contents/convolutions/2d/2d.md
+++ b/contents/convolutions/2d/2d.md
@@ -21,6 +21,8 @@ In code, a two-dimensional convolution might look like this:
 {% method %}
 {% sample lang="jl" %}
 [import:4-28, lang:"julia"](../code/julia/2d_convolution.jl)
+{% sample lang="py" %}
+[import:5-19, lang:"python"](../code/python/2d_convolution.py)
 {% endmethod %}
 
 This is very similar to what we have shown in previous sections; however, it essentially requires four iterable dimensions because we need to iterate through each axis of the output domain *and* the filter.
@@ -48,6 +50,8 @@ At this stage, it is important to write some code, so we will generate a simple
 {% method %}
 {% sample lang="jl" %}
 [import:30-47, lang:"julia"](../code/julia/2d_convolution.jl)
+{% sample lang="py" %}
+[import:21-33, lang:"python"](../code/python/2d_convolution.py)
 {% endmethod %}
 
 Though it is entirely possible to create a Gaussian kernel whose standard deviation is independent on the kernel size, we have decided to enforce a relation between the two in this chapter.
@@ -135,6 +139,8 @@ In code, the Sobel operator involves first finding the operators in $$x$$ and $$
 {% method %}
 {% sample lang="jl" %}
 [import:49-63, lang:"julia"](../code/julia/2d_convolution.jl)
+{% sample lang="py" %}
+[import:36-52, lang:"python"](../code/python/2d_convolution.py)
 {% endmethod %}
 
 With that, I believe we are at a good place to stop discussions on two-dimensional convolutions.
@@ -148,6 +154,8 @@ We have also added code to create the Gaussian kernel and Sobel operator and app
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](../code/julia/2d_convolution.jl)
+{% sample lang="py" %}
+[import, lang:"python"](../code/python/2d_convolution.py)
 {% endmethod %}
 
 <script>
diff --git a/contents/convolutions/code/python/2d_convolution.py b/contents/convolutions/code/python/2d_convolution.py
new file mode 100644
index 000000000..48b79b611
--- /dev/null
+++ b/contents/convolutions/code/python/2d_convolution.py
@@ -0,0 +1,122 @@
+import numpy as np
+from contextlib import suppress
+
+
+def convolve_linear(signal, filter, output_size):
+    out = np.zeros(output_size)
+    sum = 0
+
+    for i in range(output_size[0]):
+        for j in range(output_size[1]):
+            for k in range(max(0, i-filter.shape[0]), i+1):
+                for l in range(max(0, j-filter.shape[1]), j+1):
+                    with suppress(IndexError):
+                        sum += signal[k, l] * filter[i-k, j-l]
+            out[i, j] = sum
+            sum = 0
+
+    return out
+
+
+def create_gaussian_kernel(kernel_size):
+    kernel = np.zeros((kernel_size, kernel_size))
+
+    # The center must be offset by 0.5 to find the correct index
+    center = kernel_size*0.5 + 0.5
+
+    sigma = np.sqrt(0.1*kernel_size)
+
+    def kernel_function(x, y):
+        return np.exp(-((x-center+1)**2 + (y-center+1)**2)/(2*sigma**2))
+
+    kernel = np.fromfunction(kernel_function, (kernel_size, kernel_size))
+    return kernel / np.linalg.norm(kernel)
+
+
+def create_sobel_operators():
+    Sx = np.dot([[1.0], [2.0], [1.0]], [[-1.0, 0.0, 1.0]]) / 9
+    Sy = np.dot([[-1.0], [0.0], [1.0]], [[1.0, 2.0, 1.0]]) / 9
+
+    return Sx, Sy
+
+def sum_matrix_dimensions(mat1, mat2):
+    return (mat1.shape[0] + mat2.shape[0], 
+            mat1.shape[1] + mat2.shape[1])
+
+def compute_sobel(signal):
+    Sx, Sy = create_sobel_operators()
+    
+    Gx = convolve_linear(signal, Sx, sum_matrix_dimensions(signal, Sx))
+    Gy = convolve_linear(signal, Sy, sum_matrix_dimensions(signal, Sy))
+
+    return np.sqrt(np.power(Gx, 2) + np.power(Gy, 2))
+
+
+def create_circle(image_resolution, grid_extents, radius):
+    out = np.zeros((image_resolution, image_resolution))
+
+    for i in range(image_resolution):
+        x_position = ((i * grid_extents / image_resolution)
+                      - 0.5 * grid_extents)
+        for j in range(image_resolution):
+            y_position = ((j * grid_extents / image_resolution)
+                          - 0.5 * grid_extents)
+            if x_position ** 2 + y_position ** 2 <= radius ** 2:
+                out[i, j] = 1.0
+
+    return out
+
+
+def main():
+
+    # Random distribution in x
+    x = np.random.rand(100, 100)
+
+    # Gaussian signals
+    def create_gaussian_signals(i, j):
+        return np.exp(-(((i-50)/100) ** 2 +
+                        ((j-50)/100) ** 2) / .01)
+    y = np.fromfunction(create_gaussian_signals, (100, 100))
+
+    # Normalization is not strictly necessary, but good practice
+    x /= np.linalg.norm(x)
+    y /= np.linalg.norm(y)
+
+    # full convolution, output will be the size of x + y
+    full_linear_output = convolve_linear(x, y, sum_matrix_dimensions(x, y))
+
+    # simple boundaries
+    simple_linear_output = convolve_linear(x, y, x.shape)
+
+    np.savetxt("full_linear.dat", full_linear_output)
+    np.savetxt("simple_linear.dat", simple_linear_output)
+
+    # creating simple circle and 2 different Gaussian kernels
+    circle = create_circle(50, 2, 0.5)
+
+    circle = circle / np.linalg.norm(circle)
+
+    small_kernel = create_gaussian_kernel(3)
+    large_kernel = create_gaussian_kernel(25)
+
+    small_kernel_output = convolve_linear(circle, small_kernel,
+                                          sum_matrix_dimensions(circle,
+                                                                small_kernel))
+
+    large_kernel_output = convolve_linear(circle, large_kernel,
+                                          sum_matrix_dimensions(circle,
+                                                                large_kernel))
+
+    np.savetxt("small_kernel.dat", small_kernel_output)
+    np.savetxt("large_kernel.dat", large_kernel_output)
+
+    circle = create_circle(50, 2, 0.5)
+
+    # Normalization
+    circle = circle / np.linalg.norm(circle)
+
+    # using the circle for sobel operations as well
+    sobel_output = compute_sobel(circle)
+
+    np.savetxt("sobel_output.dat", sobel_output)
+

From c1467a89e985b1061ef4e9c437c72c1da0cafbe6 Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Tue, 24 Aug 2021 05:41:52 +0200
Subject: [PATCH 008/146] Add Barnsley Farn java implementation (#830)

* Add Barnsley Farn java implementation

* Change matrix formatting

* Change comment formatting

* Small formatting issue

* Various small fixes

* Fixed spacing

* Move Matrix multiplication to Point class
---
 contents/barnsley/barnsley.md             |  2 +
 contents/barnsley/code/java/Barnsley.java | 98 +++++++++++++++++++++++
 2 files changed, 100 insertions(+)
 create mode 100644 contents/barnsley/code/java/Barnsley.java

diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index 4464e4523..d214fdbd9 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -125,6 +125,8 @@ The biggest differences between the two code implementations is that the Barnsle
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/barnsley.jl)
+{% sample lang="java" %}
+[import, lang:"java"](code/java/Barnsley.java)
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/barnsley/code/java/Barnsley.java b/contents/barnsley/code/java/Barnsley.java
new file mode 100644
index 000000000..e18843ee2
--- /dev/null
+++ b/contents/barnsley/code/java/Barnsley.java
@@ -0,0 +1,98 @@
+import java.io.FileWriter;
+import java.io.IOException;
+import java.util.Random;
+
+public class Barnsley {
+
+    private static class Point {
+        public double x, y, z;
+
+        public Point(double x, double y, double z) {
+            this.x = x;
+            this.y = y;
+            this.z = z;
+        }
+
+        public Point(double[] coordinates) {
+            this.x = coordinates[0];
+            this.y = coordinates[1];
+            this.z = coordinates[2];
+        }
+
+        public Point matrixMultiplication(double[][] matrix) {
+            double[] results = new double[3];
+            for (int i = 0; i < 3; i++) {
+                results[i] = matrix[i][0] * x + matrix[i][1] * y + matrix[i][2] * z;
+            }
+            return new Point(results);
+        }
+    }
+
+    // This is a function that reads in the Hutchinson operator and corresponding
+    //   probabilities and outputs a randomly selected transform
+    // This works by choosing a random number and then iterating through all
+    //   probabilities until it finds an appropriate bin
+    public static double[][] selectArray(double[][][] hutchinsonOp, double[] probabilities) {
+        Random rng = new Random();
+        // Random number to be binned
+        double rand = rng.nextDouble();
+
+        // This checks to see if a random number is in a bin, if not, that
+        // probability is subtracted from the random number and we check the
+        // next bin in the list
+        for (int i = 0; i < probabilities.length; i++) {
+            if (rand < probabilities[i])
+                return hutchinsonOp[i];
+            rand -= probabilities[i];
+        }
+        // This return will never be reached, as the loop above ensures that at some point rand will be smaller
+        // than a probability. However, Java does not know this and thus this return is needed for compilation.
+        return null;
+    }
+
+    // This is a general function to simulate a chaos game
+    // n is the number of iterations
+    // initialLocation is the starting point of the chaos game
+    // hutchinsonOp is the set of functions to iterate through
+    // probabilities is the set of probabilities corresponding to the likelihood
+    //   of choosing their corresponding function in hutchinsonOp
+    public static Point[] chaosGame(int n, Point initialLocation, double[][][] hutchinsonOp, double[] probabilities) {
+        // Initializing output points
+        Point[] outputPoints = new Point[n];
+        Point point = initialLocation;
+
+        for (int i = 0; i < n; i++) {
+            outputPoints[i] = point;
+            point = point.matrixMultiplication(selectArray(hutchinsonOp, probabilities));
+        }
+
+        return outputPoints;
+    }
+
+    public static void main(String[] args) {
+        double[][][] barnsleyHutchinson = {
+                {{0.0, 0.0, 0.0},
+                 {0.0, 0.16, 0.0},
+                 {0.0, 0.0, 1.0}},
+                {{0.85, 0.04, 0.0},
+                 {-0.04, 0.85, 1.60},
+                 {0.0, 0.0, 1.0}},
+                {{0.20, -0.26, 0.0},
+                 {0.23, 0.22, 1.60},
+                 {0.0, 0.0, 1.0}},
+                {{-0.15, 0.28, 0.0},
+                 {0.26, 0.24, 0.44},
+                 {0.0, 0.0, 1.0}}
+        };
+        double[] barnsleyProbabilities = new double[]{0.01, 0.85, 0.07, 0.07};
+        Point[] outputPoints = chaosGame(10000, new Point(0.0, 0.0, 1.0), barnsleyHutchinson, barnsleyProbabilities);
+        try (FileWriter fw = new FileWriter("barnsley.dat")) {
+            for (Point p : outputPoints) {
+                fw.write(p.x + "\t" + p.y + "\n");
+            }
+        } catch (IOException e) {
+            e.printStackTrace();
+        }
+    }
+
+}

From 2c47302d518abc76336a6f58b078f16a4da3deba Mon Sep 17 00:00:00 2001
From: Mahdi Sarikhani <24981501+mahdisarikhani@users.noreply.github.com>
Date: Tue, 24 Aug 2021 08:16:38 +0430
Subject: [PATCH 009/146] Add Barnsley Fern in C (#832)

* Add Barnsley Fern in C

* Add comments and fix typos

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 CONTRIBUTORS.md                     |   3 +-
 contents/barnsley/barnsley.md       |   2 +
 contents/barnsley/code/c/barnsley.c | 108 ++++++++++++++++++++++++++++
 3 files changed, 112 insertions(+), 1 deletion(-)
 create mode 100644 contents/barnsley/code/c/barnsley.c

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index d594ad218..6a5c86908 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -56,4 +56,5 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Ishaan Verma
 - Delphi1024
 - ntindle
-- Ridham177
+- Mahdi Sarikhani
+- Ridham177
\ No newline at end of file
diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index d214fdbd9..cb4d849a0 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -125,6 +125,8 @@ The biggest differences between the two code implementations is that the Barnsle
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/barnsley.jl)
+{% sample lang="c" %}
+[import, lang:"c"](code/c/barnsley.c)
 {% sample lang="java" %}
 [import, lang:"java"](code/java/Barnsley.java)
 {% endmethod %}
diff --git a/contents/barnsley/code/c/barnsley.c b/contents/barnsley/code/c/barnsley.c
new file mode 100644
index 000000000..17119c585
--- /dev/null
+++ b/contents/barnsley/code/c/barnsley.c
@@ -0,0 +1,108 @@
+#include <stdio.h>
+#include <stdlib.h>
+
+struct matrix {
+    double xx, xy, xz,
+           yx, yy, yz,
+           zx, zy, zz;
+};
+
+struct point2d {
+    double x, y;
+};
+
+struct point3d {
+    double x, y, z;
+};
+
+struct point3d matmul(struct matrix mat, struct point3d point)
+{
+    struct point3d out = {
+        mat.xx * point.x + mat.xy * point.y + mat.xz * point.z,
+        mat.yx * point.x + mat.yy * point.y + mat.yz * point.z,
+        mat.zx * point.x + mat.zy * point.y + mat.zz * point.z
+    };
+    return out;
+}
+
+// This function reads in the Hutchinson operator and corresponding
+// probabilities and returns a randomly selected transform
+// This works by choosing a random number and then iterating through all
+// probabilities until it finds an appropriate bin
+struct matrix select_array(struct matrix *hutchinson_op, double *probabilities,
+                           size_t num_op)
+{
+    // random number to be binned
+    double rnd = (double)rand() / RAND_MAX;
+
+    // This checks to see if a random number is in a bin, if not, that
+    // probability is subtracted from the random number and we check the next
+    // bin in the list
+    for (size_t i = 0; i < num_op; ++i) {
+        if (rnd < probabilities[i]) {
+            return hutchinson_op[i];
+        }
+        rnd -= probabilities[i];
+    }
+}
+
+// This is a general function to simulate a chaos game
+//  - output_points: pointer to an initialized output array
+//  - num: the number of iterations
+//  - initial_point: the starting point of the chaos game
+//  - hutchinson_op: the set of functions to iterate through
+//  - probabilities: the set of probabilities corresponding to the likelihood
+//      of choosing their corresponding function in hutchingson_op
+//  - nop: the number of functions in hutchinson_op
+void chaos_game(struct point2d *output_points, size_t num,
+                struct point2d initial_point, struct matrix *hutchinson_op,
+                double *probabilities, size_t nop)
+{
+    // extending point to 3D for affine transform
+    struct point3d point = {initial_point.x, initial_point.y, 1.0};
+
+    for (size_t i = 0; i < num; ++i) {
+        point = matmul(select_array(hutchinson_op, probabilities, nop), point);
+        output_points[i].x = point.x;
+        output_points[i].y = point.y;
+    }
+}
+
+int main()
+{
+    struct matrix barnsley_hutchinson[4] = {
+        {
+            0.0, 0.0, 0.0,
+            0.0, 0.16, 0.0,
+            0.0, 0.0, 1.0
+        },
+        {
+            0.85, 0.04, 0.0,
+            -0.04, 0.85, 1.60,
+            0.0, 0.0, 1.0
+        },
+        {
+            0.2, -0.26, 0.0,
+            0.23, 0.22, 1.60,
+            0.0, 0.0, 1.0
+        },
+        {
+            -0.15, 0.28, 0.0,
+            0.26, 0.24, 0.44,
+            0.0, 0.0, 1.0
+        }
+    };
+
+    double barnsley_probabilities[4] = {0.01, 0.85, 0.07, 0.07};
+    struct point2d output_points[10000];
+    struct point2d initial_point = {0.0, 0.0};
+    chaos_game(output_points, 10000, initial_point, barnsley_hutchinson,
+               barnsley_probabilities, 4);
+    FILE *f = fopen("barnsley.dat", "w");
+    for (size_t i = 0; i < 10000; ++i) {
+        fprintf(f, "%f\t%f\n", output_points[i].x, output_points[i].y);
+    }
+    fclose(f);
+
+    return 0;
+}

From 5d9d89c719773960c279f2c966915b109ce555e2 Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Tue, 24 Aug 2021 05:52:14 +0200
Subject: [PATCH 010/146] Change front and top to first (#842)

---
 contents/tree_traversal/code/julia/Tree.jl | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/contents/tree_traversal/code/julia/Tree.jl b/contents/tree_traversal/code/julia/Tree.jl
index 8e7893cd1..d44345e8d 100644
--- a/contents/tree_traversal/code/julia/Tree.jl
+++ b/contents/tree_traversal/code/julia/Tree.jl
@@ -47,7 +47,7 @@ function DFS_stack(n::Node)
     push!(s, n)
 
     while(length(s) > 0)
-        println(top(s).ID)
+        println(first(s).ID)
         temp = pop!(s)
         for child in temp.children
             push!(s, child)
@@ -60,7 +60,7 @@ function BFS_queue(n::Node)
     enqueue!(q, n)
 
     while(length(q) > 0)
-        println(front(q).ID)
+        println(first(q).ID)
         temp = dequeue!(q)
         for child in temp.children
             enqueue!(q, child)

From d2c937b1eef466aa4a468694fe818eb281005f2a Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Tue, 24 Aug 2021 12:52:54 +0900
Subject: [PATCH 011/146] adding stack and queue code infrastructure (#839)

---
 book.json                                       |  4 ++++
 contents/stacks_and_queues/stacks_and_queues.md | 14 ++++++++++++++
 2 files changed, 18 insertions(+)

diff --git a/book.json b/book.json
index 4614a850c..63429dfa0 100644
--- a/book.json
+++ b/book.json
@@ -206,6 +206,10 @@
           "lang": "kotlin",
           "name": "Kotlin"
         },
+        {
+          "lang": "ts",
+          "name": "TypeScript"
+        },
         {
           "lang": "vim",
           "name": "VimL"
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index 17b8b75b2..11c7088f7 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -13,6 +13,20 @@ For the most part, though, queues and stacks are treated the same way. There mus
 
 The notation for this depends on the language you are using. Queues, for example, will often use `dequeue()` instead of `pop()` and `front()` instead of `top()`. You will see the language-specific details in the source code under the algorithms in this book, so for now it's simply important to know what stacks and queues are and how to access elements held within them.
 
+## Example Code
+Here is a simple implementation of a stack:
+{% method %}
+{% sample lang="ts" %}
+[import, lang:"typescript"](code/typescript/stack.ts)
+{% endmethod %}
+
+Here is a simple implementation of a queue:
+{% method %}
+{% sample lang="ts" %}
+[import, lang:"typescript"](code/typescript/queue.ts)
+{% endmethod %}
+
+
 ## License
 
 ##### Code Examples

From 10d3f990f1d275e2200541537c43a93295cc71a9 Mon Sep 17 00:00:00 2001
From: Mika Pi <mika@mika.global>
Date: Mon, 23 Aug 2021 21:02:45 -0700
Subject: [PATCH 012/146] Add approximate counting C++ sample code (#834)

* Add aproximate counting C++ sample code

* Fix test, fix the confusion between double and int
---
 .../approximate_counting.md                   |  2 +
 .../code/c++/approximate_counting.cpp         | 71 +++++++++++++++++++
 2 files changed, 73 insertions(+)
 create mode 100644 contents/approximate_counting/code/c++/approximate_counting.cpp

diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index d254b99a2..917e79922 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -360,6 +360,8 @@ As we do not have any objects to count, we will instead simulate the counting wi
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/approximate_counting.jl)
+{% sample lang="cpp" %}
+[import, lang:"cpp"](code/c++/approximate_counting.cpp)
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/approximate_counting/code/c++/approximate_counting.cpp b/contents/approximate_counting/code/c++/approximate_counting.cpp
new file mode 100644
index 000000000..7f3f1a16c
--- /dev/null
+++ b/contents/approximate_counting/code/c++/approximate_counting.cpp
@@ -0,0 +1,71 @@
+#include <cmath>
+#include <iostream>
+#include <numeric>
+#include <random>
+
+// Returns a pseudo-random number generator
+std::default_random_engine& rng() {
+  // Initialize static pseudo-random engine with non-deterministic random seed
+  static std::default_random_engine randEngine(std::random_device{}());
+  return randEngine;
+}
+
+// Returns a random double in [0, 1)
+double drand() {
+  return std::uniform_real_distribution<double>(0.0, 1.0)(rng());
+}
+
+// This function takes
+//     - v: value in register
+//     - a: a  scaling value for the logarithm based on Morris's paper
+// It returns n(v,a), the approximate count
+auto n(double v, double a) { return a * (pow((1 + 1 / a), v) - 1); }
+
+// This function takes
+//    - v: value in register
+//    - a: a scaling value for the logarithm based on Morris's paper
+// It returns a new value for v
+auto increment(int v, double a) {
+  // delta is the probability of incrementing our counter
+  const auto delta = 1 / (n(v + 1, a) - n(v, a));
+  return (drand() <= delta) ? v + 1 : v;
+}
+
+// This simulates counting and takes
+//     - n_items: number of items to count and loop over
+//     - a: a scaling value for the logarithm based on Morris's paper
+// It returns n(v,a), the approximate count
+auto approximate_count(int n_items, double a) {
+  auto v = 0;
+  for (auto i = 0; i < n_items; ++i)
+    v = increment(v, a);
+
+  return n(v, a);
+}
+
+// This function takes
+//     - n_trials: the number of counting trials
+//     - n_items: the number of items to count to
+//     - a: a scaling value for the logarithm based on Morris's paper
+//     - threshold: the maximum percent error allowed
+// It returns a "pass" / "fail" test value
+auto test_approximate_count(
+    int n_trials, int n_items, double a, double threshold) {
+  auto sum = 0.0;
+  for (auto i = 0; i < n_trials; ++i)
+    sum += approximate_count(n_items, a);
+  const auto avg = sum / n_trials;
+  return std::abs((avg - n_items) / n_items) < threshold ? "pass" : "fail";
+}
+
+int main() {
+  std::cout << "Counting Tests, 100 trials\n";
+
+  std::cout << "testing 1,000, a = 30, 1% error "
+            << test_approximate_count(100, 1000, 30, 0.1) << "\n";
+  std::cout << "testing 12,345, a = 10, 1% error "
+            << test_approximate_count(100, 12345, 10, 0.1) << "\n";
+  // Note : with a lower a, we need more trials, so a higher % error here.
+  std::cout << "testing 222,222, a = 0.5, 10% error "
+            << test_approximate_count(100, 222222, 0.5, 0.2) << "\n";
+}

From 495bc8a5dbf0a2c8828706d51363d8edf3c85b50 Mon Sep 17 00:00:00 2001
From: Mika Pi <mika@mika.global>
Date: Mon, 23 Aug 2021 21:13:15 -0700
Subject: [PATCH 013/146] C++ sample code for The Barnsley Fern (#835)

* C++ sample code for The Barnsley Fern

* Fix compilation warnings with strict flags

* Mention C++ 17

* Missed one U

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/barnsley/barnsley.md           |   2 +
 contents/barnsley/code/c++/barnsley.cpp | 121 ++++++++++++++++++++++++
 2 files changed, 123 insertions(+)
 create mode 100644 contents/barnsley/code/c++/barnsley.cpp

diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index cb4d849a0..0c0cf682b 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -125,6 +125,8 @@ The biggest differences between the two code implementations is that the Barnsle
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/barnsley.jl)
+{% sample lang="cpp" %}
+[import, lang:"cpp"](code/c++/barnsley.cpp)
 {% sample lang="c" %}
 [import, lang:"c"](code/c/barnsley.c)
 {% sample lang="java" %}
diff --git a/contents/barnsley/code/c++/barnsley.cpp b/contents/barnsley/code/c++/barnsley.cpp
new file mode 100644
index 000000000..88fb24766
--- /dev/null
+++ b/contents/barnsley/code/c++/barnsley.cpp
@@ -0,0 +1,121 @@
+// The code bellow uses C++-17 features, compile it with C++-17 flags, e.g.:
+// clang++ -Wall -Wextra -Wshadow -Wnon-virtual-dtor -Wold-style-cast -Wcast-align -Wunused -Woverloaded-virtual -Wpedantic -Wconversion -Wsign-conversion -Wnull-dereference -Wdouble-promotion -Wformat=2 -gdwarf-3 -D_GLIBCXX_DEBUG -std=c++17 -O3 -c ./barnsley.cpp barnsley
+
+#include <array>
+#include <cassert>
+#include <fstream>
+#include <random>
+
+using Vec2 = std::array<double, 2>;
+using Vec3 = std::array<double, 3>;
+using Row = std::array<double, 3>;
+using Op = std::array<Row, 3>;
+
+constexpr auto OpN = 4U;
+
+template <size_t N>
+auto operator+(std::array<double, N> x, std::array<double, N> y) {
+  for (auto i = 0U; i < N; ++i)
+    x[i] += y[i];
+  return x;
+}
+
+template <size_t N>
+auto operator*(double k, std::array<double, N> v) {
+  for (auto i = 0U; i < N; ++i)
+    v[i] *= k;
+  return v;
+}
+
+template <size_t N>
+auto operator*(std::array<double, N> v, double k) {
+  return k * v;
+}
+
+auto operator*(const Op& x, const Vec3& y) {
+  auto ret = Vec3{};
+  for (auto i = 0U; i < 3U; ++i) {
+    ret[i] = 0;
+    for (auto j = 0U; j < 3U; ++j)
+      ret[i] += y[j] * x[i][j];
+  }
+  return ret;
+}
+
+// Returns a pseudo-random number generator
+std::default_random_engine& rng() {
+  // Initialize static pseudo-random engine with non-deterministic random seed
+  static std::default_random_engine randEngine(std::random_device{}());
+  return randEngine;
+}
+
+// Returns a random double in [0, 1)
+double drand() {
+  return std::uniform_real_distribution<double>(0.0, 1.0)(rng());
+}
+
+// This is a function that reads in the Hutchinson operator and
+// corresponding
+//     probabilities and outputs a randomly selected transform
+// This works by choosing a random number and then iterating through all
+//     probabilities until it finds an appropriate bin
+auto select_array(
+    const std::array<Op, OpN>& hutchinson_op,
+    const std::array<double, OpN>& probabilities) {
+
+  // random number to be binned
+  auto rnd = drand();
+
+  // This checks to see if a random number is in a bin, if not, that
+  //     probability is subtracted from the random number and we check the
+  //     next bin in the list
+  for (auto i = 0U; i < probabilities.size(); ++i) {
+    if (rnd < probabilities[i])
+      return hutchinson_op[i];
+    rnd -= probabilities[i];
+  }
+  assert(!static_cast<bool>("check if probabilities adding up to 1"));
+}
+
+// This is a general function to simulate a chaos game
+// n is the number of iterations
+// initial_location is the the starting point of the chaos game
+// hutchinson_op is the set of functions to iterate through
+// probabilities is the set of probabilities corresponding to the likelihood
+//     of choosing their corresponding function in hutchinson_op
+auto chaos_game(
+    size_t n,
+    Vec2 initial_location,
+    const std::array<Op, OpN>& hutchinson_op,
+    const std::array<double, OpN>& probabilities) {
+
+  // Initializing the output array and the initial point
+  auto output_points = std::vector<Vec2>{};
+
+  // extending point to 3D for affine transform
+  auto point = Vec3{initial_location[0], initial_location[1], 1};
+
+  for (auto i = 0U; i < n; ++i) {
+    output_points.push_back(Vec2{point[0], point[1]});
+    point = select_array(hutchinson_op, probabilities) * point;
+  }
+
+  return output_points;
+}
+
+int main() {
+
+  const std::array barnsley_hutchinson = {
+      Op{Row{0.0, 0.0, 0.0}, Row{0.0, 0.16, 0.0}, Row{0.0, 0.0, 1.0}},
+      Op{Row{0.85, 0.04, 0.0}, Row{-0.04, 0.85, 1.60}, Row{0.0, 0.0, 1.0}},
+      Op{Row{0.20, -0.26, 0.0}, Row{0.23, 0.22, 1.60}, Row{0.0, 0.0, 1.0}},
+      Op{Row{-0.15, 0.28, 0.0}, Row{0.26, 0.24, 0.44}, Row{0.0, 0.0, 1.0}}};
+
+  const std::array barnsley_probabilities = {0.01, 0.85, 0.07, 0.07};
+  auto output_points = chaos_game(
+      10'000, Vec2{0, 0}, barnsley_hutchinson, barnsley_probabilities);
+
+  std::ofstream ofs("out.dat");
+  for (auto pt : output_points)
+    ofs << pt[0] << '\t' << pt[1] << '\n';
+}

From 139c4a10162636bc5b7f7a3a73648e2fecece0aa Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Tue, 24 Aug 2021 13:15:05 +0900
Subject: [PATCH 014/146] small typos in julia code that could be a problem in
 other languages. Added abs and fixed <= (#840)

* small typo in julia code that could be a problem in other languages

* adding absolute value to approximate counting tests in Julia
---
 .../approximate_counting/code/julia/approximate_counting.jl   | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/contents/approximate_counting/code/julia/approximate_counting.jl b/contents/approximate_counting/code/julia/approximate_counting.jl
index 5e1fa86c3..36b07651e 100644
--- a/contents/approximate_counting/code/julia/approximate_counting.jl
+++ b/contents/approximate_counting/code/julia/approximate_counting.jl
@@ -17,7 +17,7 @@ function increment(v, a)
     delta = 1/(n(v+1, a)-n(v, a))
 
     if rand() <= delta
-        return v += 1
+        return v + 1
     else
         return v
     end
@@ -47,7 +47,7 @@ function test_approximate_count(n_trials, n_items, a, threshold)
 
     avg = sum(samples)/n_trials
 
-    @test ((avg - n_items) / n_items < threshold)
+    @test (abs((avg - n_items) / n_items) < threshold)
 end
 
 @testset "Counting Tests, 100 trials" begin

From a913874016e3cd757e1baea4212022096eaff530 Mon Sep 17 00:00:00 2001
From: Hugo Salou <y.hugo.s29@gmail.com>
Date: Tue, 24 Aug 2021 23:54:35 +0200
Subject: [PATCH 015/146] Add Computus in Javascript and Typescript (#807)

* Add Computus in Javascript and Typescript

* Changed Computus in JavaScript, Typescript and added Computus in Dart

* Linked computus.md to JavaScript, Typescript and Dart

* Added Dart to book.json and updated contributors

* Readded Sobel_filters.png
---
 CONTRIBUTORS.md                               |  3 +-
 book.json                                     |  8 +-
 contents/computus/code/dart/gauss_easter.dart | 63 +++++++++++++
 .../computus/code/javascript/gauss_easter.js  | 91 +++++++++++++++++++
 .../computus/code/typescript/gauss_easter.ts  | 91 +++++++++++++++++++
 contents/computus/computus.md                 |  6 ++
 6 files changed, 259 insertions(+), 3 deletions(-)
 create mode 100644 contents/computus/code/dart/gauss_easter.dart
 create mode 100644 contents/computus/code/javascript/gauss_easter.js
 create mode 100644 contents/computus/code/typescript/gauss_easter.ts

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 6a5c86908..fb8ecde19 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -57,4 +57,5 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Delphi1024
 - ntindle
 - Mahdi Sarikhani
-- Ridham177
\ No newline at end of file
+- Ridham177
+- Hugo Salou
diff --git a/book.json b/book.json
index 63429dfa0..690acec87 100644
--- a/book.json
+++ b/book.json
@@ -193,8 +193,8 @@
         {
           "lang": "ps1",
           "name": "PowerShell"
-	},
-	{
+        },
+        {
           "lang": "v",
           "name": "Vlang"
         },
@@ -217,6 +217,10 @@
         {
           "lang": "coco",
           "name": "Coconut"
+        },
+        {
+          "lang": "dart",
+          "name": "Dart"
         }
       ]
     }
diff --git a/contents/computus/code/dart/gauss_easter.dart b/contents/computus/code/dart/gauss_easter.dart
new file mode 100644
index 000000000..ab48aab20
--- /dev/null
+++ b/contents/computus/code/dart/gauss_easter.dart
@@ -0,0 +1,63 @@
+String computus(int year, {bool servois = false}) {
+  // Year's position in metonic cycle
+  final a = year % 19;
+
+  // Century index
+  final k = (year / 100).floor();
+
+  // Shift of metonic cycle, add a day offset every 300 years
+  final p = ((13 + 8 * k) / 25).floor();
+
+  // Correction for non-observed leap days
+  final q = (k / 4).floor();
+
+  // Correction to starting point of calculation each century
+  final M = (15 - p + k - q) % 30;
+
+  // Number of days from March 21st until the full moon
+  final d = (19 * a + M) % 30;
+
+  // Returning if user wants value for Servois' table
+  if (servois) {
+    return ((21 + d) % 31).toString();
+  }
+
+  // Finding the next Sunday
+  // Century-based offset in weekly calculation
+  final N = (4 + k - q) % 7;
+
+  // Correction for leap days
+  final b = year % 4;
+  final c = year % 7;
+
+  // Days from d to next Sunday
+  var e = (2 * b + 4 * c + 6 * d + N) % 7;
+
+  // Historical corrections for April 26 and 25
+  if (e == 6) {
+    if (d == 29 || (d == 28 && a > 10)) {
+      e = -1;
+    }
+  }
+
+  // Determination of the correct month for Easter
+  if (22 + d + e > 31) {
+    return 'April ${d + e - 9}';
+  } else {
+    return 'March ${22 + d + e}';
+  }
+}
+
+void main() {
+  print("The following are the dates of the Paschal full moon (using Servois " +
+      "notation) and the date of Easter for 2020-2030 AD:");
+
+  print("Year\tServois number\tEaster");
+
+  for (var year = 2020; year <= 2030; year++) {
+    final servoisNumber = computus(year, servois: true);
+    final easterDate = computus(year);
+
+    print('$year\t$servoisNumber\t\t$easterDate');
+  }
+}
diff --git a/contents/computus/code/javascript/gauss_easter.js b/contents/computus/code/javascript/gauss_easter.js
new file mode 100644
index 000000000..f413644f5
--- /dev/null
+++ b/contents/computus/code/javascript/gauss_easter.js
@@ -0,0 +1,91 @@
+/**
+ * In this code, the modulus operator is used.
+ * However, this operator in javascript/typescript doesn't support negative numbers.
+ * So, where there may be negative numbers, the function mod is used.
+ * This function gives the modulo of any relative number a
+ */
+
+/**
+ * @param {number} a
+ * @param {number} b
+ * @returns {number}
+ */
+function mod(a, b) {
+  if (a < 0) return mod(a + b, b);
+  else return a % b;
+}
+
+/**
+ * @param {number} year
+ * @param {boolean} [servois=false]
+ * @returns {string}
+ */
+function computus(year, servois = false) {
+  // Year's position in metonic cycle
+  const a = year % 19;
+
+  // Century index
+  const k = Math.floor(year / 100);
+
+  // Shift of metonic cycle, add a day offset every 300 years
+  const p = Math.floor((13 + 8 * k) / 25);
+
+  // Correction for non-observed leap days
+  const q = Math.floor(k / 4);
+
+  // Correction to starting point of calculation each century
+  const M = mod(15 - p + k - q, 30);
+
+  // Number of days from March 21st until the full moon
+  const d = (19 * a + M) % 30;
+
+  // Returning if user wants value for Servois' table
+  if (servois) {
+    return ((21 + d) % 31).toString();
+  }
+
+  // Finding the next Sunday
+  // Century-based offset in weekly calculation
+  const N = mod(4 + k - q, 7);
+
+  // Correction for leap days
+  const b = year % 4;
+  const c = year % 7;
+
+  // Days from d to next Sunday
+  let e = (2 * b + 4 * c + 6 * d + N) % 7;
+
+  // Historical corrections for April 26 and 25
+  if (e === 6) {
+    if (d === 29 || (d === 28 && a > 10)) {
+      e = -1;
+    }
+  }
+
+  // Determination of the correct month for Easter
+  if (22 + d + e > 31) {
+    return `April ${d + e - 9}`;
+  } else {
+    return `March ${22 + d + e}`;
+  }
+}
+
+console.log(
+  "The following are the dates of the Paschal full moon (using Servois " +
+    "notation) and the date of Easter for 2020-2030 AD:"
+);
+
+const values = [];
+
+for (let year = 2020; year <= 2030; year++) {
+  const servoisNumber = computus(year, true);
+  const easterDate = computus(year);
+
+  // Creation of an object to be displayed as a line in the output table
+  values[year] = {
+    "servois number": +servoisNumber,
+    easter: easterDate,
+  };
+}
+
+console.table(values);
diff --git a/contents/computus/code/typescript/gauss_easter.ts b/contents/computus/code/typescript/gauss_easter.ts
new file mode 100644
index 000000000..789b9bd7e
--- /dev/null
+++ b/contents/computus/code/typescript/gauss_easter.ts
@@ -0,0 +1,91 @@
+/**
+ * In this code, the modulus operator is used.
+ * However, this operator in javascript/typescript doesn't support negative numbers.
+ * So, where there may be negative numbers, the function mod is used.
+ * This function gives the modulo of any relative number a
+ */
+
+function mod(a: number, b: number): number {
+  if (a < 0) {
+    return mod(a + b, b);
+  } else {
+    return a % b;
+  }
+}
+function computus(year: number, servois: boolean = false): string {
+  // Year's position in metonic cycle
+  const a: number = year % 19;
+
+  // Century index
+  const k: number = Math.floor(year / 100);
+
+  // Shift of metonic cycle, add a day offset every 300 years
+  const p: number = Math.floor((13 + 8 * k) / 25);
+
+  // Correction for non-observed leap days
+  const q: number = Math.floor(k / 4);
+
+  // Correction to starting point of calculation each century
+  const M: number = mod(15 - p + k - q, 30);
+
+  // Number of days from March 21st until the full moon
+  const d: number = (19 * a + M) % 30;
+
+  // Returning if user wants value for Servois' table
+  if (servois) {
+    return ((21 + d) % 31).toString();
+  }
+
+  // Finding the next Sunday
+  // Century-based offset in weekly calculation
+  const N: number = mod(4 + k - q, 7);
+
+  // Correction for leap days
+  const b: number = year % 4;
+  const c: number = year % 7;
+
+  // Days from d to next Sunday
+  let e: number = (2 * b + 4 * c + 6 * d + N) % 7;
+
+  // Historical corrections for April 26 and 25
+  if (e === 6) {
+    if (d === 29 || (d === 28 && a > 10)) {
+      e = -1;
+    }
+  }
+
+  // Determination of the correct month for Easter
+  if (22 + d + e > 31) {
+    return `April ${d + e - 9}`;
+  } else {
+    return `March ${22 + d + e}`;
+  }
+}
+
+console.log(
+  "The following are the dates of the Paschal full moon (using Servois " +
+    "notation) and the date of Easter for 2020-2030 AD:"
+);
+
+// Type of a line in the output table
+interface IOutputLine {
+  "servois number": number;
+  easter: string;
+}
+
+const values: IOutputLine[] = [];
+
+for (let year = 2020; year <= 2030; year++) {
+  const servoisNumber: string = computus(year, true);
+  const easterDate: string = computus(year);
+
+  // Creation of an object to be displayed as a line in the output table
+  const line: IOutputLine = {
+    "servois number": +servoisNumber,
+    easter: easterDate,
+  };
+
+  values[year] = line;
+}
+
+console.table(values);
diff --git a/contents/computus/computus.md b/contents/computus/computus.md
index 31071d5f1..0b474c9a9 100644
--- a/contents/computus/computus.md
+++ b/contents/computus/computus.md
@@ -322,6 +322,12 @@ For now, we have the code outputting a tuple of $$d$$ and $$e$$, so users can us
 [import, lang:"nim"](code/nim/gauss_easter.nim)
 {% sample lang="scala" %}
 [import, lang:"scala"](code/scala/gauss_easter.scala)
+{% sample lang="dart" %}
+[import, lang:"dart"](code/dart/gauss_easter.dart)
+{% sample lang="javascript" %}
+[import, lang:"javascript"](code/javascript/gauss_easter.js)
+{% sample lang="typescript" %}
+[import, lang:"typescript"](code/typescript/gauss_easter.ts)
 {% endmethod %}
 
 

From 41b9e86a91938623336a7bc95f9204281563a861 Mon Sep 17 00:00:00 2001
From: Hugo Salou <y.hugo.s29@gmail.com>
Date: Wed, 25 Aug 2021 00:36:57 +0200
Subject: [PATCH 016/146] Remove case sensitive Sobel_filters.png (#845)

---
 contents/convolutions/res/Sobel_filters.png | Bin 117215 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 contents/convolutions/res/Sobel_filters.png

diff --git a/contents/convolutions/res/Sobel_filters.png b/contents/convolutions/res/Sobel_filters.png
deleted file mode 100644
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GIT binary patch
literal 0
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From 6bcf40c638366d573e6fec5dec3abe6f09636c9f Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Fri, 27 Aug 2021 23:48:10 -0500
Subject: [PATCH 017/146] Add Auto Labeler for issues (#847)

* feat: add differnet versions of workflow

* fix: use npx over npm i -g

* feat: add myself as contributor

* ci: update home repo

* feat: issue labeler

* ci: test github labeler

* fix: indentations man

* ci: test github labeler

* ci: test github labeler

* ci: test github labeler

* ci: test github labeler

* ci: test github labeler

* ci: test github labeler
---
 .github/workflows/issue_comment.yml | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)
 create mode 100644 .github/workflows/issue_comment.yml

diff --git a/.github/workflows/issue_comment.yml b/.github/workflows/issue_comment.yml
new file mode 100644
index 000000000..e7d87c53d
--- /dev/null
+++ b/.github/workflows/issue_comment.yml
@@ -0,0 +1,19 @@
+name: Add Label with Comment
+
+on: [issue_comment]
+
+jobs:
+  create_comment:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions-ecosystem/action-regex-match@v2
+        id: regex-match
+        with:
+          text: ${{ github.event.comment.body }}
+          regex: '\[lang:\s*(.*?)\s*\]'
+
+      - uses: actions-ecosystem/action-add-labels@v1
+        if: ${{ steps.regex-match.outputs.match != '' }}
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          labels: "lang: ${{ steps.regex-match.outputs.group1 }}"

From 888235d6a5109aaf09c1dbc72faa0a5baf9e8d43 Mon Sep 17 00:00:00 2001
From: Eric Berquist <eric.berquist@gmail.com>
Date: Sat, 28 Aug 2021 10:46:24 -0400
Subject: [PATCH 018/146] Update C# Jarvis March to use points from Graham Scan
 (#705)

---
 contents/jarvis_march/code/csharp/Program.cs | 23 +++++++++++++-------
 1 file changed, 15 insertions(+), 8 deletions(-)

diff --git a/contents/jarvis_march/code/csharp/Program.cs b/contents/jarvis_march/code/csharp/Program.cs
index 82ed6a04d..aa9c0a71c 100644
--- a/contents/jarvis_march/code/csharp/Program.cs
+++ b/contents/jarvis_march/code/csharp/Program.cs
@@ -13,14 +13,21 @@ static void Main(string[] args)
             // The points are represented by vectors here, but that doesn't really matter.
             var points = new List<Vector>()
             {
-                new Vector(1, 3),
-                new Vector(2, 4),
-                new Vector(4, 0),
-                new Vector(1, 0),
-                new Vector(0, 2),
-                new Vector(2, 2),
-                new Vector(3, 4),
-                new Vector(3, 1),
+                new Vector(-5, 2),
+                new Vector(5, 7),
+                new Vector(-6, -12),
+                new Vector(-14, -14),
+                new Vector(9, 9),
+                new Vector(-1, -1),
+                new Vector(-10, 11),
+                new Vector(-6, 15),
+                new Vector(-6, -8),
+                new Vector(15, -9),
+                new Vector(7, -7),
+                new Vector(-2, -9),
+                new Vector(6, -5),
+                new Vector(0, 14),
+                new Vector(2, 8),
             };
             var jarvisMarch = new JarvisMarch();
             var giftWrap = jarvisMarch.Run(points);

From 0930d2743ed5e08641cfa0b926198a95bdb9dd12 Mon Sep 17 00:00:00 2001
From: Jie <jie.gillet@gmail.com>
Date: Tue, 31 Aug 2021 12:36:52 +0900
Subject: [PATCH 019/146] IFS in Haskell (#704)

---
 contents/IFS/IFS.md              |  4 ++++
 contents/IFS/code/haskell/IFS.hs | 30 ++++++++++++++++++++++++++++++
 2 files changed, 34 insertions(+)
 create mode 100644 contents/IFS/code/haskell/IFS.hs

diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index 67422d9fd..d16a44efc 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -132,6 +132,8 @@ Here, instead of tracking children of children, we track a single individual tha
 {% method %}
 {% sample lang="jl" %}
 [import:4-17, lang:"julia"](code/julia/IFS.jl)
+{% sample lang="hs" %}
+[import:7-13, lang:"haskell"](code/haskell/IFS.hs)
 {% sample lang="cpp" %}
 [import:39-52, lang:"cpp"](code/c++/IFS.cpp)
 {% sample lang="py" %}
@@ -214,6 +216,8 @@ In addition, we have written the chaos game code to take in a set of points so t
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/IFS.jl)
+{% sample lang="hs" %}
+[import, lang:"haskell"](code/haskell/IFS.hs)
 {% sample lang="cpp" %}
 [import, lang:"cpp"](code/c++/IFS.cpp)
 {% sample lang="py" %}
diff --git a/contents/IFS/code/haskell/IFS.hs b/contents/IFS/code/haskell/IFS.hs
new file mode 100644
index 000000000..9e8f4ef70
--- /dev/null
+++ b/contents/IFS/code/haskell/IFS.hs
@@ -0,0 +1,30 @@
+import Data.Array ((!), Array, bounds, listArray)
+import Data.List (intercalate)
+import System.Random
+
+data Point = Point Double Double
+
+chaosGame :: RandomGen g => g -> Int -> Array Int (Point -> Point) -> [Point]
+chaosGame g n hutchinson = take n points
+  where
+    (x, g') = random g
+    (y, g'') = random g'
+    choices = randomRs (bounds hutchinson) g''
+    points = Point x y : zipWith (hutchinson !) choices points
+
+main :: IO ()
+main = do
+  g <- newStdGen
+
+  let midPoint (Point a b) (Point x y) = Point ((a + x) / 2) ((b + y) / 2)
+      sierpinski =
+        listArray
+          (1, 3)
+          [ midPoint (Point 0 0),
+            midPoint (Point 0.5 (sqrt 0.75)),
+            midPoint (Point 1 0)
+          ]
+      points = chaosGame g 10000 sierpinski
+      showPoint (Point x y) = show x ++ "\t" ++ show y
+
+  writeFile "out.dat" $ intercalate "\n" $ map showPoint points

From c249854e70069e74b91714ce91a3cc3eeb98bf54 Mon Sep 17 00:00:00 2001
From: Jie <jie.gillet@gmail.com>
Date: Tue, 31 Aug 2021 17:14:22 +0900
Subject: [PATCH 020/146] [#852] [#852] Fix for Julia 1D convolution (#854)

* [#852] [#853] Fix for Julia 1D convolution

* fixing line numbers for jie's PR

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/convolutions/1d/1d.md                     | 12 ++++++------
 contents/convolutions/code/julia/1d_convolution.jl |  8 +++-----
 2 files changed, 9 insertions(+), 11 deletions(-)

diff --git a/contents/convolutions/1d/1d.md b/contents/convolutions/1d/1d.md
index 3a3ca0cf6..3e663938e 100644
--- a/contents/convolutions/1d/1d.md
+++ b/contents/convolutions/1d/1d.md
@@ -53,7 +53,7 @@ With this in mind, we can almost directly transcribe the discrete equation into
 
 {% method %}
 {% sample lang="jl" %}
-[import:29-48, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
 {% endmethod %}
 
 The easiest way to reason about this code is to read it as you might read a textbook.
@@ -184,7 +184,7 @@ Here it is again for clarity:
 
 {% method %}
 {% sample lang="jl" %}
-[import:29-48, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
 {% endmethod %}
 
 Here, the main difference between the bounded and unbounded versions is that the output array size is smaller in the bounded case.
@@ -192,14 +192,14 @@ For an unbounded convolution, the function would be called with a the output arr
 
 {% method %}
 {% sample lang="jl" %}
-[import:60-61, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:58-59, lang:"julia"](../code/julia/1d_convolution.jl)
 {% endmethod %}
 
 On the other hand, the bounded call would set the output array size to simply be the length of the signal
 
 {% method %}
 {% sample lang="jl" %}
-[import:63-64, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:61-62, lang:"julia"](../code/julia/1d_convolution.jl)
 {% endmethod %}
 
 Finally, as we mentioned before, it is possible to center bounded convolutions by changing the location where we calculate the each point along the filter.
@@ -207,7 +207,7 @@ This can be done by modifying the following line:
 
 {% method %}
 {% sample lang="jl" %}
-[import:37-37, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:35-35, lang:"julia"](../code/julia/1d_convolution.jl)
 {% endmethod %}
 
 Here, `j` counts from `i-length(filter)` to `i`.
@@ -239,7 +239,7 @@ In code, this typically amounts to using some form of modulus operation, as show
 
 {% method %}
 {% sample lang="jl" %}
-[import:4-27, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:4-25, lang:"julia"](../code/julia/1d_convolution.jl)
 {% endmethod %}
 
 This is essentially the same as before, except for the modulus operations, which allow us to work on a periodic domain.
diff --git a/contents/convolutions/code/julia/1d_convolution.jl b/contents/convolutions/code/julia/1d_convolution.jl
index 78dafc0ed..0019c2496 100644
--- a/contents/convolutions/code/julia/1d_convolution.jl
+++ b/contents/convolutions/code/julia/1d_convolution.jl
@@ -13,9 +13,7 @@ function convolve_cyclic(signal::Array{T, 1},
 
     for i = 1:output_size
         for j = 1:output_size
-            if (mod1(i-j, output_size) <= length(filter))
-                sum += signal[mod1(j, output_size)] * filter[mod1(i-j, output_size)]
-            end
+            sum += get(signal, mod1(j, output_size), 0) * get(filter, mod1(i-j, output_size), 0)
         end
 
         out[i] = sum
@@ -57,8 +55,8 @@ function main()
     normalize!(x)
     normalize!(y)
 
-    # full convolution, output will be the size of x + y
-    full_linear_output = convolve_linear(x, y, length(x) + length(y))
+    # full convolution, output will be the size of x + y - 1
+    full_linear_output = convolve_linear(x, y, length(x) + length(y) - 1)
 
     # simple boundaries
     simple_linear_output = convolve_linear(x, y, length(x))

From cbe4b613565d2446d1a15335fbe818e8e963c7cf Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Tue, 31 Aug 2021 14:45:54 +0200
Subject: [PATCH 021/146] General implementation cleanup (#849)

* Monte Carlo [cpp]: Hardcode sample count

This removes the need for user input

* Verlet Integration [java]: Move VerletValue class into Verlet class

* Tree Traversal [java]: Move main method into Tree class

* Huffman Encoding [java]: Move Huffman class to the top of the file

Executing a single java file without compilation (in java >= 11) only works if the first
class it finds contains the main method.
---
 .../huffman_encoding/code/java/huffman.java   | 20 ++++++------
 .../code/c++/monte_carlo.cpp                  |  5 +--
 .../tree_traversal/code/java/MainClass.java   | 31 -------------------
 contents/tree_traversal/code/java/Tree.java   | 30 ++++++++++++++++++
 contents/tree_traversal/tree_traversal.md     |  2 --
 .../verlet_integration/code/java/Verlet.java  | 12 +++++++
 .../code/java/VerletValues.java               |  9 ------
 .../verlet_integration/verlet_integration.md  |  7 ++---
 8 files changed, 56 insertions(+), 60 deletions(-)
 delete mode 100644 contents/tree_traversal/code/java/MainClass.java
 delete mode 100644 contents/verlet_integration/code/java/VerletValues.java

diff --git a/contents/huffman_encoding/code/java/huffman.java b/contents/huffman_encoding/code/java/huffman.java
index 63ceff43a..1c67ff4e1 100644
--- a/contents/huffman_encoding/code/java/huffman.java
+++ b/contents/huffman_encoding/code/java/huffman.java
@@ -1,5 +1,15 @@
 import java.util.*;
 
+class Huffman {
+    public static void main(String[] args) {
+        HuffmanTree huffmanTree = new HuffmanTree("bibbity_bobbity");
+        huffmanTree.createTree();
+        String encoded = huffmanTree.encode();
+        System.out.println("Encoded String: " + encoded);
+        System.out.println("Decoded String: " + huffmanTree.decode(encoded));
+    }
+}
+
 class TreeNode {
     String letter = "";
     int frequency = 0;
@@ -101,13 +111,3 @@ public String decode(String encoded) {
         return decoded.toString();
     }
 }
-
-class Huffman {
-    public static void main(String[] args) {
-        HuffmanTree huffmanTree = new HuffmanTree("bibbity_bobbity");
-        huffmanTree.createTree();
-        String encoded = huffmanTree.encode();
-        System.out.println("Encoded String: " + encoded);
-        System.out.println("Decoded String: " + huffmanTree.decode(encoded));
-    }
-}
diff --git a/contents/monte_carlo_integration/code/c++/monte_carlo.cpp b/contents/monte_carlo_integration/code/c++/monte_carlo.cpp
index beff97170..f38d83f45 100644
--- a/contents/monte_carlo_integration/code/c++/monte_carlo.cpp
+++ b/contents/monte_carlo_integration/code/c++/monte_carlo.cpp
@@ -39,10 +39,7 @@ double monte_carlo_pi(unsigned samples) {
 int main() {
     unsigned samples;
 
-    std::cout << "Enter samples to use: ";
-    std::cin >> samples;
-
-    double pi_estimate = monte_carlo_pi(samples);
+    double pi_estimate = monte_carlo_pi(10000000);
     std::cout << "Pi = " << pi_estimate << '\n';
     std::cout << "Percent error is: " << 100 * std::abs(pi_estimate - PI) / PI << " %\n";
 }
diff --git a/contents/tree_traversal/code/java/MainClass.java b/contents/tree_traversal/code/java/MainClass.java
deleted file mode 100644
index 59dd20c09..000000000
--- a/contents/tree_traversal/code/java/MainClass.java
+++ /dev/null
@@ -1,31 +0,0 @@
-//submitted by xam4lor
-public class MainClass {
-    public static void main(String[] args) {
-        System.out.println("Creating Tree");
-        Tree tree = new Tree(3, 3);
-
-        System.out.println("Using recursive DFS :");
-        tree.dfsRecursive();
-
-        System.out.println("Using stack-based DFS :");
-        tree.dfsStack();
-
-        System.out.println("Using queue-based BFS :");
-        tree.bfsQueue();
-
-        System.out.println("Using post-order recursive DFS :");
-        tree.dfsRecursivePostOrder();
-
-
-        // Uncommenting the following 2 lines will result in an exception thrown because at least one Node of the Tree has more than 2 children and therefor a DFSRecursiveInorderBinary doesn't work.
-        System.out.println("Using in-order binary recursive DFS : (fail)");
-        tree.dfsRecursiveInOrderBinary();
-
-        tree = new Tree(3, 2);
-        System.out.println("Using in-order binary recursive DFS : (succeed)");
-        tree.dfsRecursiveInOrderBinary();
-
-
-        System.out.println("");
-    }
-}
diff --git a/contents/tree_traversal/code/java/Tree.java b/contents/tree_traversal/code/java/Tree.java
index 595df47b0..1dee7d9d1 100644
--- a/contents/tree_traversal/code/java/Tree.java
+++ b/contents/tree_traversal/code/java/Tree.java
@@ -124,4 +124,34 @@ public int compareTo(Node other) {
             return Integer.compare(this.id, other.id);
         }
     }
+    
+    public static void main(String[] args) {
+        System.out.println("Creating Tree");
+        Tree tree = new Tree(3, 3);
+
+        System.out.println("Using recursive DFS :");
+        tree.dfsRecursive();
+
+        System.out.println("Using stack-based DFS :");
+        tree.dfsStack();
+
+        System.out.println("Using queue-based BFS :");
+        tree.bfsQueue();
+
+        System.out.println("Using post-order recursive DFS :");
+        tree.dfsRecursivePostOrder();
+
+
+        // Uncommenting the following 2 lines will result in an exception thrown because at least one Node of the Tree has more than 2 children and therefor a DFSRecursiveInorderBinary doesn't work.
+        System.out.println("Using in-order binary recursive DFS : (fail)");
+        tree.dfsRecursiveInOrderBinary();
+
+        tree = new Tree(3, 2);
+        System.out.println("Using in-order binary recursive DFS : (succeed)");
+        tree.dfsRecursiveInOrderBinary();
+
+
+        System.out.println("");
+    }
+    
 }
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 3cc5a2fbb..e03f09652 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -330,8 +330,6 @@ Here is a video describing tree traversal:
 {% sample lang="java" %}
 ##### Tree.java
 [import, lang:"java"](code/java/Tree.java)
-##### MainClass.java
-[import, lang:"java"](code/java/MainClass.java)
 {% sample lang="js" %}
 [import, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
diff --git a/contents/verlet_integration/code/java/Verlet.java b/contents/verlet_integration/code/java/Verlet.java
index b7494d65f..a7bb94447 100644
--- a/contents/verlet_integration/code/java/Verlet.java
+++ b/contents/verlet_integration/code/java/Verlet.java
@@ -1,4 +1,16 @@
 public class Verlet {
+    
+    private static class VerletValues {
+        public double time;
+        public double vel;
+    
+        public VerletValues(double time, double vel) {
+            this.time = time;
+            this.vel = vel;
+        }
+    }
+    
+
     static double verlet(double pos, double acc, double dt) {
 
       // Note that we are using a temp variable for the previous position
diff --git a/contents/verlet_integration/code/java/VerletValues.java b/contents/verlet_integration/code/java/VerletValues.java
deleted file mode 100644
index 8dc5ceb84..000000000
--- a/contents/verlet_integration/code/java/VerletValues.java
+++ /dev/null
@@ -1,9 +0,0 @@
-public class VerletValues {
-	public double time;
-	public double vel;
-
-	public VerletValues(double time, double vel) {
-        this.time = time;
-        this.vel = vel;
-    }
-}
diff --git a/contents/verlet_integration/verlet_integration.md b/contents/verlet_integration/verlet_integration.md
index 06fe319c6..402a7ba1b 100644
--- a/contents/verlet_integration/verlet_integration.md
+++ b/contents/verlet_integration/verlet_integration.md
@@ -37,7 +37,7 @@ Here is what it looks like in code:
 {% sample lang="c" %}
 [import:3-14, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
-[import:2-17, lang:"java"](code/java/Verlet.java)
+[import:14-29, lang:"java"](code/java/Verlet.java)
 {% sample lang="py" %}
 [import:1-10, lang:"python"](code/python/verlet.py)
 {% sample lang="hs" %}
@@ -95,7 +95,7 @@ However, the error for this is $$\mathcal{O}(\Delta t)$$, which is quite poor, b
 {% sample lang="c" %}
 [import:16-31, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
-[import:19-37, lang:"java"](code/java/Verlet.java)
+[import:31-49, lang:"java"](code/java/Verlet.java)
 {% sample lang="py" %}
 [import:12-23, lang:"python"](code/python/verlet.py)
 {% sample lang="hs" %}
@@ -167,7 +167,7 @@ Here is the velocity Verlet method in code:
 {% sample lang="c" %}
 [import:33-43, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
-[import:39-51, lang:"java"](code/java/Verlet.java)
+[import:51-63, lang:"java"](code/java/Verlet.java)
 {% sample lang="py" %}
 [import:25-34, lang:"python"](code/python/verlet.py)
 {% sample lang="hs" %}
@@ -225,7 +225,6 @@ Both of these methods work simply by iterating timestep-by-timestep and can be w
 {% sample lang="c" %}
 [import, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
-[import, lang:"java"](code/java/VerletValues.java)
 [import, lang:"java"](code/java/Verlet.java)
 {% sample lang="py" %}
 [import, lang:"python"](code/python/verlet.py)

From b8d4679df76141d9a2a129af9264701b58d33565 Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Sat, 4 Sep 2021 04:42:51 +0200
Subject: [PATCH 022/146] Verlet Integration: Output standardization (#855)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Standardize julia output

* Standardize kotlin output

This also fixes a previous bug, which caused the time and velocity
values to not get printed correctly.

* Standardized c output

* Standardized cpp output

* Standardized lisp output

* Standardized fortran output

I was not able to prevent the preceding whitespaces, but they can
just be trimmed.

* Standardized go output

* Standardized java output

* Standardize javascript output

* Standardize nim output

* Standardize python output

* Standardize ruby output

As the original implementation only returned the time and not
the velocity, the code needed to be adjusted a bit. Now it returns
the two values as an array which gets deconstructed and printed.

* Standardize rust output

* Standardize swift output

* Standardized haskell output

* Standardized haskell output (no quote marks)

* attempt at fix for asm

Co-authored-by: Jérémie Gillet <jie.gillet@gmail.com>
Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 .../verlet_integration/code/asm-x64/verlet.s  |  6 ++---
 .../verlet_integration/code/c++/verlet.cpp    | 10 ++++-----
 contents/verlet_integration/code/c/verlet.c   | 16 +++++++++-----
 .../verlet_integration/code/clisp/verlet.lisp | 15 ++++++++-----
 .../code/fortran/verlet.f90                   | 17 ++++++++++----
 .../verlet_integration/code/golang/verlet.go  | 22 +++++++++----------
 .../verlet_integration/code/haskell/verlet.hs | 18 +++++++++++----
 .../verlet_integration/code/java/Verlet.java  | 16 +++++++++-----
 .../code/javascript/verlet.js                 | 15 ++++++++-----
 .../verlet_integration/code/julia/verlet.jl   | 18 ++++++++++-----
 .../verlet_integration/code/kotlin/verlet.kt  | 15 ++++++++-----
 .../verlet_integration/code/nim/verlet.nim    | 15 ++++++++-----
 .../verlet_integration/code/python/verlet.py  | 22 +++++++++----------
 .../verlet_integration/code/ruby/verlet.rb    | 19 ++++++++++++----
 .../verlet_integration/code/rust/verlet.rs    | 21 ++++++++++--------
 .../code/swift/verlet.swift                   | 15 ++++++++-----
 16 files changed, 167 insertions(+), 93 deletions(-)

diff --git a/contents/verlet_integration/code/asm-x64/verlet.s b/contents/verlet_integration/code/asm-x64/verlet.s
index ed2521f78..d9617fe33 100644
--- a/contents/verlet_integration/code/asm-x64/verlet.s
+++ b/contents/verlet_integration/code/asm-x64/verlet.s
@@ -4,9 +4,9 @@
   zero:          .double 0.0
   two:           .double 2.0
   half:          .double 0.5
-  verlet_fmt:    .string "Time for Verlet integration is: %lf\n"
-  stormer_fmt:   .string "Time and Velocity for Stormer Verlet Integration is: %lf, %lf\n"
-  velocity_fmt:  .string "Time and Velocity for Velocity Verlet Integration is: %lf, %lf\n"
+  verlet_fmt:    .string "[#] Time for Verlet integration is:\n%lf\n"
+  stormer_fmt:   .string "[#] Time for Stormer Verlet Integration is:\n%lf\n[#] Velocity for Stormer Verlet Integration is:\n%lf\n"
+  velocity_fmt:  .string "[#] Time for Velocity Verlet Integration is:\n%lf\n[#] Velocity for Velocity Verlet Integration is:\n%lf\n"
   pos:           .double 5.0
   acc:           .double -10.0
   dt:            .double 0.01
diff --git a/contents/verlet_integration/code/c++/verlet.cpp b/contents/verlet_integration/code/c++/verlet.cpp
index 473f92ee9..946ddc618 100644
--- a/contents/verlet_integration/code/c++/verlet.cpp
+++ b/contents/verlet_integration/code/c++/verlet.cpp
@@ -64,19 +64,19 @@ int main() {
   // each of these functions.
 
   double time = verlet(5.0, -10, 0.01);
-  std::cout << "Time for Verlet integration is: " \
+  std::cout << "[#] Time for Verlet integration is:\n" \
             << time << std::endl;
 
   timestep timestep_sv = stormer_verlet(5.0, -10, 0.01);
-  std::cout << "Time for Stormer Verlet integration is: " \
+  std::cout << "[#] Time for Stormer Verlet integration is:\n" \
             << timestep_sv.time << std::endl;
-  std::cout << "Velocity for Stormer Verlet integration is: " \
+  std::cout << "[#] Velocity for Stormer Verlet integration is:\n" \
             << timestep_sv.vel << std::endl;
 
   timestep timestep_vv = velocity_verlet(5.0, -10, 0.01);
-  std::cout << "Time for velocity Verlet integration is: " \
+  std::cout << "[#] Time for velocity Verlet integration is:\n" \
             << timestep_vv.time << std::endl;
-  std::cout << "Velocity for velocity Verlet integration is: " \
+  std::cout << "[#] Velocity for velocity Verlet integration is:\n" \
             << timestep_vv.vel << std::endl;
 
   return 0;
diff --git a/contents/verlet_integration/code/c/verlet.c b/contents/verlet_integration/code/c/verlet.c
index c56a3cc5b..c42254974 100644
--- a/contents/verlet_integration/code/c/verlet.c
+++ b/contents/verlet_integration/code/c/verlet.c
@@ -46,16 +46,20 @@ int main() {
     double time, vel;
 
     verlet(&time, 5.0, -10, 0.01);
-    printf("Time for Verlet integration is: %lf\n",
-           time);
+    printf("[#] Time for Verlet integration is:\n");
+    printf("%lf\n", time);
 
     stormer_verlet(&time, &vel, 5.0, -10, 0.01);
-    printf("Time and velocity for Stormer Verlet integration is: %lf, %lf\n",
-           time, vel);
+    printf("[#] Time for Stormer Verlet integration is:\n");
+    printf("%lf\n", time);
+    printf("[#] Velocity for Stormer Verlet integration is:\n");
+    printf("%lf\n", vel);
 
     velocity_verlet(&time, &vel, 5.0, -10, 0.01);
-    printf("Time and velocity for velocity Verlet integration is: %lf, %lf\n",
-           time, vel);
+    printf("[#] Time for velocity Verlet integration is:\n");
+    printf("%lf\n", time);
+    printf("[#] Velocity for Stormer Verlet integration is:\n");
+    printf("%lf\n", vel);
 
     return 0;
 }
diff --git a/contents/verlet_integration/code/clisp/verlet.lisp b/contents/verlet_integration/code/clisp/verlet.lisp
index 726b1f1c6..f08f2a7e6 100644
--- a/contents/verlet_integration/code/clisp/verlet.lisp
+++ b/contents/verlet_integration/code/clisp/verlet.lisp
@@ -34,12 +34,17 @@
     while (> p 0)
     finally (return (list time vel))))
 
-(format T "Time for Verlet integration: ~d~%" (verlet 5 -10 0.01))
+(format T "[#] Time for Verlet integration:~%")
+(format T "~d~%" (verlet 5 -10 0.01))
 
 (defvar stormer-verlet-result (stormer-verlet 5 -10 0.01))
-(format T "Time for Stormer Verlet integration is: ~d~%" (first stormer-verlet-result))
-(format T "Velocity for Stormer Verlet integration is: ~d~%" (second stormer-verlet-result))
+(format T "[#] Time for Stormer Verlet integration is:~%")
+(format T "~d~%" (first stormer-verlet-result))
+(format T "[#] Velocity for Stormer Verlet integration is:~%")
+(format T "~d~%" (second stormer-verlet-result))
 
 (defvar velocity-verlet-result (velocity-verlet 5 -10 0.01))
-(format T "Time for velocity Verlet integration is: ~d~%" (first velocity-verlet-result))
-(format T "Velocity for velocity Verlet integration is: ~d~%" (second velocity-verlet-result))
+(format T "[#] Time for velocity Verlet integration is:~%")
+(format T "~d~%" (first velocity-verlet-result))
+(format T "[#] Velocity for velocity Verlet integration is:~%")
+(format T "~d~%" (second velocity-verlet-result))
\ No newline at end of file
diff --git a/contents/verlet_integration/code/fortran/verlet.f90 b/contents/verlet_integration/code/fortran/verlet.f90
index 417fc77b7..6999df1e5 100644
--- a/contents/verlet_integration/code/fortran/verlet.f90
+++ b/contents/verlet_integration/code/fortran/verlet.f90
@@ -91,18 +91,27 @@ SUBROUTINE velocity_verlet(pos, acc, dt, time, vel)
     ! Verlet 
     CALL verlet(pos, acc, dt, time)
     
-    WRITE(*,*) 'Time for Verlet integration: ', time 
+    WRITE(*,*) '[#] Time for Verlet integration:'
+    WRITE(*,*) time 
     
     ! stormer Verlet 
     pos = 5d0
     CALL stormer_verlet(pos, acc, dt, time, vel)
     
-    WRITE(*,*) 'Time for Stormer-Verlet integration: ', time 
+    WRITE(*,*) '[#] Time for Stormer Verlet integration:'
+    WRITE(*,*) time
+    WRITE(*,*) '[#] Velocity for Stormer Verlet integration:'
+    WRITE(*,*) vel
+    
+    
     
     ! Velocity Verlet
     pos = 5d0
     CALL velocity_verlet(pos, acc, dt, time, vel)
     
-    WRITE(*,*) 'Time for Velocity-Verlet integration: ', time 
-    
+    WRITE(*,*) '[#] Time for velocity Verlet integration:'
+    WRITE(*,*) time
+    WRITE(*,*) '[#] Velocity for velocity Verlet integration:'
+    WRITE(*,*) vel
+
 END PROGRAM verlet_integration
diff --git a/contents/verlet_integration/code/golang/verlet.go b/contents/verlet_integration/code/golang/verlet.go
index 778521da4..a7cd1c86b 100644
--- a/contents/verlet_integration/code/golang/verlet.go
+++ b/contents/verlet_integration/code/golang/verlet.go
@@ -43,18 +43,18 @@ func velocityVerlet(pos, acc, dt float64) (time, vel float64) {
 
 func main() {
 	time := verlet(5., -10., .01)
-	fmt.Println("Verlet")
-	fmt.Println("Time:", time)
-	fmt.Println()
+	fmt.Println("[#] Time for Verlet integration is:")
+	fmt.Println(time)
 
 	time, vel := stormerVerlet(5., -10., .01)
-	fmt.Println("Stormer-Verlet")
-	fmt.Println("Time:", time)
-	fmt.Println("Velocity:", vel)
-	fmt.Println()
-
+	fmt.Println("[#] Time for Stormer Verlet integration is:")
+	fmt.Println(time)
+	fmt.Println("[#] Velocity for Stormer Verlet integration is:")
+	fmt.Println(vel)
+	
 	time, vel = velocityVerlet(5., -10., .01)
-	fmt.Println("Velocity Verlet")
-	fmt.Println("Time:", time)
-	fmt.Println("Velocity:", vel)
+	fmt.Println("[#] Time for velocity Verlet integration is:")
+	fmt.Println(time)
+	fmt.Println("[#] Velocity for velocity Verlet integration is:")
+	fmt.Println(vel)
 }
diff --git a/contents/verlet_integration/code/haskell/verlet.hs b/contents/verlet_integration/code/haskell/verlet.hs
index df82004e6..675c7f39b 100644
--- a/contents/verlet_integration/code/haskell/verlet.hs
+++ b/contents/verlet_integration/code/haskell/verlet.hs
@@ -48,7 +48,17 @@ main = do
       dt = 0.001
       freefall _ = -10
       aboveGround (x, _, _, _) = x > 0
-      integrate m = last $ takeWhile aboveGround $ trajectory m freefall dt p0
-  print $ integrate verlet
-  print $ integrate stormerVerlet
-  print $ integrate velocityVerlet
+      timeVelocity m =
+        let (_, v, _, t) = last $ takeWhile aboveGround $ trajectory m freefall dt p0
+         in (show t, show v)
+
+  putStrLn "[#] Time for Verlet integration is:"
+  putStrLn $ fst $ timeVelocity verlet
+  putStrLn "[#] Time for Stormer Verlet integration is:"
+  putStrLn $ fst $ timeVelocity stormerVerlet
+  putStrLn "[#] Velocity for Stormer Verlet integration is:"
+  putStrLn $ snd $ timeVelocity stormerVerlet
+  putStrLn "[#] Time for velocity Verlet integration is:"
+  putStrLn $ fst $ timeVelocity velocityVerlet
+  putStrLn "[#] Velocity for velocity Verlet integration is:"
+  putStrLn $ snd $ timeVelocity velocityVerlet
diff --git a/contents/verlet_integration/code/java/Verlet.java b/contents/verlet_integration/code/java/Verlet.java
index a7bb94447..35387cf8b 100644
--- a/contents/verlet_integration/code/java/Verlet.java
+++ b/contents/verlet_integration/code/java/Verlet.java
@@ -65,14 +65,20 @@ static VerletValues velocity_verlet(double pos, double acc, double dt) {
     public static void main(String[] args) {
 
         double verletTime = verlet(5.0, -10, 0.01);
-        System.out.println("Time for Verlet integration is: " + verletTime);
+        System.out.println("[#] Time for Verlet integration is:");
+        System.out.println(verletTime);
       
         VerletValues stormerVerlet = stormer_verlet(5.0, -10, 0.01);
-        System.out.println("Time for Stormer Verlet integration is: " + stormerVerlet.time);
-        System.out.println("Velocity for Stormer Verlet integration is: " + stormerVerlet.vel);
+        System.out.println("[#] Time for Stormer Verlet integration is:");
+        System.out.println(stormerVerlet.time);
+        System.out.println("[#] Velocity for Stormer Verlet integration is:");
+        System.out.println(stormerVerlet.vel);
         
         VerletValues velocityVerlet = velocity_verlet(5.0, -10, 0.01);
-        System.out.println("Time for velocity Verlet integration is: " + velocityVerlet.time);
-        System.out.println("Velocity for velocity Verlet integration is: " + velocityVerlet.vel);
+        System.out.println("[#] Time for velocity Verlet integration is:");
+        System.out.println(velocityVerlet.time);
+        System.out.println("[#] Velocity for velocity Verlet integration is:");
+        System.out.println(velocityVerlet.vel);
+        
     }
 }
diff --git a/contents/verlet_integration/code/javascript/verlet.js b/contents/verlet_integration/code/javascript/verlet.js
index 013a7fa3f..7ea09e187 100644
--- a/contents/verlet_integration/code/javascript/verlet.js
+++ b/contents/verlet_integration/code/javascript/verlet.js
@@ -45,12 +45,17 @@ function velocityVerlet(pos, acc, dt) {
 }
 
 const time = verlet(5, -10, 0.01);
-console.log(`Time for Verlet integration is: ${time}\n`);
+console.log(`[#] Time for Verlet integration is:`);
+console.log(`${time}`);
 
 const stormer = stormerVerlet(5, -10, 0.01);
-console.log(`Time for Stormer Verlet integration is: ${stormer.time}`);
-console.log(`Velocity for Stormer Verlet integration is: ${stormer.vel}\n`);
+console.log(`[#] Time for Stormer Verlet integration is:`);
+console.log(`${stormer.time}`);
+console.log(`[#] Velocity for Stormer Verlet integration is:`);
+console.log(`${stormer.vel}`);
 
 const velocity = velocityVerlet(5, -10, 0.01);
-console.log(`Time for Velocity Verlet integration is: ${velocity.time}`);
-console.log(`Velocity for Velocity Verlet integration is: ${velocity.vel}\n`);
+console.log(`[#] Time for velocity Verlet integration is:`);
+console.log(`${velocity.time}`);
+console.log(`[#] Velocity for velocity Verlet integration is:`);
+console.log(`${velocity.vel}`);
diff --git a/contents/verlet_integration/code/julia/verlet.jl b/contents/verlet_integration/code/julia/verlet.jl
index b55b85a9e..b9edcea98 100644
--- a/contents/verlet_integration/code/julia/verlet.jl
+++ b/contents/verlet_integration/code/julia/verlet.jl
@@ -46,15 +46,21 @@ end
 
 function main()
     time = verlet(5.0, -10.0, 0.01);
-    println("Time for Verlet integration is: $(time)\n")
+    println("[#] Time for Verlet integration is:")
+    println("$(time)")
 
     time, vel = stormer_verlet(5.0, -10.0, 0.01);
-    println("Time for Stormer Verlet integration is: $(time)")
-    println("Velocity for Stormer Verlet integration is: $(vel)\n")
-
+    println("[#] Time for Stormer Verlet integration is:")
+    println("$(time)")
+    println("[#] Velocity for Stormer Verlet integration is:")
+    println("$(vel)")
+    
     time, vel = velocity_verlet(5.0, -10.0, 0.01);
-    println("Time for velocity Verlet integration is: $(time)")
-    println("Velocity for velocity Verlet integration is: $(vel)\n")
+    println("[#] Time for velocity Verlet integration is:")
+    println("$(time)")
+    println("[#] Velocity for velocity Verlet integration is:")
+    println("$(vel)")
+
 end
 
 main()
diff --git a/contents/verlet_integration/code/kotlin/verlet.kt b/contents/verlet_integration/code/kotlin/verlet.kt
index c2d41b3ff..79bee7b6a 100644
--- a/contents/verlet_integration/code/kotlin/verlet.kt
+++ b/contents/verlet_integration/code/kotlin/verlet.kt
@@ -43,13 +43,18 @@ fun velocityVerlet(_pos: Double, acc: Double, dt: Double): VerletValues {
 
 fun main(args: Array<String>) {
     val verletTime = verlet(5.0, -10.0, 0.01)
-    println("Time for Verlet integration is: $verletTime")
+    println("[#] Time for Verlet integration is:")
+    println("$verletTime")
 
     val stormerVerlet = stormerVerlet(5.0, -10.0, 0.01)
-    println("Time for Stormer Verlet integration is: $stormerVerlet.time")
-    println("Velocity for Stormer Verlet integration is: $stormerVerlet.vel")
+    println("[#] Time for Stormer Verlet integration is:")
+    println("${stormerVerlet.time}")
+    println("[#] Velocity for Stormer Verlet integration is:")
+    println("${stormerVerlet.vel}")
 
     val velocityVerlet = velocityVerlet(5.0, -10.0, 0.01)
-    println("Time for Velocity Verlet integration is: $velocityVerlet.time")
-    println("Velocity for Velocity Verlet integration is: $velocityVerlet.vel")
+    println("[#] Time for Velocity Verlet integration is:")
+    println("${velocityVerlet.time}")
+    println("[#] Velocity for Velocity Verlet integration is:")
+    println("${velocityVerlet.vel}")
 }
diff --git a/contents/verlet_integration/code/nim/verlet.nim b/contents/verlet_integration/code/nim/verlet.nim
index d88a2e586..2e92b57c4 100644
--- a/contents/verlet_integration/code/nim/verlet.nim
+++ b/contents/verlet_integration/code/nim/verlet.nim
@@ -46,12 +46,17 @@ func velocityVerlet(pos_in, acc, dt: float): (float, float) =
 
 when isMainModule:
   let timeV = verlet(5.0, -10.0, 0.01)
-  echo "Time for Verlet integration is: ", timeV
+  echo "[#] Time for Verlet integration is:"
+  echo timeV
 
   let (timeSV, velSV) = stormerVerlet(5.0, -10.0, 0.01)
-  echo "Time for Stormer Verlet integration is: ", timeSV
-  echo "Velocity for Stormer Verlet integration is: ", velSV
+  echo "[#] Time for Stormer Verlet integration is:"
+  echo timeSV
+  echo "[#] Velocity for Stormer Verlet integration is:"
+  echo velSV
 
   let (timeVV, velVV) = velocityVerlet(5.0, -10.0, 0.01)
-  echo "Time for velocity Verlet integration is: ", timeVV
-  echo "Velocity for velocity Verlet integration is: ", velVV
+  echo "[#] Time for velocity Verlet integration is:"
+  echo timeVV
+  echo "[#] Velocity for velocity Verlet integration is:"
+  echo velVV
diff --git a/contents/verlet_integration/code/python/verlet.py b/contents/verlet_integration/code/python/verlet.py
index c921d1954..18dc627d3 100644
--- a/contents/verlet_integration/code/python/verlet.py
+++ b/contents/verlet_integration/code/python/verlet.py
@@ -35,21 +35,21 @@ def velocity_verlet(pos, acc, dt):
 
 def main():
     time = verlet(5, -10, 0.01)
-    print("Verlet")
-    print("Time: {:.10f}".format(time))
-    print()
+    print("[#] Time for Verlet integration is:")
+    print("{:.10f}".format(time))
 
     time, vel = stormer_verlet(5, -10, 0.01)
-    print("Stormer-Verlet")
-    print("Time: {:.10f}".format(time))
-    print("Velocity: {:.10f}".format(vel))
-    print()
+    print("[#] Time for Stormer Verlet integration is:")
+    print("{:.10f}".format(time))
+    print("[#] Velocity for Stormer Verlet integration is:")
+    print("{:.10f}".format(vel))
 
     time, vel = velocity_verlet(5, -10, 0.01)
-    print("Velocity Verlet")
-    print("Time: {:.10f}".format(time))
-    print("Velocity: {:.10f}".format(vel))
-    print()
+    print("[#] Time for velocity Verlet integration is:")
+    print("{:.10f}".format(time))
+    print("[#] Velocity for velocity Verlet integration is:")
+    print("{:.10f}".format(vel))
+
 
 if __name__ == '__main__':
     main()
diff --git a/contents/verlet_integration/code/ruby/verlet.rb b/contents/verlet_integration/code/ruby/verlet.rb
index 10246c6b7..4a6c38a48 100644
--- a/contents/verlet_integration/code/ruby/verlet.rb
+++ b/contents/verlet_integration/code/ruby/verlet.rb
@@ -27,7 +27,7 @@ def stormer_verlet(pos, acc, dt)
         vel += acc*dt
     end
 
-   return time
+   return time, vel
 
 end
 
@@ -41,10 +41,21 @@ def velocity_verlet(pos, acc, dt)
         vel += acc*dt
     end
 
-   return time
+   return time, vel
 
 end
 
+puts "[#] Time for Verlet integration is:"
 p verlet(5.0, -10, 0.01)
-p stormer_verlet(5.0, -10, 0.01)
-p velocity_verlet(5.0, -10, 0.01)
+
+time, vel = stormer_verlet(5.0, -10, 0.01)
+puts "[#] Time for Stormer Verlet integration is:"
+p time
+puts "[#] Velocity for Stormer Verlet integration is:"
+p vel
+
+time, vel = velocity_verlet(5.0, -10, 0.01)
+puts "[#] Time for velocity Verlet integration is:"
+p time
+puts "[#] Velocity for velocity Verlet integration is:"
+p vel
diff --git a/contents/verlet_integration/code/rust/verlet.rs b/contents/verlet_integration/code/rust/verlet.rs
index 490994da2..f765da864 100644
--- a/contents/verlet_integration/code/rust/verlet.rs
+++ b/contents/verlet_integration/code/rust/verlet.rs
@@ -49,13 +49,16 @@ fn main() {
     let (time_sv, vel_sv) = stormer_verlet(5.0, -10.0, 0.01);
     let (time_vv, vel_vv) = velocity_verlet(5.0, -10.0, 0.01);
 
-    println!("Time for original Verlet integration: {}", time_v);
-    println!(
-        "Time and velocity for Stormer Verlet integration: {}, {}",
-        time_sv, vel_sv
-    );
-    println!(
-        "Time and velocity for velocity Verlet integration: {}, {}",
-        time_vv, vel_vv
-    );
+    println!("[#] Time for Verlet integration is:");
+    println!("{}", time_v);
+    
+    println!("[#] Time for Stormer Verlet integration is:");
+    println!("{}", time_sv);
+    println!("[#] Velocity for Stormer Verlet integration is:");
+    println!("{}", vel_sv);
+    
+    println!("[#] Time for velocity Verlet integration is:");
+    println!("{}", time_vv);
+    println!("[#] Velocity for velocity Verlet integration is:");
+    println!("{}", vel_vv);
 }
diff --git a/contents/verlet_integration/code/swift/verlet.swift b/contents/verlet_integration/code/swift/verlet.swift
index a241660a9..7991a0082 100644
--- a/contents/verlet_integration/code/swift/verlet.swift
+++ b/contents/verlet_integration/code/swift/verlet.swift
@@ -50,15 +50,20 @@ func velocityVerlet(pos: Double, acc: Double, dt: Double) -> (time: Double, vel:
 
 func main() {
     let verletTime = verlet(pos: 5.0, acc: -10.0, dt: 0.01)
-    print("Time for Verlet integration is: \(verletTime)")
+    print("[#] Time for Verlet integration is:")
+    print("\(verletTime)")
     
     let stormer = stormerVerlet(pos: 5.0, acc: -10.0, dt: 0.01);
-    print("Time for Stormer Verlet integration is: \(stormer.time)")
-    print("Velocity for Stormer Verlet integration is: \(stormer.vel)")
+    print("[#] Time for Stormer Verlet integration is:")
+    print("\(stormer.time)")
+    print("[#] Velocity for Stormer Verlet integration is:")
+    print("\(stormer.vel)")
     
     let velVerlet = velocityVerlet(pos: 5.0, acc: -10, dt: 0.01)
-    print("Time for velocity Verlet integration is: \(velVerlet.time)")
-    print("Velocity for velocity Verlet integration is: \(velVerlet.vel)")
+    print("[#] Time for velocity Verlet integration is:")
+    print("\(velVerlet.time)")
+    print("[#] Velocity for velocity Verlet integration is:")
+    print("\(velVerlet.vel)")
 }
 
 main()

From 84e60b2e7cf64b7b59ea1d0765a5b4de8810cd8e Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Mon, 6 Sep 2021 18:03:21 +0200
Subject: [PATCH 023/146] Fix asm exit codes (#858)

---
 contents/monte_carlo_integration/code/asm-x64/monte_carlo.s | 1 +
 contents/verlet_integration/code/asm-x64/verlet.s           | 1 +
 2 files changed, 2 insertions(+)

diff --git a/contents/monte_carlo_integration/code/asm-x64/monte_carlo.s b/contents/monte_carlo_integration/code/asm-x64/monte_carlo.s
index 61355cc95..4fb6d93aa 100644
--- a/contents/monte_carlo_integration/code/asm-x64/monte_carlo.s
+++ b/contents/monte_carlo_integration/code/asm-x64/monte_carlo.s
@@ -84,5 +84,6 @@ main:
   call   printf
   add    rsp, 16
   pop    rbp
+  xor    rax, rax                   # Set exit code to 0
   ret
 
diff --git a/contents/verlet_integration/code/asm-x64/verlet.s b/contents/verlet_integration/code/asm-x64/verlet.s
index d9617fe33..0e0d031b3 100644
--- a/contents/verlet_integration/code/asm-x64/verlet.s
+++ b/contents/verlet_integration/code/asm-x64/verlet.s
@@ -124,5 +124,6 @@ main:
   mov    rax, 1
   call   printf
   pop    rbp
+  xor    rax, rax                      # Set exit code to 0
   ret
 

From 09168eb6e59edb06bba87b553843a2163e409ff1 Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Mon, 6 Sep 2021 20:38:55 +0200
Subject: [PATCH 024/146] Flood fill in Coconut (#836)

---
 .../flood_fill/code/coconut/flood_fill.coco   | 113 ++++++++++++++++++
 contents/flood_fill/flood_fill.md             |  10 ++
 2 files changed, 123 insertions(+)
 create mode 100644 contents/flood_fill/code/coconut/flood_fill.coco

diff --git a/contents/flood_fill/code/coconut/flood_fill.coco b/contents/flood_fill/code/coconut/flood_fill.coco
new file mode 100644
index 000000000..f2580a608
--- /dev/null
+++ b/contents/flood_fill/code/coconut/flood_fill.coco
@@ -0,0 +1,113 @@
+from collections import deque
+import numpy as np
+
+
+data Point(x, y):
+    def __add__(self, other is Point) = Point(self.x + other.x, self.y + other.y)
+
+
+# This function is necessary, because negative indices wrap around the
+# array in Coconut.
+def inbounds(canvas_shape, location is Point) =
+    min(location) >= 0 and location.x < canvas_shape[0] and location.y < canvas_shape[1]
+
+
+def find_neighbours(canvas, location is Point, old_value):
+    possible_neighbours = ((Point(0, 1), Point(1, 0), Point(0, -1), Point(-1, 0))
+                          |> map$(location.__add__))
+
+    yield from possible_neighbours |> filter$(x -> (inbounds(canvas.shape, x)
+                                                    and canvas[x] == old_value))
+
+
+def stack_fill(canvas, location is Point, old_value, new_value):
+    if new_value == old_value or not inbounds(canvas.shape, location):
+        return
+
+    stack = [location]
+
+    while stack:
+        current_location = stack.pop()
+        if canvas[current_location] == old_value:
+            canvas[current_location] = new_value
+            stack.extend(find_neighbours(canvas, current_location, old_value))
+
+
+def queue_fill(canvas, location is Point, old_value, new_value):
+    if new_value == old_value or not inbounds(canvas.shape, location):
+        return
+
+    queue = deque()
+    queue.append(location)
+
+    canvas[location] = new_value
+
+    while queue:
+        current_location = queue.popleft()
+        for neighbour in find_neighbours(canvas, current_location, old_value):
+            canvas[neighbour] = new_value
+            queue.append(neighbour)
+
+
+def recursive_fill(canvas, location is Point, old_value, new_value):
+    if new_value == old_value or not inbounds(canvas.shape, location):
+        return
+
+    canvas[location] = new_value
+    # consume is important here, because otherwise, the recursive function is not called again
+    consume(
+        find_neighbours(canvas, location, old_value)
+        |> map$(recursive_fill$(canvas, ?, old_value, new_value))
+    )
+
+
+def test_grid(initial_canvas, final_canvas, function):
+    canvas = initial_canvas.copy() # ensure the initial_canvas is unchanged
+    function(canvas)
+    return (canvas == final_canvas).all()
+
+def test():
+    from collections import namedtuple
+
+    TestResults = namedtuple('TestResults', 'passes failures')
+    pass_count = failure_count = 0
+
+    grid = np.zeros((5, 5))
+    grid[2,:] = 1
+    solution_grid = np.zeros((5, 5))
+    solution_grid[:3,] = 1
+
+    starting_location = Point(0, 0)
+
+    recursive_test_func = recursive_fill$(?, starting_location, 0, 1)
+    # The following is manual unit testing of the function
+    if test_grid(grid, solution_grid, recursive_test_func):
+        pass_count += 1
+        print('.', end='')
+    else:
+        failure_count += 1
+        print('F', end='')
+
+    stack_test_func = stack_fill$(?, starting_location, 0, 1)
+    if test_grid(grid, solution_grid, stack_test_func):
+        print('.', end='')
+        pass_count += 1
+    else:
+        print('F', end='')
+        failure_count += 1
+
+    queue_test_func = queue_fill$(?, starting_location, 0, 1)
+    if test_grid(grid, solution_grid, queue_test_func):
+        print('.', end='')
+        pass_count += 1
+    else:
+        print('F', end='')
+        failure_count += 1
+
+    print()
+    print(TestResults(pass_count, failure_count))
+
+if __name__ == '__main__':
+    # Testing setup
+    test()
+
diff --git a/contents/flood_fill/flood_fill.md b/contents/flood_fill/flood_fill.md
index 87ec2b7a7..185050fe1 100644
--- a/contents/flood_fill/flood_fill.md
+++ b/contents/flood_fill/flood_fill.md
@@ -92,6 +92,8 @@ In code, this might look like this:
 [import:28-46, lang:"c"](code/c/flood_fill.c)
 {% sample lang="py" %}
 [import:10-25, lang="python"](code/python/flood_fill.py)
+{% sample lang="coco" %}
+[import:15-19, lang="coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 
@@ -110,6 +112,8 @@ In code, it might look like this:
 [import:174-189, lang:"c"](code/c/flood_fill.c)
 {% sample lang="py" %}
 [import:55-63, lang="python"](code/python/flood_fill.py)
+{% sample lang="coco" %}
+[import:54-63, lang:"coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 The above code continues recursing through available neighbors as long as neighbors exist, and this should work so long as we are adding the correct set of neighbors.
@@ -123,6 +127,8 @@ Additionally, it is possible to do the same type of traversal by managing a stac
 [import:79-102, lang:"c"](code/c/flood_fill.c)
 {% sample lang="py" %}
 [import:27-36, lang="python"](code/python/flood_fill.py)
+{% sample lang="coco" %}
+[import:23-34, lang:"coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 This is ultimately the same method of traversal as before; however, because we are managing our own data structure, there are a few distinct differences:
@@ -164,6 +170,8 @@ The code would look something like this:
 [import:149-172, lang:"c"](code/c/flood_fill.c)
 {% sample lang="py" %}
 [import:38-53, lang="python"](code/python/flood_fill.py)
+{% sample lang="coco" %}
+[import:37-51, lang:"coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 Now, there is a small trick in this code that must be considered to make sure it runs optimally.
@@ -244,6 +252,8 @@ After, we will fill in the left-hand side of the array to be all ones by choosin
 [import, lang:"c"](code/c/flood_fill.c)
 {% sample lang="py" %}
 [import:, lang="python"](code/python/flood_fill.py)
+{% sample lang="coco" %}
+[import, lang="coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 

From bd588627845b7e1e80d226e1cb78118e4e961dee Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Mon, 6 Sep 2021 21:22:03 +0200
Subject: [PATCH 025/146] Added Barnsley fern in Coconut (+ .editorconfig for
 Coconut) (#814)

---
 .editorconfig                                |  3 ++
 contents/barnsley/barnsley.md                |  5 ++-
 contents/barnsley/code/coconut/barnsley.coco | 44 ++++++++++++++++++++
 3 files changed, 51 insertions(+), 1 deletion(-)
 create mode 100644 contents/barnsley/code/coconut/barnsley.coco

diff --git a/.editorconfig b/.editorconfig
index 4ea5e2ea9..a3fbd6e02 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -172,3 +172,6 @@ indent_size = 4
 indent_style = space
 indent_size = 2
 
+[*.coco]
+indent_style = space
+indent_size = 4
diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index 0c0cf682b..e3f01f96f 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -85,7 +85,7 @@ To account for this, each function is also given a probability of being chosen:
 | Function | Probability |
 | -------- | ----------- |
 | $$f_1(P) = \begin{bmatrix} 0 &0 \\ 0 &0.16 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0 \end{bmatrix}$$ | 0.01 |
-| $$f_2(P) = \begin{bmatrix} 0.85 &0.04 \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | 0.85 | 
+| $$f_2(P) = \begin{bmatrix} 0.85 &0.04 \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | 0.85 |
 | $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &022 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | 0.07 |
 | $$f_4(P) = \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0.44 \end{bmatrix}$$ | 0.07 |
 
@@ -131,6 +131,9 @@ The biggest differences between the two code implementations is that the Barnsle
 [import, lang:"c"](code/c/barnsley.c)
 {% sample lang="java" %}
 [import, lang:"java"](code/java/Barnsley.java)
+{% sample lang="coco" %}
+[import, lang:"coconut"](code/julia/barnsley.coco)
+
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/barnsley/code/coconut/barnsley.coco b/contents/barnsley/code/coconut/barnsley.coco
new file mode 100644
index 000000000..a27fc7c5c
--- /dev/null
+++ b/contents/barnsley/code/coconut/barnsley.coco
@@ -0,0 +1,44 @@
+from random import choices
+import numpy as np
+
+data Point(x=0, y=0):
+    def __rmatmul__(self, mat: np.array):
+        point_array = np.array([self.x, self.y, 1])
+        x, y, *_ = tuple(*(mat @ point_array))
+        return Point(x, y)
+
+
+def chaos_game(initial_location is Point, hutchinson_op, probabilities):
+    point = initial_location
+    while True:
+        yield (point := choices(hutchinson_op, probabilities) @ point)
+
+barnsley_hutchinson = [
+    np.array([
+        [0., 0., 0.],
+        [0., 0.16, 0.],
+        [0., 0., 1.],
+    ]),
+    np.array([
+        [0.85, 0.04, 0.],
+        [-0.04, 0.85, 1.6],
+        [0., 0., 1.],
+    ]),
+    np.array([
+        [0.2, -0.26, 0.],
+        [0.23, 0.22, 1.6],
+        [0., 0., 1.],
+    ]),
+    np.array([
+        [-0.15, 0.28, 0.],
+        [0.26, 0.24, 0.44],
+        [0., 0., 1.],
+    ]),
+]
+
+barnsley_probabilities = [0.01, 0.85, 0.07, 0.07]
+
+if __name__ == '__main__':
+    output_gen = chaos_game(Point(0, 0), barnsley_hutchinson, barnsley_probabilities)
+    output_points = np.array([*output_gen$[:10000]])
+    np.savetxt("out.dat", output_points)

From cc457b95522ed92d92c0181ba96d497fc6a972df Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Mon, 6 Sep 2021 23:49:37 +0200
Subject: [PATCH 026/146] Added the Jarvis march in Coconut (#734)

---
 .../code/coconut/jarvis_march.coco            | 40 +++++++++++++++++++
 contents/jarvis_march/jarvis_march.md         |  2 +
 2 files changed, 42 insertions(+)
 create mode 100644 contents/jarvis_march/code/coconut/jarvis_march.coco

diff --git a/contents/jarvis_march/code/coconut/jarvis_march.coco b/contents/jarvis_march/code/coconut/jarvis_march.coco
new file mode 100644
index 000000000..f54aa4336
--- /dev/null
+++ b/contents/jarvis_march/code/coconut/jarvis_march.coco
@@ -0,0 +1,40 @@
+data point(x=0, y=0):
+    def __str__(self):
+        return f'({self.x}, {self.y})'
+
+# Is the turn counter-clockwise?
+def counter_clockwise(p1 is point, p2 is point, p3 is point) =
+    (p3.y - p1.y) * (p2.x - p1.x) >= (p2.y - p1.y) * (p3.x - p1.x)
+
+
+def jarvis_march(gift: point[]) -> point[]:
+    point_on_hull = min(gift) # The leftmost point in the gift
+    hull = [point_on_hull] # It is guaranteed it will be on the hull.
+
+    while True:
+        # Candidate for the next point in the hull
+        endpoint = gift[0]
+        for p in gift:
+            if (endpoint == point_on_hull
+                or not counter_clockwise(p, hull[-1], endpoint)):
+                endpoint = p
+
+        point_on_hull = endpoint
+
+        # Check if the gift is completely covered.
+        if hull[0] == endpoint:
+            return hull
+        hull.append(point_on_hull)
+
+
+if __name__ == '__main__':
+    test_gift = [
+        (-5, 2), (5, 7), (-6, -12), (-14, -14), (9, 9),
+        (-1, -1), (-10, 11), (-6, 15), (-6, -8), (15, -9),
+        (7, -7), (-2, -9), (6, -5), (0, 14), (2, 8)
+    ] |> map$(t -> point(*t)) |> list
+    hull = jarvis_march(test_gift)
+
+    print("[#] The points in the hull are:")
+    for point in hull:
+        print(point)
diff --git a/contents/jarvis_march/jarvis_march.md b/contents/jarvis_march/jarvis_march.md
index 0a48dbd85..fa244713e 100644
--- a/contents/jarvis_march/jarvis_march.md
+++ b/contents/jarvis_march/jarvis_march.md
@@ -50,6 +50,8 @@ Since this algorithm, there have been many other algorithms that have advanced t
 [import, lang:"v"](code/v/jarvis.v)
 {% sample lang="rust" %}
 [import, lang:"rust"](code/rust/jarvis_march.rs)
+{% sample lang="coco" %}
+[import, lang:"coconut"](code/coconut/jarvis_march.coco)
 {% endmethod %}
 
 <script>

From 9440cef61dd81acd89492ae8288f00a47df0d835 Mon Sep 17 00:00:00 2001
From: Eric Berquist <eric.berquist@gmail.com>
Date: Mon, 6 Sep 2021 21:07:27 -0400
Subject: [PATCH 027/146] Fix minor typo

---
 contents/barnsley/barnsley.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index e3f01f96f..5c303fa3a 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -58,7 +58,7 @@ Now let's hop into disecting the Barnsley fern by seeing how each transform affe
 | $$f_4(P) = \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0.44 \end{bmatrix}$$ <p> This operation flips every point and rotates to the right.| <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_rnd_3.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 
 At this stage, it *might* be clear what is going on, but it's not exactly obvious.
-Essentiallg, each operation corresponds to another part of the fern:
+Essentially, each operation corresponds to another part of the fern:
 
 * $$f_1$$ creates the stem.
 * $$f_2$$ creates successively smaller ferns moving up and to the right.

From bb879219152613fecc79466e9db021bc5488650d Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Wed, 8 Sep 2021 03:06:36 +0200
Subject: [PATCH 028/146] Change folder structure of convolutions (#861)

This puts every chapters' code into its own directory, which is
useful for automatic validation.
---
 contents/convolutions/1d/1d.md                   | 14 +++++++-------
 .../{ => 1d}/code/julia/1d_convolution.jl        |  0
 contents/convolutions/2d/2d.md                   | 16 ++++++++--------
 .../{ => 2d}/code/julia/2d_convolution.jl        |  0
 .../{ => 2d}/code/python/2d_convolution.py       |  0
 .../code/julia/convolutional_theorem.jl          |  0
 .../convolutional_theorem.md                     |  4 ++--
 7 files changed, 17 insertions(+), 17 deletions(-)
 rename contents/convolutions/{ => 1d}/code/julia/1d_convolution.jl (100%)
 rename contents/convolutions/{ => 2d}/code/julia/2d_convolution.jl (100%)
 rename contents/convolutions/{ => 2d}/code/python/2d_convolution.py (100%)
 rename contents/convolutions/{ => convolutional_theorem}/code/julia/convolutional_theorem.jl (100%)

diff --git a/contents/convolutions/1d/1d.md b/contents/convolutions/1d/1d.md
index 3e663938e..307e1d669 100644
--- a/contents/convolutions/1d/1d.md
+++ b/contents/convolutions/1d/1d.md
@@ -53,7 +53,7 @@ With this in mind, we can almost directly transcribe the discrete equation into
 
 {% method %}
 {% sample lang="jl" %}
-[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
 {% endmethod %}
 
 The easiest way to reason about this code is to read it as you might read a textbook.
@@ -184,7 +184,7 @@ Here it is again for clarity:
 
 {% method %}
 {% sample lang="jl" %}
-[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
 {% endmethod %}
 
 Here, the main difference between the bounded and unbounded versions is that the output array size is smaller in the bounded case.
@@ -192,14 +192,14 @@ For an unbounded convolution, the function would be called with a the output arr
 
 {% method %}
 {% sample lang="jl" %}
-[import:58-59, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:58-59, lang:"julia"](code/julia/1d_convolution.jl)
 {% endmethod %}
 
 On the other hand, the bounded call would set the output array size to simply be the length of the signal
 
 {% method %}
 {% sample lang="jl" %}
-[import:61-62, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:61-62, lang:"julia"](code/julia/1d_convolution.jl)
 {% endmethod %}
 
 Finally, as we mentioned before, it is possible to center bounded convolutions by changing the location where we calculate the each point along the filter.
@@ -207,7 +207,7 @@ This can be done by modifying the following line:
 
 {% method %}
 {% sample lang="jl" %}
-[import:35-35, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:35-35, lang:"julia"](code/julia/1d_convolution.jl)
 {% endmethod %}
 
 Here, `j` counts from `i-length(filter)` to `i`.
@@ -239,7 +239,7 @@ In code, this typically amounts to using some form of modulus operation, as show
 
 {% method %}
 {% sample lang="jl" %}
-[import:4-25, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:4-25, lang:"julia"](code/julia/1d_convolution.jl)
 {% endmethod %}
 
 This is essentially the same as before, except for the modulus operations, which allow us to work on a periodic domain.
@@ -254,7 +254,7 @@ For the code associated with this chapter, we have used the convolution to gener
 
 {% method %}
 {% sample lang="jl" %}
-[import, lang:"julia"](../code/julia/1d_convolution.jl)
+[import, lang:"julia"](code/julia/1d_convolution.jl)
 {% endmethod %}
 
 At a test case, we have chosen to use two sawtooth functions, which should produce the following images:
diff --git a/contents/convolutions/code/julia/1d_convolution.jl b/contents/convolutions/1d/code/julia/1d_convolution.jl
similarity index 100%
rename from contents/convolutions/code/julia/1d_convolution.jl
rename to contents/convolutions/1d/code/julia/1d_convolution.jl
diff --git a/contents/convolutions/2d/2d.md b/contents/convolutions/2d/2d.md
index 7fc21aeb6..dc52157fe 100644
--- a/contents/convolutions/2d/2d.md
+++ b/contents/convolutions/2d/2d.md
@@ -20,9 +20,9 @@ In code, a two-dimensional convolution might look like this:
 
 {% method %}
 {% sample lang="jl" %}
-[import:4-28, lang:"julia"](../code/julia/2d_convolution.jl)
+[import:4-28, lang:"julia"](code/julia/2d_convolution.jl)
 {% sample lang="py" %}
-[import:5-19, lang:"python"](../code/python/2d_convolution.py)
+[import:5-19, lang:"python"](code/python/2d_convolution.py)
 {% endmethod %}
 
 This is very similar to what we have shown in previous sections; however, it essentially requires four iterable dimensions because we need to iterate through each axis of the output domain *and* the filter.
@@ -49,9 +49,9 @@ At this stage, it is important to write some code, so we will generate a simple
 
 {% method %}
 {% sample lang="jl" %}
-[import:30-47, lang:"julia"](../code/julia/2d_convolution.jl)
+[import:30-47, lang:"julia"](code/julia/2d_convolution.jl)
 {% sample lang="py" %}
-[import:21-33, lang:"python"](../code/python/2d_convolution.py)
+[import:21-33, lang:"python"](code/python/2d_convolution.py)
 {% endmethod %}
 
 Though it is entirely possible to create a Gaussian kernel whose standard deviation is independent on the kernel size, we have decided to enforce a relation between the two in this chapter.
@@ -138,9 +138,9 @@ In code, the Sobel operator involves first finding the operators in $$x$$ and $$
 
 {% method %}
 {% sample lang="jl" %}
-[import:49-63, lang:"julia"](../code/julia/2d_convolution.jl)
+[import:49-63, lang:"julia"](code/julia/2d_convolution.jl)
 {% sample lang="py" %}
-[import:36-52, lang:"python"](../code/python/2d_convolution.py)
+[import:36-52, lang:"python"](code/python/2d_convolution.py)
 {% endmethod %}
 
 With that, I believe we are at a good place to stop discussions on two-dimensional convolutions.
@@ -153,9 +153,9 @@ We have also added code to create the Gaussian kernel and Sobel operator and app
 
 {% method %}
 {% sample lang="jl" %}
-[import, lang:"julia"](../code/julia/2d_convolution.jl)
+[import, lang:"julia"](code/julia/2d_convolution.jl)
 {% sample lang="py" %}
-[import, lang:"python"](../code/python/2d_convolution.py)
+[import, lang:"python"](code/python/2d_convolution.py)
 {% endmethod %}
 
 <script>
diff --git a/contents/convolutions/code/julia/2d_convolution.jl b/contents/convolutions/2d/code/julia/2d_convolution.jl
similarity index 100%
rename from contents/convolutions/code/julia/2d_convolution.jl
rename to contents/convolutions/2d/code/julia/2d_convolution.jl
diff --git a/contents/convolutions/code/python/2d_convolution.py b/contents/convolutions/2d/code/python/2d_convolution.py
similarity index 100%
rename from contents/convolutions/code/python/2d_convolution.py
rename to contents/convolutions/2d/code/python/2d_convolution.py
diff --git a/contents/convolutions/code/julia/convolutional_theorem.jl b/contents/convolutions/convolutional_theorem/code/julia/convolutional_theorem.jl
similarity index 100%
rename from contents/convolutions/code/julia/convolutional_theorem.jl
rename to contents/convolutions/convolutional_theorem/code/julia/convolutional_theorem.jl
diff --git a/contents/convolutions/convolutional_theorem/convolutional_theorem.md b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
index c3c370c81..0063c992c 100644
--- a/contents/convolutions/convolutional_theorem/convolutional_theorem.md
+++ b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
@@ -31,7 +31,7 @@ This means that the convolution theorem is fundamental to creating fast convolut
 
 {% method %}
 {% sample lang="jl" %}
-[import:5-8, lang:"julia"](../code/julia/convolutional_theorem.jl)
+[import:5-8, lang:"julia"](code/julia/convolutional_theorem.jl)
 {% endmethod %}
 
 This method also has the added advantage that it will *always output an array of the size of your signal*; however, if your signals are not of equal size, we need to pad the smaller signal with zeros.
@@ -41,7 +41,7 @@ Also note that the Fourier Transform is a periodic or cyclic operation, so there
 
 {% method %}
 {% sample lang="jl" %}
-[import, lang:"julia"](../code/julia/convolutional_theorem.jl)
+[import, lang:"julia"](code/julia/convolutional_theorem.jl)
 {% endmethod %}
 
 <script>

From 122a5a8c5465c5e2aacc19afeeecd6ff6efaff93 Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Thu, 9 Sep 2021 16:55:25 +0200
Subject: [PATCH 029/146] Huffman encoding in Coconut (#732)

---
 .../code/coconut/huffman.coco                 | 119 ++++++++++++++++++
 contents/huffman_encoding/huffman_encoding.md |   2 +
 2 files changed, 121 insertions(+)
 create mode 100644 contents/huffman_encoding/code/coconut/huffman.coco

diff --git a/contents/huffman_encoding/code/coconut/huffman.coco b/contents/huffman_encoding/code/coconut/huffman.coco
new file mode 100644
index 000000000..640112167
--- /dev/null
+++ b/contents/huffman_encoding/code/coconut/huffman.coco
@@ -0,0 +1,119 @@
+from collections import Counter, deque
+from bisect import bisect
+
+class Tree
+
+data Empty() from Tree
+data Leaf(char, n is int) from Tree:
+    def __str__(self):
+        return f'Leaf({self.char}, {self.n})'
+
+    __repr__ = __str__
+
+data Node(left is Tree, right is Tree) from Tree:
+    def __str__(self):
+        return f'Node({str(self.left)}, {str(self.right)})'
+    __repr__ = __str__
+
+def weight(Tree()) = 0
+addpattern def weight(Leaf(char, n)) = n
+addpattern def weight(Node(left, right)) = weight(left) + weight(right)
+
+def build_huffman_tree(message):
+
+    # get sorted list of character and frequency pairs
+    frequencies = Counter(message)
+    trees = frequencies.most_common() |> map$(t -> Leaf(*t)) |> reversed |> deque
+
+    if not trees:
+        return Empty()
+
+    # while there is more than one tree
+    while len(trees) > 1:
+
+        # pop off the two trees of least weight from the trees list
+        tree_left = trees.popleft()
+        tree_right = trees.popleft()
+
+        # combine the nodes and add back to the nodes list
+        new_tree = Node(tree_left, tree_right)
+
+        # find the first tree that has a weight smaller than new_weight
+        # and returns its index in the list.
+        # If no such tree can be found, use len(trees) instead to append
+        index = bisect(trees |> map$(weight) |> list, weight(new_tree))
+
+        # insert the new tree there
+        trees.insert(index, new_tree)
+
+    huffman_tree = trees[0]
+    return huffman_tree
+
+
+def build_codebook(Empty(), code='') = []
+addpattern def build_codebook(Leaf(char, n), code='') = [(char, code)]
+addpattern def build_codebook(Node(left, right), code='') = 
+    build_codebook(left, code+'0') + build_codebook(right, code+'1')
+
+def huffman_encode(codebook, message):
+
+    if len(codebook) == 1:
+        return '0' * len(message)
+
+    # build a char -> code dictionary
+    forward_dict = dict(codebook)
+
+    return ''.join(message |> map$(forward_dict[]))
+
+def huffman_decode(codebook, encoded_message):
+
+    decoded_message = []
+    key = ''
+
+    if not codebook:
+        return ''
+    elif len(codebook) == 1:
+        return codebook[0][0] * len(encoded_message)
+
+    # build a code -> char dictionary
+    inverse_dict = dict((v, k) for k, v in codebook)
+
+    # for each bit in the encoding
+    # if the bit is in the dictionary, replace the bit with the paired
+    # character else look at the bit and the following bits together
+    # until a match occurs move to the next bit not yet looked at.
+    if encoded_message == '':
+        return inverse_dict['']
+
+    for bit in encoded_message:
+        key += bit
+        if key in inverse_dict:
+            decoded_message.append(inverse_dict[key])
+            key = ''
+
+    return ''.join(decoded_message)
+
+
+if __name__ == '__main__':
+    # test example
+    message = 'bibbity_bobbity'
+    tree = build_huffman_tree(message)
+    codebook = build_codebook(tree)
+    encoded_message = huffman_encode(codebook, message)
+    decoded_message = huffman_decode(codebook, encoded_message)
+
+    print('message:', message)
+    print('huffman tree:', tree)
+    print('codebook:', codebook)
+    print('encoded message:', encoded_message)
+    print('decoded message:', decoded_message)
+
+    # prints the following:
+    #
+    #  message: bibbity_bobbity
+    #  huffman_tree: Node(Leaf(b, 6), Node(Node(Leaf(y, 2), Leaf(t, 2)),
+    #                     Node(Node(Leaf(o, 1), Leaf(_, 1)), Leaf(i, 3))))
+    #  codebook: [('b', '0'), ('y', '100'), ('t', '101'),
+    #             ('o', '1100'), ('_', '1101'), ('i', '111')]
+    #  encoded_message: 01110011110110011010110000111101100
+    #  decoded_message: bibbity_bobbity
diff --git a/contents/huffman_encoding/huffman_encoding.md b/contents/huffman_encoding/huffman_encoding.md
index f51505b32..44bc1e783 100644
--- a/contents/huffman_encoding/huffman_encoding.md
+++ b/contents/huffman_encoding/huffman_encoding.md
@@ -98,6 +98,8 @@ The code snippet was taken from this [scratch project](https://scratch.mit.edu/p
 <p>
     <img  class="center" src="code/scratch/huffman.svg" width="700" />
 </p>
+{% sample lang="coco" %}
+[import, lang:"coconut"](code/coconut/huffman.coco)
 {% endmethod %}
 
 <script>

From 435ef998b6f899d2f8208ce9f5246b169e81f0e0 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Tue, 14 Sep 2021 15:12:29 -0400
Subject: [PATCH 030/146] Update README.md

Changing readme link to reflect change in twitch url
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e8d947857..ff37394dd 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,7 @@ Here are some essential links:
 - Book / website: <https://www.algorithm-archive.org/>
 - GitHub repository: <https://github.com/algorithm-archivists/algorithm-archive>
 - YouTube channel (LeiosOS): <https://www.youtube.com/user/LeiosOS>
-- Twitch livestream (simuleios): <https://www.twitch.tv/simuleios>
+- Twitch livestream: <https://www.twitch.tv/leioslabs>
 - Discord server: <https://discord.gg/Pr2E9S6>
 
 Note that this project is essentially a book about algorithms collaboratively written by an online community.

From b86d137143350057429e6bb1b4ae50f028e215e5 Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Wed, 15 Sep 2021 01:04:14 +0200
Subject: [PATCH 031/146] Add C# implemenation for 1D Convolutions (#846)

* Add C# implemenation for 1D Convolutions

* Fix off by one error and julia line numbers

* Fix off by one error for linear convolutions

* Fix trailing zero

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Add trailing new line

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>
---
 contents/convolutions/1d/1d.md                |  28 +++--
 .../convolutions/code/csharp/1DConvolution.cs | 110 ++++++++++++++++++
 2 files changed, 131 insertions(+), 7 deletions(-)
 create mode 100755 contents/convolutions/code/csharp/1DConvolution.cs

diff --git a/contents/convolutions/1d/1d.md b/contents/convolutions/1d/1d.md
index 307e1d669..b061941c1 100644
--- a/contents/convolutions/1d/1d.md
+++ b/contents/convolutions/1d/1d.md
@@ -53,7 +53,9 @@ With this in mind, we can almost directly transcribe the discrete equation into
 
 {% method %}
 {% sample lang="jl" %}
-[import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
+{% sample lang="cs" %}
+[import:63-84, lang:"csharp"](../code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 The easiest way to reason about this code is to read it as you might read a textbook.
@@ -184,7 +186,9 @@ Here it is again for clarity:
 
 {% method %}
 {% sample lang="jl" %}
-[import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
+{% sample lang="cs" %}
+[import:63-84, lang:"csharp"](../code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 Here, the main difference between the bounded and unbounded versions is that the output array size is smaller in the bounded case.
@@ -192,14 +196,18 @@ For an unbounded convolution, the function would be called with a the output arr
 
 {% method %}
 {% sample lang="jl" %}
-[import:58-59, lang:"julia"](code/julia/1d_convolution.jl)
+[import:58-59, lang:"julia"](../code/julia/1d_convolution.jl)
+{% sample lang="cs" %}
+[import:96-97, lang:"csharp"](../code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 On the other hand, the bounded call would set the output array size to simply be the length of the signal
 
 {% method %}
 {% sample lang="jl" %}
-[import:61-62, lang:"julia"](code/julia/1d_convolution.jl)
+[import:61-62, lang:"julia"](../code/julia/1d_convolution.jl)
+{% sample lang="cs" %}
+[import:98-99, lang:"csharp"](../code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 Finally, as we mentioned before, it is possible to center bounded convolutions by changing the location where we calculate the each point along the filter.
@@ -207,7 +215,9 @@ This can be done by modifying the following line:
 
 {% method %}
 {% sample lang="jl" %}
-[import:35-35, lang:"julia"](code/julia/1d_convolution.jl)
+[import:35-35, lang:"julia"](../code/julia/1d_convolution.jl)
+{% sample lang="cs" %}
+[import:71-71, lang:"csharp"](../code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 Here, `j` counts from `i-length(filter)` to `i`.
@@ -239,7 +249,9 @@ In code, this typically amounts to using some form of modulus operation, as show
 
 {% method %}
 {% sample lang="jl" %}
-[import:4-25, lang:"julia"](code/julia/1d_convolution.jl)
+[import:4-25, lang:"julia"](../code/julia/1d_convolution.jl)
+{% sample lang="cs" %}
+[import:38-61, lang:"csharp"](../code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 This is essentially the same as before, except for the modulus operations, which allow us to work on a periodic domain.
@@ -254,7 +266,9 @@ For the code associated with this chapter, we have used the convolution to gener
 
 {% method %}
 {% sample lang="jl" %}
-[import, lang:"julia"](code/julia/1d_convolution.jl)
+[import, lang:"julia"](../code/julia/1d_convolution.jl)
+{% sample lang="cs" %}
+[import, lang:"csharp"](../code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 At a test case, we have chosen to use two sawtooth functions, which should produce the following images:
diff --git a/contents/convolutions/code/csharp/1DConvolution.cs b/contents/convolutions/code/csharp/1DConvolution.cs
new file mode 100755
index 000000000..c4c1016c6
--- /dev/null
+++ b/contents/convolutions/code/csharp/1DConvolution.cs
@@ -0,0 +1,110 @@
+using System;
+using System.IO;
+
+namespace Convolution1D
+{
+    public class Convolution1D
+    {
+        // Creates a sawtooth function with the given length.
+        static double[] CreateSawtooth(int length)
+        {
+            var array = new double[length];
+            for (var i = 0; i < length; i++)
+                array[i] = (i + 1) / 200f;
+            return array;
+        }
+
+        // Normalizes the given array.
+        static void Normalize(double[] array)
+        {
+            var norm = Norm(array);
+            for (var i = 0; i < array.Length; i++)
+                array[i] /= norm;
+        }
+
+        // Calculates the norm of the array.
+        static double Norm(double[] array)
+        {
+            var sum = 0.0;
+            for (var i = 0; i < array.Length; i++)
+                sum += Math.Pow(array[i], 2);
+            return Math.Sqrt(sum);
+        }
+
+        // Modulus function which handles negative values properly.
+        // Assumes that y >= 0.
+        static int Mod(int x, int y) => ((x % y) + y) % y;
+
+        static double[] ConvolveCyclic(double[] signal, double[] filter)
+        {
+            var outputSize = Math.Max(signal.Length, filter.Length);
+
+            // Convolutional output.
+            var output = new double[outputSize];
+            var sum = 0.0;
+
+            for (var i = 0; i < outputSize; i++)
+            {
+                for (var j = 0; j < outputSize; j++)
+                {
+                    if (Mod(i - j, outputSize) < filter.Length)
+                    {
+                        sum += signal[Mod(j - 1, outputSize)] * filter[Mod(i - j, outputSize)];
+                    }
+                }
+
+                output[i] = sum;
+                sum = 0.0;
+            }
+
+            return output;
+        }
+
+        static double[] ConvolveLinear(double[] signal, double[] filter, int outputSize)
+        {
+            // Convolutional output.
+            var output = new double[outputSize];
+            var sum = 0.0;
+
+            for (var i = 0; i < outputSize; i++)
+            {
+                for (var j = Math.Max(0, i - filter.Length); j <= i; j++)
+                {
+                    if (j < signal.Length && (i - j) < filter.Length)
+                    {
+                        sum += signal[j] * filter[i - j];
+                    }
+                }
+
+                output[i] = sum;
+                sum = 0.0;
+            }
+
+            return output;
+        }
+
+        static void Main()
+        {
+            // Create sawtooth functions for x and y.
+            var x = CreateSawtooth(200);
+            var y = CreateSawtooth(200);
+
+            // Normalization is not strictly necessary, but good practice.
+            Normalize(x);
+            Normalize(y);
+
+            // Full convolution, output will be the size of x + y - 1.
+            var fullLinearOutput = ConvolveLinear(x, y, x.Length + y.Length - 1);
+            // Simple boundaries.
+            var simpleLinearOutput = ConvolveLinear(x, y, x.Length);
+            // Cyclic convolution.
+            var cyclicOutput = ConvolveCyclic(x, y);
+
+            // Output convolutions to different files for plotting.
+            File.WriteAllText("full_linear.dat", String.Join(Environment.NewLine, fullLinearOutput));
+            File.WriteAllText("simple_linear.dat", String.Join(Environment.NewLine, simpleLinearOutput));
+            File.WriteAllText("cyclic.dat", String.Join(Environment.NewLine, cyclicOutput));
+        }
+    }
+}
+

From f04abdc87ea5cc0b2c06e6baaf275b3c1547fa25 Mon Sep 17 00:00:00 2001
From: Trashtalk217 <trashtalk217@gmail.com>
Date: Wed, 15 Sep 2021 18:31:59 +0200
Subject: [PATCH 032/146] IFS Common Lisp implementation (#722)

* first working version

* cleaned up the chaos-game function and added some helpfull comments

* changed the .md file and upped iterations

* Skeleton of the final solution

* Update contents/IFS/IFS.md

Co-authored-by: Eric Berquist <eric.berquist@gmail.com>

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
Co-authored-by: Eric Berquist <eric.berquist@gmail.com>
---
 contents/IFS/IFS.md              |  4 ++++
 contents/IFS/code/clisp/ifs.lisp | 28 ++++++++++++++++++++++++++++
 2 files changed, 32 insertions(+)
 create mode 100644 contents/IFS/code/clisp/ifs.lisp

diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index d16a44efc..2ed1fe484 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -140,6 +140,8 @@ Here, instead of tracking children of children, we track a single individual tha
 [import:5-12, lang:"python"](code/python/IFS.py)
 {% sample lang="c" %}
 [import:18-29, lang:"c"](code/c/IFS.c)
+{% sample lang="lisp" %}
+[import:5-14, lang:"lisp"](code/clisp/ifs.lisp)
 {% sample lang="coco" %}
 [import:4-16, lang:"coconut"](code/coconut/IFS.coco)
 {% sample lang="java" %}
@@ -224,6 +226,8 @@ In addition, we have written the chaos game code to take in a set of points so t
 [import, lang:"python"](code/python/IFS.py)
 {% sample lang="c" %}
 [import, lang:"c"](code/c/IFS.c)
+{% sample lang="lisp" %}
+[import, lang:"lisp"](code/clisp/ifs.lisp)
 {%sample lang="coco" %}
 [import, lang:"coconut"](code/coconut/IFS.coco)
 {%sample lang="java" %}
diff --git a/contents/IFS/code/clisp/ifs.lisp b/contents/IFS/code/clisp/ifs.lisp
new file mode 100644
index 000000000..4354ab54b
--- /dev/null
+++ b/contents/IFS/code/clisp/ifs.lisp
@@ -0,0 +1,28 @@
+;;;; Iterated Function System implementation
+
+(defstruct (point (:constructor make-point (x y))) x y)
+
+(defun chaos-game (iterations shape-points)
+  "Plays a chaos game with a certain shape for a determined amount of iterations"
+  (loop
+    repeat iterations
+    for rand-point = (svref shape-points (random (length shape-points)))
+    for point = (make-point (random 1.0) (random 1.0)) ; starting point
+    then (make-point
+           (* 0.5 (+ (point-x rand-point) (point-x point)))
+           (* 0.5 (+ (point-y rand-point) (point-y point)))) ; every subsequent point
+    collect point))
+
+(defparameter *shape-points*
+  (map
+    'vector
+    (lambda (e) (apply #'make-point e))
+    ;; the backquote allows us to selectively evaluate (sqrt 0.75) with the comma
+    `((0 0) (0.5 ,(sqrt 0.75)) (1 0))))
+
+;; output the data to the "out.dat" file
+(with-open-file (out "out.dat" :direction :output :if-exists :supersede)
+  (flet ((format-point (p)
+           ;; this is not very clean, but it's the simplest way to insert a tab into a string.
+           (format nil "~f~c~f" (point-x p) #\tab (point-y p))))
+    (format out "~{~a~%~}" (map 'list #'format-point (chaos-game 10000 *shape-points*)))))

From 7bae159b137c0aae0eb62947b13dc03b0d2e9327 Mon Sep 17 00:00:00 2001
From: PaddyKe <34421580+PaddyKe@users.noreply.github.com>
Date: Wed, 15 Sep 2021 18:42:10 +0200
Subject: [PATCH 033/146] added MonteCarlo in PowerShell (#760)

---
 .../code/powershell/MonteCarlo.ps1            | 21 +++++++++++++++++++
 .../monte_carlo_integration.md                |  4 ++++
 2 files changed, 25 insertions(+)
 create mode 100644 contents/monte_carlo_integration/code/powershell/MonteCarlo.ps1

diff --git a/contents/monte_carlo_integration/code/powershell/MonteCarlo.ps1 b/contents/monte_carlo_integration/code/powershell/MonteCarlo.ps1
new file mode 100644
index 000000000..fe80d6db0
--- /dev/null
+++ b/contents/monte_carlo_integration/code/powershell/MonteCarlo.ps1
@@ -0,0 +1,21 @@
+function Is-InCircle($x, $y, $radius=1) {
+    return ([Math]::Pow($x, 2) + [Math]::Pow($y, 2)) -lt [Math]::Pow($radius, 2)
+}
+
+function Monte-Carlo([int]$n) {
+    $PiCount = 0;
+    for ($i = 0; $i -lt $n; $i++) {
+        $x = Get-Random -Minimum 0.0 -Maximum 1.0
+        $y = Get-Random -Minimum 0.0 -Maximum 1.0
+
+        if (Is-InCircle $x $y) {
+            $PiCount++
+        }
+    }
+    return 4.0 * $PiCount / $n
+}
+
+# This could take some time
+$PiEstimate = Monte-Carlo 10000000
+Write-Host "The pi estimate is: $PiEstimate"
+Write-Host "Percent error is: $(100 * [Math]::Abs($PiEstimate - ([Math]::PI)) / ([Math]::PI))"
\ No newline at end of file
diff --git a/contents/monte_carlo_integration/monte_carlo_integration.md b/contents/monte_carlo_integration/monte_carlo_integration.md
index 4256009b8..ac6895404 100644
--- a/contents/monte_carlo_integration/monte_carlo_integration.md
+++ b/contents/monte_carlo_integration/monte_carlo_integration.md
@@ -99,6 +99,8 @@ each point is tested to see whether it's in the circle or not:
 </p>
 {% sample lang="coco" %}
 [import:4-9, lang:"coconut"](code/coconut/monte_carlo.coco)
+{% sample lang="ps1" %}
+[import:1-3, lang:"powershell"](code/powershell/MonteCarlo.ps1)
 {% endmethod %}
 
 If it's in the circle, we increase an internal count by one, and in the end,
@@ -206,6 +208,8 @@ The code snippets were taken from this [scratch project](https://scratch.mit.edu
 </p>
 {% sample lang="coco" %}
 [import, lang:"coconut"](code/coconut/monte_carlo.coco)
+{% sample lang="ps1" %}
+[import, lang:"powershell"](code/powershell/MonteCarlo.ps1)
 {% endmethod %}
 
 <script>

From 4557186e437ef8df9069ea07dfae01f9fb53d9c2 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Wed, 15 Sep 2021 19:01:38 +0200
Subject: [PATCH 034/146] Add Rust implementation for The Barnsley Fern (#818)

* Add Rust implementation for The Barnsley Fern

* Change operators constants and add Cargo.toml

* Fix bug in matrix multiplication

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/barnsley/barnsley.md           |   3 +-
 contents/barnsley/code/rust/Cargo.toml  |   9 ++
 contents/barnsley/code/rust/src/main.rs | 105 ++++++++++++++++++++++++
 3 files changed, 116 insertions(+), 1 deletion(-)
 create mode 100644 contents/barnsley/code/rust/Cargo.toml
 create mode 100644 contents/barnsley/code/rust/src/main.rs

diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index 5c303fa3a..8be1f46f2 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -125,6 +125,8 @@ The biggest differences between the two code implementations is that the Barnsle
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/barnsley.jl)
+{% sample lang="rs" %}
+[import, lang:"rust"](code/rust/src/main.rs)
 {% sample lang="cpp" %}
 [import, lang:"cpp"](code/c++/barnsley.cpp)
 {% sample lang="c" %}
@@ -133,7 +135,6 @@ The biggest differences between the two code implementations is that the Barnsle
 [import, lang:"java"](code/java/Barnsley.java)
 {% sample lang="coco" %}
 [import, lang:"coconut"](code/julia/barnsley.coco)
-
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/barnsley/code/rust/Cargo.toml b/contents/barnsley/code/rust/Cargo.toml
new file mode 100644
index 000000000..40780594a
--- /dev/null
+++ b/contents/barnsley/code/rust/Cargo.toml
@@ -0,0 +1,9 @@
+[package]
+name = "rust"
+version = "0.1.0"
+edition = "2018"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+rand = "0.8.4"
\ No newline at end of file
diff --git a/contents/barnsley/code/rust/src/main.rs b/contents/barnsley/code/rust/src/main.rs
new file mode 100644
index 000000000..6fee75375
--- /dev/null
+++ b/contents/barnsley/code/rust/src/main.rs
@@ -0,0 +1,105 @@
+use rand::prelude::*;
+#[derive(Clone, Copy)]
+struct Point2 {
+    x: f64,
+    y: f64,
+}
+
+#[derive(Clone, Copy)]
+struct Point3 {
+    x: f64,
+    y: f64,
+    z: f64,
+}
+
+impl Point3 {
+    fn new(x: f64, y: f64, z: f64) -> Self {
+        Self { x, y, z }
+    }
+
+    fn matrix_mul(self, rhs: Vec<Point3>) -> Self {
+        let x = rhs[0].x * self.x + rhs[0].y * self.y + rhs[0].z * self.z;
+        let y = rhs[1].x * self.x + rhs[1].y * self.y + rhs[1].z * self.z;
+        let z = rhs[2].x * self.x + rhs[2].y * self.y + rhs[2].z * self.z;
+        Self::new(x, y, z)
+    }
+}
+
+fn select_array(hutchinson_op: &[Vec<Point3>], probabilities: &[f64]) -> Vec<Point3> {
+    let mut rng = rand::thread_rng();
+    let mut rnd = rng.gen::<f64>();
+
+    for (i, probability) in probabilities.iter().enumerate() {
+        if rnd < *probability {
+            return hutchinson_op[i].clone();
+        }
+        rnd -= probability;
+    }
+
+    return vec![];
+}
+
+fn chaos_game(
+    iters: usize,
+    initial_location: Point2,
+    hutchinson_op: &[Vec<Point3>],
+    probabilities: &[f64],
+) -> Vec<Point2> {
+    let mut point = Point3 {
+        x: initial_location.x,
+        y: initial_location.y,
+        z: 1.0,
+    };
+    (0..iters)
+        .into_iter()
+        .map(|_| {
+            let old_point = point;
+            let operation = select_array(hutchinson_op, probabilities);
+            point = point.matrix_mul(operation);
+            Point2 {
+                x: old_point.x,
+                y: old_point.y,
+            }
+        })
+        .collect()
+}
+
+fn main() {
+    let barnsley_hutchinson = vec![
+        vec![
+            Point3::new(0.0, 0.0, 0.0),
+            Point3::new(0.0, 0.16, 0.0),
+            Point3::new(0.0, 0.0, 1.0),
+        ],
+        vec![
+            Point3::new(0.85, 0.04, 0.0),
+            Point3::new(-0.04, 0.85, 1.60),
+            Point3::new(0.0, 0.0, 1.0),
+        ],
+        vec![
+            Point3::new(0.20, -0.26, 0.0),
+            Point3::new(0.23, 0.22, 1.60),
+            Point3::new(0.0, 0.0, 1.0),
+        ],
+        vec![
+            Point3::new(-0.15, 0.28, 0.0),
+            Point3::new(0.26, 0.24, 0.44),
+            Point3::new(0.0, 0.0, 1.0),
+        ],
+    ];
+
+    let barnsley_probabilities = vec![0.01, 0.85, 0.07, 0.07];
+
+    let mut out = String::new();
+
+    for point in chaos_game(
+        10_000,
+        Point2 { x: 0.0, y: 0.0 },
+        &barnsley_hutchinson,
+        &barnsley_probabilities,
+    ) {
+        out += format!("{}\t{}\n", point.x, point.y).as_str();
+    }
+
+    std::fs::write("./out.dat", out).unwrap();
+}

From 04be809b38f688f57e21a488bb29bf4b37fab2e6 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Wed, 6 Oct 2021 13:53:19 +0200
Subject: [PATCH 035/146] changing barnsley.md to read the correct coconut file
 (#867)

---
 contents/barnsley/barnsley.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index 8be1f46f2..f696b9ffb 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -134,7 +134,7 @@ The biggest differences between the two code implementations is that the Barnsle
 {% sample lang="java" %}
 [import, lang:"java"](code/java/Barnsley.java)
 {% sample lang="coco" %}
-[import, lang:"coconut"](code/julia/barnsley.coco)
+[import, lang:"coconut"](code/coconut/barnsley.coco)
 {% endmethod %}
 
 ### Bibliography

From c8a40e321c8ca1ded2274b51b18c2d5e05291148 Mon Sep 17 00:00:00 2001
From: Ayman Lafaz <ayman.lafaz@um5r.ac.ma>
Date: Wed, 6 Oct 2021 13:02:27 +0100
Subject: [PATCH 036/146] added approximate counting implementation in python
 (#866)

* added approximate counting implementation in python

* Update approximate_counting.py

* updating approximate_counting.py

* removed redundancies
---
 .../approximate_counting.md                   | 12 +++--
 .../code/python/approximate_counting.py       | 49 +++++++++++++++++++
 2 files changed, 56 insertions(+), 5 deletions(-)
 create mode 100644 contents/approximate_counting/code/python/approximate_counting.py

diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index 917e79922..f63d7db43 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -127,7 +127,7 @@ Here is a table for the true count, approximate count, and percent error for 10,
 | 500,000    | 499,813.2         | 0.037         |
 | 1,000,000  | 999,466.0         | 0.053         |
 
-Here, it seems that the percent error is 10 times higher when we count 10,000 items; however, 
+Here, it seems that the percent error is 10 times higher when we count 10,000 items; however,
 with these numbers, I could imagine some people reading this are thinking that we are splitting hairs.
 A 0.42% error is still really good, right?
 Right.
@@ -200,7 +200,7 @@ To be clear, here is a table of several values that could be stored in a bitstri
 | $$00000100 = 4$$   | $$15$$                  |
 | $$00010000 = 16$$  | $$65535$$               |
 | $$01000000 = 64$$  | $$1.85 \times 10^{19}$$ |
-| $$10000000 = 128$$ | $$3.40 \times 10^{38}$$ | 
+| $$10000000 = 128$$ | $$3.40 \times 10^{38}$$ |
 | $$11111111 = 255$$ | $$5.79 \times 10^{76}$$ |
 
 This means that we can hold from $$0$$ to $$2^{255} - 1 \approx 5.79 \times 10^{76}$$ with 8 bits using this new method.
@@ -250,7 +250,7 @@ In the next section, we will consider how to generalize this logarithmic method
 ## A slightly more general logarithm
 
 Let's start by considering the differences between base $$2$$ and base $$e$$.
-For base $$e$$, 
+For base $$e$$,
 
 $$
 \begin{align}
@@ -283,14 +283,14 @@ Going one step further, we need to chose a specific base to a logarithm that wil
 
 $$
 \begin{align}
-    v &= \frac{\log(1+n/a)}{\log(1+1/a)}. \\ 
+    v &= \frac{\log(1+n/a)}{\log(1+1/a)}. \\
     n_v &= a\left(\left(1+\frac{1}{a}\right)^v-1\right).
 \end{align}
 $$
 
 Here, $$a$$ is an effective tuning parameter and sets the maximum count allowed by the bitstring and the expected error.
 The expression $$1+1/a$$ acts as a base for the logarithm and exponents and ensures that the first count of $$n=1$$ will also set the value $$v=1$$.
-As an example, if the bitstring can be a maximum of 255 (for 8 bits) and we arbitrarily set 
+As an example, if the bitstring can be a maximum of 255 (for 8 bits) and we arbitrarily set
 $$a=30$$, then the highest possible count with this approach will be $$\approx 130,000$$, which was the number reported in Morris's paper.
 If we perform a few counting experiments, we find that this formula more closely tracks smaller numbers than before (when we were not using the logarithm):
 
@@ -362,6 +362,8 @@ As we do not have any objects to count, we will instead simulate the counting wi
 [import, lang:"julia"](code/julia/approximate_counting.jl)
 {% sample lang="cpp" %}
 [import, lang:"cpp"](code/c++/approximate_counting.cpp)
+{% sample lang="python" %}
+[import, lang:"python"](code/python/approximate_counting.py)
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/approximate_counting/code/python/approximate_counting.py b/contents/approximate_counting/code/python/approximate_counting.py
new file mode 100644
index 000000000..eb31b2b24
--- /dev/null
+++ b/contents/approximate_counting/code/python/approximate_counting.py
@@ -0,0 +1,49 @@
+from random import random
+
+# This function takes
+#   - v: value in register
+#   - a: a scaling value for the logarithm based on Morris's paper
+# It returns n(v,a), the approximate_count
+def n(v, a):
+    return a*((1 + 1/a)**v - 1)
+
+# This function takes
+#    - v: value in register
+#    - a: a scaling value for the logarithm based on Morris's paper
+# It returns a new value for v
+def increment(v, a):
+    delta = 1/(n(v + 1, a) - n(v, a))
+    if random() <= delta:
+        return v + 1
+    else:
+        return v
+
+#This simulates counting and takes
+#     - n_items: number of items to count and loop over
+#     - a: a scaling value for the logarithm based on Morris's paper
+# It returns n(v,a), the approximate count
+def approximate_count(n_items, a):
+    v = 0
+    for i in range(1, n_items + 1):
+        v = increment(v, a)
+    return n(v, a)
+
+# This function takes
+#     - n_trials: the number of counting trials
+#     - n_items: the number of items to count to
+#     - a: a scaling value for the logarithm based on Morris's paper
+#     - threshold: the maximum percent error allowed
+# It returns a true / false test value
+def test_approximate_count(n_trials, n_items, a, threshold):
+    samples = [approximate_count(n_items, a) for i in range(1, n_trials + 1)]
+    avg = sum(samples)/n_trials
+
+    if abs((avg - n_items)/n_items) < threshold:
+        print("passed")
+
+print("testing 1,000, a = 30, 1% error")
+test_approximate_count(100, 1000, 30, 0.1)
+print("testing 12,345, a = 10, 1% error")
+test_approximate_count(100, 12345, 10, 0.1)
+print("testing 222,222, a = 0.5, 10% error")
+test_approximate_count(100, 222222, 0.5, 0.2)

From 4bb16dbc440be3a975e6bff15eb7ac31abebc42d Mon Sep 17 00:00:00 2001
From: Ayman Lafaz <ayman.lafaz@um5r.ac.ma>
Date: Fri, 8 Oct 2021 12:05:14 +0100
Subject: [PATCH 037/146] fixing linking issues in convolution chapter (#868)

---
 contents/convolutions/1d/1d.md                | 28 +++++++++----------
 .../{ => 1d}/code/csharp/1DConvolution.cs     |  0
 2 files changed, 14 insertions(+), 14 deletions(-)
 rename contents/convolutions/{ => 1d}/code/csharp/1DConvolution.cs (100%)

diff --git a/contents/convolutions/1d/1d.md b/contents/convolutions/1d/1d.md
index b061941c1..d5d77652b 100644
--- a/contents/convolutions/1d/1d.md
+++ b/contents/convolutions/1d/1d.md
@@ -53,9 +53,9 @@ With this in mind, we can almost directly transcribe the discrete equation into
 
 {% method %}
 {% sample lang="jl" %}
-[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
-[import:63-84, lang:"csharp"](../code/csharp/1DConvolution.cs)
+[import:63-84, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 The easiest way to reason about this code is to read it as you might read a textbook.
@@ -186,9 +186,9 @@ Here it is again for clarity:
 
 {% method %}
 {% sample lang="jl" %}
-[import:27-46, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
-[import:63-84, lang:"csharp"](../code/csharp/1DConvolution.cs)
+[import:63-84, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 Here, the main difference between the bounded and unbounded versions is that the output array size is smaller in the bounded case.
@@ -196,18 +196,18 @@ For an unbounded convolution, the function would be called with a the output arr
 
 {% method %}
 {% sample lang="jl" %}
-[import:58-59, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:58-59, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
-[import:96-97, lang:"csharp"](../code/csharp/1DConvolution.cs)
+[import:96-97, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 On the other hand, the bounded call would set the output array size to simply be the length of the signal
 
 {% method %}
 {% sample lang="jl" %}
-[import:61-62, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:61-62, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
-[import:98-99, lang:"csharp"](../code/csharp/1DConvolution.cs)
+[import:98-99, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 Finally, as we mentioned before, it is possible to center bounded convolutions by changing the location where we calculate the each point along the filter.
@@ -215,9 +215,9 @@ This can be done by modifying the following line:
 
 {% method %}
 {% sample lang="jl" %}
-[import:35-35, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:35-35, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
-[import:71-71, lang:"csharp"](../code/csharp/1DConvolution.cs)
+[import:71-71, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 Here, `j` counts from `i-length(filter)` to `i`.
@@ -249,9 +249,9 @@ In code, this typically amounts to using some form of modulus operation, as show
 
 {% method %}
 {% sample lang="jl" %}
-[import:4-25, lang:"julia"](../code/julia/1d_convolution.jl)
+[import:4-25, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
-[import:38-61, lang:"csharp"](../code/csharp/1DConvolution.cs)
+[import:38-61, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 This is essentially the same as before, except for the modulus operations, which allow us to work on a periodic domain.
@@ -266,9 +266,9 @@ For the code associated with this chapter, we have used the convolution to gener
 
 {% method %}
 {% sample lang="jl" %}
-[import, lang:"julia"](../code/julia/1d_convolution.jl)
+[import, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
-[import, lang:"csharp"](../code/csharp/1DConvolution.cs)
+[import, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% endmethod %}
 
 At a test case, we have chosen to use two sawtooth functions, which should produce the following images:
diff --git a/contents/convolutions/code/csharp/1DConvolution.cs b/contents/convolutions/1d/code/csharp/1DConvolution.cs
similarity index 100%
rename from contents/convolutions/code/csharp/1DConvolution.cs
rename to contents/convolutions/1d/code/csharp/1DConvolution.cs

From 448a7963cc9a2dbfc0dd2ef0f6241528f4bb96a5 Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Fri, 8 Oct 2021 10:42:22 -0500
Subject: [PATCH 038/146] Add initial devcontainer (#862)

---
 .devcontainer/Dockerfile        | 106 ++++++++++++++++++++++++++++++++
 .devcontainer/devcontainer.json |  26 ++++++++
 2 files changed, 132 insertions(+)
 create mode 100644 .devcontainer/Dockerfile
 create mode 100644 .devcontainer/devcontainer.json

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
new file mode 100644
index 000000000..e014b404b
--- /dev/null
+++ b/.devcontainer/Dockerfile
@@ -0,0 +1,106 @@
+# See here for image contents: https://github.com/microsoft/vscode-dev-containers/tree/v0.187.0/containers/ubuntu/.devcontainer/base.Dockerfile
+
+# [Choice] Ubuntu version: bionic, focal
+ARG VARIANT="focal"
+FROM mcr.microsoft.com/vscode/devcontainers/base:0-${VARIANT}
+
+# [Optional] Uncomment this section to install additional OS packages.
+RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk rustc libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch
+
+# Setup Crystal
+RUN echo 'deb http://download.opensuse.org/repositories/devel:/languages:/crystal/xUbuntu_20.04/ /' | sudo tee /etc/apt/sources.list.d/devel:languages:crystal.list
+RUN curl -fsSL https://download.opensuse.org/repositories/devel:languages:crystal/xUbuntu_20.04/Release.key | gpg --dearmor | sudo tee /etc/apt/trusted.gpg.d/devel_languages_crystal.gpg > /dev/null
+
+# Setup Dart
+RUN sudo sh -c 'wget -qO- https://dl-ssl.google.com/linux/linux_signing_key.pub | apt-key add -'
+RUN sudo sh -c 'wget -qO- https://storage.googleapis.com/download.dartlang.org/linux/debian/dart_stable.list > /etc/apt/sources.list.d/dart_stable.list'
+
+# Setup Powershell
+RUN sudo sh -c 'wget -q https://packages.microsoft.com/config/ubuntu/$(lsb_release -rs)/packages-microsoft-prod.deb -O packages-microsoft-prod.deb'
+RUN sudo sh -c 'dpkg -i packages-microsoft-prod.deb'
+
+# Setup Clojure
+RUN sudo sh -c 'curl -O https://download.clojure.org/install/linux-install-1.10.3.967.sh'
+RUN sudo sh -c 'chmod +x linux-install-1.10.3.967.sh'
+RUN sudo sh -c 'sudo ./linux-install-1.10.3.967.sh'
+
+# Setup dotnet
+RUN sudo sh -c 'wget https://packages.microsoft.com/config/ubuntu/20.04/packages-microsoft-prod.deb -O packages-microsoft-prod.deb'
+RUN sudo sh -c 'sudo dpkg -i packages-microsoft-prod.deb'
+RUN sudo sh -c 'rm packages-microsoft-prod.deb'
+
+# Setup D Lang
+RUN sudo sh -c 'mkdir -p ~/dlang && wget https://dlang.org/install.sh -O ~/dlang/install.sh'
+RUN sudo sh -c 'bash ~/dlang/install.sh'
+## From Docs not needed though
+# RUN sudo sh -c 'source ~/dlang/dmd-2.097.2/activate'
+ENV PATH=$PATH:/root/dlang/dmd-2.097.2/linux/bin64
+
+# Setup Go
+RUN sudo sh -c 'wget -c https://dl.google.com/go/go1.14.2.linux-amd64.tar.gz -O - | sudo tar -xz -C /usr/local'
+ENV PATH=$PATH:/usr/local/go/bin
+
+# Setup Kotlin (doesnt unzip right maybe?)
+RUN sudo sh -c 'wget -c https://github.com/JetBrains/kotlin/releases/download/v1.5.30/kotlin-compiler-1.5.30.zip -O /usr/local/kotlinc.zip'
+RUN unzip /usr/local/kotlinc.zip
+ENV PATH=$PATH:/usr/local/kotlinc/bin
+
+# Setup lolcode
+## Use: https://github.com/justinmeza/lci
+
+# Setup Piet
+## Use: https://github.com/boothby/repiet
+
+
+# Setup Matlab
+# ?????? This is a licensed language???
+
+# Setup Emojicode (in progress)
+RUN sudo sh -c 'wget -c https://github.com/emojicode/emojicode/releases/download/v1.0-beta.2/Emojicode-1.0-beta.2-Linux-x86_64.tar.gz -O /usr/local/Emojicode-1.0-beta.2-Linux-x86_64.tar.gz'
+RUN sudo tar -xvzf /usr/local/Emojicode-1.0-beta.2-Linux-x86_64.tar.gz
+# && cd ~/emojicode/ && echo && ./install.sh'
+ENV PATH=$PATH:/usr/local/Emojicode-1.0-beta.2-Linux-x86_64
+
+# Setup Factor (in progress)
+RUN mkdir -p ~/factor && wget https://downloads.factorcode.org/releases/0.98/factor-linux-x86-64-0.98.tar.gz -O ~/factor/factor.tar.gz
+RUN tar -xzf /root/factor/factor.tar.gz
+# && rm ~/factor/factor.tar.gz
+ENV PATH=$PATH:/root/factor/factor
+
+# Setup R
+RUN sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E298A3A825C0D65DFD57CBB651716619E084DAB9
+RUN sudo add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu focal-cran40/'
+
+# Setup Racket
+## Use: https://ubunlog.com/en/racket-install-ubuntu-programming-language
+
+# Setup Scheme
+## Use: https://github.com/ashinn/chibi-scheme
+
+# Setup Scratch
+## using 1.x right now.... in future checkout snap or adobe air?
+
+# Setup Swift
+## ?
+
+# Setup viml
+## ?
+
+# Setup whitespace
+## ?
+
+# Setup Elm
+## https://github.com/elm/compiler/blob/master/installers/linux/README.md
+
+# Setup V
+## https://github.com/vlang/v/blob/master/doc/docs.md
+
+
+# Install the packages that needed extra help
+RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+    && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base
+
+RUN pip install wheel matplotlib numpy coconut
+
+RUN sudo sh -c 'npm install -g typescript'
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 000000000..d09155c0b
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,26 @@
+// For format details, see https://aka.ms/devcontainer.json. For config options, see the README at:
+// https://github.com/microsoft/vscode-dev-containers/tree/v0.187.0/containers/ubuntu
+{
+	"name": "Ubuntu",
+	"build": {
+		"dockerfile": "Dockerfile",
+		// Update 'VARIANT' to pick an Ubuntu version: focal, bionic
+		"args": { "VARIANT": "focal" }
+	},
+
+	// Set *default* container specific settings.json values on container create.
+	"settings": {},
+
+
+	// Add the IDs of extensions you want installed when the container is created.
+	"extensions": [],
+
+	// Use 'forwardPorts' to make a list of ports inside the container available locally.
+	// "forwardPorts": [],
+
+	// Use 'postCreateCommand' to run commands after the container is created.
+	// "postCreateCommand": "uname -a",
+
+	// Comment out connect as root instead. More info: https://aka.ms/vscode-remote/containers/non-root.
+	// "remoteUser": "vscode"
+}

From 7c19ec67ed5b571d08a3275f32cad6b4035a53a5 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Sun, 10 Oct 2021 16:11:33 +0200
Subject: [PATCH 039/146] small changes to convolutional theorem chapter and
 code to make things more reproduceable (#872)

---
 .../code/julia/convolutional_theorem.jl           | 15 +++++++++------
 .../convolutional_theorem.md                      | 14 ++++++++++++++
 2 files changed, 23 insertions(+), 6 deletions(-)

diff --git a/contents/convolutions/convolutional_theorem/code/julia/convolutional_theorem.jl b/contents/convolutions/convolutional_theorem/code/julia/convolutional_theorem.jl
index 31a504eaf..9016bf3d8 100644
--- a/contents/convolutions/convolutional_theorem/code/julia/convolutional_theorem.jl
+++ b/contents/convolutions/convolutional_theorem/code/julia/convolutional_theorem.jl
@@ -1,4 +1,5 @@
 using FFTW
+using LinearAlgebra
 using DelimitedFiles
 
 # using the convolutional theorem
@@ -8,11 +9,9 @@ end
 
 function main()
 
-    # Random distribution in x
-    x = rand(100)
-
-    # Gaussian signals
-    y = [exp(-((i-50)/100)^2/.01) for i = 1:100]
+    # sawtooth functions for x and y
+    x = [float(i)/200 for i = 1:200]
+    y = [float(i)/200 for i = 1:200]
 
     # Normalization is not strictly necessary, but good practice
     normalize!(x)
@@ -22,6 +21,10 @@ function main()
     fft_output = convolve_fft(x, y)
 
     # outputting convolutions to different files for plotting in external code
-    writedlm("fft.dat", fft_output)
+    # note: we are outputting just the real component because the imaginary
+    #       component is virtually 0
+    writedlm("fft.dat", real(fft_output))
 
 end
+
+main()
diff --git a/contents/convolutions/convolutional_theorem/convolutional_theorem.md b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
index 0063c992c..7aa5c3fdf 100644
--- a/contents/convolutions/convolutional_theorem/convolutional_theorem.md
+++ b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
@@ -39,11 +39,20 @@ Also note that the Fourier Transform is a periodic or cyclic operation, so there
 
 ## Example Code
 
+For this example code, we will be using two sawtooth functions as we did in the chapter on [one-dimensional convolutions](../1d/1d.md):
+
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/convolutional_theorem.jl)
 {% endmethod %}
 
+This should produce the following output:
+
+<p>
+    <img class="center" src="../res/cyclic.png" style="width:75%">
+</p>
+
+
 <script>
 MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 </script>
@@ -54,6 +63,11 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
 
+##### Images/Graphics
+
+- The image "[Cyclic](../res/cyclic.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+
 ##### Text
 
 The text of this chapter was written by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).

From 46bf5a378ae875c56369cdaa8da7b93c4f0e7ce4 Mon Sep 17 00:00:00 2001
From: Ayman Lafaz <ayman.lafaz@um5r.ac.ma>
Date: Sun, 10 Oct 2021 15:15:43 +0100
Subject: [PATCH 040/146] added convolutional theorem implementation in python
 (#869)

* added convolutional theorem implementation in python

* fixed chapter linking

* added comments to the code

* changed random distribution to sawtooth

* corrected previous commit

* fixed comments

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 .../code/python/convolutional_theorem.py      | 19 +++++++++++++++++++
 .../convolutional_theorem.md                  |  3 ++-
 2 files changed, 21 insertions(+), 1 deletion(-)
 create mode 100644 contents/convolutions/convolutional_theorem/code/python/convolutional_theorem.py

diff --git a/contents/convolutions/convolutional_theorem/code/python/convolutional_theorem.py b/contents/convolutions/convolutional_theorem/code/python/convolutional_theorem.py
new file mode 100644
index 000000000..f64f44a1d
--- /dev/null
+++ b/contents/convolutions/convolutional_theorem/code/python/convolutional_theorem.py
@@ -0,0 +1,19 @@
+from scipy.fft import fft, ifft
+import numpy as np
+
+# using the convolutional theorem
+def convolve_fft(signal1, signal2):
+    return ifft(np.multiply(fft(signal1),fft(signal2)))
+
+# Sawtooth functions
+x = [float(i)/200 for i in range(1,101)]
+y = [float(i)/200 for i in range(1,101)]
+
+x /= np.linalg.norm(x)
+y /= np.linalg.norm(y)
+
+# Convolving the two signals
+fft_output = convolve_fft(x, y)
+
+np.savetxt("fft.dat", np.real(fft_output))
+
diff --git a/contents/convolutions/convolutional_theorem/convolutional_theorem.md b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
index 7aa5c3fdf..1034f2018 100644
--- a/contents/convolutions/convolutional_theorem/convolutional_theorem.md
+++ b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
@@ -44,6 +44,8 @@ For this example code, we will be using two sawtooth functions as we did in the
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/convolutional_theorem.jl)
+{% sample lang="py" %}
+[import, lang:"python"](code/python/convolutional_theorem.py)
 {% endmethod %}
 
 This should produce the following output:
@@ -52,7 +54,6 @@ This should produce the following output:
     <img class="center" src="../res/cyclic.png" style="width:75%">
 </p>
 
-
 <script>
 MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 </script>

From 39f8c1c11b9066aa8b5a156f17c47979381490ce Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Sun, 10 Oct 2021 16:28:38 +0200
Subject: [PATCH 041/146] Use `[#]\n` instead of `[#]` for human readable
 output (#873)

---
 contents/verlet_integration/code/asm-x64/verlet.s |  6 +++---
 contents/verlet_integration/code/c++/verlet.cpp   | 10 +++++-----
 contents/verlet_integration/code/c/verlet.c       | 10 +++++-----
 .../verlet_integration/code/clisp/verlet.lisp     | 10 +++++-----
 .../verlet_integration/code/fortran/verlet.f90    | 15 ++++++++++-----
 contents/verlet_integration/code/golang/verlet.go | 10 +++++-----
 .../verlet_integration/code/haskell/verlet.hs     | 10 +++++-----
 contents/verlet_integration/code/java/Verlet.java | 10 +++++-----
 .../verlet_integration/code/javascript/verlet.js  | 10 +++++-----
 contents/verlet_integration/code/julia/verlet.jl  | 10 +++++-----
 contents/verlet_integration/code/kotlin/verlet.kt | 10 +++++-----
 contents/verlet_integration/code/nim/verlet.nim   | 10 +++++-----
 contents/verlet_integration/code/python/verlet.py | 10 +++++-----
 contents/verlet_integration/code/ruby/verlet.rb   | 10 +++++-----
 contents/verlet_integration/code/rust/verlet.rs   | 10 +++++-----
 .../verlet_integration/code/swift/verlet.swift    | 10 +++++-----
 16 files changed, 83 insertions(+), 78 deletions(-)

diff --git a/contents/verlet_integration/code/asm-x64/verlet.s b/contents/verlet_integration/code/asm-x64/verlet.s
index 0e0d031b3..87de6cb7a 100644
--- a/contents/verlet_integration/code/asm-x64/verlet.s
+++ b/contents/verlet_integration/code/asm-x64/verlet.s
@@ -4,9 +4,9 @@
   zero:          .double 0.0
   two:           .double 2.0
   half:          .double 0.5
-  verlet_fmt:    .string "[#] Time for Verlet integration is:\n%lf\n"
-  stormer_fmt:   .string "[#] Time for Stormer Verlet Integration is:\n%lf\n[#] Velocity for Stormer Verlet Integration is:\n%lf\n"
-  velocity_fmt:  .string "[#] Time for Velocity Verlet Integration is:\n%lf\n[#] Velocity for Velocity Verlet Integration is:\n%lf\n"
+  verlet_fmt:    .string "[#]\nTime for Verlet integration is:\n%lf\n"
+  stormer_fmt:   .string "[#]\nTime for Stormer Verlet Integration is:\n%lf\n[#]\nVelocity for Stormer Verlet Integration is:\n%lf\n"
+  velocity_fmt:  .string "[#]\nTime for Velocity Verlet Integration is:\n%lf\n[#]\nVelocity for Velocity Verlet Integration is:\n%lf\n"
   pos:           .double 5.0
   acc:           .double -10.0
   dt:            .double 0.01
diff --git a/contents/verlet_integration/code/c++/verlet.cpp b/contents/verlet_integration/code/c++/verlet.cpp
index 946ddc618..ccceb0ff3 100644
--- a/contents/verlet_integration/code/c++/verlet.cpp
+++ b/contents/verlet_integration/code/c++/verlet.cpp
@@ -64,19 +64,19 @@ int main() {
   // each of these functions.
 
   double time = verlet(5.0, -10, 0.01);
-  std::cout << "[#] Time for Verlet integration is:\n" \
+  std::cout << "[#]\nTime for Verlet integration is:\n" \
             << time << std::endl;
 
   timestep timestep_sv = stormer_verlet(5.0, -10, 0.01);
-  std::cout << "[#] Time for Stormer Verlet integration is:\n" \
+  std::cout << "[#]\nTime for Stormer Verlet integration is:\n" \
             << timestep_sv.time << std::endl;
-  std::cout << "[#] Velocity for Stormer Verlet integration is:\n" \
+  std::cout << "[#]\nVelocity for Stormer Verlet integration is:\n" \
             << timestep_sv.vel << std::endl;
 
   timestep timestep_vv = velocity_verlet(5.0, -10, 0.01);
-  std::cout << "[#] Time for velocity Verlet integration is:\n" \
+  std::cout << "[#]\nTime for velocity Verlet integration is:\n" \
             << timestep_vv.time << std::endl;
-  std::cout << "[#] Velocity for velocity Verlet integration is:\n" \
+  std::cout << "[#]\nVelocity for velocity Verlet integration is:\n" \
             << timestep_vv.vel << std::endl;
 
   return 0;
diff --git a/contents/verlet_integration/code/c/verlet.c b/contents/verlet_integration/code/c/verlet.c
index c42254974..a5febb92c 100644
--- a/contents/verlet_integration/code/c/verlet.c
+++ b/contents/verlet_integration/code/c/verlet.c
@@ -46,19 +46,19 @@ int main() {
     double time, vel;
 
     verlet(&time, 5.0, -10, 0.01);
-    printf("[#] Time for Verlet integration is:\n");
+    printf("[#]\nTime for Verlet integration is:\n");
     printf("%lf\n", time);
 
     stormer_verlet(&time, &vel, 5.0, -10, 0.01);
-    printf("[#] Time for Stormer Verlet integration is:\n");
+    printf("[#]\nTime for Stormer Verlet integration is:\n");
     printf("%lf\n", time);
-    printf("[#] Velocity for Stormer Verlet integration is:\n");
+    printf("[#]\nVelocity for Stormer Verlet integration is:\n");
     printf("%lf\n", vel);
 
     velocity_verlet(&time, &vel, 5.0, -10, 0.01);
-    printf("[#] Time for velocity Verlet integration is:\n");
+    printf("[#]\nTime for velocity Verlet integration is:\n");
     printf("%lf\n", time);
-    printf("[#] Velocity for Stormer Verlet integration is:\n");
+    printf("[#]\nVelocity for Stormer Verlet integration is:\n");
     printf("%lf\n", vel);
 
     return 0;
diff --git a/contents/verlet_integration/code/clisp/verlet.lisp b/contents/verlet_integration/code/clisp/verlet.lisp
index f08f2a7e6..f8d4c6c14 100644
--- a/contents/verlet_integration/code/clisp/verlet.lisp
+++ b/contents/verlet_integration/code/clisp/verlet.lisp
@@ -34,17 +34,17 @@
     while (> p 0)
     finally (return (list time vel))))
 
-(format T "[#] Time for Verlet integration:~%")
+(format T "[#]~%Time for Verlet integration:~%")
 (format T "~d~%" (verlet 5 -10 0.01))
 
 (defvar stormer-verlet-result (stormer-verlet 5 -10 0.01))
-(format T "[#] Time for Stormer Verlet integration is:~%")
+(format T "[#]~%Time for Stormer Verlet integration is:~%")
 (format T "~d~%" (first stormer-verlet-result))
-(format T "[#] Velocity for Stormer Verlet integration is:~%")
+(format T "[#]~%Velocity for Stormer Verlet integration is:~%")
 (format T "~d~%" (second stormer-verlet-result))
 
 (defvar velocity-verlet-result (velocity-verlet 5 -10 0.01))
-(format T "[#] Time for velocity Verlet integration is:~%")
+(format T "[#]~%Time for velocity Verlet integration is:~%")
 (format T "~d~%" (first velocity-verlet-result))
-(format T "[#] Velocity for velocity Verlet integration is:~%")
+(format T "[#]~%Velocity for velocity Verlet integration is:~%")
 (format T "~d~%" (second velocity-verlet-result))
\ No newline at end of file
diff --git a/contents/verlet_integration/code/fortran/verlet.f90 b/contents/verlet_integration/code/fortran/verlet.f90
index 6999df1e5..3fda9f950 100644
--- a/contents/verlet_integration/code/fortran/verlet.f90
+++ b/contents/verlet_integration/code/fortran/verlet.f90
@@ -91,16 +91,19 @@ SUBROUTINE velocity_verlet(pos, acc, dt, time, vel)
     ! Verlet 
     CALL verlet(pos, acc, dt, time)
     
-    WRITE(*,*) '[#] Time for Verlet integration:'
+    WRITE(*,*) '[#]'
+    WRITE(*,*) 'Time for Verlet integration:'
     WRITE(*,*) time 
     
     ! stormer Verlet 
     pos = 5d0
     CALL stormer_verlet(pos, acc, dt, time, vel)
     
-    WRITE(*,*) '[#] Time for Stormer Verlet integration:'
+    WRITE(*,*) '[#]'
+    WRITE(*,*) 'Time for Stormer Verlet integration:'
     WRITE(*,*) time
-    WRITE(*,*) '[#] Velocity for Stormer Verlet integration:'
+    WRITE(*,*) '[#]'
+    WRITE(*,*) 'Velocity for Stormer Verlet integration:'
     WRITE(*,*) vel
     
     
@@ -109,9 +112,11 @@ SUBROUTINE velocity_verlet(pos, acc, dt, time, vel)
     pos = 5d0
     CALL velocity_verlet(pos, acc, dt, time, vel)
     
-    WRITE(*,*) '[#] Time for velocity Verlet integration:'
+    WRITE(*,*) '[#]'
+    WRITE(*,*) 'Time for velocity Verlet integration:'
     WRITE(*,*) time
-    WRITE(*,*) '[#] Velocity for velocity Verlet integration:'
+    WRITE(*,*) '[#]'
+    WRITE(*,*) 'Velocity for velocity Verlet integration:'
     WRITE(*,*) vel
 
 END PROGRAM verlet_integration
diff --git a/contents/verlet_integration/code/golang/verlet.go b/contents/verlet_integration/code/golang/verlet.go
index a7cd1c86b..d4fc956a9 100644
--- a/contents/verlet_integration/code/golang/verlet.go
+++ b/contents/verlet_integration/code/golang/verlet.go
@@ -43,18 +43,18 @@ func velocityVerlet(pos, acc, dt float64) (time, vel float64) {
 
 func main() {
 	time := verlet(5., -10., .01)
-	fmt.Println("[#] Time for Verlet integration is:")
+	fmt.Println("[#]\nTime for Verlet integration is:")
 	fmt.Println(time)
 
 	time, vel := stormerVerlet(5., -10., .01)
-	fmt.Println("[#] Time for Stormer Verlet integration is:")
+	fmt.Println("[#]\nTime for Stormer Verlet integration is:")
 	fmt.Println(time)
-	fmt.Println("[#] Velocity for Stormer Verlet integration is:")
+	fmt.Println("[#]\nVelocity for Stormer Verlet integration is:")
 	fmt.Println(vel)
 	
 	time, vel = velocityVerlet(5., -10., .01)
-	fmt.Println("[#] Time for velocity Verlet integration is:")
+	fmt.Println("[#]\nTime for velocity Verlet integration is:")
 	fmt.Println(time)
-	fmt.Println("[#] Velocity for velocity Verlet integration is:")
+	fmt.Println("[#]\nVelocity for velocity Verlet integration is:")
 	fmt.Println(vel)
 }
diff --git a/contents/verlet_integration/code/haskell/verlet.hs b/contents/verlet_integration/code/haskell/verlet.hs
index 675c7f39b..af964d4d7 100644
--- a/contents/verlet_integration/code/haskell/verlet.hs
+++ b/contents/verlet_integration/code/haskell/verlet.hs
@@ -52,13 +52,13 @@ main = do
         let (_, v, _, t) = last $ takeWhile aboveGround $ trajectory m freefall dt p0
          in (show t, show v)
 
-  putStrLn "[#] Time for Verlet integration is:"
+  putStrLn "[#]\nTime for Verlet integration is:"
   putStrLn $ fst $ timeVelocity verlet
-  putStrLn "[#] Time for Stormer Verlet integration is:"
+  putStrLn "[#]\nTime for Stormer Verlet integration is:"
   putStrLn $ fst $ timeVelocity stormerVerlet
-  putStrLn "[#] Velocity for Stormer Verlet integration is:"
+  putStrLn "[#]\nVelocity for Stormer Verlet integration is:"
   putStrLn $ snd $ timeVelocity stormerVerlet
-  putStrLn "[#] Time for velocity Verlet integration is:"
+  putStrLn "[#]\nTime for velocity Verlet integration is:"
   putStrLn $ fst $ timeVelocity velocityVerlet
-  putStrLn "[#] Velocity for velocity Verlet integration is:"
+  putStrLn "[#]\nVelocity for velocity Verlet integration is:"
   putStrLn $ snd $ timeVelocity velocityVerlet
diff --git a/contents/verlet_integration/code/java/Verlet.java b/contents/verlet_integration/code/java/Verlet.java
index 35387cf8b..38283abed 100644
--- a/contents/verlet_integration/code/java/Verlet.java
+++ b/contents/verlet_integration/code/java/Verlet.java
@@ -65,19 +65,19 @@ static VerletValues velocity_verlet(double pos, double acc, double dt) {
     public static void main(String[] args) {
 
         double verletTime = verlet(5.0, -10, 0.01);
-        System.out.println("[#] Time for Verlet integration is:");
+        System.out.println("[#]\nTime for Verlet integration is:");
         System.out.println(verletTime);
       
         VerletValues stormerVerlet = stormer_verlet(5.0, -10, 0.01);
-        System.out.println("[#] Time for Stormer Verlet integration is:");
+        System.out.println("[#]\nTime for Stormer Verlet integration is:");
         System.out.println(stormerVerlet.time);
-        System.out.println("[#] Velocity for Stormer Verlet integration is:");
+        System.out.println("[#]\nVelocity for Stormer Verlet integration is:");
         System.out.println(stormerVerlet.vel);
         
         VerletValues velocityVerlet = velocity_verlet(5.0, -10, 0.01);
-        System.out.println("[#] Time for velocity Verlet integration is:");
+        System.out.println("[#]\nTime for velocity Verlet integration is:");
         System.out.println(velocityVerlet.time);
-        System.out.println("[#] Velocity for velocity Verlet integration is:");
+        System.out.println("[#]\nVelocity for velocity Verlet integration is:");
         System.out.println(velocityVerlet.vel);
         
     }
diff --git a/contents/verlet_integration/code/javascript/verlet.js b/contents/verlet_integration/code/javascript/verlet.js
index 7ea09e187..d406482d4 100644
--- a/contents/verlet_integration/code/javascript/verlet.js
+++ b/contents/verlet_integration/code/javascript/verlet.js
@@ -45,17 +45,17 @@ function velocityVerlet(pos, acc, dt) {
 }
 
 const time = verlet(5, -10, 0.01);
-console.log(`[#] Time for Verlet integration is:`);
+console.log(`[#]\nTime for Verlet integration is:`);
 console.log(`${time}`);
 
 const stormer = stormerVerlet(5, -10, 0.01);
-console.log(`[#] Time for Stormer Verlet integration is:`);
+console.log(`[#]\nTime for Stormer Verlet integration is:`);
 console.log(`${stormer.time}`);
-console.log(`[#] Velocity for Stormer Verlet integration is:`);
+console.log(`[#]\nVelocity for Stormer Verlet integration is:`);
 console.log(`${stormer.vel}`);
 
 const velocity = velocityVerlet(5, -10, 0.01);
-console.log(`[#] Time for velocity Verlet integration is:`);
+console.log(`[#]\nTime for velocity Verlet integration is:`);
 console.log(`${velocity.time}`);
-console.log(`[#] Velocity for velocity Verlet integration is:`);
+console.log(`[#]\nVelocity for velocity Verlet integration is:`);
 console.log(`${velocity.vel}`);
diff --git a/contents/verlet_integration/code/julia/verlet.jl b/contents/verlet_integration/code/julia/verlet.jl
index b9edcea98..2d50e5512 100644
--- a/contents/verlet_integration/code/julia/verlet.jl
+++ b/contents/verlet_integration/code/julia/verlet.jl
@@ -46,19 +46,19 @@ end
 
 function main()
     time = verlet(5.0, -10.0, 0.01);
-    println("[#] Time for Verlet integration is:")
+    println("[#]\nTime for Verlet integration is:")
     println("$(time)")
 
     time, vel = stormer_verlet(5.0, -10.0, 0.01);
-    println("[#] Time for Stormer Verlet integration is:")
+    println("[#]\nTime for Stormer Verlet integration is:")
     println("$(time)")
-    println("[#] Velocity for Stormer Verlet integration is:")
+    println("[#]\nVelocity for Stormer Verlet integration is:")
     println("$(vel)")
     
     time, vel = velocity_verlet(5.0, -10.0, 0.01);
-    println("[#] Time for velocity Verlet integration is:")
+    println("[#]\nTime for velocity Verlet integration is:")
     println("$(time)")
-    println("[#] Velocity for velocity Verlet integration is:")
+    println("[#]\nVelocity for velocity Verlet integration is:")
     println("$(vel)")
 
 end
diff --git a/contents/verlet_integration/code/kotlin/verlet.kt b/contents/verlet_integration/code/kotlin/verlet.kt
index 79bee7b6a..3b365451c 100644
--- a/contents/verlet_integration/code/kotlin/verlet.kt
+++ b/contents/verlet_integration/code/kotlin/verlet.kt
@@ -43,18 +43,18 @@ fun velocityVerlet(_pos: Double, acc: Double, dt: Double): VerletValues {
 
 fun main(args: Array<String>) {
     val verletTime = verlet(5.0, -10.0, 0.01)
-    println("[#] Time for Verlet integration is:")
+    println("[#]\nTime for Verlet integration is:")
     println("$verletTime")
 
     val stormerVerlet = stormerVerlet(5.0, -10.0, 0.01)
-    println("[#] Time for Stormer Verlet integration is:")
+    println("[#]\nTime for Stormer Verlet integration is:")
     println("${stormerVerlet.time}")
-    println("[#] Velocity for Stormer Verlet integration is:")
+    println("[#]\nVelocity for Stormer Verlet integration is:")
     println("${stormerVerlet.vel}")
 
     val velocityVerlet = velocityVerlet(5.0, -10.0, 0.01)
-    println("[#] Time for Velocity Verlet integration is:")
+    println("[#]\nTime for Velocity Verlet integration is:")
     println("${velocityVerlet.time}")
-    println("[#] Velocity for Velocity Verlet integration is:")
+    println("[#]\nVelocity for Velocity Verlet integration is:")
     println("${velocityVerlet.vel}")
 }
diff --git a/contents/verlet_integration/code/nim/verlet.nim b/contents/verlet_integration/code/nim/verlet.nim
index 2e92b57c4..ff454b7ee 100644
--- a/contents/verlet_integration/code/nim/verlet.nim
+++ b/contents/verlet_integration/code/nim/verlet.nim
@@ -46,17 +46,17 @@ func velocityVerlet(pos_in, acc, dt: float): (float, float) =
 
 when isMainModule:
   let timeV = verlet(5.0, -10.0, 0.01)
-  echo "[#] Time for Verlet integration is:"
+  echo "[#]\nTime for Verlet integration is:"
   echo timeV
 
   let (timeSV, velSV) = stormerVerlet(5.0, -10.0, 0.01)
-  echo "[#] Time for Stormer Verlet integration is:"
+  echo "[#]\nTime for Stormer Verlet integration is:"
   echo timeSV
-  echo "[#] Velocity for Stormer Verlet integration is:"
+  echo "[#]\nVelocity for Stormer Verlet integration is:"
   echo velSV
 
   let (timeVV, velVV) = velocityVerlet(5.0, -10.0, 0.01)
-  echo "[#] Time for velocity Verlet integration is:"
+  echo "[#]\nTime for velocity Verlet integration is:"
   echo timeVV
-  echo "[#] Velocity for velocity Verlet integration is:"
+  echo "[#]\nVelocity for velocity Verlet integration is:"
   echo velVV
diff --git a/contents/verlet_integration/code/python/verlet.py b/contents/verlet_integration/code/python/verlet.py
index 18dc627d3..063e19666 100644
--- a/contents/verlet_integration/code/python/verlet.py
+++ b/contents/verlet_integration/code/python/verlet.py
@@ -35,19 +35,19 @@ def velocity_verlet(pos, acc, dt):
 
 def main():
     time = verlet(5, -10, 0.01)
-    print("[#] Time for Verlet integration is:")
+    print("[#]\nTime for Verlet integration is:")
     print("{:.10f}".format(time))
 
     time, vel = stormer_verlet(5, -10, 0.01)
-    print("[#] Time for Stormer Verlet integration is:")
+    print("[#]\nTime for Stormer Verlet integration is:")
     print("{:.10f}".format(time))
-    print("[#] Velocity for Stormer Verlet integration is:")
+    print("[#]\nVelocity for Stormer Verlet integration is:")
     print("{:.10f}".format(vel))
 
     time, vel = velocity_verlet(5, -10, 0.01)
-    print("[#] Time for velocity Verlet integration is:")
+    print("[#]\nTime for velocity Verlet integration is:")
     print("{:.10f}".format(time))
-    print("[#] Velocity for velocity Verlet integration is:")
+    print("[#]\nVelocity for velocity Verlet integration is:")
     print("{:.10f}".format(vel))
 
 
diff --git a/contents/verlet_integration/code/ruby/verlet.rb b/contents/verlet_integration/code/ruby/verlet.rb
index 4a6c38a48..d11243568 100644
--- a/contents/verlet_integration/code/ruby/verlet.rb
+++ b/contents/verlet_integration/code/ruby/verlet.rb
@@ -45,17 +45,17 @@ def velocity_verlet(pos, acc, dt)
 
 end
 
-puts "[#] Time for Verlet integration is:"
+puts "[#]\nTime for Verlet integration is:"
 p verlet(5.0, -10, 0.01)
 
 time, vel = stormer_verlet(5.0, -10, 0.01)
-puts "[#] Time for Stormer Verlet integration is:"
+puts "[#]\nTime for Stormer Verlet integration is:"
 p time
-puts "[#] Velocity for Stormer Verlet integration is:"
+puts "[#]\nVelocity for Stormer Verlet integration is:"
 p vel
 
 time, vel = velocity_verlet(5.0, -10, 0.01)
-puts "[#] Time for velocity Verlet integration is:"
+puts "[#]\nTime for velocity Verlet integration is:"
 p time
-puts "[#] Velocity for velocity Verlet integration is:"
+puts "[#]\nVelocity for velocity Verlet integration is:"
 p vel
diff --git a/contents/verlet_integration/code/rust/verlet.rs b/contents/verlet_integration/code/rust/verlet.rs
index f765da864..8901a3790 100644
--- a/contents/verlet_integration/code/rust/verlet.rs
+++ b/contents/verlet_integration/code/rust/verlet.rs
@@ -49,16 +49,16 @@ fn main() {
     let (time_sv, vel_sv) = stormer_verlet(5.0, -10.0, 0.01);
     let (time_vv, vel_vv) = velocity_verlet(5.0, -10.0, 0.01);
 
-    println!("[#] Time for Verlet integration is:");
+    println!("[#]\nTime for Verlet integration is:");
     println!("{}", time_v);
     
-    println!("[#] Time for Stormer Verlet integration is:");
+    println!("[#]\nTime for Stormer Verlet integration is:");
     println!("{}", time_sv);
-    println!("[#] Velocity for Stormer Verlet integration is:");
+    println!("[#]\nVelocity for Stormer Verlet integration is:");
     println!("{}", vel_sv);
     
-    println!("[#] Time for velocity Verlet integration is:");
+    println!("[#]\nTime for velocity Verlet integration is:");
     println!("{}", time_vv);
-    println!("[#] Velocity for velocity Verlet integration is:");
+    println!("[#]\nVelocity for velocity Verlet integration is:");
     println!("{}", vel_vv);
 }
diff --git a/contents/verlet_integration/code/swift/verlet.swift b/contents/verlet_integration/code/swift/verlet.swift
index 7991a0082..f7d1973bc 100644
--- a/contents/verlet_integration/code/swift/verlet.swift
+++ b/contents/verlet_integration/code/swift/verlet.swift
@@ -50,19 +50,19 @@ func velocityVerlet(pos: Double, acc: Double, dt: Double) -> (time: Double, vel:
 
 func main() {
     let verletTime = verlet(pos: 5.0, acc: -10.0, dt: 0.01)
-    print("[#] Time for Verlet integration is:")
+    print("[#]\nTime for Verlet integration is:")
     print("\(verletTime)")
     
     let stormer = stormerVerlet(pos: 5.0, acc: -10.0, dt: 0.01);
-    print("[#] Time for Stormer Verlet integration is:")
+    print("[#]\nTime for Stormer Verlet integration is:")
     print("\(stormer.time)")
-    print("[#] Velocity for Stormer Verlet integration is:")
+    print("[#]\nVelocity for Stormer Verlet integration is:")
     print("\(stormer.vel)")
     
     let velVerlet = velocityVerlet(pos: 5.0, acc: -10, dt: 0.01)
-    print("[#] Time for velocity Verlet integration is:")
+    print("[#]\nTime for velocity Verlet integration is:")
     print("\(velVerlet.time)")
-    print("[#] Velocity for velocity Verlet integration is:")
+    print("[#]\nVelocity for velocity Verlet integration is:")
     print("\(velVerlet.vel)")
 }
 

From f3bd8f44ac6010b78e19dc2061b8bd3ba4ec10ca Mon Sep 17 00:00:00 2001
From: Mahdi <24981501+mahdisarikhani@users.noreply.github.com>
Date: Mon, 11 Oct 2021 18:03:55 +0330
Subject: [PATCH 042/146] Add approximate counting algorithm in C (#844)

* Add approximate counting algorithm in C

* Fix typo

Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>

Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>
Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 .../approximate_counting.md                   |  2 +
 .../code/c/approximate_counting.c             | 82 +++++++++++++++++++
 2 files changed, 84 insertions(+)
 create mode 100644 contents/approximate_counting/code/c/approximate_counting.c

diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index f63d7db43..654721844 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -360,6 +360,8 @@ As we do not have any objects to count, we will instead simulate the counting wi
 {% method %}
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/approximate_counting.jl)
+{% sample lang="c" %}
+[import, lang:"c"](code/c/approximate_counting.c)
 {% sample lang="cpp" %}
 [import, lang:"cpp"](code/c++/approximate_counting.cpp)
 {% sample lang="python" %}
diff --git a/contents/approximate_counting/code/c/approximate_counting.c b/contents/approximate_counting/code/c/approximate_counting.c
new file mode 100644
index 000000000..ded7a518e
--- /dev/null
+++ b/contents/approximate_counting/code/c/approximate_counting.c
@@ -0,0 +1,82 @@
+#include <assert.h>
+#include <math.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <time.h>
+
+// This function returns a pseudo-random number between 0 and 1
+double drand()
+{
+    return (double)rand() / RAND_MAX;
+}
+
+// This function takes
+//  - v: value in register
+//  - a: a scaling value for the logarithm based on Morris's paper
+// It returns the approximate count
+double n(double v, double a)
+{
+    return a * (pow(1 + 1 / a, v) - 1);
+}
+
+// This function takes
+//  - v: value in register
+//  - a: a scaling value for the logarithm based on Morris's paper
+// It returns a new value for v
+double increment(double v, double a)
+{
+    // delta is the probability of incrementing our counter
+    double delta = 1 / (n(v + 1, a) - n(v, a));
+
+    if (drand() <= delta) {
+        return v + 1;
+    }
+    return v;
+}
+
+// This function simulates counting and takes
+//  - n_items: number of items to count and loop over
+//  - a: a scaling value for the logarithm based on Morris's paper
+// It returns n(v, a), the approximate count
+double approximate_count(size_t n_items, double a)
+{
+    int v = 0;
+    for (size_t i = 0; i < n_items; ++i) {
+        v = increment(v, a);
+    }
+
+    return n(v, a);
+}
+
+// This function takes
+//  - n_trials: the number of counting trials
+//  - n_items: the number off items to count
+//  - a: a scaling value for the logarithm based on Morris's paper
+//  - threshold: the maximum percent error allowed
+// It terminates the program on failure
+void test_approximation_count(size_t n_trials, size_t n_items, double a,
+                              double threshold)
+{
+    double sum = 0.0;
+    for (size_t i = 0; i < n_trials; ++i) {
+        sum += approximate_count(n_items, a);
+    }
+    double avg = sum / n_trials;
+
+    assert(fabs((avg - n_items) / n_items) < threshold);
+}
+
+int main()
+{
+    srand(time(NULL));
+
+    printf("Counting Tests, 100 trials\n");
+    printf("testing 1000, a = 30, 1%% error\n");
+    test_approximation_count(100, 1000, 30, 0.1);
+    printf("testing 12345, a = 10, 1%% error\n");
+    test_approximation_count(100, 12345, 10, 0.1);
+    printf("testing 222222, a = 0.5, 10%% error\n");
+    test_approximation_count(100, 222222, 0.5, 0.2);
+
+    return 0;
+}

From d81942cd9c8060421cdb721f3745bf187531721f Mon Sep 17 00:00:00 2001
From: Ayman Lafaz <ayman.lafaz@um5r.ac.ma>
Date: Tue, 12 Oct 2021 12:12:10 +0100
Subject: [PATCH 043/146] added 1d convolution implementation in python (#874)

* added 1d convolution implementation in python

* fixed some mistakes in the code so it outputs correct results

* making the code look better

* spacing code properly for readability
---
 contents/convolutions/1d/1d.md                | 14 +++++
 .../1d/code/python/1d_convolution.py          | 53 +++++++++++++++++++
 2 files changed, 67 insertions(+)
 create mode 100644 contents/convolutions/1d/code/python/1d_convolution.py

diff --git a/contents/convolutions/1d/1d.md b/contents/convolutions/1d/1d.md
index d5d77652b..e3f9a3770 100644
--- a/contents/convolutions/1d/1d.md
+++ b/contents/convolutions/1d/1d.md
@@ -56,6 +56,8 @@ With this in mind, we can almost directly transcribe the discrete equation into
 [import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
 [import:63-84, lang:"csharp"](code/csharp/1DConvolution.cs)
+{% sample lang="py" %}
+[import:18-27, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 The easiest way to reason about this code is to read it as you might read a textbook.
@@ -189,6 +191,8 @@ Here it is again for clarity:
 [import:27-46, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
 [import:63-84, lang:"csharp"](code/csharp/1DConvolution.cs)
+{% sample lang="py" %}
+[import:18-27, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 Here, the main difference between the bounded and unbounded versions is that the output array size is smaller in the bounded case.
@@ -199,6 +203,8 @@ For an unbounded convolution, the function would be called with a the output arr
 [import:58-59, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
 [import:96-97, lang:"csharp"](code/csharp/1DConvolution.cs)
+{% sample lang="py" %}
+[import:37-38, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 On the other hand, the bounded call would set the output array size to simply be the length of the signal
@@ -208,6 +214,8 @@ On the other hand, the bounded call would set the output array size to simply be
 [import:61-62, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
 [import:98-99, lang:"csharp"](code/csharp/1DConvolution.cs)
+{% sample lang="py" %}
+[import:40-41, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 Finally, as we mentioned before, it is possible to center bounded convolutions by changing the location where we calculate the each point along the filter.
@@ -218,6 +226,8 @@ This can be done by modifying the following line:
 [import:35-35, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
 [import:71-71, lang:"csharp"](code/csharp/1DConvolution.cs)
+{% sample lang="py" %}
+[import:22-22, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 Here, `j` counts from `i-length(filter)` to `i`.
@@ -252,6 +262,8 @@ In code, this typically amounts to using some form of modulus operation, as show
 [import:4-25, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
 [import:38-61, lang:"csharp"](code/csharp/1DConvolution.cs)
+{% sample lang="py" %}
+[import:5-15, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 This is essentially the same as before, except for the modulus operations, which allow us to work on a periodic domain.
@@ -269,6 +281,8 @@ For the code associated with this chapter, we have used the convolution to gener
 [import, lang:"julia"](code/julia/1d_convolution.jl)
 {% sample lang="cs" %}
 [import, lang:"csharp"](code/csharp/1DConvolution.cs)
+{% sample lang="py" %}
+[import, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 At a test case, we have chosen to use two sawtooth functions, which should produce the following images:
diff --git a/contents/convolutions/1d/code/python/1d_convolution.py b/contents/convolutions/1d/code/python/1d_convolution.py
new file mode 100644
index 000000000..e77e68d09
--- /dev/null
+++ b/contents/convolutions/1d/code/python/1d_convolution.py
@@ -0,0 +1,53 @@
+import numpy as np
+
+def mod1(x, y): return ((x % y) + y) % y
+
+def convolve_cyclic(signal, filter_array):
+    output_size = max(len(signal), len(filter_array))
+    out = np.zeros(output_size)
+    s = 0
+
+    for i in range(output_size):
+        for j in range(output_size):
+            if(mod1(i - j, output_size) < len(filter_array)):
+                s += signal[mod1(j - 1, output_size)] * filter_array[mod1(i - j, output_size)]
+        out[i] = s
+        s = 0
+
+    return out
+
+
+def convolve_linear(signal, filter_array, output_size):
+    out = np.zeros(output_size)
+    s = 0
+
+    for i in range(output_size):
+        for j in range(max(0, i - len(filter_array)), i + 1):
+            if j < len(signal) and (i - j) < len(filter_array):
+                s += signal[j] * filter_array[i - j]
+        out[i] = s
+        s = 0
+
+    return out
+
+# sawtooth functions for x and y
+x = [float(i + 1)/200 for i in range(200)]
+y = [float(i + 1)/200 for i in range(200)]
+
+# Normalization is not strictly necessary, but good practice
+x /= np.linalg.norm(x)
+y /= np.linalg.norm(y)
+
+# full convolution, output will be the size of x + y - 1
+full_linear_output = convolve_linear(x, y, len(x) + len(y) - 1)
+
+# simple boundaries
+simple_linear_output = convolve_linear(x, y, len(x))
+
+# cyclic convolution
+cyclic_output = convolve_cyclic(x, y)
+
+# outputting convolutions to different files for plotting in external code
+np.savetxt('full_linear.dat', full_linear_output)
+np.savetxt('simple_linear.dat', simple_linear_output)
+np.savetxt('cyclic.dat', cyclic_output)

From bfc180dcf353b43ed34b4b0e3ba21d8d4eb927c8 Mon Sep 17 00:00:00 2001
From: Ayman Lafaz <ayman.lafaz@um5r.ac.ma>
Date: Tue, 12 Oct 2021 15:20:56 +0100
Subject: [PATCH 044/146] fixing 1d convolution markdown file (#879)

---
 contents/convolutions/1d/1d.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/contents/convolutions/1d/1d.md b/contents/convolutions/1d/1d.md
index e3f9a3770..9a2e652d1 100644
--- a/contents/convolutions/1d/1d.md
+++ b/contents/convolutions/1d/1d.md
@@ -57,7 +57,7 @@ With this in mind, we can almost directly transcribe the discrete equation into
 {% sample lang="cs" %}
 [import:63-84, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% sample lang="py" %}
-[import:18-27, lang:"python"](code/python/1d_convolution.py)
+[import:20-31, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 The easiest way to reason about this code is to read it as you might read a textbook.
@@ -192,7 +192,7 @@ Here it is again for clarity:
 {% sample lang="cs" %}
 [import:63-84, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% sample lang="py" %}
-[import:18-27, lang:"python"](code/python/1d_convolution.py)
+[import:20-31, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 Here, the main difference between the bounded and unbounded versions is that the output array size is smaller in the bounded case.
@@ -204,7 +204,7 @@ For an unbounded convolution, the function would be called with a the output arr
 {% sample lang="cs" %}
 [import:96-97, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% sample lang="py" %}
-[import:37-38, lang:"python"](code/python/1d_convolution.py)
+[import:41-42, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 On the other hand, the bounded call would set the output array size to simply be the length of the signal
@@ -215,7 +215,7 @@ On the other hand, the bounded call would set the output array size to simply be
 {% sample lang="cs" %}
 [import:98-99, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% sample lang="py" %}
-[import:40-41, lang:"python"](code/python/1d_convolution.py)
+[import:44-45, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 Finally, as we mentioned before, it is possible to center bounded convolutions by changing the location where we calculate the each point along the filter.
@@ -227,7 +227,7 @@ This can be done by modifying the following line:
 {% sample lang="cs" %}
 [import:71-71, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% sample lang="py" %}
-[import:22-22, lang:"python"](code/python/1d_convolution.py)
+[import:25-25, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 Here, `j` counts from `i-length(filter)` to `i`.
@@ -263,7 +263,7 @@ In code, this typically amounts to using some form of modulus operation, as show
 {% sample lang="cs" %}
 [import:38-61, lang:"csharp"](code/csharp/1DConvolution.cs)
 {% sample lang="py" %}
-[import:5-15, lang:"python"](code/python/1d_convolution.py)
+[import:5-17, lang:"python"](code/python/1d_convolution.py)
 {% endmethod %}
 
 This is essentially the same as before, except for the modulus operations, which allow us to work on a periodic domain.

From 1c820498272a6d97b2418925ac939f5b66528f8b Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Fri, 15 Oct 2021 21:32:35 +0200
Subject: [PATCH 045/146] Add racket setup to devcontainer (#875)

---
 .devcontainer/Dockerfile | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index e014b404b..a7bda0bd3 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -73,7 +73,8 @@ RUN sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E298A3A825C0D6
 RUN sudo add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu focal-cran40/'
 
 # Setup Racket
-## Use: https://ubunlog.com/en/racket-install-ubuntu-programming-language
+RUN sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys D9D33FCD84D82C17288BA03B3C9A6980F827E01E
+RUN sudo add-apt-repository 'deb http://ppa.launchpad.net/plt/racket/ubuntu focal main'
 
 # Setup Scheme
 ## Use: https://github.com/ashinn/chibi-scheme
@@ -99,7 +100,7 @@ RUN sudo add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu fo
 
 # Install the packages that needed extra help
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
-    && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base
+    && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
 
 RUN pip install wheel matplotlib numpy coconut
 

From c206831d9c9b75c7019e27bb9bc5a95c66162c8a Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Sat, 16 Oct 2021 19:01:30 +0200
Subject: [PATCH 046/146] Normalize inputs for scheme euclid algorithm (#878)

Change inputs to make it consistent with other examples.
---
 contents/euclidean_algorithm/code/scheme/euclidalg.ss | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/contents/euclidean_algorithm/code/scheme/euclidalg.ss b/contents/euclidean_algorithm/code/scheme/euclidalg.ss
index 3d891ba73..959ebdeca 100644
--- a/contents/euclidean_algorithm/code/scheme/euclidalg.ss
+++ b/contents/euclidean_algorithm/code/scheme/euclidalg.ss
@@ -12,4 +12,5 @@
         (euclid-mod b (modulo a b))))
 
 (display (euclid-mod (* 64 67) (* 64 81))) (newline)
-(display (euclid-sub (* 64 12) (* 64 27))) (newline)
+(display (euclid-sub (* 128 12) (* 128 77))) (newline)
+

From a86911467345d938497c527471deed5808a811ff Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Sat, 16 Oct 2021 19:14:44 +0200
Subject: [PATCH 047/146] Add initial setup for Swift in devcontainer (#880)

---
 .devcontainer/Dockerfile | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index a7bda0bd3..8cb8c2ab7 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -83,7 +83,9 @@ RUN sudo add-apt-repository 'deb http://ppa.launchpad.net/plt/racket/ubuntu foca
 ## using 1.x right now.... in future checkout snap or adobe air?
 
 # Setup Swift
-## ?
+RUN mkdir -p ~/swift && wget https://swift.org/builds/swift-5.5-release/ubuntu2004/swift-5.5-RELEASE/swift-5.5-RELEASE-ubuntu20.04.tar.gz -O ~/swift/swift.tar.gz && \
+    tar -xzf ~/swift/swift.tar.gz -C ~/swift --strip-components=1
+ENV PATH=$PATH:~/swift/usr/bin
 
 # Setup viml
 ## ?

From cee127059873340b68d7a653ed2f1943e3e9cc85 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Sat, 16 Oct 2021 19:15:51 +0200
Subject: [PATCH 048/146] Add scheme setup to devcontainer (#876)

---
 .devcontainer/Dockerfile | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 8cb8c2ab7..bc58ae358 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -72,13 +72,11 @@ ENV PATH=$PATH:/root/factor/factor
 RUN sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E298A3A825C0D65DFD57CBB651716619E084DAB9
 RUN sudo add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu focal-cran40/'
 
-# Setup Racket
+# Setup Racket and Scheme
+# To run scheme files, use `racket -f <file.ss>`
 RUN sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys D9D33FCD84D82C17288BA03B3C9A6980F827E01E
 RUN sudo add-apt-repository 'deb http://ppa.launchpad.net/plt/racket/ubuntu focal main'
 
-# Setup Scheme
-## Use: https://github.com/ashinn/chibi-scheme
-
 # Setup Scratch
 ## using 1.x right now.... in future checkout snap or adobe air?
 

From d631070d310132f996bc52caebadeec0a7990104 Mon Sep 17 00:00:00 2001
From: Eric Berquist <eric.berquist@gmail.com>
Date: Mon, 18 Oct 2021 13:52:46 +0000
Subject: [PATCH 049/146] Clean up Monte Carlo integration in Racket (#781)

* Clean up Monte Carlo integration in Racket

* Add blank lines in Monte Carlo integration in Clojure

* Change Racket lang include from lisp to racket
---
 .../code/clojure/monte_carlo.clj              |  5 ++-
 .../code/racket/monte_carlo.rkt               | 39 ++++++++++---------
 .../monte_carlo_integration.md                |  4 +-
 3 files changed, 27 insertions(+), 21 deletions(-)

diff --git a/contents/monte_carlo_integration/code/clojure/monte_carlo.clj b/contents/monte_carlo_integration/code/clojure/monte_carlo.clj
index f66baef67..de517e56c 100644
--- a/contents/monte_carlo_integration/code/clojure/monte_carlo.clj
+++ b/contents/monte_carlo_integration/code/clojure/monte_carlo.clj
@@ -8,9 +8,11 @@
       (map #(* % %))
       (reduce +))
      (* r r)))
+
 (defn rand-point [r]
   "return a random point from (0,0) inclusive to (r,r) exclusive"
   (repeatedly 2 #(rand r)))
+
 (defn monte-carlo [n r]
   "take the number of random points and radius return an estimate to
 pi"
@@ -22,11 +24,12 @@ pi"
                  (if (in-circle? (rand-point r) r)
                    (inc count)
                    count))))))
+
 (defn -main []
   (let [constant-pi Math/PI
         computed-pi (monte-carlo 10000000 2) ;; this may take some time on lower end machines
         difference (Math/abs (- constant-pi computed-pi))
         error (* 100 (/ difference constant-pi))]
     (println "world's PI: " constant-pi
-             ",our PI: "    (double computed-pi)
+             ",our PI: " (double computed-pi)
              ",error: " error)))
diff --git a/contents/monte_carlo_integration/code/racket/monte_carlo.rkt b/contents/monte_carlo_integration/code/racket/monte_carlo.rkt
index 0f652db93..0278e7ed6 100755
--- a/contents/monte_carlo_integration/code/racket/monte_carlo.rkt
+++ b/contents/monte_carlo_integration/code/racket/monte_carlo.rkt
@@ -1,22 +1,25 @@
-#lang racket
-(define (in_circle x y)
-  (< (+ (sqr x) (sqr y)) 1)
- )
+#lang racket/base
 
-(define (monte_carlo_pi n)
-  (* (/ (local ((define (monte_carlo* n count)
+(require racket/local)
+(require racket/math)
+
+(define (in-circle x y)
+  "Checks if a point is in a unit circle"
+  (< (+ (sqr x) (sqr y)) 1))
+
+(define (monte-carlo-pi n)
+  "Returns an approximation of pi"
+  (* (/ (local ((define (monte-carlo-pi* n count)
                   (if (= n 0)
                       count
-                      (monte_carlo_pi* (sub1 n) 
-                                    (if (in_circle (random) (random)) 
-                                        (add1 count)
-                                        count
-                                    )
-                      )
-                  )
-               )) (monte_carlo_pi* n 0)
-        ) n) 4)
-  )
-
+                      (monte-carlo-pi* (sub1 n) 
+                                       (if (in-circle (random) (random)) 
+                                           (add1 count)
+                                           count)))))
+          (monte-carlo-pi* n 0)) n) 4))
 
-(display  (monte_carlo_pi 1000))
+(define nsamples 5000000)
+(define pi-estimate (monte-carlo-pi nsamples))
+(displayln (string-append "Estimate (rational): " (number->string pi-estimate)))
+(displayln (string-append "Estimate (float): " (number->string (real->single-flonum pi-estimate))))
+(displayln (string-append "Error:" (number->string (* (/ (abs (- pi-estimate pi)) pi) 100))))
diff --git a/contents/monte_carlo_integration/monte_carlo_integration.md b/contents/monte_carlo_integration/monte_carlo_integration.md
index ac6895404..cf5640ffa 100644
--- a/contents/monte_carlo_integration/monte_carlo_integration.md
+++ b/contents/monte_carlo_integration/monte_carlo_integration.md
@@ -80,7 +80,7 @@ each point is tested to see whether it's in the circle or not:
 {% sample lang="lua" %}
 [import:2-4, lang="lua"](code/lua/monte_carlo.lua)
 {% sample lang="racket" %}
-[import:2-4, lang:"lisp"](code/racket/monte_carlo.rkt)
+[import:6-8, lang:"racket"](code/racket/monte_carlo.rkt)
 {% sample lang="scala" %}
 [import:3-3, lang:"scala"](code/scala/monte_carlo.scala)
 {% sample lang="lisp" %}
@@ -188,7 +188,7 @@ Feel free to submit your version via pull request, and thanks for reading!
 {% sample lang="lua" %}
 [import, lang="lua"](code/lua/monte_carlo.lua)
 {% sample lang="racket" %}
-[import, lang:"lisp"](code/racket/monte_carlo.rkt)
+[import, lang:"racket"](code/racket/monte_carlo.rkt)
 {% sample lang="scala" %}
 [import, lang:"scala"](code/scala/monte_carlo.scala)
 {% sample lang="lisp" %}

From 7f814fa755734a92bbe299f56e69be4ba4148056 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Mon, 18 Oct 2021 17:44:55 +0200
Subject: [PATCH 050/146] Add C++ code for Flood Fill algorithm (#860)

---
 CONTRIBUTORS.md                             |   1 +
 contents/flood_fill/code/cpp/flood_fill.cpp | 156 ++++++++++++++++++++
 contents/flood_fill/flood_fill.md           |  10 ++
 3 files changed, 167 insertions(+)
 create mode 100644 contents/flood_fill/code/cpp/flood_fill.cpp

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index fb8ecde19..e3707e290 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -59,3 +59,4 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Mahdi Sarikhani
 - Ridham177
 - Hugo Salou
+- Dimitri Belopopsky
diff --git a/contents/flood_fill/code/cpp/flood_fill.cpp b/contents/flood_fill/code/cpp/flood_fill.cpp
new file mode 100644
index 000000000..918566809
--- /dev/null
+++ b/contents/flood_fill/code/cpp/flood_fill.cpp
@@ -0,0 +1,156 @@
+#include <array>
+#include <cassert>
+#include <iostream>
+#include <queue>
+#include <stack>
+#include <vector>
+
+using CartesianIndex = std::array<int, 2>;
+
+auto inbounds(CartesianIndex size, CartesianIndex loc) {
+  if (loc[0] < 0 || loc[1] < 0) {
+    return false;
+  } else if (loc[0] >= size[0] || loc[1] >= size[1]) {
+    return false;
+  }
+  return true;
+}
+
+auto find_neighbors(
+    std::vector<std::vector<float>> const& grid,
+    CartesianIndex loc,
+    float old_value,
+    float /* new_value */) {
+
+  const std::vector<CartesianIndex> possible_neighbors{
+      {loc[0], loc[1] + 1},
+      {loc[0] + 1, loc[1]},
+      {loc[0], loc[1] - 1},
+      {loc[0] - 1, loc[1]}};
+
+  std::vector<CartesianIndex> neighbors;
+
+  for (auto const& possible_neighbor : possible_neighbors) {
+    const auto size = CartesianIndex{
+        static_cast<int>(grid[0].size()), static_cast<int>(grid.size())};
+    const auto x = static_cast<std::size_t>(possible_neighbor[0]);
+    const auto y = static_cast<std::size_t>(possible_neighbor[1]);
+    if (inbounds(size, possible_neighbor) && grid[x][y] == old_value) {
+      neighbors.push_back(possible_neighbor);
+    }
+  }
+
+  return neighbors;
+}
+
+void recursive_fill(
+    std::vector<std::vector<float>>& grid,
+    CartesianIndex loc,
+    float old_value,
+    float new_value) {
+  if (old_value == new_value) {
+    return;
+  }
+
+  const auto x = static_cast<std::size_t>(loc[0]);
+  const auto y = static_cast<std::size_t>(loc[1]);
+
+  grid[x][y] = new_value;
+
+  const auto possible_neighbors = find_neighbors(grid, loc, old_value, new_value);
+  for (auto const& possible_neighbor : possible_neighbors) {
+    recursive_fill(grid, possible_neighbor, old_value, new_value);
+  }
+}
+
+void queue_fill(
+    std::vector<std::vector<float>>& grid,
+    CartesianIndex loc,
+    float old_value,
+    float new_value) {
+  if (old_value == new_value) {
+    return;
+  }
+
+  auto q = std::queue<CartesianIndex>{};
+  q.push(loc);
+  const auto x = static_cast<std::size_t>(loc[0]);
+  const auto y = static_cast<std::size_t>(loc[1]);
+  grid[x][y] = new_value;
+
+  while (q.size() > 0) {
+    const auto current_loc = q.front();
+    q.pop();
+    const auto possible_neighbors =
+        find_neighbors(grid, current_loc, old_value, new_value);
+    for (auto const& neighbor : possible_neighbors) {
+      const auto neighbor_x = static_cast<std::size_t>(neighbor[0]);
+      const auto neighbor_y = static_cast<std::size_t>(neighbor[1]);
+      grid[neighbor_x][neighbor_y] = new_value;
+      q.push(neighbor);
+    }
+  }
+}
+
+void stack_fill(
+    std::vector<std::vector<float>>& grid,
+    CartesianIndex loc,
+    float old_value,
+    float new_value) {
+  if (old_value == new_value) {
+    return;
+  }
+
+  auto s = std::stack<CartesianIndex>{};
+  s.push(loc);
+
+  while (s.size() > 0) {
+    const auto current_loc = s.top();
+    s.pop();
+
+    const auto x = static_cast<std::size_t>(current_loc[0]);
+    const auto y = static_cast<std::size_t>(current_loc[1]);
+
+    if (grid[x][y] == old_value) {
+      grid[x][y] = new_value;
+      const auto possible_neighbors =
+          find_neighbors(grid, current_loc, old_value, new_value);
+      for (auto const& neighbor : possible_neighbors) {
+        s.push(neighbor);
+      }
+    }
+  }
+}
+
+int main() {
+
+  const std::vector<std::vector<float>> grid{
+      {0, 0, 1, 0, 0},
+      {0, 0, 1, 0, 0},
+      {0, 0, 1, 0, 0},
+      {0, 0, 1, 0, 0},
+      {0, 0, 1, 0, 0}};
+
+  const std::vector<std::vector<float>> solution_grid{
+      {1, 1, 1, 0, 0},
+      {1, 1, 1, 0, 0},
+      {1, 1, 1, 0, 0},
+      {1, 1, 1, 0, 0},
+      {1, 1, 1, 0, 0}};
+
+  const CartesianIndex start_loc{1, 1};
+
+  auto test_grid = grid;
+  recursive_fill(test_grid, start_loc, 0.0, 1.0);
+  assert(test_grid == solution_grid);
+
+  test_grid = grid;
+  queue_fill(test_grid, start_loc, 0.0, 1.0);
+  assert(test_grid == solution_grid);
+
+  test_grid = grid;
+  stack_fill(test_grid, start_loc, 0.0, 1.0);
+  assert(test_grid == solution_grid);
+
+  return EXIT_SUCCESS;
+}
\ No newline at end of file
diff --git a/contents/flood_fill/flood_fill.md b/contents/flood_fill/flood_fill.md
index 185050fe1..4c7e5936e 100644
--- a/contents/flood_fill/flood_fill.md
+++ b/contents/flood_fill/flood_fill.md
@@ -90,6 +90,8 @@ In code, this might look like this:
 [import:23-41, lang:"julia"](code/julia/flood_fill.jl)
 {% sample lang="c" %}
 [import:28-46, lang:"c"](code/c/flood_fill.c)
+{% sample lang="cpp" %}
+[import:19-44, lang:"cpp"](code/cpp/flood_fill.cpp)
 {% sample lang="py" %}
 [import:10-25, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}
@@ -110,6 +112,8 @@ In code, it might look like this:
 [import:92-104, lang:"julia"](code/julia/flood_fill.jl)
 {% sample lang="c" %}
 [import:174-189, lang:"c"](code/c/flood_fill.c)
+{% sample lang="cpp" %}
+[import:46-64, lang:"cpp"](code/cpp/flood_fill.cpp)
 {% sample lang="py" %}
 [import:55-63, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}
@@ -125,6 +129,8 @@ Additionally, it is possible to do the same type of traversal by managing a stac
 [import:43-63, lang:"julia"](code/julia/flood_fill.jl)
 {% sample lang="c" %}
 [import:79-102, lang:"c"](code/c/flood_fill.c)
+{% sample lang="cpp" %}
+[import:95-123, lang:"cpp"](code/cpp/flood_fill.cpp)
 {% sample lang="py" %}
 [import:27-36, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}
@@ -168,6 +174,8 @@ The code would look something like this:
 [import:66-90, lang:"julia"](code/julia/flood_fill.jl)
 {% sample lang="c" %}
 [import:149-172, lang:"c"](code/c/flood_fill.c)
+{% sample lang="cpp" %}
+[import:66-93, lang:"cpp"](code/cpp/flood_fill.cpp)
 {% sample lang="py" %}
 [import:38-53, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}
@@ -250,6 +258,8 @@ After, we will fill in the left-hand side of the array to be all ones by choosin
 [import, lang:"julia"](code/julia/flood_fill.jl)
 {% sample lang="c" %}
 [import, lang:"c"](code/c/flood_fill.c)
+{% sample lang="cpp" %}
+[import, lang:"cpp"](code/cpp/flood_fill.cpp)
 {% sample lang="py" %}
 [import:, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}

From 65599eed94658d039105c5c66ca386c11a3df8ff Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Wed, 20 Oct 2021 13:41:31 +0200
Subject: [PATCH 051/146] fixing chapter to use split-op code (#888)

---
 contents/quantum_systems/code/c++/energy.cpp  | 59 ------------------
 contents/quantum_systems/code/c/energy.c      | 61 -------------------
 .../quantum_systems/code/haskell/Energy.hs    | 14 -----
 contents/quantum_systems/code/julia/energy.jl | 18 ------
 .../quantum_systems/code/python/energy.py     | 17 ------
 contents/quantum_systems/quantum_systems.md   | 10 +--
 6 files changed, 5 insertions(+), 174 deletions(-)
 delete mode 100644 contents/quantum_systems/code/c++/energy.cpp
 delete mode 100644 contents/quantum_systems/code/c/energy.c
 delete mode 100644 contents/quantum_systems/code/haskell/Energy.hs
 delete mode 100644 contents/quantum_systems/code/julia/energy.jl
 delete mode 100644 contents/quantum_systems/code/python/energy.py

diff --git a/contents/quantum_systems/code/c++/energy.cpp b/contents/quantum_systems/code/c++/energy.cpp
deleted file mode 100644
index 15a58bd01..000000000
--- a/contents/quantum_systems/code/c++/energy.cpp
+++ /dev/null
@@ -1,59 +0,0 @@
-#include <vector>
-#include <complex>
-
-#include <fftw3.h>
-
-void fft(std::vector<std::complex<double>> &x, bool inverse) {
-    std::vector<std::complex<double>> y(x.size(), std::complex<double>(0.0, 0.0));
-
-    fftw_plan p;
-
-    fftw_complex *in = reinterpret_cast<fftw_complex*>(x.data());
-    fftw_complex *out = reinterpret_cast<fftw_complex*>(y.data());
-
-    p = fftw_plan_dft_1d(x.size(), in, out,
-                        (inverse ? FFTW_BACKWARD : FFTW_FORWARD), FFTW_ESTIMATE);
-
-
-    fftw_execute(p);
-    fftw_destroy_plan(p);
-
-    for (size_t i = 0; i < x.size(); ++i) {
-        x[i] = y[i] / sqrt(static_cast<double>(x.size()));
-    }
-}
-
-double calculate_energy(std::vector<std::complex<double>> wfc,
-                        std::vector<std::complex<double>> h_r,
-                        std::vector<std::complex<double>> h_k,
-                        double dx, size_t size) {
-    std::vector<std::complex<double>> wfc_k(wfc);
-    std::vector<std::complex<double>> wfc_c(size);
-    fft(wfc_k, false);
-
-    for (size_t i = 0; i < size; ++i) {
-        wfc_c[i] = conj(wfc[i]);
-    }
-
-    std::vector<std::complex<double>> energy_k(size);
-    std::vector<std::complex<double>> energy_r(size);
-
-    for (size_t i = 0; i < size; ++i) {
-        energy_k[i] = wfc_k[i] * pow(h_k[i], 2);
-    }
-
-    fft(energy_k, true);
-
-    for (size_t i = 0; i < size; ++i) {
-        energy_k[i] *= 0.5 * wfc_c[i];
-        energy_r[i] = wfc_c[i] * h_r[i] * wfc[i];
-    }
-
-    double energy_final = 0;
-
-    for (size_t i = 0; i < size; ++i) {
-        energy_final += real(energy_k[i] + energy_r[i]);
-    }
-
-    return energy_final * dx;
-}
diff --git a/contents/quantum_systems/code/c/energy.c b/contents/quantum_systems/code/c/energy.c
deleted file mode 100644
index 9086ffcd5..000000000
--- a/contents/quantum_systems/code/c/energy.c
+++ /dev/null
@@ -1,61 +0,0 @@
-#include <stdbool.h>
-#include <complex.h>
-#include <string.h>
-#include <math.h>
-
-#include <fftw3.h>
-
-void fft(double complex *x, int n, bool inverse) {
-    double complex y[n];
-    memset(y, 0, sizeof(y));
-    fftw_plan p;
-
-    if (inverse) {
-        p = fftw_plan_dft_1d(n, (fftw_complex*)x, (fftw_complex*)y,
-                             FFTW_BACKWARD, FFTW_ESTIMATE);
-    } else {
-        p = fftw_plan_dft_1d(n, (fftw_complex*)x, (fftw_complex*)y,
-                             FFTW_FORWARD, FFTW_ESTIMATE);
-    }
-
-    fftw_execute(p);
-    fftw_destroy_plan(p);
-
-    for (size_t i = 0; i < n; ++i) {
-        x[i] = y[i] / sqrt((double)n);
-    }
-}
-
-double calculate_energy(double complex *wfc, double complex *h_r,
-                        double complex *h_k, double dx, size_t size) {
-    double complex wfc_k[size];
-    double complex wfc_c[size];
-    memcpy(wfc_k, wfc, sizeof(wfc_k));
-    fft(wfc_k, size, false);
-
-    for (size_t i = 0; i < size; ++i) {
-        wfc_c[i] = conj(wfc[i]);
-    }
-
-    double complex energy_k[size];
-    double complex energy_r[size];
-
-    for (size_t i = 0; i < size; ++i) {
-        energy_k[i] = wfc_k[i] * h_k[i];
-    }
-
-    fft(energy_k, size, true);
-
-    for (size_t i = 0; i < size; ++i) {
-        energy_k[i] *= wfc_c[i];
-        energy_r[i] = wfc_c[i] * h_r[i] * wfc[i];
-    }
-
-    double energy_final = 0;
-
-    for (size_t i = 0; i < size; ++i) {
-        energy_final += creal(energy_k[i] + energy_r[i]);
-    }
-
-    return energy_final * dx;
-}
diff --git a/contents/quantum_systems/code/haskell/Energy.hs b/contents/quantum_systems/code/haskell/Energy.hs
deleted file mode 100644
index a024fd139..000000000
--- a/contents/quantum_systems/code/haskell/Energy.hs
+++ /dev/null
@@ -1,14 +0,0 @@
-import Data.Array.CArray
-import Data.Complex
-import Math.FFT (dft, idft) -- Binding to fftw
-
-type Vector = CArray Int (Complex Double)
-
-calculateEnergy :: Double -> Vector -> Vector -> Vector -> Double
-calculateEnergy dx kin pot wfc = (* dx) . sum . map realPart $ elems total
-  where
-    total = liftArray2 (+) kineticE potentialE
-    potentialE = wfcConj .* pot .* wfc
-    kineticE = wfcConj .* idft (kin .* dft wfc)
-    wfcConj = liftArray conjugate wfc
-    a .* b = liftArray2 (*) a b
diff --git a/contents/quantum_systems/code/julia/energy.jl b/contents/quantum_systems/code/julia/energy.jl
deleted file mode 100644
index 3efce0cb7..000000000
--- a/contents/quantum_systems/code/julia/energy.jl
+++ /dev/null
@@ -1,18 +0,0 @@
-# We are calculating the energy to check <Psi|H|Psi>
-function calculate_energy(wfc, H_k, H_r, dx)
-    # Creating momentum and conjugate wavefunctions
-    wfc_k = fft(wfc)
-    wfc_c = conj(wfc)
-
-    # Finding the momentum and real-space energy terms
-    energy_k = wfc_c.*ifft((H_k) .* wfc_k)
-    energy_r = wfc_c.* H_r .* wfc
-
-    # Integrating over all space
-    energy_final = 0
-    for i = 1:length(energy_k)
-        energy_final += real(energy_k[i] + energy_r[i])
-    end 
-
-    return energy_final*dx
-end
diff --git a/contents/quantum_systems/code/python/energy.py b/contents/quantum_systems/code/python/energy.py
deleted file mode 100644
index 328fa9950..000000000
--- a/contents/quantum_systems/code/python/energy.py
+++ /dev/null
@@ -1,17 +0,0 @@
-import numpy as np
-
-
-def calculate_energy(wfc, H_k, H_r, dx):
-    """Calculate the energy <Psi|H|Psi>."""
-    # Creating momentum conjugate wavefunctions
-    wfc_k = np.fft.fft(wfc)
-    wfc_c = np.conj(wfc)
-
-    # Finding the momentum and real-space energy terms
-    energy_k = 0.5 * wfc_c * np.fft.ifft((H_k ** 2) * wfc_k)
-    energy_r = wfc_c * H_r * wfc
-
-    # Integrating over all space
-    energy_final = sum(energy_k + energy_r).real
-
-    return energy_final * dx
diff --git a/contents/quantum_systems/quantum_systems.md b/contents/quantum_systems/quantum_systems.md
index a74c22068..a7a762ca5 100644
--- a/contents/quantum_systems/quantum_systems.md
+++ b/contents/quantum_systems/quantum_systems.md
@@ -226,15 +226,15 @@ This ultimately looks like this:
 
 {% method %}
 {% sample lang="jl" %}
-[import, lang:"julia"](code/julia/energy.jl)
+[import:114-132, lang:"julia"](../split-operator_method/code/julia/split_op.jl)
 {% sample lang="hs" %}
-[import, lang:"haskell"](code/haskell/Energy.hs)
+[import:75-82, lang:"haskell"](../split-operator_method/code/haskell/splitOp.hs)
 {% sample lang="c" %}
-[import:29-, lang:"c"](code/c/energy.c)
+[import:150-184, lang:"c"](../split-operator_method/code/c/split_op.c)
 {% sample lang="cpp" %}
-[import:26-, lang:"cpp"](code/c++/energy.cpp)
+[import:158-189, lang:"cpp"](../split-operator_method/code/c++/split_op.cpp)
 {% sample lang="py" %}
-[import:4-17, lang:"python"](code/python/energy.py)
+[import:98-112, lang:"python"](../split-operator_method/code/python/split_op.py)
 {% endmethod %}
 
 This calculation will be used in many different simulations of quantum systems to check our results.

From 9eb11d52d1557a8eebb0cbc09b1da014e5f46bec Mon Sep 17 00:00:00 2001
From: PaddyKe <34421580+PaddyKe@users.noreply.github.com>
Date: Sat, 23 Oct 2021 14:33:48 +0200
Subject: [PATCH 052/146] Implemented stacks and queues in Java (#897)

---
 .../stacks_and_queues/code/java/Queue.java    | 71 ++++++++++++++++++
 .../stacks_and_queues/code/java/Stack.java    | 72 +++++++++++++++++++
 .../stacks_and_queues/stacks_and_queues.md    |  4 ++
 3 files changed, 147 insertions(+)
 create mode 100644 contents/stacks_and_queues/code/java/Queue.java
 create mode 100644 contents/stacks_and_queues/code/java/Stack.java

diff --git a/contents/stacks_and_queues/code/java/Queue.java b/contents/stacks_and_queues/code/java/Queue.java
new file mode 100644
index 000000000..bb349ec6d
--- /dev/null
+++ b/contents/stacks_and_queues/code/java/Queue.java
@@ -0,0 +1,71 @@
+import java.util.List;
+import java.util.ArrayList;
+
+public class QueueTest {
+    
+    public static void main(String[] args) {
+	IQueue<Integer> intQueue = new Queue<>();
+
+	intQueue.enqueue(4);
+	intQueue.enqueue(5);
+	intQueue.enqueue(9);
+	
+	System.out.println(intQueue.dequeue());
+	System.out.println(intQueue.size());
+	System.out.println(intQueue.front());
+    }
+
+}
+
+
+interface IQueue<T> {
+
+   /*
+    * 'dequeue' removes the first element from the queue and returns it
+    */
+    T dequeue();
+
+   /*
+    * 'enqueue' adds an element at the end of the queue and returns the new size
+    */
+    int enqueue(T element);
+    
+
+   /*
+    * 'size' returns the size of the queue
+    */
+    int size();
+
+   /*
+    * 'front' returns the first element of the queue without removing it
+    */
+    T front();
+}
+
+
+public class Queue<T> implements  IQueue<T> {
+
+    private List<T> list;
+
+    public Queue() {
+        this.list = new ArrayList<>();
+    }
+
+    public T dequeue() {
+        return this.list.remove(0);
+    }
+
+    public int enqueue(T element) {
+        this.list.add(element);
+        return this.size();
+    }
+
+    public int size() {
+        return this.list.size();
+    }
+
+    public T front() {
+        return this.list.get(0);
+    }
+
+}
diff --git a/contents/stacks_and_queues/code/java/Stack.java b/contents/stacks_and_queues/code/java/Stack.java
new file mode 100644
index 000000000..2d65a0e59
--- /dev/null
+++ b/contents/stacks_and_queues/code/java/Stack.java
@@ -0,0 +1,72 @@
+import java.util.List;
+import java.util.ArrayList;
+
+
+public class StackTest {
+    
+    public static void main(String[] args) {
+	IStack<Integer> intStack = new Stack<>();
+
+	intStack.push(4);
+	intStack.push(5);
+	intStack.push(9);
+
+	System.out.println(intStack.pop());
+	System.out.println(intStack.size());
+	System.out.println(intStack.top());
+    }
+
+}
+
+
+interface IStack<T> {
+   /*
+    * 'pop' removed the last element from the stack and returns it
+    */
+    T pop();
+
+   /*
+    * 'push' adds an element to at the end of the stack and returns the new size
+    */
+    int push(T element);
+
+   /*
+    * 'size' returns the length of the stack
+    */
+    int size();
+
+   /*
+    * 'top' returns the first element of the stack
+    */
+    T top();
+}
+
+
+public class Stack<T> implements IStack<T> {
+    
+    private List<T> list;
+
+    public Stack() {
+        this.list = new ArrayList<>();
+    }
+
+    public T pop() {
+        return this.list.remove(this.size() - 1);
+    }
+
+    public int push(T element) {
+        this.list.add(element);
+        return this.size();
+    }
+
+    public int size() {
+        return this.list.size();
+    }
+
+    public T top() {
+        return this.list.get(this.size() - 1);
+    }
+
+}
+
+
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index 11c7088f7..89a77be9a 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -18,12 +18,16 @@ Here is a simple implementation of a stack:
 {% method %}
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/stack.ts)
+{% sample lang="java" %}
+[import, lang:"java"](code/java/Stack.java)
 {% endmethod %}
 
 Here is a simple implementation of a queue:
 {% method %}
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/queue.ts)
+{% sample lang="java" %}
+[import, lang:"java" ](code/java/Queue.java)
 {% endmethod %}
 
 

From 84e9d5d310acaf0b820a25819387e39e0cfb2acb Mon Sep 17 00:00:00 2001
From: Henrik Christensen <sensen1695@hotmail.com>
Date: Sat, 23 Oct 2021 15:02:27 +0200
Subject: [PATCH 053/146] Java tree traversal: updated
 dfsRecursiveInOrderBinary (#899)

---
 contents/tree_traversal/code/java/Tree.java | 28 +++++++++++----------
 contents/tree_traversal/tree_traversal.md   | 12 ++++-----
 2 files changed, 21 insertions(+), 19 deletions(-)

diff --git a/contents/tree_traversal/code/java/Tree.java b/contents/tree_traversal/code/java/Tree.java
index 1dee7d9d1..b5c3d6542 100644
--- a/contents/tree_traversal/code/java/Tree.java
+++ b/contents/tree_traversal/code/java/Tree.java
@@ -1,4 +1,3 @@
-// submitted by xam4lor
 import java.util.ArrayList;
 import java.util.PriorityQueue;
 import java.util.Queue;
@@ -45,19 +44,22 @@ public void dfsRecursiveInOrderBinary() {
         dfsRecursiveInOrderBinary(this.root);
     }
 
-    // This assumes only 2 children
     private void dfsRecursiveInOrderBinary(Node node) {
-        if (node.children.size() > 2) {
-            System.err.println("Not a binary tree at dfsRecursiveInOrderBinary()!");
-            return;
-        }
-
-        if (node.children.size() > 1) {
-            dfsRecursiveInOrderBinary(node.children.get(0));
-            System.out.println(node.id);
-            dfsRecursiveInOrderBinary(node.children.get(1));
-        } else {
-            System.out.println(node.id);
+        switch (node.children.size()) {
+            case 2:
+                dfsRecursiveInOrderBinary(node.children.get(0));
+                System.out.println(node.id);
+                dfsRecursiveInOrderBinary(node.children.get(1));
+                break;
+            case 1:
+                dfsRecursiveInOrderBinary(node.children.get(0));
+                System.out.println(node.id);
+                break;
+            case 0:
+                System.out.println(node.id);
+                break;
+            default:
+                System.err.println("Not a binary tree at dfsRecursiveInOrderBinary()!");
         }
     }
 
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index e03f09652..557cfdb55 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -12,7 +12,7 @@ Trees are naturally recursive data structures, and because of this, we cannot ac
 {% sample lang="c" %}
 [import:7-11, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
-[import:110-126, lang:"java"](code/java/Tree.java)
+[import:112-128, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
 [import:1-10, lang:"javascript"](code/javascript/tree.js)
 As a note, a `node` struct is not necessary in javascript, so this is an example of how a tree might be constructed.
@@ -58,7 +58,7 @@ Because of this, the most straightforward way to traverse the tree might be recu
 {% sample lang="c" %}
 [import:37-45, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
-[import:21-27, lang:"java"](code/java/Tree.java)
+[import:20-26, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
 [import:12-15, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
@@ -112,7 +112,7 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="c" %}
 [import:47-53, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
-[import:34-41, lang:"java"](code/java/Tree.java)
+[import:33-40, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
 [import:17-20, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
@@ -161,7 +161,7 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 {% sample lang="c" %}
 [import:55-73, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
-[import:48-62, lang:"java"](code/java/Tree.java)
+[import:47-64, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
 [import:22-34, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
@@ -219,7 +219,7 @@ In code, it looks like this:
 {% sample lang="c" %}
 [import:75-93, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
-[import:65-79, lang:"java"](code/java/Tree.java)
+[import:67-81, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
 [import:36-43, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
@@ -270,7 +270,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="c" %}
 [import:95-113, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
-[import:81-95, lang:"java"](code/java/Tree.java)
+[import:83-97, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
 [import:45-52, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}

From 0652a18791c8a3548c227d790361554a36084b00 Mon Sep 17 00:00:00 2001
From: Neverik <neverliberty@gmail.com>
Date: Sat, 23 Oct 2021 16:09:29 +0300
Subject: [PATCH 054/146] Tree traversal in smalltalk (#453)

---
 .../code/smalltalk/tree_traversal.st          | 81 +++++++++++++++++++
 contents/tree_traversal/tree_traversal.md     | 14 ++++
 2 files changed, 95 insertions(+)
 create mode 100644 contents/tree_traversal/code/smalltalk/tree_traversal.st

diff --git a/contents/tree_traversal/code/smalltalk/tree_traversal.st b/contents/tree_traversal/code/smalltalk/tree_traversal.st
new file mode 100644
index 000000000..411e5ff45
--- /dev/null
+++ b/contents/tree_traversal/code/smalltalk/tree_traversal.st
@@ -0,0 +1,81 @@
+Object subclass: #Node
+    instanceVariableNames: 'children data'
+    classVariableNames: ''
+    package: ''
+
+Node>>children
+    "Children getter."
+    ^ children
+
+Node>>children: newChildren
+    "Children setter."
+    children := newChildren.
+
+Node>>data
+    "Data getter"
+    ^ data
+
+Node>>data: newData
+    "Data setter"
+    data := newData.
+
+Node>>dfsRecursive
+    "Recursive depth first search."
+    Transcript show: data; cr.
+    children collect: [ :child | child dfsRecursive ]
+
+Node>>dfsRecursivePostOrder
+    "Recursive depth first search (post-order)."
+    children collect: [ :child | (child dfsRecursivePostOrder)].
+    Transcript show: data; cr.
+ 
+Node>>dfsInOrderBinaryTree
+    "Recursive depth first search on a binary tree in order."
+    children size > 2 ifTrue: [
+        Transcript show: 'This is not a binary tree!'; cr.
+        ^self.
+    ].
+    children size = 2 ifTrue: [
+        (children at: 1) dfsInOrderBinaryTree: value.
+    ].
+    Transcript show: data; cr.
+    children size >= 1 ifTrue: [
+        (children at: 0) dfsInOrderBinaryTree: value.
+    ].
+    ^self.
+
+Node>>dfsStack
+    "Depth-first search with a stack."
+    | stack top |
+    stack := Stack new.
+    stack push: self.
+    [stack size > 0] whileTrue: [
+        top := stack pop.
+	Transcript show: (top data); cr.
+        top children reverseDo: [ :child |
+            stack push: child.
+        ].
+    ].
+
+Node>>bfs
+    "A breadth-first tree search using queues."
+    | queue current |
+    queue := LinkedList with: self.
+    [ queue size > 0 ] whileTrue: [
+        current := queue first.
+	queue removeFirst.
+	Transcript show: (current data); cr.
+	current children collect: [ :child |
+	    queue addLast: child
+        ].
+     ].
+
+| test |
+test := Node new: 1 children: { Node new: 2.
+                                Node new: 3 children: { Node new: 4.
+                                                        Node new: 5. } }.
+test dfsRecursive.
+test dfsRecursivePostorder.
+test dfsInOrderBinaryTree.
+test dfsStack.
+test bfs.
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 557cfdb55..c287b7612 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -32,6 +32,8 @@ As a note, a `node` struct is not necessary in javascript, so this is an example
 [import:4-37, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:1-5, lang:"crystal"](code/crystal/tree-traversal.cr)
+{% sample lang="st" %}
+[import:1-20, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
 [import:5-8, lang:"go"](code/golang/treetraversal.go)
 {% sample lang="asm-x64" %}
@@ -77,6 +79,8 @@ Because of this, the most straightforward way to traverse the tree might be recu
 [import:41-49, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:7-10, lang:"crystal"](code/crystal/tree-traversal.cr)
+{% sample lang="st" %}
+[import:22-27, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
 [import:10-15, lang:"go"](code/golang/treetraversal.go)
 {% sample lang="asm-x64" %}
@@ -131,6 +135,8 @@ Now, in this case the first element searched through is still the root of the tr
 [import:51-57, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:12-15, lang:"crystal"](code/crystal/tree-traversal.cr)
+{% sample lang="st" %}
+[import:29-34, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
 [import:17-22, lang:"go"](code/golang/treetraversal.go)
 {% sample lang="asm-x64" %}
@@ -180,6 +186,8 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 [import:59-78, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:17-31, lang:"crystal"](code/crystal/tree-traversal.cr)
+{% sample lang="st" %}
+[import:36-49, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
 [import:24-38, lang:"go"](code/golang/treetraversal.go)
 {% sample lang="asm-x64" %}
@@ -238,6 +246,8 @@ In code, it looks like this:
 [import:80-91, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:33-41, lang:"crystal"](code/crystal/tree-traversal.cr)
+{% sample lang="st" %}
+[import:47-58, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
 [import:40-49, lang:"go"](code/golang/treetraversal.go)
 {% sample lang="asm-x64" %}
@@ -289,6 +299,8 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 [import:93-104, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:43-51, lang:"crystal"](code/crystal/tree-traversal.cr)
+{% sample lang="st" %}
+[import:60-71, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
 [import:51-60, lang:"go"](code/golang/treetraversal.go)
 {% sample lang="asm-x64" %}
@@ -351,6 +363,8 @@ The code snippets were taken from this [Scratch project](https://scratch.mit.edu
 [import, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import, lang:"crystal"](code/crystal/tree-traversal.cr)
+{% sample lang="st" %}
+[import, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
 [import, lang:"go"](code/golang/treetraversal.go)
 {% sample lang="asm-x64" %}

From f7e8e60dd6679bd1664e6c79e4b25b0be4589f15 Mon Sep 17 00:00:00 2001
From: PaddyKe <34421580+PaddyKe@users.noreply.github.com>
Date: Sat, 23 Oct 2021 16:40:11 +0200
Subject: [PATCH 055/146] fixed print statements (#901)

---
 .../approximate_counting/code/c++/approximate_counting.cpp  | 6 +++---
 contents/approximate_counting/code/c/approximate_counting.c | 6 +++---
 .../approximate_counting/code/julia/approximate_counting.jl | 6 +++---
 .../code/python/approximate_counting.py                     | 6 +++---
 4 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/contents/approximate_counting/code/c++/approximate_counting.cpp b/contents/approximate_counting/code/c++/approximate_counting.cpp
index 7f3f1a16c..53f4641af 100644
--- a/contents/approximate_counting/code/c++/approximate_counting.cpp
+++ b/contents/approximate_counting/code/c++/approximate_counting.cpp
@@ -61,11 +61,11 @@ auto test_approximate_count(
 int main() {
   std::cout << "Counting Tests, 100 trials\n";
 
-  std::cout << "testing 1,000, a = 30, 1% error "
+  std::cout << "testing 1,000, a = 30, 10% error "
             << test_approximate_count(100, 1000, 30, 0.1) << "\n";
-  std::cout << "testing 12,345, a = 10, 1% error "
+  std::cout << "testing 12,345, a = 10, 10% error "
             << test_approximate_count(100, 12345, 10, 0.1) << "\n";
   // Note : with a lower a, we need more trials, so a higher % error here.
-  std::cout << "testing 222,222, a = 0.5, 10% error "
+  std::cout << "testing 222,222, a = 0.5, 20% error "
             << test_approximate_count(100, 222222, 0.5, 0.2) << "\n";
 }
diff --git a/contents/approximate_counting/code/c/approximate_counting.c b/contents/approximate_counting/code/c/approximate_counting.c
index ded7a518e..da44334a7 100644
--- a/contents/approximate_counting/code/c/approximate_counting.c
+++ b/contents/approximate_counting/code/c/approximate_counting.c
@@ -71,11 +71,11 @@ int main()
     srand(time(NULL));
 
     printf("Counting Tests, 100 trials\n");
-    printf("testing 1000, a = 30, 1%% error\n");
+    printf("testing 1000, a = 30, 10%% error\n");
     test_approximation_count(100, 1000, 30, 0.1);
-    printf("testing 12345, a = 10, 1%% error\n");
+    printf("testing 12345, a = 10, 10%% error\n");
     test_approximation_count(100, 12345, 10, 0.1);
-    printf("testing 222222, a = 0.5, 10%% error\n");
+    printf("testing 222222, a = 0.5, 20%% error\n");
     test_approximation_count(100, 222222, 0.5, 0.2);
 
     return 0;
diff --git a/contents/approximate_counting/code/julia/approximate_counting.jl b/contents/approximate_counting/code/julia/approximate_counting.jl
index 36b07651e..c6cf3b223 100644
--- a/contents/approximate_counting/code/julia/approximate_counting.jl
+++ b/contents/approximate_counting/code/julia/approximate_counting.jl
@@ -51,11 +51,11 @@ function test_approximate_count(n_trials, n_items, a, threshold)
 end
 
 @testset "Counting Tests, 100 trials" begin
-    println("testing 1,000, a = 30, 1% error")
+    println("testing 1,000, a = 30, 10% error")
         test_approximate_count(100, 1000, 30, 0.1)
-    println("testing 12,345, a = 10, 1% error")
+    println("testing 12,345, a = 10, 10% error")
         test_approximate_count(100, 12345, 10, 0.1)
     # Note: with a lower a, we need more trials, so a higher % error here.
-    println("testing 222,222, a = 0.5, 10% error")
+    println("testing 222,222, a = 0.5, 20% error")
         test_approximate_count(100, 222222, 0.5, 0.2)
 end
diff --git a/contents/approximate_counting/code/python/approximate_counting.py b/contents/approximate_counting/code/python/approximate_counting.py
index eb31b2b24..0088debcc 100644
--- a/contents/approximate_counting/code/python/approximate_counting.py
+++ b/contents/approximate_counting/code/python/approximate_counting.py
@@ -41,9 +41,9 @@ def test_approximate_count(n_trials, n_items, a, threshold):
     if abs((avg - n_items)/n_items) < threshold:
         print("passed")
 
-print("testing 1,000, a = 30, 1% error")
+print("testing 1,000, a = 30, 10% error")
 test_approximate_count(100, 1000, 30, 0.1)
-print("testing 12,345, a = 10, 1% error")
+print("testing 12,345, a = 10, 10% error")
 test_approximate_count(100, 12345, 10, 0.1)
-print("testing 222,222, a = 0.5, 10% error")
+print("testing 222,222, a = 0.5, 20% error")
 test_approximate_count(100, 222222, 0.5, 0.2)

From 0fa638134628ae1911b5461df92369f02d6644b6 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Sat, 23 Oct 2021 17:12:18 +0200
Subject: [PATCH 056/146] Fixes in PATH that make dlang, emojicode and factor
 usable (#890)

---
 .devcontainer/Dockerfile | 28 ++++++++++++----------------
 1 file changed, 12 insertions(+), 16 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index bc58ae358..18af4df12 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -31,11 +31,10 @@ RUN sudo sh -c 'sudo dpkg -i packages-microsoft-prod.deb'
 RUN sudo sh -c 'rm packages-microsoft-prod.deb'
 
 # Setup D Lang
-RUN sudo sh -c 'mkdir -p ~/dlang && wget https://dlang.org/install.sh -O ~/dlang/install.sh'
-RUN sudo sh -c 'bash ~/dlang/install.sh'
-## From Docs not needed though
-# RUN sudo sh -c 'source ~/dlang/dmd-2.097.2/activate'
-ENV PATH=$PATH:/root/dlang/dmd-2.097.2/linux/bin64
+ENV DLANG_VERSION=2.097.2
+RUN mkdir -p ~/dlang && wget https://dlang.org/install.sh -O ~/dlang/install.sh
+RUN bash ~/dlang/install.sh dmd-$DLANG_VERSION
+ENV PATH=$PATH:~/dlang/dmd-$DLANG_VERSION/linux/bin64/
 
 # Setup Go
 RUN sudo sh -c 'wget -c https://dl.google.com/go/go1.14.2.linux-amd64.tar.gz -O - | sudo tar -xz -C /usr/local'
@@ -56,17 +55,14 @@ ENV PATH=$PATH:/usr/local/kotlinc/bin
 # Setup Matlab
 # ?????? This is a licensed language???
 
-# Setup Emojicode (in progress)
-RUN sudo sh -c 'wget -c https://github.com/emojicode/emojicode/releases/download/v1.0-beta.2/Emojicode-1.0-beta.2-Linux-x86_64.tar.gz -O /usr/local/Emojicode-1.0-beta.2-Linux-x86_64.tar.gz'
-RUN sudo tar -xvzf /usr/local/Emojicode-1.0-beta.2-Linux-x86_64.tar.gz
-# && cd ~/emojicode/ && echo && ./install.sh'
-ENV PATH=$PATH:/usr/local/Emojicode-1.0-beta.2-Linux-x86_64
-
-# Setup Factor (in progress)
-RUN mkdir -p ~/factor && wget https://downloads.factorcode.org/releases/0.98/factor-linux-x86-64-0.98.tar.gz -O ~/factor/factor.tar.gz
-RUN tar -xzf /root/factor/factor.tar.gz
-# && rm ~/factor/factor.tar.gz
-ENV PATH=$PATH:/root/factor/factor
+# Setup Emojicode
+RUN mkdir -p ~/emojicode && wget -c https://github.com/emojicode/emojicode/releases/download/v1.0-beta.2/Emojicode-1.0-beta.2-Linux-x86_64.tar.gz -O ~/emojicode/emojicode.tar.gz && \
+    tar -xzf ~/emojicode/emojicode.tar.gz -C ~/emojicode --strip-components=1
+ENV PATH=$PATH:~/emojicode
+
+# Setup Factor
+RUN mkdir -p ~/factor && wget https://downloads.factorcode.org/releases/0.98/factor-linux-x86-64-0.98.tar.gz -O ~/factor/factor.tar.gz && tar -xzf ~/factor/factor.tar.gz -C ~/factor --strip-components=1
+ENV PATH=$PATH:~/factor/factor
 
 # Setup R
 RUN sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E298A3A825C0D65DFD57CBB651716619E084DAB9

From 44d8118d76223b90e1b53dfe37ae1fe7569c9a6b Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Sat, 23 Oct 2021 17:32:21 +0200
Subject: [PATCH 057/146] fixing huffman encoding for Julia and adding Test
 (#828)

---
 .../huffman_encoding/code/julia/huffman.jl    | 39 ++++++++++++-------
 1 file changed, 25 insertions(+), 14 deletions(-)

diff --git a/contents/huffman_encoding/code/julia/huffman.jl b/contents/huffman_encoding/code/julia/huffman.jl
index 593d4b4f8..e01fd1dfd 100644
--- a/contents/huffman_encoding/code/julia/huffman.jl
+++ b/contents/huffman_encoding/code/julia/huffman.jl
@@ -1,3 +1,5 @@
+using Test
+
 # This is for the PriorityQueue
 using DataStructures
 
@@ -13,8 +15,6 @@ struct Branch
 end
 
 const Node = Union{Leaf, Branch}
-isbranch(branch::Branch) = true
-isbranch(other::T) where {T} = false
 
 function codebook_recurse!(leaf::Leaf, code::String,
                           dict::Dict{Char,String})
@@ -33,7 +33,11 @@ end
 # This outputs encoding Dict to be used for encoding
 function create_codebook(n::Node)
     codebook = Dict{Char,String}()
-    codebook_recurse!(n, "", codebook)
+    if isa(n, Leaf)
+        codebook[n.key]="0"
+    else
+        codebook_recurse!(n, "", codebook)
+    end
     return codebook
 end
 
@@ -85,14 +89,19 @@ function decode(huffman_tree::Node, bitstring::String)
     current = huffman_tree
     final_string = ""
     for i in bitstring
-        if (i == '1')
-            current = current.left
+        if isa(huffman_tree, Branch)
+            if (i == '1')
+                current = current.left
+            else
+                current = current.right
+            end
+
+            if (!isa(current, Branch))
+                final_string *= string(current.key)
+                current = huffman_tree
+            end
         else
-            current = current.right
-        end
-        if (!isbranch(current))
-            final_string = final_string * string(current.key)
-            current = huffman_tree
+            final_string *= string(huffman_tree.key)
         end
     end
 
@@ -102,11 +111,13 @@ end
 function two_pass_huffman(phrase::String)
     huffman_tree = create_tree(phrase)
     codebook = create_codebook(huffman_tree)
-    println(codebook)
     bitstring = encode(codebook, phrase)
     final_string = decode(huffman_tree, bitstring)
-    println(bitstring)
-    println(final_string)
+    return final_string
 end
 
-two_pass_huffman("bibbity bobbity")
+@testset "b-string tests" begin
+    @test two_pass_huffman("b") == "b"
+    @test two_pass_huffman("bbbbbbbb") == "bbbbbbbb"
+    @test two_pass_huffman("bibbity bobbity") == "bibbity bobbity"
+end

From cf56e67900a253a49cb8d98e595422493ca9a91c Mon Sep 17 00:00:00 2001
From: Henrik Christensen <sensen1695@hotmail.com>
Date: Sat, 23 Oct 2021 22:06:45 +0200
Subject: [PATCH 058/146] JavaScript tree traversal: updated dfsInorder (#902)

---
 CONTRIBUTORS.md                               |  1 +
 .../tree_traversal/code/javascript/tree.js    | 29 +++++++++++++++----
 contents/tree_traversal/tree_traversal.md     | 10 +++----
 3 files changed, 29 insertions(+), 11 deletions(-)

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index e3707e290..9b2c1b460 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -60,3 +60,4 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Ridham177
 - Hugo Salou
 - Dimitri Belopopsky
++ Henrik Abel Christensen
diff --git a/contents/tree_traversal/code/javascript/tree.js b/contents/tree_traversal/code/javascript/tree.js
index b6705bfdd..6670fe739 100644
--- a/contents/tree_traversal/code/javascript/tree.js
+++ b/contents/tree_traversal/code/javascript/tree.js
@@ -10,11 +10,19 @@ function createTree(rows, children) {
 }
 
 function dfsPreorder(tree) {
+  if (!tree) {
+    return;
+  }
+
   console.log(tree.id);
   tree.children.forEach(dfsPreorder);
 }
 
 function dfsPostorder(tree) {
+  if (!tree) {
+    return;
+  }
+
   tree.children.forEach(dfsPostorder);
   console.log(tree.id);
 }
@@ -24,13 +32,22 @@ function dfsInorder(tree) {
     return;
   }
 
-  if (tree.children.length > 2) {
-    throw new Error("Postorder traversal is only valid for binary trees");
+  switch (tree.children.length) {
+    case 2:
+      dfsInorder(tree.children[0]);
+      console.log(tree.id);
+      dfsInorder(tree.children[1]);
+      break;
+    case 1:
+      dfsInorder(tree.children[0]);
+      console.log(tree.id);
+      break;
+    case 0:
+      console.log(tree.id);
+      break;
+    default:
+      throw new Error("Postorder traversal is only valid for binary trees");
   }
-
-  dfsInorder(tree.children[0]);
-  console.log(tree.id);
-  dfsInorder(tree.children[1]);
 }
 
 function dfsIterative(tree) {
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index c287b7612..6d6504760 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -62,7 +62,7 @@ Because of this, the most straightforward way to traverse the tree might be recu
 {% sample lang="java" %}
 [import:20-26, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
-[import:12-15, lang:"javascript"](code/javascript/tree.js)
+[import:12-19, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
 [import:18-23, lang:"python"](code/python/Tree_example.py)
 {% sample lang="scratch" %}
@@ -118,7 +118,7 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="java" %}
 [import:33-40, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
-[import:17-20, lang:"javascript"](code/javascript/tree.js)
+[import:21-28, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
 [import:26-31, lang:"python"](code/python/Tree_example.py)
 {% sample lang="scratch" %}
@@ -169,7 +169,7 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 {% sample lang="java" %}
 [import:47-64, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
-[import:22-34, lang:"javascript"](code/javascript/tree.js)
+[import:30-51, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
 [import:34-46, lang:"python"](code/python/Tree_example.py)
 {% sample lang="scratch" %}
@@ -229,7 +229,7 @@ In code, it looks like this:
 {% sample lang="java" %}
 [import:67-81, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
-[import:36-43, lang:"javascript"](code/javascript/tree.js)
+[import:53-60, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
 [import:49-60, lang:"python"](code/python/Tree_example.py)
 {% sample lang="scratch" %}
@@ -282,7 +282,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="java" %}
 [import:83-97, lang:"java"](code/java/Tree.java)
 {% sample lang="js" %}
-[import:45-52, lang:"javascript"](code/javascript/tree.js)
+[import:62-69, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
 [import:63-75, lang:"python"](code/python/Tree_example.py)
 {% sample lang="scratch" %}

From 2000ab32125abe41907db41b1778a04355a234f0 Mon Sep 17 00:00:00 2001
From: Ishaan Verma <ishaan56verma@gmail.com>
Date: Mon, 25 Oct 2021 18:44:41 +0530
Subject: [PATCH 059/146] Tree Traversal: Output Standardization (#857)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* pep8ify python

* rename Tree_example.py

* standardize python output

* standardize c output

* standardize c++ output

* standardize rust output

* standardize javascript output

* standardize julia output

* Standardized Coconut output

* fix coconut

* standardize go output

* standardize common lisp output

* Verlet Integration: Output standardization (#855)

* Standardize julia output

* Standardize kotlin output

This also fixes a previous bug, which caused the time and velocity
values to not get printed correctly.

* Standardized c output

* Standardized cpp output

* Standardized lisp output

* Standardized fortran output

I was not able to prevent the preceding whitespaces, but they can
just be trimmed.

* Standardized go output

* Standardized java output

* Standardize javascript output

* Standardize nim output

* Standardize python output

* Standardize ruby output

As the original implementation only returned the time and not
the velocity, the code needed to be adjusted a bit. Now it returns
the two values as an array which gets deconstructed and printed.

* Standardize rust output

* Standardize swift output

* Standardized haskell output

* Standardized haskell output (no quote marks)

* attempt at fix for asm

Co-authored-by: Jérémie Gillet <jie.gillet@gmail.com>
Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* standardize php output

* standardize swift output

* removed outdated comments in Coconut implementation

* standardize haskell output

* Fix asm exit codes (#858)

* standardize crystal output

* Flood fill in Coconut (#836)

* Added Barnsley fern in Coconut (+ .editorconfig for Coconut) (#814)

* Added the Jarvis march in Coconut (#734)

* Fix minor typo

* Change folder structure of convolutions (#861)

This puts every chapters' code into its own directory, which is
useful for automatic validation.

* standardize csharp output

* standardize java output

* fix php line numbers and python filename

* fix coconut and python line numbers

* fix minor bug in C

* fix labels and minor bug in go

* minor label fix in python

* Huffman encoding in Coconut (#732)

* Update README.md

Changing readme link to reflect change in twitch url

* Add C# implemenation for 1D Convolutions (#846)

* Add C# implemenation for 1D Convolutions

* Fix off by one error and julia line numbers

* Fix off by one error for linear convolutions

* Fix trailing zero

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Update contents/convolutions/code/csharp/1DConvolution.cs

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* Add trailing new line

Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>

* IFS Common Lisp implementation (#722)

* first working version

* cleaned up the chaos-game function and added some helpfull comments

* changed the .md file and upped iterations

* Skeleton of the final solution

* Update contents/IFS/IFS.md

Co-authored-by: Eric Berquist <eric.berquist@gmail.com>

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
Co-authored-by: Eric Berquist <eric.berquist@gmail.com>

* added MonteCarlo in PowerShell (#760)

* Add Rust implementation for The Barnsley Fern (#818)

* Add Rust implementation for The Barnsley Fern

* Change operators constants and add Cargo.toml

* Fix bug in matrix multiplication

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* changing barnsley.md to read the correct coconut file (#867)

* added approximate counting implementation in python (#866)

* added approximate counting implementation in python

* Update approximate_counting.py

* updating approximate_counting.py

* removed redundancies

* fixing linking issues in convolution chapter (#868)

* Add initial devcontainer (#862)

* small changes to convolutional theorem chapter and code to make things more reproduceable (#872)

* added convolutional theorem implementation in python (#869)

* added convolutional theorem implementation in python

* fixed chapter linking

* added comments to the code

* changed random distribution to sawtooth

* corrected previous commit

* fixed comments

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Use `[#]\n` instead of `[#]` for human readable output (#873)

* Add approximate counting algorithm in C (#844)

* Add approximate counting algorithm in C

* Fix typo

Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>

Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>
Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* added 1d convolution implementation in python (#874)

* added 1d convolution implementation in python

* fixed some mistakes in the code so it outputs correct results

* making the code look better

* spacing code properly for readability

* fixing 1d convolution markdown file (#879)

* Add racket setup to devcontainer (#875)

* Normalize inputs for scheme euclid algorithm (#878)

Change inputs to make it consistent with other examples.

* Add initial setup for Swift in devcontainer (#880)

* Add scheme setup to devcontainer (#876)

* Clean up Monte Carlo integration in Racket (#781)

* Clean up Monte Carlo integration in Racket

* Add blank lines in Monte Carlo integration in Clojure

* Change Racket lang include from lisp to racket

* Add C++ code for Flood Fill algorithm (#860)

* fixing chapter to use split-op code (#888)

* use [#]\n for readability

* Implemented stacks and queues in Java (#897)

* Java tree traversal: updated dfsRecursiveInOrderBinary (#899)

* Tree traversal in smalltalk (#453)

* fixed print statements (#901)

* Fixes in PATH that make dlang, emojicode and factor usable (#890)

* fixing huffman encoding for Julia and adding Test (#828)

* JavaScript tree traversal: updated dfsInorder (#902)

* julia: change printf to print

* pep8ify python

* rename Tree_example.py

* standardize python output

* standardize c output

* standardize c++ output

* standardize rust output

* standardize javascript output

Resolved conflict with master (by Amaras)

* standardize julia output

Resolved conflict with master (by Amaras)

* Standardized Coconut output

* fix coconut

* standardize go output

* standardize common lisp output

* standardize php output

* standardize swift output

* removed outdated comments in Coconut implementation

* standardize haskell output

* standardize crystal output

* standardize csharp output

* standardize java output

Resolved the conflict with fixing dfs

* fix php line numbers and python filename

* fix coconut and python line numbers

* fix minor bug in C

* fix labels and minor bug in go

* minor label fix in python

* use [#]\n for readability

* julia: change printf to print

* update Tree.java. remove MainClass.java

Co-authored-by: Sammy Plat <amaras@vivaldi.net>
Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>
Co-authored-by: Jérémie Gillet <jie.gillet@gmail.com>
Co-authored-by: James Schloss <jrs.schloss@gmail.com>
Co-authored-by: Eric Berquist <eric.berquist@gmail.com>
Co-authored-by: Trashtalk217 <trashtalk217@gmail.com>
Co-authored-by: PaddyKe <34421580+PaddyKe@users.noreply.github.com>
Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Co-authored-by: Ayman Lafaz <ayman.lafaz@um5r.ac.ma>
Co-authored-by: Nicholas Tindle <nicktindle@outlook.com>
Co-authored-by: Mahdi <24981501+mahdisarikhani@users.noreply.github.com>
Co-authored-by: Henrik Christensen <sensen1695@hotmail.com>
Co-authored-by: Neverik <neverliberty@gmail.com>
---
 .../tree_traversal/code/c++/tree_example.cpp  |  33 +++---
 .../tree_traversal/code/c/tree_traversal.c    |  38 +++++--
 .../code/clisp/tree-traversal.lisp            |  19 ++--
 .../code/coconut/tree_traversal.coco          |  21 ++--
 .../code/crystal/tree-traversal.cr            |  50 ++-------
 .../tree_traversal/code/csharp/Program.cs     |  26 +++--
 contents/tree_traversal/code/csharp/Tree.cs   |  18 +--
 .../tree_traversal/code/csharp/code.csproj    |   9 ++
 .../code/golang/treetraversal.go              |  40 ++++---
 .../code/haskell/TreeTraversal.hs             |  47 ++++----
 .../tree_traversal/code/java/MainClass.java   |  34 ++++++
 contents/tree_traversal/code/java/Tree.java   |  58 +++++-----
 .../tree_traversal/code/javascript/tree.js    |  23 +++-
 contents/tree_traversal/code/julia/Tree.jl    |  34 +++---
 .../code/php/tree_traversal.php               |  44 ++++----
 .../code/python/Tree_example.py               |  99 -----------------
 .../code/python/tree_traversal.py             | 103 ++++++++++++++++++
 contents/tree_traversal/code/rust/tree.rs     |  35 +++---
 contents/tree_traversal/code/swift/tree.swift |  31 +++---
 contents/tree_traversal/tree_traversal.md     |  36 +++---
 20 files changed, 442 insertions(+), 356 deletions(-)
 create mode 100644 contents/tree_traversal/code/csharp/code.csproj
 create mode 100644 contents/tree_traversal/code/java/MainClass.java
 delete mode 100644 contents/tree_traversal/code/python/Tree_example.py
 create mode 100644 contents/tree_traversal/code/python/tree_traversal.py

diff --git a/contents/tree_traversal/code/c++/tree_example.cpp b/contents/tree_traversal/code/c++/tree_example.cpp
index 9f2dd80e1..71a84c686 100644
--- a/contents/tree_traversal/code/c++/tree_example.cpp
+++ b/contents/tree_traversal/code/c++/tree_example.cpp
@@ -17,7 +17,7 @@ struct node {
 // Simple recursive scheme for DFS
 void dfs_recursive(node const& n) {
   // Here we are doing something...
-  std::cout << n.value << '\n';
+  std::cout << n.value << ' ';
   for (auto const& child : n.children) {
     dfs_recursive(child);
   }
@@ -27,7 +27,7 @@ void dfs_recursive_postorder(node const& n) {
   for (auto const& child : n.children) {
     dfs_recursive_postorder(child);
   }
-  std::cout << n.value << '\n';
+  std::cout << n.value << ' ';
 }
 
 
@@ -35,15 +35,15 @@ void dfs_recursive_inorder_btree(node const& n) {
   switch (n.children.size()) {
     case 2:
       dfs_recursive_inorder_btree(n.children[0]);
-      std::cout << n.value << '\n';
+      std::cout << n.value << ' ';
       dfs_recursive_inorder_btree(n.children[1]);
       break;
     case 1:
       dfs_recursive_inorder_btree(n.children[0]);
-      std::cout << n.value << '\n';
+      std::cout << n.value << ' ';
       break;
     case 0:
-      std::cout << n.value << '\n';
+      std::cout << n.value << ' ';
       break;
     default:
       std::cout << "This is not a binary tree.\n";
@@ -61,7 +61,7 @@ void dfs_stack(node const& n) {
   while (stack.size() > 0) {
     auto const& temp = *stack.top();
     stack.pop();
-    std::cout << temp.value << '\n';
+    std::cout << temp.value << ' ';
 
     for (auto const& child : temp.children) {
       stack.push(&child);
@@ -78,7 +78,7 @@ void bfs_queue(node const& n) {
     auto const& temp = *queue.front();
     queue.pop();
 
-    std::cout << temp.value << '\n';
+    std::cout << temp.value << ' ';
     for (auto const& child : temp.children) {
       queue.push(&child);
     }
@@ -100,18 +100,23 @@ node create_tree(size_t num_row, size_t num_child) {
 
 int main() {
   // Creating Tree in main
-  auto root = create_tree(3, 3);
+  auto root = create_tree(2, 3);
   auto binary_root = create_tree(3, 2);
-  std::cout << "DFS recursive:\n";
+  std::cout << "[#]\nRecursive DFS:\n";
   dfs_recursive(root);
-  std::cout << "DFS post order recursive:\n";
+  std::cout << '\n';
+  std::cout << "[#]\nRecursive Postorder DFS:\n";
   dfs_recursive_postorder(root);
-  std::cout << "DFS inorder binary tree:\n";
-  dfs_recursive_inorder_btree(binary_root);
-  std::cout << "DFS stack:\n";
+  std::cout << '\n';
+  std::cout << "[#]\nStack-based DFS:\n";
   dfs_stack(root);
-  std::cout << "BFS queue:\n";
+  std::cout << '\n';
+  std::cout << "[#]\nQueue-based BFS:\n";
   bfs_queue(root);
+  std::cout << '\n';
+  std::cout << "[#]\nRecursive Inorder DFS for Binary Tree:\n";
+  dfs_recursive_inorder_btree(binary_root);
+  std::cout << '\n';
 
   return 0;
 }
diff --git a/contents/tree_traversal/code/c/tree_traversal.c b/contents/tree_traversal/code/c/tree_traversal.c
index 7fed9a16c..16be536c8 100644
--- a/contents/tree_traversal/code/c/tree_traversal.c
+++ b/contents/tree_traversal/code/c/tree_traversal.c
@@ -35,7 +35,7 @@ void destroy_tree(struct node n) {
 }
 
 void dfs_recursive(struct node n) {
-    printf("%d\n", n.id);
+    printf("%d ", n.id);
 
     if (n.children) {
         for (size_t i = 0; i < n.children_size; ++i) {
@@ -49,22 +49,22 @@ void dfs_recursive_postorder(struct node n) {
         dfs_recursive_postorder(n.children[i]);
     }
 
-    printf("%d\n", n.id);
+    printf("%d ", n.id);
 }
 
 void dfs_recursive_inorder_btree(struct node n) {
     switch (n.children_size) {
     case 2:
         dfs_recursive_inorder_btree(n.children[0]);
-        printf("%d\n", n.id);
+        printf("%d ", n.id);
         dfs_recursive_inorder_btree(n.children[1]);
         break;
     case 1:
         dfs_recursive_inorder_btree(n.children[0]);
-        printf("%d\n", n.id);
+        printf("%d ", n.id);
         break;
     case 0:
-        printf("%d\n", n.id);
+        printf("%d ", n.id);
         break;
     default:
         printf("This is not a binary tree.\n");
@@ -83,7 +83,7 @@ void dfs_stack(struct node n) {
             break;
         }
 
-        printf("%d\n", tmp->id);
+        printf("%d ", tmp->id);
         for (size_t i = 0; i < tmp->children_size; ++i) {
             stack_push(&stk, &tmp->children[i]);
         }
@@ -103,7 +103,7 @@ void bfs_queue(struct node n) {
             break;
         }
 
-        printf("%d\n", tmp->id);
+        printf("%d ", tmp->id);
         for (size_t i = 0; i < tmp->children_size; ++i) {
             enqueue(&q, &tmp->children[i]);
         }
@@ -113,9 +113,31 @@ void bfs_queue(struct node n) {
 }
 
 int main() {
-    struct node root = create_tree(3, 3);
+    struct node root = create_tree(2, 3);
+
+    printf("[#]\nRecursive DFS:\n");
+    dfs_recursive(root);
+    printf("\n");
+    
+    printf("[#]\nRecursive Postorder DFS:\n");
+    dfs_recursive_postorder(root);
+    printf("\n");
+    
+    printf("[#]\nStack-based DFS:\n");
+    dfs_stack(root);
+    printf("\n");
+    
+    printf("[#]\nQueue-based BFS:\n");
     bfs_queue(root);
+    printf("\n");
+    
     destroy_tree(root);
+    struct node root_binary = create_tree(3, 2);
 
+    printf("[#]\nRecursive Inorder DFS for Binary Tree:\n");
+    dfs_recursive_inorder_btree(root_binary);
+    printf("\n");
+    
+    destroy_tree(root_binary);
     return 0;
 }
diff --git a/contents/tree_traversal/code/clisp/tree-traversal.lisp b/contents/tree_traversal/code/clisp/tree-traversal.lisp
index 417a6f242..8c74db43b 100644
--- a/contents/tree_traversal/code/clisp/tree-traversal.lisp
+++ b/contents/tree_traversal/code/clisp/tree-traversal.lisp
@@ -58,36 +58,41 @@
 (defun make-tree (num-rows num-child)
   "Creates a simple tree, where every node has 'num-child' children and is 'num-rows' deep."
   ;; A tree with 0 rows can't be created.
-  (if (eql num-rows 1)
+  (if (eql num-rows 0)
       (make-node
-       :data 1
+       :data 0
        :children nil)
       (make-node
        :data num-rows
        :children (loop repeat num-child collect (make-tree (1- num-rows) num-child)))))
 
 ;; A tree for testing
-(defvar tree (make-tree 3 3))
+(defvar tree (make-tree 2 3))
 
 ;; A binary tree for testing
 (defvar binary-tree (make-tree 3 2))
 
 ;; Should print: 3 2 1 1 1 2 1 1 1 2 1 1 1
+(format t "[#]~%Recursive DFS:~%")
 (dfs-recursive tree)
 (format t "~%")
 
 ;; Should print: 1 1 1 2 1 1 1 2 1 1 1 2 3
+(format t "[#]~%Recursive Postorder DFS:~%")
 (dfs-recursive-postorder tree)
 (format t "~%")
 
-;; Should print: 1 2 1 3 1 2 1
-(dfs-recursive-inorder-btree binary-tree)
-(format t "~%")
-
 ;; Should print: 3 2 1 1 1 2 1 1 1 2 1 1 1
+(format t "[#]~%Stack-based DFS:~%")
 (dfs-stack tree)
 (format t "~%")
 
 ;; Should print: 3 2 2 2 1 1 1 1 1 1 1 1 1
+(format t "[#]~%Queue-based BFS:~%")
 (bfs-queue tree)
 (format t "~%")
+
+;; Should print: 1 2 1 3 1 2 1
+(format t "[#]~%Recursive Inorder DFS for Binary Tree:~%")
+(dfs-recursive-inorder-btree binary-tree)
+(format t "~%")
diff --git a/contents/tree_traversal/code/coconut/tree_traversal.coco b/contents/tree_traversal/code/coconut/tree_traversal.coco
index c7433fea2..776708f6e 100644
--- a/contents/tree_traversal/code/coconut/tree_traversal.coco
+++ b/contents/tree_traversal/code/coconut/tree_traversal.coco
@@ -50,8 +50,8 @@ def bfs_queue(node is Node):
 def create_tree(num_rows, num_child):
     """Creates a simple tree, where every node has
     'num_child' children and is 'num_rows' deep."""
-    if num_rows == 1:
-        return Node(1, ())
+    if num_rows == 0:
+        return Node(0, ())
     else:
         return Node(num_rows, tuple(create_tree(num_rows-1, num_child)
                                     for _ in range(num_child)))
@@ -59,33 +59,28 @@ def create_tree(num_rows, num_child):
 
 if __name__ =='__main__':
     # A ternary tree for testing
-    tree = create_tree(3, 3)
+    tree = create_tree(2, 3)
 
-    # Should print: 3 2 1 1 1 2 1 1 1 2 1 1 1
-    print("Recursive DFS:")
+    print("[#]\nRecursive DFS:")
     dfs_recursive(tree)
     print()
 
-    # Should print: 1 1 1 2 1 1 1 2 1 1 1 2 3
-    print("Recursive Postorder DFS:")
+    print("[#]\nRecursive Postorder DFS:")
     dfs_recursive_postorder(tree)
     print()
 
-    # Should print: 3 2 1 1 1 2 1 1 1 2 1 1 1
-    print("Stack (DFS):")
+    print("[#]\nStack-based DFS:")
     dfs_stack(tree)
     print()
 
-    # Should print: 3 2 2 2 1 1 1 1 1 1 1 1 1
-    print("Queue (BFS):")
+    print("[#]\nQueue-based BFS:")
     bfs_queue(tree)
     print()
 
     # And a binary tree for testing
     binary_tree = create_tree(3, 2)
 
-    # Should print: 1 2 1 3 1 2 1
-    print("Recursive Inorder Binary Tree:")
+    print("[#]\nRecursive Inorder DFS for Binary Tree:")
     dfs_recursive_inorder_btree(binary_tree)
     print()
 
diff --git a/contents/tree_traversal/code/crystal/tree-traversal.cr b/contents/tree_traversal/code/crystal/tree-traversal.cr
index e3556d8eb..e63dbbb7e 100644
--- a/contents/tree_traversal/code/crystal/tree-traversal.cr
+++ b/contents/tree_traversal/code/crystal/tree-traversal.cr
@@ -5,26 +5,26 @@ class Node
 end 
 
 def dfs_recursive(node) 
-  print node.id
+  print "#{node.id} "
   node.children.each{ |child| dfs_recursive child } 
 end
 
 def dfs_recursive_postorder(node) 
   node.children.each{ |child| dfs_recursive_postorder child }
-  print node.id 
+  print "#{node.id} "
 end 
 
 def dfs_recursive_inorder_btree(node) 
   case node.children.size
   when 2
     dfs_recursive_inorder_btree node.children[0]
-    print node.id 
+    print "#{node.id} "
     dfs_recursive_inorder_btree node.children[1]  
   when 1 
     dfs_recursive_inorder_btree node.children[0]
-    print node.id 
+    print "#{node.id} "
   when 0 
-    print node.id 
+    print "#{node.id} "
   else 
     print "Not a binary tree!"
   end 
@@ -35,7 +35,7 @@ def dfs_stack(node)
 
   until stack.empty? 
     temp = stack.pop 
-    print temp.id
+    print "#{temp.id} "
     temp.children.each{ |child| stack.push child } 
   end 
 end 
@@ -45,7 +45,7 @@ def bfs_queue(node)
 
   until queue.empty? 
     temp = queue.shift
-    print temp.id 
+    print "#{temp.id} "
     temp.children.each{ |child| queue.push child }
   end  
 end 
@@ -60,54 +60,28 @@ def create_tree(levels, num_childs)
   Node.new(levels, children) 
 end
 
-def print_tree(node, depth = [] of String) 
-  puts "(#{node.id})"
-  depth.push " " 
-  len = node.children.size - 1
-
-  (0 .. len).each do |i|
-    depth.each{|c| print c} 
-    unless i == len 
-      print "├" 
-      depth.push "│"
-      print_tree node.children[i], depth
-      depth.pop 
-    else 
-      print "└"
-      depth.push " " 
-      print_tree node.children[i], depth
-      depth.pop
-    end 
-  end 
-  depth.pop 
-end 
-
 def main 
-  puts "Creating Tree" 
   root = create_tree levels: 2, num_childs: 3
-  print_tree root 
 
-  puts "Using recursive DFS:"
+  puts "[#]\nRecursive DFS:"
   dfs_recursive root
   puts  
 
-  puts "Using recursive DFS with post-order traversal:" 
+  puts "[#]\nRecursive Postorder DFS:" 
   dfs_recursive_postorder root 
   puts  
 
-  puts "Using stack-based DFS:"
+  puts "[#]\nStack-based DFS:"
   dfs_stack root 
   puts  
 
-  puts "Using queue-based BFS:"
+  puts "[#]\nQueue-based BFS:"
   bfs_queue root 
   puts  
 
-  puts "Creating binary tree to test in-order traversal"
   root_bin = create_tree levels: 3, num_childs: 2
-  print_tree root_bin 
 
-  puts "Using In-order DFS:"
+  puts "[#]\nRecursive Inorder DFS for Binary Tree:"
   dfs_recursive_inorder_btree root_bin
   puts
 end 
diff --git a/contents/tree_traversal/code/csharp/Program.cs b/contents/tree_traversal/code/csharp/Program.cs
index aa2df0485..4308794dd 100644
--- a/contents/tree_traversal/code/csharp/Program.cs
+++ b/contents/tree_traversal/code/csharp/Program.cs
@@ -7,23 +7,27 @@ class Program
     {
         static void Main(string[] args)
         {
-            Console.WriteLine("TreeTraversal");
-            var tree = new Tree(3, 3);
-            Console.WriteLine("DFSRecursive:");
+            var tree = new Tree(2, 3);
+            Console.WriteLine("[#]\nRecursive DFS:");
             tree.DFSRecursive();
-            Console.WriteLine("DFSStack:");
+            Console.WriteLine();
+
+            Console.WriteLine("[#]\nRecursive Postorder DFS:");
+            tree.DFSRecursivePostorder();
+            Console.WriteLine();
+
+            Console.WriteLine("[#]\nStack-based DFS:");
             tree.DFSStack();
-            Console.WriteLine("BFSQueue:");
+            Console.WriteLine();
+
+            Console.WriteLine("[#]\nQueue-based BFS:");
             tree.BFSQueue();
-            Console.WriteLine("DFSRecursivePostorder");
-            tree.DFSRecursivePostorder();
+            Console.WriteLine();
 
-            // Uncommenting the following 2 lines will result in an exception thrown because at least one Node of the Tree has more than 2 children and therefor a DFSRecursiveInorderBinary doesn't work.
-            // Console.WriteLine("DFSRecursiveInorder (fail)");
-            // tree.DFSRecursiveInorderBinary();
             tree = new Tree(3, 2);
-            Console.WriteLine("DFSRecursiveInorder (succeed)");
+            Console.WriteLine("[#]\nRecursive Inorder DFS for Binary Tree:");
             tree.DFSRecursiveInorderBinary();
+            Console.WriteLine();
         }
     }
 }
diff --git a/contents/tree_traversal/code/csharp/Tree.cs b/contents/tree_traversal/code/csharp/Tree.cs
index e38be26fc..f581008d7 100644
--- a/contents/tree_traversal/code/csharp/Tree.cs
+++ b/contents/tree_traversal/code/csharp/Tree.cs
@@ -11,12 +11,12 @@ public class Tree
 
         public Tree(int depthCount, int childrenCount)
         {
-            this.Id = 1;
+            this.Id = depthCount;
 
-            if (!(depthCount <= 1))
+            if (depthCount > 0)
             {
                 for (int i = 0; i < childrenCount; i++)
-                    this._children.Add(new Tree(this.Id * 10 + i + 1, depthCount - 1, childrenCount));
+                    this._children.Add(new Tree(depthCount - 1, childrenCount));
             }
         }
 
@@ -37,7 +37,7 @@ public void DFSRecursive()
 
             void DFSRecursive(Tree tree)
             {
-                Console.WriteLine(tree.Id);
+                Console.Write(tree.Id + " ");
 
                 foreach (var c in tree._children)
                     DFSRecursive(c);
@@ -53,7 +53,7 @@ void DFSRecursivePostorder(Tree tree)
                 foreach (var c in tree._children)
                     DFSRecursivePostorder(c);
 
-                Console.WriteLine(tree.Id);
+                Console.Write(tree.Id + " ");
             }
         }
 
@@ -70,11 +70,11 @@ void DFSRecursiveInorderBinary(Tree tree)
                 if (tree._children.Count > 0)
                 {
                     DFSRecursiveInorderBinary(tree._children[0]);
-                    Console.WriteLine(tree.Id);
+                    Console.Write(tree.Id + " ");
                     DFSRecursiveInorderBinary(tree._children[1]);
                 }
                 else
-                    Console.WriteLine(tree.Id);
+                    Console.Write(tree.Id + " ");
             }
         }
 
@@ -85,7 +85,7 @@ public void DFSStack()
 
             while (stack.Count != 0)
             {
-                Console.WriteLine(stack.Peek().Id);
+                Console.Write(stack.Peek().Id + " ");
                 var temp = stack.Pop();
 
                 foreach (var c in temp._children)
@@ -100,7 +100,7 @@ public void BFSQueue()
 
             while (queue.Count != 0)
             {
-                Console.WriteLine(queue.Peek().Id);
+                Console.Write(queue.Peek().Id + " ");
                 var temp = queue.Dequeue();
 
                 foreach (var c in temp._children)
diff --git a/contents/tree_traversal/code/csharp/code.csproj b/contents/tree_traversal/code/csharp/code.csproj
new file mode 100644
index 000000000..98c5e6713
--- /dev/null
+++ b/contents/tree_traversal/code/csharp/code.csproj
@@ -0,0 +1,9 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+    <PropertyGroup>
+        <OutputType>Exe</OutputType>
+        <TargetFramework>net5.0</TargetFramework>
+        <GenerateAssemblyInfo>false</GenerateAssemblyInfo>
+    </PropertyGroup>
+
+</Project>
diff --git a/contents/tree_traversal/code/golang/treetraversal.go b/contents/tree_traversal/code/golang/treetraversal.go
index 548f552f7..fb5142712 100644
--- a/contents/tree_traversal/code/golang/treetraversal.go
+++ b/contents/tree_traversal/code/golang/treetraversal.go
@@ -8,7 +8,7 @@ type node struct {
 }
 
 func dfsRecursive(n *node) {
-	fmt.Println(n.id)
+    fmt.Printf("%d ", n.id)
 	for _, child := range n.children {
 		dfsRecursive(child)
 	}
@@ -16,22 +16,22 @@ func dfsRecursive(n *node) {
 
 func dfsRecursivePostorder(n *node) {
 	for _, child := range n.children {
-		dfsRecursive(child)
+		dfsRecursivePostorder(child)
 	}
-	fmt.Println(n.id)
+	fmt.Printf("%d ", n.id)
 }
 
 func dfsRecursiveInorderBtree(n *node) {
 	switch len(n.children) {
 	case 2:
 		dfsRecursiveInorderBtree(n.children[0])
-		fmt.Println(n.id)
+		fmt.Printf("%d ", n.id)
 		dfsRecursiveInorderBtree(n.children[1])
 	case 1:
 		dfsRecursiveInorderBtree(n.children[0])
-		fmt.Println(n.id)
+		fmt.Printf("%d ", n.id)
 	case 0:
-		fmt.Println(n.id)
+		fmt.Printf("%d ", n.id)
 	default:
 		fmt.Println("This is not a binary tree")
 	}
@@ -43,7 +43,7 @@ func dfsStack(n *node) {
 	for len(stack) > 0 {
 		cur := stack[0]
 		stack = stack[1:]
-		fmt.Println(cur.id)
+		fmt.Printf("%d ", cur.id)
 		stack = append(cur.children, stack...)
 	}
 }
@@ -54,7 +54,7 @@ func bfsQueue(n *node) {
 	for len(queue) > 0 {
 		cur := queue[0]
 		queue = queue[1:]
-		fmt.Println(cur.id)
+		fmt.Printf("%d ", cur.id)
 		queue = append(queue, cur.children...)
 	}
 }
@@ -74,17 +74,27 @@ func createTree(numRow, numChild int) *node {
 }
 
 func main() {
-	root := createTree(3, 3)
+	root := createTree(2, 3)
 	binTree := createTree(3, 2)
 
-	fmt.Println("DFS recursive:")
+    fmt.Println("[#]\nRecursive DFS:")
 	dfsRecursive(root)
-	fmt.Println("DFS post order recursive:")
+    fmt.Println()
+
+    fmt.Println("[#]\nRecursive Postorder DFS:")
 	dfsRecursivePostorder(root)
-	fmt.Println("DFS inorder binary tree:")
-	dfsRecursiveInorderBtree(binTree)
-	fmt.Println("DFS stack:")
+    fmt.Println()
+
+    fmt.Println("[#]\nStack-based DFS:")
 	dfsStack(root)
-	fmt.Println("BFS queue:")
+    fmt.Println()
+
+    fmt.Println("[#]\nQueue-based BFS:")
 	bfsQueue(root)
+    fmt.Println()
+
+    fmt.Println("[#]\nRecursive Inorder DFS for Binary Tree:")
+	dfsRecursiveInorderBtree(binTree)
+    fmt.Println()
+
 }
diff --git a/contents/tree_traversal/code/haskell/TreeTraversal.hs b/contents/tree_traversal/code/haskell/TreeTraversal.hs
index 389dc0900..1f9d27db8 100644
--- a/contents/tree_traversal/code/haskell/TreeTraversal.hs
+++ b/contents/tree_traversal/code/haskell/TreeTraversal.hs
@@ -1,7 +1,8 @@
 data Tree a = Node
-  { node :: a
-  , forest :: [Tree a]
-  } deriving (Show)
+  { node :: a,
+    forest :: [Tree a]
+  }
+  deriving (Show)
 
 dfs :: Tree a -> [a]
 dfs (Node x ts) = x : concatMap dfs ts
@@ -19,7 +20,7 @@ dfsStack :: Tree a -> [a]
 dfsStack t = go [t]
   where
     go [] = []
-    go ((Node x ts):stack) = x : go (ts ++ stack)
+    go ((Node x ts) : stack) = x : go (ts ++ stack)
 
 bfs :: Tree a -> [a]
 bfs (Node x ts) = x : go ts
@@ -27,26 +28,22 @@ bfs (Node x ts) = x : go ts
     go [] = []
     go ts = map node ts ++ go (concatMap forest ts)
 
-toBin :: Tree a -> Tree a
-toBin (Node x ts) = Node x (map toBin $ take 2 ts)
+createTree :: Int -> Int -> Tree Int
+createTree 0 _ = Node 0 []
+createTree numRow numChild = Node numRow children
+  where
+    children = map (createTree (numRow - 1)) $ replicate numChild numChild
 
 main = do
-  print $ dfs testTree
-  print $ dfsPostOrder testTree
-  print $ dfsInOrder $ toBin testTree
-  print $ dfsStack testTree
-  print $ bfs testTree
-
-testTree :: Tree Int
-testTree =
-  Node
-    1
-    [ Node 2 [Node 3 [], Node 4 [Node 5 []]]
-    , Node
-        6
-        [ Node 7 []
-        , Node 8 [Node 9 [Node 10 [Node 11 []], Node 12 []]]
-        , Node 13 [Node 14 []]
-        ]
-    , Node 15 []
-    ]
+  let testTree = createTree 2 3
+      showNodes = unwords . map show
+  putStrLn "[#]\nRecursive DFS:"
+  putStrLn $ showNodes $ dfs testTree
+  putStrLn "[#]\nRecursive Postorder DFS:"
+  putStrLn $ showNodes $ dfsPostOrder testTree
+  putStrLn "[#]\nStack-based DFS:"
+  putStrLn $ showNodes $ dfsStack testTree
+  putStrLn "[#]\nQueue-based BFS:"
+  putStrLn $ showNodes $ bfs testTree
+  putStrLn "[#]\nRecursive Inorder DFS for Binary Tree:"
+  putStrLn $ showNodes $ dfsInOrder $ createTree 3 2
diff --git a/contents/tree_traversal/code/java/MainClass.java b/contents/tree_traversal/code/java/MainClass.java
new file mode 100644
index 000000000..d7c062c03
--- /dev/null
+++ b/contents/tree_traversal/code/java/MainClass.java
@@ -0,0 +1,34 @@
+//submitted by xam4lor
+public class MainClass {
+    public static void main(String[] args) {
+        Tree tree = new Tree(2, 3);
+
+        System.out.println("[#]\nRecursive DFS:");
+        tree.dfsRecursive();
+        System.out.println();
+
+        System.out.println("[#]\nRecursive Postorder DFS:");
+        tree.dfsRecursivePostOrder();
+        System.out.println();
+
+
+        System.out.println("[#]\nStack-based DFS:");
+        tree.dfsStack();
+        System.out.println();
+
+
+        System.out.println("[#]\nQueue-based BFS:");
+        tree.bfsQueue();
+        System.out.println();
+
+
+        // Uncommenting the following 2 lines will result in an exception thrown because at least one Node of the Tree has more than 2 children and therefor a DFSRecursiveInorderBinary doesn't work.
+        //System.out.println("Using in-order binary recursive DFS : (fail)");
+        //tree.dfsRecursiveInOrderBinary();
+
+        tree = new Tree(3, 2);
+        System.out.println("[#]\nRecursive Inorder DFS for Binary Tree:");
+        tree.dfsRecursiveInOrderBinary();
+        System.out.println();
+    }
+}
diff --git a/contents/tree_traversal/code/java/Tree.java b/contents/tree_traversal/code/java/Tree.java
index b5c3d6542..93e508f6c 100644
--- a/contents/tree_traversal/code/java/Tree.java
+++ b/contents/tree_traversal/code/java/Tree.java
@@ -1,5 +1,5 @@
 import java.util.ArrayList;
-import java.util.PriorityQueue;
+import java.util.LinkedList;
 import java.util.Queue;
 import java.util.Stack;
 
@@ -8,8 +8,8 @@ public class Tree {
 
     public Tree(int rowCount, int childrenCount) {
         // this.root is the root node of the Tree
-        this.root = new Node(1);
-        this.createAllChildren(this.root, rowCount, childrenCount);
+        this.root = new Node(rowCount);
+        this.createAllChildren(this.root, rowCount-1, childrenCount);
     }
 
 
@@ -18,7 +18,7 @@ public void dfsRecursive() {
     }
 
     private void dfsRecursive(Node node) {
-        System.out.println(node.id);
+        System.out.print(node.id + " ");
 
         for (Node n : node.children) {
             dfsRecursive(n);
@@ -36,7 +36,7 @@ private void dfsRecursivePostOrder(Node node) {
         }
 
         // Here we are doing something ...
-        System.out.println(node.id);
+        System.out.print(node.id + " ");
     }
 
 
@@ -48,15 +48,15 @@ private void dfsRecursiveInOrderBinary(Node node) {
         switch (node.children.size()) {
             case 2:
                 dfsRecursiveInOrderBinary(node.children.get(0));
-                System.out.println(node.id);
+                System.out.print(node.id + " ");
                 dfsRecursiveInOrderBinary(node.children.get(1));
                 break;
             case 1:
                 dfsRecursiveInOrderBinary(node.children.get(0));
-                System.out.println(node.id);
+                System.out.print(node.id + " ");
                 break;
             case 0:
-                System.out.println(node.id);
+                System.out.print(node.id + " ");
                 break;
             default:
                 System.err.println("Not a binary tree at dfsRecursiveInOrderBinary()!");
@@ -71,7 +71,7 @@ public void dfsStack() {
         Node tmp;
 
         while (stack.size() != 0) {
-            System.out.println(stack.peek().id);
+            System.out.print(stack.peek().id + " ");
             tmp = stack.pop();
 
             for (Node c : tmp.children) {
@@ -81,11 +81,11 @@ public void dfsStack() {
     }
 
     public void bfsQueue() {
-        Queue<Node> queue = new PriorityQueue<Node>();
+        Queue<Node> queue = new LinkedList<Node>();
         queue.add(this.root);
 
         while (queue.size() != 0) {
-            System.out.println(queue.peek().id);
+            System.out.print(queue.peek().id + " ");
             Node temp = queue.poll(); // return null if the queue is empty
 
             if (temp != null) {
@@ -98,12 +98,12 @@ public void bfsQueue() {
 
 
     private void createAllChildren(Node node, int rowCount, int childrenCount) {
-        if (rowCount <= 1) {
+        if (rowCount < 0) {
            return; 
         }
 
         for (int i = 0; i < childrenCount; i++) {
-            node.children.add(new Node(node.id * 10 + i + 1));
+            node.children.add(new Node(rowCount));
             createAllChildren(node.children.get(i), rowCount - 1, childrenCount);
         }
     }
@@ -128,32 +128,34 @@ public int compareTo(Node other) {
     }
     
     public static void main(String[] args) {
-        System.out.println("Creating Tree");
-        Tree tree = new Tree(3, 3);
+        Tree tree = new Tree(2, 3);
 
-        System.out.println("Using recursive DFS :");
+        System.out.println("[#]\nRecursive DFS:");
         tree.dfsRecursive();
+        System.out.println();
 
-        System.out.println("Using stack-based DFS :");
+        System.out.println("[#]\nRecursive Postorder DFS:");
+        tree.dfsRecursivePostOrder();
+        System.out.println();
+
+
+        System.out.println("[#]\nStack-based DFS:");
         tree.dfsStack();
+        System.out.println();
 
-        System.out.println("Using queue-based BFS :");
-        tree.bfsQueue();
 
-        System.out.println("Using post-order recursive DFS :");
-        tree.dfsRecursivePostOrder();
+        System.out.println("[#]\nQueue-based BFS:");
+        tree.bfsQueue();
+        System.out.println();
 
 
         // Uncommenting the following 2 lines will result in an exception thrown because at least one Node of the Tree has more than 2 children and therefor a DFSRecursiveInorderBinary doesn't work.
-        System.out.println("Using in-order binary recursive DFS : (fail)");
-        tree.dfsRecursiveInOrderBinary();
+        //System.out.println("Using in-order binary recursive DFS : (fail)");
+        //tree.dfsRecursiveInOrderBinary();
 
         tree = new Tree(3, 2);
-        System.out.println("Using in-order binary recursive DFS : (succeed)");
+        System.out.println("[#]\nRecursive Inorder DFS for Binary Tree:");
         tree.dfsRecursiveInOrderBinary();
-
-
-        System.out.println("");
+        System.out.println();
     }
-    
 }
diff --git a/contents/tree_traversal/code/javascript/tree.js b/contents/tree_traversal/code/javascript/tree.js
index 6670fe739..1fbffa02a 100644
--- a/contents/tree_traversal/code/javascript/tree.js
+++ b/contents/tree_traversal/code/javascript/tree.js
@@ -14,7 +14,7 @@ function dfsPreorder(tree) {
     return;
   }
 
-  console.log(tree.id);
+  process.stdout.write(tree.id + " ");
   tree.children.forEach(dfsPreorder);
 }
 
@@ -24,7 +24,7 @@ function dfsPostorder(tree) {
   }
 
   tree.children.forEach(dfsPostorder);
-  console.log(tree.id);
+  process.stdout.write(tree.id + " ");
 }
 
 function dfsInorder(tree) {
@@ -54,7 +54,7 @@ function dfsIterative(tree) {
   const stack = [tree];
   while (stack.length > 0) {
     const current = stack.pop();
-    console.log(current.id);
+    process.stdout.write(current.id + " ");
     stack.push(...current.children);
   }
 }
@@ -63,13 +63,26 @@ function bfs(tree) {
   const queue = [tree];
   while (queue.length > 0) {
     const current = queue.shift();
-    console.log(current.id);
+    process.stdout.write(current.id + " ");
     queue.push(...current.children);
   }
 }
 
-const root = createTree(3, 3);
+const root = createTree(2, 3);
+console.log("[#]\nRecursive DFS:");
 dfsPreorder(root);
+console.log();
+console.log("[#]\nRecursive Postorder DFS:");
 dfsPostorder(root);
+console.log();
+console.log("[#]\nStack-based DFS:");
 dfsIterative(root);
+console.log();
+console.log("[#]\nQueue-based BFS:");
 bfs(root);
+console.log();
+const root_binary = createTree(3, 2);
+console.log("[#]\nRecursive Inorder DFS for Binary Tree:");
+dfsInorder(root_binary);
+console.log();
+
diff --git a/contents/tree_traversal/code/julia/Tree.jl b/contents/tree_traversal/code/julia/Tree.jl
index d44345e8d..7382fdad0 100644
--- a/contents/tree_traversal/code/julia/Tree.jl
+++ b/contents/tree_traversal/code/julia/Tree.jl
@@ -1,4 +1,4 @@
-using DataStructures
+using DataStructures, Printf
 
 struct Node
     children::Vector{Node}
@@ -8,7 +8,7 @@ end
 
 function DFS_recursive(n::Node)
     # Here we are doing something...
-    println(n.ID)
+    print(n.ID, " ")
 
     for child in n.children
         DFS_recursive(child)
@@ -22,7 +22,7 @@ function DFS_recursive_postorder(n::Node)
     end
 
     # Here we are doing something...
-    println(n.ID)
+    print(n.ID, " ")
 end
 
 # This assumes only 2 children, but accounts for other possibilities
@@ -30,13 +30,13 @@ function DFS_recursive_inorder_btree(n::Node)
 
     if (length(n.children) == 2)
         DFS_recursive_inorder_btree(n.children[1])
-        println(n.ID)
+        print(n.ID, " ")
         DFS_recursive_inorder_btree(n.children[2])
     elseif (length(n.children) == 1)
         DFS_recursive_inorder_btree(n.children[1])
-        println(n.ID)
+        print(n.ID, " ")
     elseif (length(n.children) == 0)
-        println(n.ID)
+        print(n.ID, " ")
     else
         println("Not a binary tree!")
     end
@@ -47,7 +47,7 @@ function DFS_stack(n::Node)
     push!(s, n)
 
     while(length(s) > 0)
-        println(first(s).ID)
+        print(top(s).ID, " ")
         temp = pop!(s)
         for child in temp.children
             push!(s, child)
@@ -60,7 +60,7 @@ function BFS_queue(n::Node)
     enqueue!(q, n)
 
     while(length(q) > 0)
-        println(first(q).ID)
+        print(first(q).ID, " ")
         temp = dequeue!(q)
         for child in temp.children
             enqueue!(q, child)
@@ -84,26 +84,28 @@ function create_tree(num_row::Int64, num_child::Int64)
 end
 
 function main()
-
-    println("Creating Tree")
     root = create_tree(2, 3)
 
-    println("Using recursive DFS:")
+    println("[#]\nRecursive DFS:")
     DFS_recursive(root);
+    println()
 
-    println("Using recursive DFS with post-order traversal:")
+    println("[#]\nRecursive Postorder DFS:")
     DFS_recursive_postorder(root);
+    println()
 
-    println("Using stack-based DFS:")
+    println("[#]\nStack-based DFS:")
     DFS_stack(root);
+    println()
 
-    println("Using queue-based BFS:")
+    println("[#]\nQueue-based BFS:")
     BFS_queue(root);
+    println()
 
-    println("Creating binary tree to test in-order traversal.")
     root_binary = create_tree(3,2)
-    println("Using In-order DFS:")
+    println("[#]\nRecursive Inorder DFS for Binary Tree:")
     DFS_recursive_inorder_btree(root_binary)
+    println()
 end
 
 main()
diff --git a/contents/tree_traversal/code/php/tree_traversal.php b/contents/tree_traversal/code/php/tree_traversal.php
index fde55046a..3c829977b 100644
--- a/contents/tree_traversal/code/php/tree_traversal.php
+++ b/contents/tree_traversal/code/php/tree_traversal.php
@@ -40,9 +40,7 @@ class TreeTraversal
 {
     public static function DFSRecursive(Tree $tree): void
     {
-        if ($tree->getId()) {
-            echo $tree->getId() . PHP_EOL;
-        }
+        echo $tree->getId() . ' ';
         foreach ($tree->getChildren() as $child) {
             static::DFSRecursive($child);
         }
@@ -53,7 +51,7 @@ public static function DFSRecursivePostorder(Tree $tree): void
         foreach ($tree->getChildren() as $child) {
             static::DFSRecursivePostorder($child);
         }
-        echo $tree->getId() . PHP_EOL;
+        echo $tree->getId() . ' ';
     }
 
     public static function DFSRecursiveInorderBinary(Tree $tree): void
@@ -61,15 +59,15 @@ public static function DFSRecursiveInorderBinary(Tree $tree): void
         switch (count($tree->getChildren())) {
             case 2:
                 static::DFSRecursiveInorderBinary($tree->getChildren()[0]);
-                echo $tree->getId() . PHP_EOL;
+                echo $tree->getId() . ' ';
                 static::DFSRecursiveInorderBinary($tree->getChildren()[1]);
                 break;
             case 1:
                 static::DFSRecursiveInorderBinary($tree->getChildren()[0]);
-                echo $tree->getId() . PHP_EOL;
+                echo $tree->getId() . ' ';
                 break;
             case 0:
-                echo $tree->getId() . PHP_EOL;
+                echo $tree->getId() . ' ';
                 break;
             default:
                 throw new InvalidArgumentException('Not a binary tree!');
@@ -83,7 +81,7 @@ public static function DFSStack(Tree $tree): void
         $temp = null;
 
         while (null !== ($temp = array_pop($stack))) {
-            echo $temp->getId() . PHP_EOL;
+            echo $temp->getId() . ' ';
             foreach ($temp->getChildren() as $child) {
                 $stack[] = $child;
             }
@@ -96,7 +94,7 @@ public static function DFSQueue(Tree $tree): void
         $temp = null;
 
         while (null !== ($temp = array_shift($stack))) {
-            echo $temp->getId() . PHP_EOL;
+            echo $temp->getId() . ' ';
             foreach ($temp->getChildren() as $child) {
                 $stack[] = $child;
             }
@@ -104,16 +102,13 @@ public static function DFSQueue(Tree $tree): void
     }
 }
 
-function generate_tree(int $numOfRows, int $numOfChildren, int $id = -1): Tree
+function generate_tree(int $numOfRows, int $numOfChildren): Tree
 {
-    if ($id === -1) {
-        $id = 1;
-    }
-    $node = new Tree($id);
+    $node = new Tree($numOfRows);
 
-    if ($numOfRows > 1) {
+    if ($numOfRows > 0) {
         for ($i = 0; $i < $numOfChildren; $i++) {
-            $child = generate_tree($numOfRows - 1, $numOfChildren, $id * 10 + $i + 1);
+            $child = generate_tree($numOfRows - 1, $numOfChildren);
             $node->addChild($child);
         }
     }
@@ -121,23 +116,28 @@ function generate_tree(int $numOfRows, int $numOfChildren, int $id = -1): Tree
     return $node;
 }
 
-$node = generate_tree(3, 3);
+$node = generate_tree(2, 3);
 
-echo 'DFS Recursive:' . PHP_EOL;
+echo '[#]' . PHP_EOL . 'Recursive DFS:' . PHP_EOL;
 TreeTraversal::DFSRecursive($node);
+echo PHP_EOL;
 
-echo 'DFS Recursive Postorder:' . PHP_EOL;
+echo '[#]' . PHP_EOL . 'Recursive Postorder DFS:' . PHP_EOL;
 TreeTraversal::DFSRecursivePostorder($node);
+echo PHP_EOL;
 
-echo 'DFS Stack:' . PHP_EOL;
+echo '[#]' . PHP_EOL . 'Stack-based DFS:' . PHP_EOL;
 TreeTraversal::DFSStack($node);
+echo PHP_EOL;
 
-echo 'DFS Queue:' . PHP_EOL;
+echo '[#]' . PHP_EOL . 'Queue-based BFS:' . PHP_EOL;
 TreeTraversal::DFSQueue($node);
+echo PHP_EOL;
 
 // If you want to try to run binary order on a non-binary tree,
 // comment out the generation of the new tree below.
 // If you do that, an exception will be thrown
 $node = generate_tree(3, 2);
-echo 'DFS Recursive Inorder Binary:' . PHP_EOL;
+echo '[#]' . PHP_EOL . 'Recursive Inorder DFS for Binary Tree:' . PHP_EOL;
 TreeTraversal::DFSRecursiveInorderBinary($node);
+echo PHP_EOL;
diff --git a/contents/tree_traversal/code/python/Tree_example.py b/contents/tree_traversal/code/python/Tree_example.py
deleted file mode 100644
index 67dd516a3..000000000
--- a/contents/tree_traversal/code/python/Tree_example.py
+++ /dev/null
@@ -1,99 +0,0 @@
-class Node:
-    def __init__(self):
-        self.data = None
-        self.children = []
-
-
-def create_tree(node, num_row, num_child):
-    node.data = num_row
-
-    if num_row > 0:
-        for i in range(num_child):
-            child = create_tree(Node(), num_row-1, num_child)
-            node.children.append(child)
-
-    return node
-
-
-def DFS_recursive(node):
-    if node.data != None:
-        print(node.data)
-
-    for child in node.children:
-        DFS_recursive(child)
-
-
-def DFS_recursive_postorder(node):
-    for child in node.children:
-        DFS_recursive_postorder(child)
-
-    if node.data != None:
-        print(node.data)
-
-
-# This assumes only 2 children, but accounts for other possibilities
-def DFS_recursive_inorder_btree(node):
-    if (len(node.children) == 2):
-        DFS_recursive_inorder_btree(node.children[0])
-        print(node.data)
-        DFS_recursive_inorder_btree(node.children[1])
-    elif (len(node.children) == 1):
-        DFS_recursive_inorder_btree(node.children[0])
-        print(node.data)
-    elif (len(node.children) == 0):
-        print(node.data)
-    else:
-        print("Not a binary tree!")
-
-
-def DFS_stack(node):
-    stack = []
-    stack.append(node)
-
-    temp = None
-
-    while len(stack) > 0:
-        print(stack[-1].data)
-        temp = stack.pop()
-
-        for child in temp.children:
-            stack.append(child)
-
-
-def BFS_queue(node):
-    queue = []
-    queue.append(node)
-
-    temp = None
-
-    while len(queue) > 0:
-        print(queue[0].data)
-        temp = queue.pop(0)
-
-        for child in temp.children:
-            queue.append(child)
-
-
-def main():
-    tree = create_tree(Node(), 3, 3)
-
-    print("Recursive:")
-    DFS_recursive(tree)
-
-    print("Recursive Postorder:")
-    DFS_recursive_postorder(tree)
-
-    print("Stack:")
-    DFS_stack(tree)
-
-    print("Queue:")
-    BFS_queue(tree)
-
-    binaryTree = create_tree(Node(), 3, 2)
-    
-    print("Recursive Inorder Binary Tree:")
-    DFS_recursive_inorder_btree(binaryTree)
-
-if __name__ == '__main__':
-    main()
-
diff --git a/contents/tree_traversal/code/python/tree_traversal.py b/contents/tree_traversal/code/python/tree_traversal.py
new file mode 100644
index 000000000..735837bdd
--- /dev/null
+++ b/contents/tree_traversal/code/python/tree_traversal.py
@@ -0,0 +1,103 @@
+class Node:
+    def __init__(self):
+        self.data = None
+        self.children = []
+
+def create_tree(node, num_row, num_child):
+    node.data = num_row
+
+    if num_row > 0:
+        for i in range(num_child):
+            child = create_tree(Node(), num_row-1, num_child)
+            node.children.append(child)
+
+    return node
+
+
+def dfs_recursive(node):
+    if node.data != None:
+        print(node.data, end=' ')
+
+    for child in node.children:
+        dfs_recursive(child)
+
+
+def dfs_recursive_postorder(node):
+    for child in node.children:
+        dfs_recursive_postorder(child)
+
+    if node.data != None:
+        print(node.data, end=' ')
+
+
+# This assumes only 2 children, but accounts for other possibilities
+def dfs_recursive_inorder_btree(node):
+    if len(node.children) == 2:
+        dfs_recursive_inorder_btree(node.children[0])
+        print(node.data, end=' ')
+        dfs_recursive_inorder_btree(node.children[1])
+    elif len(node.children) == 1:
+        dfs_recursive_inorder_btree(node.children[0])
+        print(node.data, end=' ')
+    elif len(node.children) == 0:
+        print(node.data, end=' ')
+    else:
+        print("Not a binary tree!")
+
+
+def dfs_stack(node):
+    stack = []
+    stack.append(node)
+
+    temp = None
+
+    while len(stack) > 0:
+        print(stack[-1].data, end=' ')
+        temp = stack.pop()
+
+        for child in temp.children:
+            stack.append(child)
+
+
+def bfs_queue(node):
+    queue = []
+    queue.append(node)
+
+    temp = None
+
+    while len(queue) > 0:
+        print(queue[0].data, end=' ')
+        temp = queue.pop(0)
+
+        for child in temp.children:
+            queue.append(child)
+
+
+def main():
+    tree = create_tree(Node(), 2, 3)
+
+    print("[#]\nRecursive DFS:")
+    dfs_recursive(tree)
+    print()
+
+    print("[#]\nRecursive Postorder DFS:")
+    dfs_recursive_postorder(tree)
+    print()
+
+    print("[#]\nStack-based DFS:")
+    dfs_stack(tree)
+    print()
+
+    print("[#]\nQueue-based BFS:")
+    bfs_queue(tree)
+    print()
+
+    binary_tree = create_tree(Node(), 3, 2)
+    
+    print("[#]\nRecursive Inorder DFS for Binary Tree:")
+    dfs_recursive_inorder_btree(binary_tree)
+    print()
+
+if __name__ == '__main__':
+    main()
+
diff --git a/contents/tree_traversal/code/rust/tree.rs b/contents/tree_traversal/code/rust/tree.rs
index f281e1a8c..60e833858 100644
--- a/contents/tree_traversal/code/rust/tree.rs
+++ b/contents/tree_traversal/code/rust/tree.rs
@@ -7,7 +7,7 @@ struct Node {
 }
 
 fn dfs_recursive(n: &Node) {
-    println!("{}", n.value);
+    print!("{} ", n.value);
 
     for child in &n.children {
         dfs_recursive(child);
@@ -19,22 +19,22 @@ fn dfs_recursive_postorder(n: &Node) {
         dfs_recursive_postorder(child);
     }
 
-    println!("{}", n.value);
+    print!("{} ", n.value);
 }
 
 fn dfs_recursive_inorder_btree(n: &Node) {
     match &n.children[..] {
         [left, right] => {
             dfs_recursive_inorder_btree(left);
-            println!("{}", n.value);
+            print!("{} ", n.value);
             dfs_recursive_inorder_btree(right);
         }
         [left] => {
             dfs_recursive_inorder_btree(left);
-            println!("{}", n.value);
+            print!("{} ", n.value);
         }
-        [] => println!("{}", n.value),
-        _ => println!("This is not a binary tree."),
+        [] => print!("{} ", n.value),
+        _ => print!("This is not a binary tree. "),
     }
 }
 
@@ -42,7 +42,7 @@ fn dfs_stack(n: &Node) {
     let mut stack = vec![n];
 
     while let Some(current) = stack.pop() {
-        println!("{}", current.value);
+        print!("{} ", current.value);
         stack.extend(&current.children);
     }
 }
@@ -52,7 +52,7 @@ fn bfs_queue(n: &Node) {
     queue.push_back(n);
 
     while let Some(current) = queue.pop_front() {
-        println!("{}", current.value);
+        print!("{} ", current.value);
         queue.extend(&current.children);
     }
 }
@@ -78,19 +78,24 @@ fn create_tree(num_row: u64, num_child: u64) -> Node {
 fn main() {
     let root = create_tree(2, 3);
 
-    println!("Recursive DFS:");
+    println!("[#]\nRecursive DFS:");
     dfs_recursive(&root);
+    println!();
 
-    println!("Stack DFS:");
+    println!("[#]\nRecursive Postorder DFS:");
+    dfs_recursive_postorder(&root);
+    println!();
+
+    println!("[#]\nStack-based DFS:");
     dfs_stack(&root);
+    println!();
 
-    println!("Queue BFS:");
+    println!("[#]\nQueue-based BFS:");
     bfs_queue(&root);
+    println!();
 
-    println!("Recursive post-order DFS:");
-    dfs_recursive_postorder(&root);
-
-    println!("Recursive in-order DFS BTree:");
+    println!("[#]\nRecursive Inorder DFS for Binary Tree:");
     let root_binary = create_tree(3, 2);
     dfs_recursive_inorder_btree(&root_binary);
+    println!();
 }
diff --git a/contents/tree_traversal/code/swift/tree.swift b/contents/tree_traversal/code/swift/tree.swift
index e286c8fb0..ae64315ec 100644
--- a/contents/tree_traversal/code/swift/tree.swift
+++ b/contents/tree_traversal/code/swift/tree.swift
@@ -22,7 +22,7 @@ func createTree(numRows: Int, numChildren: Int) -> Node {
 }
 
 func dfsRecursive(node: Node) {
-    print(node.value)
+    print(node.value, terminator:" ")
 
     for child in node.children! {
         dfsRecursive(node: child)
@@ -34,19 +34,19 @@ func dfsRecursivePostOrder(node: Node) {
         dfsRecursivePostOrder(node: child)
     }
 
-    print(node.value)
+    print(node.value, terminator:" ")
 }
 
 func dfsRecursiveInOrderBinary(node: Node) {
     if node.children?.count == 2 {
         dfsRecursiveInOrderBinary(node: node.children![0])
-        print(node.value)
+        print(node.value, terminator:" ")
         dfsRecursiveInOrderBinary(node: node.children![1])
     } else if node.children?.count == 1 {
         dfsRecursiveInOrderBinary(node: node.children![0])
-        print(node.value)
+        print(node.value, terminator:" ")
     } else if node.children?.count == 0 {
-        print(node.value)
+        print(node.value, terminator:" ")
     } else {
         print("Not a binary tree!")
     }
@@ -58,7 +58,7 @@ func dfsStack(node: Node) {
 
     while stack.count > 0 {
         temp = stack.popLast()!
-        print(temp.value)
+        print(temp.value, terminator:" ")
 
         for child in temp.children! {
             stack.append(child)
@@ -72,7 +72,7 @@ func bfsQueue(node: Node) {
 
     while queue.count > 0 {
         temp = queue.remove(at: 0)
-        print(temp.value)
+        print(temp.value, terminator:" ")
 
         for child in temp.children! {
             queue.append(child)
@@ -81,24 +81,29 @@ func bfsQueue(node: Node) {
 }
 
 func main() {
-    let root = createTree(numRows: 3, numChildren: 3)
+    let root = createTree(numRows: 2, numChildren: 3)
 
-    print("Using recursive DFS:")
+    print("[#]\nRecursive DFS:")
     dfsRecursive(node: root)
+    print()
     
-    print("Using recursive postorder DFS:")
+    print("[#]\nRecursive Postorder DFS:")
     dfsRecursivePostOrder(node: root)
+    print()
 
-    print("Using stack-based DFS:")
+    print("[#]\nStack-based DFS:")
     dfsStack(node: root)
+    print()
 
-    print("Using queue-based BFS:")
+    print("[#]\nQueue-based BFS:")
     bfsQueue(node: root)
+    print()
 
     let rootBinary = createTree(numRows: 3, numChildren: 2)
 
-    print("Using In-order DFS:")
+    print("[#]\nRecursive Inorder DFS for Binary Tree:")
     dfsRecursiveInOrderBinary(node: rootBinary)
+    print()
 }
 
 main()
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 6d6504760..94b9086a8 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -17,7 +17,7 @@ Trees are naturally recursive data structures, and because of this, we cannot ac
 [import:1-10, lang:"javascript"](code/javascript/tree.js)
 As a note, a `node` struct is not necessary in javascript, so this is an example of how a tree might be constructed.
 {% sample lang="py" %}
-[import:1-4, lang:"python"](code/python/Tree_example.py)
+[import:1-4, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/struct.svg" style="width:25%" />
@@ -64,7 +64,7 @@ Because of this, the most straightforward way to traverse the tree might be recu
 {% sample lang="js" %}
 [import:12-19, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import:18-23, lang:"python"](code/python/Tree_example.py)
+[import:17-22, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/dfs-pre.svg" style="width:40%" />
@@ -72,11 +72,11 @@ Because of this, the most straightforward way to traverse the tree might be recu
 {% sample lang="rs" %}
 [import:9-15 lang:"rust"](code/rust/tree.rs)
 {% sample lang="hs" %}
-[import:6-7, lang:"haskell"](code/haskell/TreeTraversal.hs)
+[import:7-8, lang:"haskell"](code/haskell/TreeTraversal.hs)
 {% sample lang="swift" %}
 [import:24-30, lang:"swift"](code/swift/tree.swift)
 {% sample lang="php" %}
-[import:41-49, lang:"php"](code/php/tree_traversal.php)
+[import:41-47, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:7-10, lang:"crystal"](code/crystal/tree-traversal.cr)
 {% sample lang="st" %}
@@ -120,7 +120,7 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="js" %}
 [import:21-28, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import:26-31, lang:"python"](code/python/Tree_example.py)
+[import:25-30, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/dfs-post.svg" style="width:40%" />
@@ -128,11 +128,11 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="rs" %}
 [import:17-24, lang:"rust"](code/rust/tree.rs)
 {% sample lang="hs" %}
-[import:9-10, lang:"haskell"](code/haskell/TreeTraversal.hs)
+[import:10-11, lang:"haskell"](code/haskell/TreeTraversal.hs)
 {% sample lang="swift" %}
 [import:32-38, lang:"swift"](code/swift/tree.swift)
 {% sample lang="php" %}
-[import:51-57, lang:"php"](code/php/tree_traversal.php)
+[import:49-55, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:12-15, lang:"crystal"](code/crystal/tree-traversal.cr)
 {% sample lang="st" %}
@@ -148,7 +148,7 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="m" %}
 [import:47-62, lang:"matlab"](code/matlab/tree.m)
 {% sample lang="coco" %}
-[import:11-15, lang:="coconut"](codo/coconut/tree_traversal.coco)
+[import:11-15, lang:="coconut"](code/coconut/tree_traversal.coco)
 {% endmethod %}
 
 <p>
@@ -171,7 +171,7 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 {% sample lang="js" %}
 [import:30-51, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import:34-46, lang:"python"](code/python/Tree_example.py)
+[import:34-45, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/dfs-in.svg" style="width:40%" />
@@ -179,11 +179,11 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 {% sample lang="rs" %}
 [import:25-40, lang:"rust"](code/rust/tree.rs)
 {% sample lang="hs" %}
-[import:12-16, lang:"haskell"](code/haskell/TreeTraversal.hs)
+[import:13-17, lang:"haskell"](code/haskell/TreeTraversal.hs)
 {% sample lang="swift" %}
 [import:40-53, lang:"swift"](code/swift/tree.swift)
 {% sample lang="php" %}
-[import:59-78, lang:"php"](code/php/tree_traversal.php)
+[import:57-76, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:17-31, lang:"crystal"](code/crystal/tree-traversal.cr)
 {% sample lang="st" %}
@@ -231,7 +231,7 @@ In code, it looks like this:
 {% sample lang="js" %}
 [import:53-60, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import:49-60, lang:"python"](code/python/Tree_example.py)
+[import:48-59, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/dfs-stack.svg" style="width:70%" />
@@ -239,11 +239,11 @@ In code, it looks like this:
 {% sample lang="rs" %}
 [import:41-48, lang:"rust"](code/rust/tree.rs)
 {% sample lang="hs" %}
-[import:18-22, lang:"haskell"](code/haskell/TreeTraversal.hs)
+[import:19-23, lang:"haskell"](code/haskell/TreeTraversal.hs)
 {% sample lang="swift" %}
 [import:55-67, lang:"swift"](code/swift/tree.swift)
 {% sample lang="php" %}
-[import:80-91, lang:"php"](code/php/tree_traversal.php)
+[import:78-89, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:33-41, lang:"crystal"](code/crystal/tree-traversal.cr)
 {% sample lang="st" %}
@@ -284,7 +284,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="js" %}
 [import:62-69, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import:63-75, lang:"python"](code/python/Tree_example.py)
+[import:62-72, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/bfs.svg" style="width:70%" />
@@ -292,11 +292,11 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="rs" %}
 [import:50-58, lang:"rust"](code/rust/tree.rs)
 {% sample lang="hs" %}
-[import:24-28, lang:"haskell"](code/haskell/TreeTraversal.hs)
+[import:25-29, lang:"haskell"](code/haskell/TreeTraversal.hs)
 {% sample lang="swift" %}
 [import:69-81, lang:"swift"](code/swift/tree.swift)
 {% sample lang="php" %}
-[import:93-104, lang:"php"](code/php/tree_traversal.php)
+[import:91-102, lang:"php"](code/php/tree_traversal.php)
 {% sample lang="crystal" %}
 [import:43-51, lang:"crystal"](code/crystal/tree-traversal.cr)
 {% sample lang="st" %}
@@ -345,7 +345,7 @@ Here is a video describing tree traversal:
 {% sample lang="js" %}
 [import, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import, lang:"python"](code/python/Tree_example.py)
+[import, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 
 The code snippets were taken from this [Scratch project](https://scratch.mit.edu/projects/174017753/)

From 83df0b9dbb32f5809b8aaf2c595455d62a556d39 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Tue, 26 Oct 2021 17:07:58 +0200
Subject: [PATCH 060/146] Partial removal (#905)

* removing partial implementations

* removing languages completely
---
 contents/cooley_tukey/cooley_tukey.md         |  6 ---
 .../verlet_integration/verlet_integration.md  | 40 -------------------
 2 files changed, 46 deletions(-)

diff --git a/contents/cooley_tukey/cooley_tukey.md b/contents/cooley_tukey/cooley_tukey.md
index d67d4dbd2..67309b5d2 100644
--- a/contents/cooley_tukey/cooley_tukey.md
+++ b/contents/cooley_tukey/cooley_tukey.md
@@ -81,8 +81,6 @@ For some reason, though, putting code to this transformation really helped me fi
 [import:7-13, lang:"haskell"](code/haskell/fft.hs)
 {% sample lang="py" %}
 [import:6-12, lang:"python"](code/python/fft.py)
-{% sample lang="scratch" %}
-[import:4-13, lang:"julia"](code/julia/fft.jl)
 {% sample lang="asm-x64" %}
 [import:15-74, lang:"asm-x64"](code/asm-x64/fft.s)
 {% sample lang="js" %}
@@ -136,8 +134,6 @@ In the end, the code looks like:
 [import:15-28, lang:"haskell"](code/haskell/fft.hs)
 {% sample lang="py" %}
 [import:15-26, lang:"python"](code/python/fft.py)
-{% sample lang="scratch" %}
-[import:16-32, lang:"julia"](code/julia/fft.jl)
 {% sample lang="asm-x64" %}
 [import:76-165, lang:"asm-x64"](code/asm-x64/fft.s)
 {% sample lang="js" %}
@@ -251,8 +247,6 @@ Note: I implemented this in Julia because the code seems more straightforward in
 [import, lang:"haskell"](code/haskell/fft.hs)
 {% sample lang="py" %}
 [import, lang:"python"](code/python/fft.py)
-{% sample lang="scratch" %}
-Some rather impressive scratch code was submitted by Jie and can be found here: https://scratch.mit.edu/projects/37759604/#editor
 {% sample lang="asm-x64" %}
 [import, lang:"asm-x64"](code/asm-x64/fft.s)
 {% sample lang="js" %}
diff --git a/contents/verlet_integration/verlet_integration.md b/contents/verlet_integration/verlet_integration.md
index 402a7ba1b..08fe4a4b3 100644
--- a/contents/verlet_integration/verlet_integration.md
+++ b/contents/verlet_integration/verlet_integration.md
@@ -42,15 +42,6 @@ Here is what it looks like in code:
 [import:1-10, lang:"python"](code/python/verlet.py)
 {% sample lang="hs" %}
 [import:14-21, lang:"haskell"](code/haskell/verlet.hs)
-{% sample lang="scratch" %}
-Unfortunately, this has not yet been implemented in scratch, so here's Julia code:
-[import:1-13, lang:"julia"](code/julia/verlet.jl)
-{% sample lang="m" %}
-Unfortunately, this has not yet been implemented in matlab, so here's Julia code:
-[import:1-13, lang:"julia"](code/julia/verlet.jl)
-{% sample lang="LabVIEW" %}
-Unfortunately, this has not yet been implemented in LabVIEW, so here's Julia code:
-[import:1-13, lang:"julia"](code/julia/verlet.jl)
 {% sample lang="js" %}
 [import:1-14, lang:"javascript"](code/javascript/verlet.js)
 {% sample lang="rs" %}
@@ -100,15 +91,6 @@ However, the error for this is $$\mathcal{O}(\Delta t)$$, which is quite poor, b
 [import:12-23, lang:"python"](code/python/verlet.py)
 {% sample lang="hs" %}
 [import:23-28, lang:"haskell"](code/haskell/verlet.hs)
-{% sample lang="scratch" %}
-Unfortunately, this has not yet been implemented in scratch, so here's Julia code:
-[import:15-31, lang:"julia"](code/julia/verlet.jl)
-{% sample lang="m" %}
-Unfortunately, this has not yet been implemented in matlab, so here's Julia code:
-[import:15-31, lang:"julia"](code/julia/verlet.jl)
-{% sample lang="LabVIEW" %}
-Unfortunately, this has not yet been implemented in LabVIEW, so here's Julia code:
-[import:15-31, lang:"julia"](code/julia/verlet.jl)
 {% sample lang="js" %}
 [import:16-32, lang:"javascript"](code/javascript/verlet.js)
 {% sample lang="rs" %}
@@ -172,15 +154,6 @@ Here is the velocity Verlet method in code:
 [import:25-34, lang:"python"](code/python/verlet.py)
 {% sample lang="hs" %}
 [import:30-35, lang:"haskell"](code/haskell/verlet.hs)
-{% sample lang="scratch" %}
-Unfortunately, this has not yet been implemented in scratch, so here's Julia code:
-[import:33-45, lang:"julia"](code/julia/verlet.jl)
-{% sample lang="m" %}
-Unfortunately, this has not yet been implemented in matlab, so here's Julia code:
-[import:33-45, lang:"julia"](code/julia/verlet.jl)
-{% sample lang="LabVIEW" %}
-Unfortunately, this has not yet been implemented in LabVIEW, so here's Julia code:
-[import:33-45, lang:"julia"](code/julia/verlet.jl)
 {% sample lang="js" %}
 [import:34-45, lang:"javascript"](code/javascript/verlet.js)
 {% sample lang="rs" %}
@@ -230,19 +203,6 @@ Both of these methods work simply by iterating timestep-by-timestep and can be w
 [import, lang:"python"](code/python/verlet.py)
 {% sample lang="hs" %}
 [import, lang:"haskell"](code/haskell/verlet.hs)
-{% sample lang="scratch" %}
-Submitted by Jie
-<p>
-    <img  class="center" src="code/scratch/verlet_scratch.png" />
-</p>
-Link: [https://scratch.mit.edu/projects/173039394/](https://scratch.mit.edu/projects/173039394/)
-{% sample lang="m" %}
-[import, lang:"matlab"](code/matlab/verlet.m)
-{% sample lang="LabVIEW" %}
-Submitted by P. Mekhail
-<p>
-    <img  class="center" src="code/labview/verlet_labview.png" />
-</p>
 {% sample lang="js" %}
 [import, lang:"javascript"](code/javascript/verlet.js)
 {% sample lang="rs" %}

From cfcfccccc95484aa19d76397f6788e3f7c7fca9a Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Tue, 26 Oct 2021 17:45:54 +0200
Subject: [PATCH 061/146] Added SCons compilation instructions (#885)

* Added C compilation to SCons (not all work, though)

* First fully functional version of the build system for C code

* Simplified SConstruct file

* Simplified SConscript files

SConscript files are now mostly universal for C programs.
Additionally, the build hierarchy is now flattened (executables under the language folder)

* fixing chapter to use split-op code (#888)

Removed the quantum_systems SConscript

* modified Dockerfile for ntindle

* Changed my name in CONTRIBUTORS.md

* apparently forgot an algorithm

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 .devcontainer/Dockerfile                      |  5 +++--
 .gitignore                                    |  7 +++++++
 CONTRIBUTORS.md                               |  2 +-
 SConscript                                    | 10 ++++++++++
 SConstruct                                    | 20 +++++++++++++++++++
 contents/IFS/code/c/SConscript                |  6 ++++++
 .../approximate_counting/code/c/SConscript    |  6 ++++++
 contents/barnsley/code/c/SConscript           |  6 ++++++
 contents/computus/code/c/SConscript           |  6 ++++++
 contents/cooley_tukey/code/c/SConscript       |  6 ++++++
 .../euclidean_algorithm/code/c/SConscript     |  6 ++++++
 contents/flood_fill/code/c/SConscript         |  6 ++++++
 .../forward_euler_method/code/c/SConscript    |  6 ++++++
 .../gaussian_elimination/code/c/SConscript    |  6 ++++++
 contents/graham_scan/code/c/SConscript        |  6 ++++++
 contents/huffman_encoding/code/c/SConscript   |  6 ++++++
 contents/jarvis_march/code/c/SConscript       |  6 ++++++
 .../monte_carlo_integration/code/c/SConscript |  6 ++++++
 .../split-operator_method/code/c/SConscript   |  6 ++++++
 .../stable_marriage_problem/code/c/SConscript |  6 ++++++
 contents/thomas_algorithm/code/c/SConscript   |  6 ++++++
 contents/tree_traversal/code/c/SConscript     |  6 ++++++
 contents/verlet_integration/code/c/SConscript |  6 ++++++
 23 files changed, 149 insertions(+), 3 deletions(-)
 create mode 100644 SConscript
 create mode 100644 SConstruct
 create mode 100644 contents/IFS/code/c/SConscript
 create mode 100644 contents/approximate_counting/code/c/SConscript
 create mode 100644 contents/barnsley/code/c/SConscript
 create mode 100644 contents/computus/code/c/SConscript
 create mode 100644 contents/cooley_tukey/code/c/SConscript
 create mode 100644 contents/euclidean_algorithm/code/c/SConscript
 create mode 100644 contents/flood_fill/code/c/SConscript
 create mode 100644 contents/forward_euler_method/code/c/SConscript
 create mode 100644 contents/gaussian_elimination/code/c/SConscript
 create mode 100644 contents/graham_scan/code/c/SConscript
 create mode 100644 contents/huffman_encoding/code/c/SConscript
 create mode 100644 contents/jarvis_march/code/c/SConscript
 create mode 100644 contents/monte_carlo_integration/code/c/SConscript
 create mode 100644 contents/split-operator_method/code/c/SConscript
 create mode 100644 contents/stable_marriage_problem/code/c/SConscript
 create mode 100644 contents/thomas_algorithm/code/c/SConscript
 create mode 100644 contents/tree_traversal/code/c/SConscript
 create mode 100644 contents/verlet_integration/code/c/SConscript

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 18af4df12..aec4ab153 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -6,7 +6,7 @@ FROM mcr.microsoft.com/vscode/devcontainers/base:0-${VARIANT}
 
 # [Optional] Uncomment this section to install additional OS packages.
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
-    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk rustc libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch
+    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk rustc libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev
 
 # Setup Crystal
 RUN echo 'deb http://download.opensuse.org/repositories/devel:/languages:/crystal/xUbuntu_20.04/ /' | sudo tee /etc/apt/sources.list.d/devel:languages:crystal.list
@@ -98,6 +98,7 @@ ENV PATH=$PATH:~/swift/usr/bin
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
     && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
 
-RUN pip install wheel matplotlib numpy coconut
+RUN pip install wheel matplotlib numpy coconut scons
 
 RUN sudo sh -c 'npm install -g typescript'
+
diff --git a/.gitignore b/.gitignore
index db26e0ad0..231da8ea1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -517,3 +517,10 @@ vscode/
 
 # aspell
 *.bak
+
+# SCons intermidiate files
+.sconsign.dblite
+*.o
+
+# SCons build directory
+build/
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 9b2c1b460..82f3c173a 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -51,7 +51,7 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Vincent Zalzal
 - Jonathan D B Van Schenck
 - James Goytia
-- Amaras
+- Sammy Plat 
 - Jonathan Dönszelmann
 - Ishaan Verma
 - Delphi1024
diff --git a/SConscript b/SConscript
new file mode 100644
index 000000000..be18b33d3
--- /dev/null
+++ b/SConscript
@@ -0,0 +1,10 @@
+from pathlib import Path
+
+Import('*')
+
+for p in Path('contents').iterdir():
+    if (q := (p / 'code')).exists():
+        for path in q.iterdir():
+            if path.stem in languages:
+                env.SConscript(path / 'SConscript', exports='env',
+                               must_exist=0)
diff --git a/SConstruct b/SConstruct
new file mode 100644
index 000000000..df000f732
--- /dev/null
+++ b/SConstruct
@@ -0,0 +1,20 @@
+"""
+SCons top-level build description (SConstruct) for the Arcane Algorithm Achive
+
+This provides Builder objects for each of the language implementations in the AAA; however, this work cannot be considered exhaustive until every language has been covered.
+
+Currently, the aim is to provide a way to compile or copy the implementation files to the build directory, as well as to provide ways to run them and capture their output.
+
+To run the compilation for all implmeentations in one language, e.g. Rust, run the command `scons build/c`, and the resulting executables will be available in the `cuild/c` directory, each in their respective algorithm directory, containing the executable."""
+
+from pathlib import Path
+
+env = Environment()
+
+# Add other languages here when you want to add language targets
+languages = ['c']
+
+env.C = env.Program
+
+SConscript('SConscript', exports='env languages')
+
diff --git a/contents/IFS/code/c/SConscript b/contents/IFS/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/IFS/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/approximate_counting/code/c/SConscript b/contents/approximate_counting/code/c/SConscript
new file mode 100644
index 000000000..34a951e7f
--- /dev/null
+++ b/contents/approximate_counting/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS='m')
diff --git a/contents/barnsley/code/c/SConscript b/contents/barnsley/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/barnsley/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/computus/code/c/SConscript b/contents/computus/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/computus/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/cooley_tukey/code/c/SConscript b/contents/cooley_tukey/code/c/SConscript
new file mode 100644
index 000000000..2cd13de37
--- /dev/null
+++ b/contents/cooley_tukey/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS=['m', 'fftw3'])
diff --git a/contents/euclidean_algorithm/code/c/SConscript b/contents/euclidean_algorithm/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/euclidean_algorithm/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/flood_fill/code/c/SConscript b/contents/flood_fill/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/flood_fill/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/forward_euler_method/code/c/SConscript b/contents/forward_euler_method/code/c/SConscript
new file mode 100644
index 000000000..34a951e7f
--- /dev/null
+++ b/contents/forward_euler_method/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS='m')
diff --git a/contents/gaussian_elimination/code/c/SConscript b/contents/gaussian_elimination/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/gaussian_elimination/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/graham_scan/code/c/SConscript b/contents/graham_scan/code/c/SConscript
new file mode 100644
index 000000000..34a951e7f
--- /dev/null
+++ b/contents/graham_scan/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS='m')
diff --git a/contents/huffman_encoding/code/c/SConscript b/contents/huffman_encoding/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/huffman_encoding/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/jarvis_march/code/c/SConscript b/contents/jarvis_march/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/jarvis_march/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/monte_carlo_integration/code/c/SConscript b/contents/monte_carlo_integration/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/monte_carlo_integration/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/split-operator_method/code/c/SConscript b/contents/split-operator_method/code/c/SConscript
new file mode 100644
index 000000000..2cd13de37
--- /dev/null
+++ b/contents/split-operator_method/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS=['m', 'fftw3'])
diff --git a/contents/stable_marriage_problem/code/c/SConscript b/contents/stable_marriage_problem/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/stable_marriage_problem/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/thomas_algorithm/code/c/SConscript b/contents/thomas_algorithm/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/thomas_algorithm/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/tree_traversal/code/c/SConscript b/contents/tree_traversal/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/tree_traversal/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/verlet_integration/code/c/SConscript b/contents/verlet_integration/code/c/SConscript
new file mode 100644
index 000000000..fd696f9ce
--- /dev/null
+++ b/contents/verlet_integration/code/c/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.C(f'#/build/c/{dirname}', Glob('*.c'))

From 4a81890603b389e5f281d8159e4cc441093859f8 Mon Sep 17 00:00:00 2001
From: Henrik Christensen <sensen1695@hotmail.com>
Date: Tue, 26 Oct 2021 18:19:52 +0200
Subject: [PATCH 062/146] c# tree traversal: fixed index out of range issue
 (#894)

---
 .../tree_traversal/code/csharp/Program.cs     |  1 -
 contents/tree_traversal/code/csharp/Tree.cs   | 34 +++++++++++--------
 contents/tree_traversal/tree_traversal.md     | 12 +++----
 3 files changed, 25 insertions(+), 22 deletions(-)

diff --git a/contents/tree_traversal/code/csharp/Program.cs b/contents/tree_traversal/code/csharp/Program.cs
index 4308794dd..0fc35c547 100644
--- a/contents/tree_traversal/code/csharp/Program.cs
+++ b/contents/tree_traversal/code/csharp/Program.cs
@@ -1,4 +1,3 @@
-// submitted by Julian Schacher (jspp)
 using System;
 
 namespace TreeTraversal
diff --git a/contents/tree_traversal/code/csharp/Tree.cs b/contents/tree_traversal/code/csharp/Tree.cs
index f581008d7..28df47c91 100644
--- a/contents/tree_traversal/code/csharp/Tree.cs
+++ b/contents/tree_traversal/code/csharp/Tree.cs
@@ -1,4 +1,3 @@
-// submitted by Julian Schacher (jspp)
 using System;
 using System.Collections.Generic;
 
@@ -11,23 +10,23 @@ public class Tree
 
         public Tree(int depthCount, int childrenCount)
         {
-            this.Id = depthCount;
+            Id = 1;
 
             if (depthCount > 0)
             {
                 for (int i = 0; i < childrenCount; i++)
-                    this._children.Add(new Tree(depthCount - 1, childrenCount));
+                    _children.Add(new Tree(Id * 10 + i + 1, depthCount - 1, childrenCount));
             }
         }
 
         private Tree(int id, int depthCount, int childrenCount)
         {
-            this.Id = id;
+            Id = id;
 
             if (!(depthCount <= 1))
             {
                 for (int i = 0; i < childrenCount; i++)
-                    this._children.Add(new Tree(this.Id * 10 + i + 1, depthCount - 1, childrenCount));
+                    _children.Add(new Tree(Id * 10 + i + 1, depthCount - 1, childrenCount));
             }
         }
 
@@ -61,20 +60,25 @@ public void DFSRecursiveInorderBinary()
         {
             DFSRecursiveInorderBinary(this);
 
-            // This assumes only 2 children
             void DFSRecursiveInorderBinary(Tree tree)
             {
-                if (tree._children.Count > 2)
-                    throw new Exception("Not binary tree!");
-
-                if (tree._children.Count > 0)
+                switch (tree._children.Count)
                 {
-                    DFSRecursiveInorderBinary(tree._children[0]);
-                    Console.Write(tree.Id + " ");
-                    DFSRecursiveInorderBinary(tree._children[1]);
+                    case 2:
+                        DFSRecursiveInorderBinary(tree._children[0]);
+                        Console.Write(tree.Id + " ");
+                        DFSRecursiveInorderBinary(tree._children[1]);
+                        break;
+                    case 1:
+                        DFSRecursiveInorderBinary(tree._children[0]);
+                        Console.Write(tree.Id + " ");
+                        break;
+                    case 0:
+                        Console.Write(tree.Id + " ");
+                        break;
+                    default:
+                        throw new Exception("Not binary tree!");
                 }
-                else
-                    Console.Write(tree.Id + " ");
             }
         }
 
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 94b9086a8..4b6c5b762 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -8,7 +8,7 @@ Trees are naturally recursive data structures, and because of this, we cannot ac
 {% sample lang="cpp" %}
 [import:12-15, lang:"cpp"](code/c++/tree_example.cpp)
 {% sample lang="cs" %}
-[import:7-11, lang:"csharp"](code/csharp/Tree.cs)
+[import:6-10, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
 [import:7-11, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
@@ -56,7 +56,7 @@ Because of this, the most straightforward way to traverse the tree might be recu
 {% sample lang="cpp" %}
 [import:17-24, lang:"cpp"](code/c++/tree_example.cpp)
 {% sample lang="cs" %}
-[import:34-45, lang:"csharp"](code/csharp/Tree.cs)
+[import:33-44, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
 [import:37-45, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
@@ -112,7 +112,7 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="cpp" %}
 [import:26-31, lang:"cpp"](code/c++/tree_example.cpp)
 {% sample lang="cs" %}
-[import:47-58, lang:"csharp"](code/csharp/Tree.cs)
+[import:46-57, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
 [import:47-53, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
@@ -163,7 +163,7 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 {% sample lang="cpp" %}
 [import:34-52 lang:"cpp"](code/c++/tree_example.cpp)
 {% sample lang="cs" %}
-[import:60-79, lang:"csharp"](code/csharp/Tree.cs)
+[import:59-83, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
 [import:55-73, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
@@ -223,7 +223,7 @@ In code, it looks like this:
 {% sample lang="cpp" %}
 [import:55-70, lang:"cpp"](code/c++/tree_example.cpp)
 {% sample lang="cs" %}
-[import:81-94, lang:"csharp"](code/csharp/Tree.cs)
+[import:85-98, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
 [import:75-93, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}
@@ -276,7 +276,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="cpp" %}
 [import:73-86, lang:"cpp"](code/c++/tree_example.cpp)
 {% sample lang="cs" %}
-[import:96-109, lang:"csharp"](code/csharp/Tree.cs)
+[import:100-113, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
 [import:95-113, lang:"c"](code/c/tree_traversal.c)
 {% sample lang="java" %}

From 91410d7ce05a6c0f673acbc72ca4c4bd08b392cb Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <dimitri@belopopsky.com>
Date: Tue, 2 Nov 2021 20:40:59 +0100
Subject: [PATCH 063/146] Add devcontainer setup for V lang

---
 .devcontainer/Dockerfile | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 18af4df12..34299941f 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -91,8 +91,9 @@ ENV PATH=$PATH:~/swift/usr/bin
 ## https://github.com/elm/compiler/blob/master/installers/linux/README.md
 
 # Setup V
-## https://github.com/vlang/v/blob/master/doc/docs.md
-
+RUN mkdir -p ~/vlang && wget https://github.com/vlang/v/releases/download/weekly.2021.44/v_linux.zip -O ~/vlang/vlang.zip && \
+    unzip ~/vlang/vlang.zip -d ~/vlang 
+ENV PATH=$PATH:~/vlang/v
 
 # Install the packages that needed extra help
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \

From 3a75d02df481f5d7f973f06b4ffb514acb5b7880 Mon Sep 17 00:00:00 2001
From: Eric Berquist <eric.berquist@gmail.com>
Date: Wed, 3 Nov 2021 11:26:34 -0400
Subject: [PATCH 064/146] Change Racket lang include from lisp to racket (#884)

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/euclidean_algorithm/euclidean_algorithm.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/contents/euclidean_algorithm/euclidean_algorithm.md b/contents/euclidean_algorithm/euclidean_algorithm.md
index 82aa64a2a..f44c3acb7 100644
--- a/contents/euclidean_algorithm/euclidean_algorithm.md
+++ b/contents/euclidean_algorithm/euclidean_algorithm.md
@@ -56,7 +56,7 @@ The algorithm is a simple way to find the *greatest common divisor* (GCD) of two
 {% sample lang="scala" %}
 [import:3-8, lang="scala"](code/scala/euclidean.scala)
 {% sample lang="racket" %}
-[import:3-14, lang="lisp"](code/racket/euclidean_algorithm.rkt)
+[import:3-14, lang="racket"](code/racket/euclidean_algorithm.rkt)
 {% sample lang="ruby" %}
 [import:8-19, lang="ruby"](code/ruby/euclidean.rb)
 {% sample lang="st" %}
@@ -146,7 +146,7 @@ Modern implementations, though, often use the modulus operator (%) like so
 {% sample lang="scala" %}
 [import:10-14, lang="scala"](code/scala/euclidean.scala)
 {% sample lang="racket" %}
-[import:16-24, lang="lisp"](code/racket/euclidean_algorithm.rkt)
+[import:16-24, lang="racket"](code/racket/euclidean_algorithm.rkt)
 {% sample lang="ruby" %}
 [import:1-6, lang="ruby"](code/ruby/euclidean.rb)
 {% sample lang="st" %}
@@ -252,7 +252,7 @@ and modulo method:
 {% sample lang="scala" %}
 [import, lang="scala"](code/scala/euclidean.scala)
 {% sample lang="racket" %}
-[import, lang="lisp"](code/racket/euclidean_algorithm.rkt)
+[import, lang="racket"](code/racket/euclidean_algorithm.rkt)
 {% sample lang="ruby" %}
 [import, lang="ruby"](code/ruby/euclidean.rb)
 {% sample lang="st" %}

From 174c4975ae1a244424b08b547e290345dd22b409 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Wed, 3 Nov 2021 19:46:39 +0100
Subject: [PATCH 065/146] Add devcontainer setup for VimL/Vim script (#912)

---
 .devcontainer/Dockerfile | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index eff8fd4da..ee273e5af 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -82,7 +82,8 @@ RUN mkdir -p ~/swift && wget https://swift.org/builds/swift-5.5-release/ubuntu20
 ENV PATH=$PATH:~/swift/usr/bin
 
 # Setup viml
-## ?
+# To run vim script commands use `/usr/bin/vim -c ":source %" <path_to_file>`
+RUN export DEBIAN_FRONTEND=noninteractive && apt-get -y install --no-install-recommends vim
 
 # Setup whitespace
 ## ?

From a3825b250d3eb0cab952af097b944361a777e0f4 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Sun, 7 Nov 2021 15:49:28 +0100
Subject: [PATCH 066/146] Add devcontainer setup for Elm and fix Euler Elm
 example (#911)

---
 .devcontainer/Dockerfile                      |   4 +-
 .../code/elm/elm-package.json                 |  20 -
 .../forward_euler_method/code/elm/elm.json    |  28 ++
 .../forward_euler_method/code/elm/euler.elm   | 332 ---------------
 .../code/elm/src/Euler.elm                    | 397 ++++++++++++++++++
 .../forward_euler_method.md                   |   6 +-
 6 files changed, 431 insertions(+), 356 deletions(-)
 delete mode 100644 contents/forward_euler_method/code/elm/elm-package.json
 create mode 100644 contents/forward_euler_method/code/elm/elm.json
 delete mode 100644 contents/forward_euler_method/code/elm/euler.elm
 create mode 100644 contents/forward_euler_method/code/elm/src/Euler.elm

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index ee273e5af..695b0ffbf 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -89,7 +89,9 @@ RUN export DEBIAN_FRONTEND=noninteractive && apt-get -y install --no-install-rec
 ## ?
 
 # Setup Elm
-## https://github.com/elm/compiler/blob/master/installers/linux/README.md
+RUN mkdir -p ~/elm && curl -L -o ~/elm/elm.gz https://github.com/elm/compiler/releases/download/0.19.1/binary-for-linux-64-bit.gz && \
+    gunzip ~/elm/elm.gz && chmod +x ~/elm/elm
+ENV PATH=$PATH:~/elm
 
 # Setup V
 RUN mkdir -p ~/vlang && wget https://github.com/vlang/v/releases/download/weekly.2021.44/v_linux.zip -O ~/vlang/vlang.zip && \
diff --git a/contents/forward_euler_method/code/elm/elm-package.json b/contents/forward_euler_method/code/elm/elm-package.json
deleted file mode 100644
index fccb4595b..000000000
--- a/contents/forward_euler_method/code/elm/elm-package.json
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-  "version": "1.0.0",
-  "summary": "helpful summary of your project, less than 80 characters",
-  "repository": "https://github.com/user/project.git",
-  "license": "BSD3",
-  "source-directories": [
-    "."
-  ],
-  "exposed-modules": [],
-  "dependencies": {
-    "CallumJHays/elm-sliders": "1.0.1 <= v < 2.0.0",
-    "elm-lang/core": "5.1.1 <= v < 6.0.0",
-    "elm-lang/html": "2.0.0 <= v < 3.0.0",
-    "elm-lang/mouse": "1.0.1 <= v < 2.0.0",
-    "elm-lang/svg": "2.0.0 <= v < 3.0.0",
-    "elm-lang/window": "1.0.1 <= v < 2.0.0",
-    "rtfeldman/hex": "1.0.0 <= v < 2.0.0"
-  },
-  "elm-version": "0.18.0 <= v < 0.19.0"
-}
diff --git a/contents/forward_euler_method/code/elm/elm.json b/contents/forward_euler_method/code/elm/elm.json
new file mode 100644
index 000000000..5eac761dd
--- /dev/null
+++ b/contents/forward_euler_method/code/elm/elm.json
@@ -0,0 +1,28 @@
+{
+    "type": "application",
+    "source-directories": [
+        "src"
+    ],
+    "elm-version": "0.19.1",
+    "dependencies": {
+        "direct": {
+            "bemyak/elm-slider": "1.0.0",
+            "elm/browser": "1.0.2",
+            "elm/core": "1.0.5",
+            "elm/html": "1.0.0",
+            "elm/json": "1.1.3",
+            "elm/svg": "1.0.1",
+            "elm/time": "1.0.0",
+            "rtfeldman/elm-hex": "1.0.0"
+        },
+        "indirect": {
+            "debois/elm-dom": "1.3.0",
+            "elm/url": "1.0.0",
+            "elm/virtual-dom": "1.0.2"
+        }
+    },
+    "test-dependencies": {
+        "direct": {},
+        "indirect": {}
+    }
+}
diff --git a/contents/forward_euler_method/code/elm/euler.elm b/contents/forward_euler_method/code/elm/euler.elm
deleted file mode 100644
index a8d8d3c89..000000000
--- a/contents/forward_euler_method/code/elm/euler.elm
+++ /dev/null
@@ -1,332 +0,0 @@
-module Euler exposing (..)
-
-import Html exposing (Html, div, button, text, h3)
-import Html.Attributes exposing (style)
-import Html.Events exposing (onClick, on)
-import Time exposing (Time, second)
-import Maybe exposing (withDefault)
-import Window exposing (Size, size)
-import Svg exposing (svg, circle, line, polyline)
-import Svg.Attributes exposing (width, height, stroke, x1, x2, y1, y2, cx, cy, r, points, fill)
-import Task exposing (perform)
-import Slider exposing (..)
-import Mouse
-import Json.Decode as Decode
-import Hex
-
-
-main =
-    Html.program
-        { init = init
-        , view = view
-        , update = update
-        , subscriptions = subscriptions
-        }
-
-
-
--- MODEL
-
-
-type alias Model =
-    { part : Particle
-    , dt : Time
-    , dt0 : Time
-    , t : Time
-    , status : Status
-    , wWidth : Int
-    , wHeight : Int
-    , history : List ( Time, Time, Particle )
-    , drag : Maybe Drag
-    }
-
-
-type alias Position =
-    Float
-
-
-type alias Velocity =
-    Float
-
-
-type alias Particle =
-    { pos : List Position, vel : List Velocity }
-
-
-type Status
-    = Idle
-    | Running
-
-
-type alias Drag =
-    { start : Position
-    , current : Position
-    }
-
-
-getX : Particle -> Position
-getX p =
-    withDefault 0 <| List.head <| .pos p
-
-
-getV : Particle -> Velocity
-getV p =
-    withDefault 0 <| List.head <| .vel p
-
-
-getX0 : Model -> Position
-getX0 m =
-    let
-        scale x =
-            3 - 6 * x / (toFloat m.wHeight)
-    in
-        case m.drag of
-            Nothing ->
-                getX m.part
-
-            Just { start, current } ->
-                getX m.part + scale current - scale start
-
-
-
--- INIT
-
-
-init : ( Model, Cmd Msg )
-init =
-    ( Model (Particle [ x0 ] [ 0 ]) 0.5 0.5 0 Idle 0 0 [] Nothing, perform GetSize size )
-
-
-x0 : Position
-x0 =
-    2.5
-
-
-
--- UPDATE
-
-
-type Msg
-    = Start
-    | Stop
-    | Tick Time
-    | GetSize Size
-    | SliderUpdate Float
-    | DragStart Mouse.Position
-    | DragAt Mouse.Position
-    | DragEnd Mouse.Position
-
-
-update : Msg -> Model -> ( Model, Cmd Msg )
-update msg model =
-    case msg of
-        Start ->
-            ( { model
-                | status = Running
-                , t = 0
-                , dt = model.dt0
-                , drag = Nothing
-              }
-            , Cmd.none
-            )
-
-        Stop ->
-            ( { model
-                | status = Idle
-                , part = Particle [ x0 ] [ 0 ]
-                , t = 0
-              }
-            , Cmd.none
-            )
-
-        Tick _ ->
-            case model.status of
-                Idle ->
-                    ( model, Cmd.none )
-
-                Running ->
-                    if model.t > 5 + model.dt then
-                        ( { model
-                            | status = Idle
-                            , part = Particle [ x0 ] [ 0 ]
-                            , history = ( model.dt, model.t, model.part ) :: model.history
-                            , t = 0
-                          }
-                        , Cmd.none
-                        )
-                    else
-                        ( { model
-                            | part = evolve model.part model.t model.dt
-                            , t = model.t + model.dt
-                          }
-                        , perform GetSize size
-                        )
-
-        GetSize s ->
-            ( { model | wWidth = s.width, wHeight = s.height * 8 // 10 }, Cmd.none )
-
-        SliderUpdate dt ->
-            ( { model | dt0 = dt }, Cmd.none )
-
-        DragStart { x, y } ->
-            case model.status of
-                Idle ->
-                    ( { model | drag = Just (Drag (toFloat y) (toFloat y)) }, Cmd.none )
-
-                Running ->
-                    ( model, Cmd.none )
-
-        DragAt { x, y } ->
-            ( { model | drag = Maybe.map (\{ start } -> Drag start (toFloat y)) model.drag }
-            , Cmd.none
-            )
-
-        DragEnd _ ->
-            ( { model
-                | drag = Nothing
-                , part = Particle [ getX0 model ] [ k * getX0 model ]
-              }
-            , Cmd.none
-            )
-
-
-k : Float
-k =
-    -2
-
-
-diffEq : Position -> Velocity -> Time -> Time -> ( Position, Velocity )
-diffEq x v t dt =
-    ( x + (k * x) * dt, k * (x + (k * x) * dt) )
-
-
-evolve : Particle -> Time -> Time -> Particle
-evolve p t dt =
-    let
-        ( x, v ) =
-            diffEq (getX p) (getV p) t dt
-    in
-        { p | pos = x :: p.pos, vel = v :: p.vel }
-
-
-
--- SUBSCRIPTIONS
-
-
-subscriptions : Model -> Sub Msg
-subscriptions model =
-    case model.drag of
-        Nothing ->
-            Time.every (model.dt * second) Tick
-
-        Just _ ->
-            Sub.batch [ Mouse.moves DragAt, Mouse.ups DragEnd ]
-
-
-
--- VIEW
-
-
-view : Model -> Html Msg
-view model =
-    div []
-        [ h3 [] [ text "Drag the ball up or down, pick a dt and click Start" ]
-        , h3 [ style [ ( "color", gradient model.dt0 ) ] ]
-            [ viewSlider
-            , text ("dt = " ++ toString model.dt0)
-            , button [ onClick Start ] [ text "Start" ]
-            , button [ onClick Stop ] [ text "Stop" ]
-            ]
-        , svg
-            [ width (toString model.wWidth)
-            , height (toString model.wHeight)
-            , stroke "black"
-            ]
-            ([ line
-                [ x1 "0"
-                , x2 (toString model.wWidth)
-                , y1 (toString (model.wHeight // 2))
-                , y2 (toString (model.wHeight // 2))
-                ]
-                []
-             , line
-                [ x1 (toString (model.wWidth // 20))
-                , x2 (toString (model.wWidth // 20))
-                , y1 "0"
-                , y2 (toString model.wHeight)
-                ]
-                []
-             , viewCircle model
-             ]
-                ++ (plotHistory model)
-            )
-        ]
-
-
-viewSlider : Html Msg
-viewSlider =
-    props2view [ MinVal 0, MaxVal 1, Step 0.01, onChange SliderUpdate ]
-
-
-scaleX : Int -> Position -> String
-scaleX h x =
-    toString (toFloat h / 2 * (1 - x / 3))
-
-
-scaleT : Int -> Time -> String
-scaleT w t =
-    toString (toFloat w * (0.05 + t / 5))
-
-
-viewCircle : Model -> Html Msg
-viewCircle m =
-    circle
-        [ cy (scaleX m.wHeight (getX0 m))
-        , cx (scaleT m.wWidth m.t)
-        , r "10"
-        , on "mousedown" (Decode.map DragStart Mouse.position)
-        ]
-        []
-
-
-plotPath : Int -> Int -> ( Time, Time, Particle ) -> String
-plotPath w h ( dt, tf, particle ) =
-    let
-        comb x ( t, s ) =
-            ( t - dt, s ++ (scaleT w t) ++ "," ++ (scaleX h x) ++ " " )
-    in
-        Tuple.second <| List.foldl comb ( tf, "" ) particle.pos
-
-
-plotHistory : Model -> List (Html Msg)
-plotHistory m =
-    let
-        ( w, h ) =
-            ( m.wWidth, m.wHeight )
-    in
-        List.map
-            (\( dt, t, p ) ->
-                polyline
-                    [ stroke "black"
-                    , fill "none"
-                    , stroke (gradient dt)
-                    , points (plotPath w h ( dt, t, p ))
-                    ]
-                    []
-            )
-            (( m.dt, m.t, m.part ) :: m.history)
-
-
-gradient : Time -> String
-gradient dt =
-    let
-        ( r, g, b ) =
-            ( round (255 * dt), 0, round (255 * (1 - dt)) )
-
-        col =
-            Hex.toString (256 * (256 * r + g) + b)
-    in
-        if String.length col < 6 then
-            "#" ++ String.repeat (6 - String.length col) "0" ++ col
-        else
-            "#" ++ col
diff --git a/contents/forward_euler_method/code/elm/src/Euler.elm b/contents/forward_euler_method/code/elm/src/Euler.elm
new file mode 100644
index 000000000..c9207d2de
--- /dev/null
+++ b/contents/forward_euler_method/code/elm/src/Euler.elm
@@ -0,0 +1,397 @@
+module Euler exposing (..)
+
+import Browser
+import Browser.Dom exposing (Viewport)
+import Browser.Events as Events
+import Hex
+import Html exposing (Html, button, div, h3, text)
+import Html.Attributes exposing (style)
+import Html.Events exposing (on, onClick)
+import Json.Decode as Decode exposing (Decoder)
+import Maybe
+import SingleSlider as Slider
+import Svg exposing (circle, line, polyline, svg)
+import Svg.Attributes exposing (cx, cy, fill, height, points, r, stroke, width, x1, x2, y1, y2)
+import Task
+import Time exposing (Posix)
+
+
+main : Platform.Program () Model Msg
+main =
+    Browser.element
+        { init = \() -> init
+        , view = view
+        , update = update
+        , subscriptions = subscriptions
+        }
+
+
+
+-- MODEL
+
+
+type alias Model =
+    { part : Particle
+    , dt : Time
+    , dt0 : Time
+    , t : Time
+    , status : Status
+    , wWidth : Float
+    , wHeight : Float
+    , history : List ( Time, Time, Particle )
+    , drag : Maybe Drag
+    , slider : Slider.Model
+    }
+
+
+x0 : Position
+x0 =
+    2.5
+
+
+init : ( Model, Cmd Msg )
+init =
+    ( { part = Particle [ x0 ] [ 0 ]
+      , dt = 0.25
+      , dt0 = 0.25
+      , t = 0
+      , status = Idle
+      , wWidth = 0
+      , wHeight = 0
+      , history = []
+      , drag = Nothing
+      , slider =
+            { min = 0
+            , max = 1
+            , step = 0.01
+            , value = 0.25
+            , minFormatter = \_ -> ""
+            , maxFormatter = \_ -> ""
+            , currentValueFormatter = \_ _ -> ""
+            , disabled = False
+            }
+      }
+    , Task.perform GetViewPort Browser.Dom.getViewport
+    )
+
+
+type alias Time =
+    Float
+
+
+type alias Position =
+    Float
+
+
+type alias Velocity =
+    Float
+
+
+type alias Particle =
+    { pos : List Position, vel : List Velocity }
+
+
+type Status
+    = Idle
+    | Running
+
+
+type alias Drag =
+    { start : Float
+    , current : Float
+    }
+
+
+getX : Particle -> Position
+getX p =
+    Maybe.withDefault 0 <| List.head <| .pos p
+
+
+getV : Particle -> Velocity
+getV p =
+    Maybe.withDefault 0 <| List.head <| .vel p
+
+
+getX0 : Model -> Position
+getX0 m =
+    let
+        scale x =
+            3 - 6 * x / m.wHeight
+    in
+    case m.drag of
+        Nothing ->
+            getX m.part
+
+        Just { start, current } ->
+            getX m.part + scale current - scale start
+
+
+resetParticle : Particle -> Particle
+resetParticle { pos, vel } =
+    case ( List.reverse pos, List.reverse vel ) of
+        ( x :: _, v :: _ ) ->
+            Particle [ x ] [ v ]
+
+        _ ->
+            Particle [ x0 ] [ 0 ]
+
+
+
+-- UPDATE
+
+
+type Msg
+    = Start
+    | Stop
+    | Tick Posix
+    | GetViewPort Viewport
+    | SliderUpdate Float
+    | SliderMsg Slider.Msg
+    | DragStart Float
+    | DragAt Float
+    | DragEnd Float
+
+
+update : Msg -> Model -> ( Model, Cmd Msg )
+update msg model =
+    case msg of
+        Start ->
+            ( { model
+                | status = Running
+                , t = 0
+                , dt = model.dt0
+                , drag = Nothing
+                , part = resetParticle model.part
+              }
+            , Cmd.none
+            )
+
+        Stop ->
+            ( { model
+                | status = Idle
+                , part = resetParticle model.part
+                , t = 0
+              }
+            , Cmd.none
+            )
+
+        Tick _ ->
+            case model.status of
+                Idle ->
+                    ( model, Cmd.none )
+
+                Running ->
+                    if model.t > 5 + model.dt then
+                        ( { model
+                            | status = Idle
+                            , part = Particle [ x0 ] [ 0 ]
+                            , history = ( model.dt, model.t, model.part ) :: model.history
+                            , t = 0
+                          }
+                        , Cmd.none
+                        )
+
+                    else
+                        ( { model
+                            | part = evolve model.part model.t model.dt
+                            , t = model.t + model.dt
+                          }
+                        , Task.perform GetViewPort Browser.Dom.getViewport
+                        )
+
+        GetViewPort { viewport } ->
+            ( { model | wWidth = viewport.width, wHeight = viewport.height * 8 / 10 }, Cmd.none )
+
+        SliderUpdate dt ->
+            ( { model | dt0 = dt }, Cmd.none )
+
+        SliderMsg sliderMsg ->
+            let
+                ( newSlider, cmd, updateResults ) =
+                    Slider.update sliderMsg model.slider
+
+                newModel =
+                    { model | slider = newSlider, dt0 = newSlider.value }
+
+                newCmd =
+                    if updateResults then
+                        Cmd.batch [ Cmd.map SliderMsg cmd, Cmd.none ]
+
+                    else
+                        Cmd.none
+            in
+            ( newModel, newCmd )
+
+        DragStart y ->
+            case model.status of
+                Idle ->
+                    ( { model | drag = Just (Drag y y) }, Cmd.none )
+
+                Running ->
+                    ( model, Cmd.none )
+
+        DragAt y ->
+            ( { model | drag = Maybe.map (\{ start } -> Drag start y) model.drag }
+            , Cmd.none
+            )
+
+        DragEnd _ ->
+            ( { model
+                | drag = Nothing
+                , part = Particle [ getX0 model ] [ k * getX0 model ]
+              }
+            , Cmd.none
+            )
+
+
+k : Float
+k =
+    -2
+
+
+diffEq : Position -> Velocity -> Time -> Time -> ( Position, Velocity )
+diffEq x _ _ dt =
+    ( x + (k * x) * dt, k * (x + (k * x) * dt) )
+
+
+evolve : Particle -> Time -> Time -> Particle
+evolve p t dt =
+    let
+        ( x, v ) =
+            diffEq (getX p) (getV p) t dt
+    in
+    { p | pos = x :: p.pos, vel = v :: p.vel }
+
+
+
+-- SUBSCRIPTIONS
+
+
+subscriptions : Model -> Sub Msg
+subscriptions model =
+    (Slider.subscriptions model.slider |> Sub.map SliderMsg)
+        :: (case model.drag of
+                Nothing ->
+                    [ Time.every (model.dt * 1000) Tick ]
+
+                Just _ ->
+                    [ Events.onMouseMove (Decode.map DragAt decodeMouseHeight)
+                    , Events.onMouseUp (Decode.map DragEnd decodeMouseHeight)
+                    ]
+           )
+        |> Sub.batch
+
+
+decodeMouseHeight : Decoder Float
+decodeMouseHeight =
+    Decode.field "pageY" Decode.float
+
+
+
+-- VIEW
+
+
+view : Model -> Html Msg
+view model =
+    div []
+        [ h3 [] [ text "Drag the ball up or down, pick a dt and click Start" ]
+        , h3 [ style "color" (gradient model.dt0) ]
+            [ viewSlider model.slider
+            , button [ onClick Start ] [ text "Start" ]
+            , button [ onClick Stop ] [ text "Stop" ]
+            , text ("dt = " ++ String.fromFloat model.dt0)
+            ]
+        , svg
+            [ width (String.fromFloat model.wWidth)
+            , height (String.fromFloat model.wHeight)
+            , stroke "black"
+            ]
+            ([ line
+                [ x1 "0"
+                , x2 (String.fromFloat model.wWidth)
+                , y1 (String.fromFloat (model.wHeight / 2))
+                , y2 (String.fromFloat (model.wHeight / 2))
+                ]
+                []
+             , line
+                [ x1 (String.fromFloat (model.wWidth / 20))
+                , x2 (String.fromFloat (model.wWidth / 20))
+                , y1 "0"
+                , y2 (String.fromFloat model.wHeight)
+                ]
+                []
+             , viewCircle model
+             ]
+                ++ plotHistory model
+            )
+        ]
+
+
+viewSlider : Slider.Model -> Html Msg
+viewSlider slider =
+    Slider.view slider |> Html.map SliderMsg
+
+
+scaleX : Float -> Position -> String
+scaleX h x =
+    String.fromFloat (h / 2 * (1 - x / 3))
+
+
+scaleT : Float -> Time -> String
+scaleT w t =
+    String.fromFloat (w * (0.05 + t / 5))
+
+
+viewCircle : Model -> Html Msg
+viewCircle m =
+    circle
+        [ cy (scaleX m.wHeight (getX0 m))
+        , cx (scaleT m.wWidth m.t)
+        , r "10"
+        , on "mousedown" (Decode.map DragStart decodeMouseHeight)
+        ]
+        []
+
+
+plotPath : Float -> Float -> ( Time, Time, Particle ) -> String
+plotPath w h ( dt, tf, particle ) =
+    let
+        comb x ( t, s ) =
+            ( t - dt, s ++ scaleT w t ++ "," ++ scaleX h x ++ " " )
+    in
+    Tuple.second <| List.foldl comb ( tf, "" ) particle.pos
+
+
+plotHistory : Model -> List (Html Msg)
+plotHistory m =
+    let
+        ( w, h ) =
+            ( m.wWidth, m.wHeight )
+    in
+    List.map
+        (\( dt, t, p ) ->
+            polyline
+                [ stroke "black"
+                , fill "none"
+                , stroke (gradient dt)
+                , points (plotPath w h ( dt, t, p ))
+                ]
+                []
+        )
+        (( m.dt, m.t, m.part ) :: m.history)
+
+
+gradient : Time -> String
+gradient dt =
+    let
+        ( r, g, b ) =
+            ( round (255 * dt), 0, round (255 * (1 - dt)) )
+
+        col =
+            Hex.toString (256 * (256 * r + g) + b)
+    in
+    if String.length col < 6 then
+        "#" ++ String.repeat (6 - String.length col) "0" ++ col
+
+    else
+        "#" ++ col
diff --git a/contents/forward_euler_method/forward_euler_method.md b/contents/forward_euler_method/forward_euler_method.md
index 175ef1337..d4aa7375c 100644
--- a/contents/forward_euler_method/forward_euler_method.md
+++ b/contents/forward_euler_method/forward_euler_method.md
@@ -116,11 +116,11 @@ Note that in this case, the velocity is directly given by the ODE and the accele
 {% sample lang="rs" %}
 [import, lang:"rust"](code/rust/euler.rs)
 {% sample lang="elm" %}
-[import:44-54, lang:"elm"](code/elm/euler.elm)
-[import:193-210, lang:"elm"](code/elm/euler.elm)
+[import:78-91, lang:"elm"](code/elm/src/Euler.elm)
+[import:236-252, lang:"elm"](code/elm/src/Euler.elm)
 
 Full code for the visualization follows:
-[import, lang:"elm"](code/elm/euler.elm)
+[import, lang:"elm"](code/elm/src/Euler.elm)
 
 {% sample lang="py" %}
 [import, lang:"python"](code/python/euler.py)

From 7fe5bfe9e5a7972916d4edc874165d498bcaacba Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Sun, 7 Nov 2021 16:25:18 +0100
Subject: [PATCH 067/146] Standardise code directory names (#920)

* Rename c++ directories to cpp

* Rename golang folders to go

* Change paths to code in chapter files

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/IFS/IFS.md                           |  4 +--
 contents/IFS/code/{c++ => cpp}/IFS.cpp        |  0
 .../approximate_counting.md                   |  2 +-
 .../{c++ => cpp}/approximate_counting.cpp     |  0
 contents/barnsley/barnsley.md                 |  2 +-
 .../barnsley/code/{c++ => cpp}/barnsley.cpp   |  0
 .../code/{c++ => cpp}/gauss_easter.cpp        |  0
 contents/computus/computus.md                 |  2 +-
 .../cooley_tukey/code/{c++ => cpp}/fft.cpp    |  0
 contents/cooley_tukey/cooley_tukey.md         |  6 ++--
 .../code/{c++ => cpp}/euclidean.cpp           |  0
 .../euclidean_algorithm.md                    |  6 ++--
 .../code/{c++ => cpp}/euler.cpp               |  0
 .../code/{golang => go}/euler.go              |  0
 .../forward_euler_method.md                   |  4 +--
 .../{c++ => cpp}/gaussian_elimination.cpp     |  0
 .../gaussian_elimination.md                   | 12 ++++----
 .../code/{c++ => cpp}/graham_scan.cpp         |  0
 .../graham_scan/code/{golang => go}/graham.go |  0
 contents/graham_scan/graham_scan.md           | 12 ++++----
 .../code/{c++ => cpp}/huffman.cpp             |  0
 .../code/{golang => go}/huffman.go            |  0
 contents/huffman_encoding/huffman_encoding.md |  4 +--
 .../code/{c++ => cpp}/jarvis_march.cpp        |  0
 .../code/{golang => go}/jarvis.go             |  0
 contents/jarvis_march/jarvis_march.md         |  4 +--
 .../code/{c++ => cpp}/monte_carlo.cpp         |  0
 .../monte_carlo_integration.md                |  4 +--
 contents/quantum_systems/quantum_systems.md   |  2 +-
 .../code/{c++ => cpp}/split_op.cpp            |  0
 .../split-operator_method.md                  |  8 +++---
 .../code/{c++ => cpp}/stable_marriage.cpp     |  0
 .../stable_marriage_problem.md                |  2 +-
 .../code/{c++ => cpp}/thomas.cpp              |  0
 .../code/{golang => go}/thomas.go             |  0
 contents/thomas_algorithm/thomas_algorithm.md |  4 +--
 .../code/{c++ => cpp}/tree_example.cpp        |  0
 .../code/{golang => go}/treetraversal.go      |  0
 contents/tree_traversal/tree_traversal.md     | 28 +++++++++----------
 .../code/{c++ => cpp}/verlet.cpp              |  0
 .../code/{golang => go}/verlet.go             |  0
 .../verlet_integration/verlet_integration.md  | 16 +++++------
 42 files changed, 61 insertions(+), 61 deletions(-)
 rename contents/IFS/code/{c++ => cpp}/IFS.cpp (100%)
 rename contents/approximate_counting/code/{c++ => cpp}/approximate_counting.cpp (100%)
 rename contents/barnsley/code/{c++ => cpp}/barnsley.cpp (100%)
 rename contents/computus/code/{c++ => cpp}/gauss_easter.cpp (100%)
 rename contents/cooley_tukey/code/{c++ => cpp}/fft.cpp (100%)
 rename contents/euclidean_algorithm/code/{c++ => cpp}/euclidean.cpp (100%)
 rename contents/forward_euler_method/code/{c++ => cpp}/euler.cpp (100%)
 rename contents/forward_euler_method/code/{golang => go}/euler.go (100%)
 rename contents/gaussian_elimination/code/{c++ => cpp}/gaussian_elimination.cpp (100%)
 rename contents/graham_scan/code/{c++ => cpp}/graham_scan.cpp (100%)
 rename contents/graham_scan/code/{golang => go}/graham.go (100%)
 rename contents/huffman_encoding/code/{c++ => cpp}/huffman.cpp (100%)
 rename contents/huffman_encoding/code/{golang => go}/huffman.go (100%)
 rename contents/jarvis_march/code/{c++ => cpp}/jarvis_march.cpp (100%)
 rename contents/jarvis_march/code/{golang => go}/jarvis.go (100%)
 rename contents/monte_carlo_integration/code/{c++ => cpp}/monte_carlo.cpp (100%)
 rename contents/split-operator_method/code/{c++ => cpp}/split_op.cpp (100%)
 rename contents/stable_marriage_problem/code/{c++ => cpp}/stable_marriage.cpp (100%)
 rename contents/thomas_algorithm/code/{c++ => cpp}/thomas.cpp (100%)
 rename contents/thomas_algorithm/code/{golang => go}/thomas.go (100%)
 rename contents/tree_traversal/code/{c++ => cpp}/tree_example.cpp (100%)
 rename contents/tree_traversal/code/{golang => go}/treetraversal.go (100%)
 rename contents/verlet_integration/code/{c++ => cpp}/verlet.cpp (100%)
 rename contents/verlet_integration/code/{golang => go}/verlet.go (100%)

diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index 2ed1fe484..9431e4631 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -135,7 +135,7 @@ Here, instead of tracking children of children, we track a single individual tha
 {% sample lang="hs" %}
 [import:7-13, lang:"haskell"](code/haskell/IFS.hs)
 {% sample lang="cpp" %}
-[import:39-52, lang:"cpp"](code/c++/IFS.cpp)
+[import:39-52, lang:"cpp"](code/cpp/IFS.cpp)
 {% sample lang="py" %}
 [import:5-12, lang:"python"](code/python/IFS.py)
 {% sample lang="c" %}
@@ -221,7 +221,7 @@ In addition, we have written the chaos game code to take in a set of points so t
 {% sample lang="hs" %}
 [import, lang:"haskell"](code/haskell/IFS.hs)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/IFS.cpp)
+[import, lang:"cpp"](code/cpp/IFS.cpp)
 {% sample lang="py" %}
 [import, lang:"python"](code/python/IFS.py)
 {% sample lang="c" %}
diff --git a/contents/IFS/code/c++/IFS.cpp b/contents/IFS/code/cpp/IFS.cpp
similarity index 100%
rename from contents/IFS/code/c++/IFS.cpp
rename to contents/IFS/code/cpp/IFS.cpp
diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index 654721844..ae4a765d6 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -363,7 +363,7 @@ As we do not have any objects to count, we will instead simulate the counting wi
 {% sample lang="c" %}
 [import, lang:"c"](code/c/approximate_counting.c)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/approximate_counting.cpp)
+[import, lang:"cpp"](code/cpp/approximate_counting.cpp)
 {% sample lang="python" %}
 [import, lang:"python"](code/python/approximate_counting.py)
 {% endmethod %}
diff --git a/contents/approximate_counting/code/c++/approximate_counting.cpp b/contents/approximate_counting/code/cpp/approximate_counting.cpp
similarity index 100%
rename from contents/approximate_counting/code/c++/approximate_counting.cpp
rename to contents/approximate_counting/code/cpp/approximate_counting.cpp
diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index f696b9ffb..c879d7bbd 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -128,7 +128,7 @@ The biggest differences between the two code implementations is that the Barnsle
 {% sample lang="rs" %}
 [import, lang:"rust"](code/rust/src/main.rs)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/barnsley.cpp)
+[import, lang:"cpp"](code/cpp/barnsley.cpp)
 {% sample lang="c" %}
 [import, lang:"c"](code/c/barnsley.c)
 {% sample lang="java" %}
diff --git a/contents/barnsley/code/c++/barnsley.cpp b/contents/barnsley/code/cpp/barnsley.cpp
similarity index 100%
rename from contents/barnsley/code/c++/barnsley.cpp
rename to contents/barnsley/code/cpp/barnsley.cpp
diff --git a/contents/computus/code/c++/gauss_easter.cpp b/contents/computus/code/cpp/gauss_easter.cpp
similarity index 100%
rename from contents/computus/code/c++/gauss_easter.cpp
rename to contents/computus/code/cpp/gauss_easter.cpp
diff --git a/contents/computus/computus.md b/contents/computus/computus.md
index 0b474c9a9..3a881cdb0 100644
--- a/contents/computus/computus.md
+++ b/contents/computus/computus.md
@@ -315,7 +315,7 @@ For now, we have the code outputting a tuple of $$d$$ and $$e$$, so users can us
 {% sample lang="c" %}
 [import, lang:"c"](code/c/gauss_easter.c)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/gauss_easter.cpp)
+[import, lang:"cpp"](code/cpp/gauss_easter.cpp)
 {% sample lang="lisp" %}
 [import, lang:"lisp"](code/clisp/gauss-easter.lisp)
 {% sample lang="nim" %}
diff --git a/contents/cooley_tukey/code/c++/fft.cpp b/contents/cooley_tukey/code/cpp/fft.cpp
similarity index 100%
rename from contents/cooley_tukey/code/c++/fft.cpp
rename to contents/cooley_tukey/code/cpp/fft.cpp
diff --git a/contents/cooley_tukey/cooley_tukey.md b/contents/cooley_tukey/cooley_tukey.md
index 67309b5d2..b30052e40 100644
--- a/contents/cooley_tukey/cooley_tukey.md
+++ b/contents/cooley_tukey/cooley_tukey.md
@@ -76,7 +76,7 @@ For some reason, though, putting code to this transformation really helped me fi
 {% sample lang="clj" %}
 [import:15-30, lang:"clojure"](code/clojure/fft.clj)
 {% sample lang="cpp" %}
-[import:23-33, lang:"cpp"](code/c++/fft.cpp)
+[import:23-33, lang:"cpp"](code/cpp/fft.cpp)
 {% sample lang="hs" %}
 [import:7-13, lang:"haskell"](code/haskell/fft.hs)
 {% sample lang="py" %}
@@ -129,7 +129,7 @@ In the end, the code looks like:
 {% sample lang="clj" %}
 [import:31-58, lang:"clojure"](code/clojure/fft.clj)
 {% sample lang="cpp" %}
-[import:36-66, lang:"cpp"](code/c++/fft.cpp)
+[import:36-66, lang:"cpp"](code/cpp/fft.cpp)
 {% sample lang="hs" %}
 [import:15-28, lang:"haskell"](code/haskell/fft.hs)
 {% sample lang="py" %}
@@ -242,7 +242,7 @@ Note: I implemented this in Julia because the code seems more straightforward in
 {% sample lang="clj" %}
 [import, lang:"clojure"](code/clojure/fft.clj)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/fft.cpp)
+[import, lang:"cpp"](code/cpp/fft.cpp)
 {% sample lang="hs" %}
 [import, lang:"haskell"](code/haskell/fft.hs)
 {% sample lang="py" %}
diff --git a/contents/euclidean_algorithm/code/c++/euclidean.cpp b/contents/euclidean_algorithm/code/cpp/euclidean.cpp
similarity index 100%
rename from contents/euclidean_algorithm/code/c++/euclidean.cpp
rename to contents/euclidean_algorithm/code/cpp/euclidean.cpp
diff --git a/contents/euclidean_algorithm/euclidean_algorithm.md b/contents/euclidean_algorithm/euclidean_algorithm.md
index f44c3acb7..1d6211a37 100644
--- a/contents/euclidean_algorithm/euclidean_algorithm.md
+++ b/contents/euclidean_algorithm/euclidean_algorithm.md
@@ -14,7 +14,7 @@ The algorithm is a simple way to find the *greatest common divisor* (GCD) of two
 {% sample lang="clj" %}
 [import:2-8, lang="clojure"](code/clojure/euclidean_example.clj)
 {% sample lang="cpp" %}
-[import:18-31, lang="c_cpp"](code/c++/euclidean.cpp)
+[import:18-31, lang="c_cpp"](code/cpp/euclidean.cpp)
 {% sample lang="java" %}
 [import:3-16, lang="java"](code/java/EuclideanAlgo.java)
 {% sample lang="kotlin" %}
@@ -104,7 +104,7 @@ Modern implementations, though, often use the modulus operator (%) like so
 {% sample lang="clj" %}
 [import:9-13, lang="clojure"](code/clojure/euclidean_example.clj)
 {% sample lang="cpp" %}
-[import:5-15, lang="c_cpp"](code/c++/euclidean.cpp)
+[import:5-15, lang="c_cpp"](code/cpp/euclidean.cpp)
 {% sample lang="java" %}
 [import:18-26, lang="java"](code/java/EuclideanAlgo.java)
 {% sample lang="kotlin" %}
@@ -207,7 +207,7 @@ Here's a video on the Euclidean algorithm:
 {% sample lang="clj" %}
 [import, lang="clojure"](code/clojure/euclidean_example.clj)
 {% sample lang="cpp" %}
-[import, lang="c_cpp"](code/c++/euclidean.cpp)
+[import, lang="c_cpp"](code/cpp/euclidean.cpp)
 {% sample lang="java" %}
 [import, lang="java"](code/java/EuclideanAlgo.java)
 {% sample lang="kotlin" %}
diff --git a/contents/forward_euler_method/code/c++/euler.cpp b/contents/forward_euler_method/code/cpp/euler.cpp
similarity index 100%
rename from contents/forward_euler_method/code/c++/euler.cpp
rename to contents/forward_euler_method/code/cpp/euler.cpp
diff --git a/contents/forward_euler_method/code/golang/euler.go b/contents/forward_euler_method/code/go/euler.go
similarity index 100%
rename from contents/forward_euler_method/code/golang/euler.go
rename to contents/forward_euler_method/code/go/euler.go
diff --git a/contents/forward_euler_method/forward_euler_method.md b/contents/forward_euler_method/forward_euler_method.md
index d4aa7375c..f97ff27a2 100644
--- a/contents/forward_euler_method/forward_euler_method.md
+++ b/contents/forward_euler_method/forward_euler_method.md
@@ -112,7 +112,7 @@ Note that in this case, the velocity is directly given by the ODE and the accele
 {% sample lang="c" %}
 [import, lang:"c"](code/c/euler.c)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/euler.cpp)
+[import, lang:"cpp"](code/cpp/euler.cpp)
 {% sample lang="rs" %}
 [import, lang:"rust"](code/rust/euler.rs)
 {% sample lang="elm" %}
@@ -135,7 +135,7 @@ Full code for the visualization follows:
 {% sample lang="f90" %}
 [import, lang:"fortran"](code/fortran/euler.f90)
 {% sample lang="go" %}
-[import, lang:"go"](code/golang/euler.go)
+[import, lang:"go"](code/go/euler.go)
 {% sample lang="v" %}
 [import, lang:"v"](code/v/euler.v)
 {% sample lang="asm-x64" %}
diff --git a/contents/gaussian_elimination/code/c++/gaussian_elimination.cpp b/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
similarity index 100%
rename from contents/gaussian_elimination/code/c++/gaussian_elimination.cpp
rename to contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
diff --git a/contents/gaussian_elimination/gaussian_elimination.md b/contents/gaussian_elimination/gaussian_elimination.md
index 7f8e005af..8caf869ed 100644
--- a/contents/gaussian_elimination/gaussian_elimination.md
+++ b/contents/gaussian_elimination/gaussian_elimination.md
@@ -315,7 +315,7 @@ In code, this process might look like this:
 [import:5-13, lang:"c"](code/c/gaussian_elimination.c)
 [import:19-34, lang:"c"](code/c/gaussian_elimination.c)
 {% sample lang="cpp" %}
-[import:13-23, lang:"cpp"](code/c++/gaussian_elimination.cpp)
+[import:13-23, lang:"cpp"](code/cpp/gaussian_elimination.cpp)
 {% sample lang="hs" %}
 [import:10-17, lang:"haskell"](code/haskell/gaussianElimination.hs)
 [import:44-46, lang:"haskell"](code/haskell/gaussianElimination.hs)
@@ -389,7 +389,7 @@ Here is what it might look like in code:
 {% sample lang="c" %}
 [import:36-41, lang:"c"](code/c/gaussian_elimination.c)
 {% sample lang="cpp" %}
-[import:25-32, lang:"cpp"](code/c++/gaussian_elimination.cpp)
+[import:25-32, lang:"cpp"](code/cpp/gaussian_elimination.cpp)
 {% sample lang="hs" %}
 [import:19-33, lang:"haskell"](code/haskell/gaussianElimination.hs)
 [import:42-42, lang:"haskell"](code/haskell/gaussianElimination.hs)
@@ -412,7 +412,7 @@ When we put everything together, it looks like this:
 {% sample lang="c" %}
 [import:15-48, lang:"c"](code/c/gaussian_elimination.c)
 {% sample lang="cpp" %}
-[import:8-34, lang:"cpp"](code/c++/gaussian_elimination.cpp)
+[import:8-34, lang:"cpp"](code/cpp/gaussian_elimination.cpp)
 {% sample lang="hs" %}
 [import:10-36, lang:"haskell"](code/haskell/gaussianElimination.hs)
 {% sample lang="py" %}
@@ -453,7 +453,7 @@ Here it is in code:
 {% sample lang="c" %}
 [import:64-82, lang:"c"](code/c/gaussian_elimination.c)
 {% sample lang="cpp" %}
-[import:36-54, lang:"cpp"](code/c++/gaussian_elimination.cpp)
+[import:36-54, lang:"cpp"](code/cpp/gaussian_elimination.cpp)
 {% sample lang="hs" %}
 [import:38-46, lang:"haskell"](code/haskell/gaussianElimination.hs)
 {% sample lang="py" %}
@@ -497,7 +497,7 @@ In code, it looks like this:
 {% sample lang="c" %}
 [import:50-62, lang:"c"](code/c/gaussian_elimination.c)
 {% sample lang="cpp" %}
-[import:56-72, lang:"cpp"](code/c++/gaussian_elimination.cpp)
+[import:56-72, lang:"cpp"](code/cpp/gaussian_elimination.cpp)
 {% sample lang="rs" %}
 [import:98-112, lang:"rust"](code/rust/gaussian_elimination.rs)
 {% sample lang="hs" %}
@@ -567,7 +567,7 @@ Here's a video describing Gaussian elimination:
 {% sample lang="c" %}
 [import, lang:"c"](code/c/gaussian_elimination.c)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/gaussian_elimination.cpp)
+[import, lang:"cpp"](code/cpp/gaussian_elimination.cpp)
 {% sample lang="rs" %}
 [import, lang:"rust"](code/rust/gaussian_elimination.rs)
 {% sample lang="hs" %}
diff --git a/contents/graham_scan/code/c++/graham_scan.cpp b/contents/graham_scan/code/cpp/graham_scan.cpp
similarity index 100%
rename from contents/graham_scan/code/c++/graham_scan.cpp
rename to contents/graham_scan/code/cpp/graham_scan.cpp
diff --git a/contents/graham_scan/code/golang/graham.go b/contents/graham_scan/code/go/graham.go
similarity index 100%
rename from contents/graham_scan/code/golang/graham.go
rename to contents/graham_scan/code/go/graham.go
diff --git a/contents/graham_scan/graham_scan.md b/contents/graham_scan/graham_scan.md
index 586d209db..7b84f3acd 100644
--- a/contents/graham_scan/graham_scan.md
+++ b/contents/graham_scan/graham_scan.md
@@ -23,13 +23,13 @@ We can find whether a rotation is counter-clockwise with trigonometric functions
 {% sample lang="py" %}
 [import:4-6, lang:"python"](code/python/graham_scan.py)
 {% sample lang="go" %}
-[import:13-15, lang:"go"](code/golang/graham.go)
+[import:13-15, lang:"go"](code/go/graham.go)
 {% sample lang="java" %}
 [import:27-29, lang:"java"](code/java/GrahamScan.java)
 {% sample lang="lisp" %}
 [import:5-13, lang:"lisp"](code/clisp/graham-scan.lisp)
 {% sample lang="cpp" %}
-[import:18-20, lang="cpp"](code/c++/graham_scan.cpp)
+[import:18-20, lang="cpp"](code/cpp/graham_scan.cpp)
 {% sample lang="coco" %}
 [import:4-8, lang="coconut"](code/coconut/graham_scan.coco)
 {% endmethod %}
@@ -57,13 +57,13 @@ In the end, the code should look something like this:
 {% sample lang="py" %}
 [import:14-28, lang:"python"](code/python/graham_scan.py)
 {% sample lang="go" %}
-[import:21-42, lang:"go"](code/golang/graham.go)
+[import:21-42, lang:"go"](code/go/graham.go)
 {% sample lang="java" %}
 [import:35-70, lang:"java"](code/java/GrahamScan.java)
 {% sample lang="lisp" %}
 [import:15-58, lang:"lisp"](code/clisp/graham-scan.lisp)
 {% sample lang="cpp" %}
-[import:26-62, lang="cpp"](code/c++/graham_scan.cpp)
+[import:26-62, lang="cpp"](code/cpp/graham_scan.cpp)
 {% sample lang="coco" %}
 [import:17-30, lang="coconut"](code/coconut/graham_scan.coco)
 {% endmethod %}
@@ -86,13 +86,13 @@ In the end, the code should look something like this:
 {% sample lang="py" %}
 [import, lang:"python"](code/python/graham_scan.py)
 {% sample lang="go" %}
-[import, lang:"go"](code/golang/graham.go)
+[import, lang:"go"](code/go/graham.go)
 {% sample lang="java" %}
 [import, lang:"java"](code/java/GrahamScan.java)
 {% sample lang="lisp" %}
 [import, lang:"lisp"](code/clisp/graham-scan.lisp)
 {% sample lang="cpp" %}
-[import, lang="cpp"](code/c++/graham_scan.cpp)
+[import, lang="cpp"](code/cpp/graham_scan.cpp)
 {%sample lang="coco" %}
 [import, lang="coconut"](code/coconut/graham_scan.coco)
 {% endmethod %}
diff --git a/contents/huffman_encoding/code/c++/huffman.cpp b/contents/huffman_encoding/code/cpp/huffman.cpp
similarity index 100%
rename from contents/huffman_encoding/code/c++/huffman.cpp
rename to contents/huffman_encoding/code/cpp/huffman.cpp
diff --git a/contents/huffman_encoding/code/golang/huffman.go b/contents/huffman_encoding/code/go/huffman.go
similarity index 100%
rename from contents/huffman_encoding/code/golang/huffman.go
rename to contents/huffman_encoding/code/go/huffman.go
diff --git a/contents/huffman_encoding/huffman_encoding.md b/contents/huffman_encoding/huffman_encoding.md
index 44bc1e783..3772c97ca 100644
--- a/contents/huffman_encoding/huffman_encoding.md
+++ b/contents/huffman_encoding/huffman_encoding.md
@@ -78,7 +78,7 @@ Whether you use a stack or straight-up recursion also depends on the language, b
 {% sample lang="lua" %}
 [import, lang="lua"](code/lua/huffman.lua)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/huffman.cpp)
+[import, lang:"cpp"](code/cpp/huffman.cpp)
 {% sample lang="clj" %}
 [import, lang:"clojure"](code/clojure/huffman.clj)
 {% sample lang="py" %}
@@ -88,7 +88,7 @@ Whether you use a stack or straight-up recursion also depends on the language, b
 {% sample lang="java" %}
 [import, lang:"java"](code/java/huffman.java)
 {% sample lang="go" %}
-[import, lang:"go"](code/golang/huffman.go)
+[import, lang:"go"](code/go/huffman.go)
 {% sample lang="asm-x64" %}
 [import, lang:"asm-x64"](code/asm-x64/huffman.s)
 {% sample lang="scala" %}
diff --git a/contents/jarvis_march/code/c++/jarvis_march.cpp b/contents/jarvis_march/code/cpp/jarvis_march.cpp
similarity index 100%
rename from contents/jarvis_march/code/c++/jarvis_march.cpp
rename to contents/jarvis_march/code/cpp/jarvis_march.cpp
diff --git a/contents/jarvis_march/code/golang/jarvis.go b/contents/jarvis_march/code/go/jarvis.go
similarity index 100%
rename from contents/jarvis_march/code/golang/jarvis.go
rename to contents/jarvis_march/code/go/jarvis.go
diff --git a/contents/jarvis_march/jarvis_march.md b/contents/jarvis_march/jarvis_march.md
index fa244713e..20929d4ad 100644
--- a/contents/jarvis_march/jarvis_march.md
+++ b/contents/jarvis_march/jarvis_march.md
@@ -39,13 +39,13 @@ Since this algorithm, there have been many other algorithms that have advanced t
 {% sample lang="py" %}
 [import, lang:"python"](code/python/jarvis_march.py)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/jarvis_march.cpp)
+[import, lang:"cpp"](code/cpp/jarvis_march.cpp)
 {% sample lang="lisp" %}
 [import, lang:"lisp"](code/clisp/jarvis-march.lisp)
 {% sample lang="java" %}
 [import, lang:"java"](code/java/JarvisMarch.java)
 {% sample lang="go" %}
-[import, lang:"go"](code/golang/jarvis.go)
+[import, lang:"go"](code/go/jarvis.go)
 {% sample lang="v" %}
 [import, lang:"v"](code/v/jarvis.v)
 {% sample lang="rust" %}
diff --git a/contents/monte_carlo_integration/code/c++/monte_carlo.cpp b/contents/monte_carlo_integration/code/cpp/monte_carlo.cpp
similarity index 100%
rename from contents/monte_carlo_integration/code/c++/monte_carlo.cpp
rename to contents/monte_carlo_integration/code/cpp/monte_carlo.cpp
diff --git a/contents/monte_carlo_integration/monte_carlo_integration.md b/contents/monte_carlo_integration/monte_carlo_integration.md
index cf5640ffa..964de7bbe 100644
--- a/contents/monte_carlo_integration/monte_carlo_integration.md
+++ b/contents/monte_carlo_integration/monte_carlo_integration.md
@@ -44,7 +44,7 @@ each point is tested to see whether it's in the circle or not:
 {% sample lang="c" %}
 [import:7-9, lang:"c"](code/c/monte_carlo.c)
 {% sample lang="cpp" %}
-[import:7-16, lang:"cpp"](code/c++/monte_carlo.cpp)
+[import:7-16, lang:"cpp"](code/cpp/monte_carlo.cpp)
 {% sample lang="js" %}
 [import:2-6, lang:"javascript"](code/javascript/monte_carlo.js)
 {% sample lang="hs" %}
@@ -147,7 +147,7 @@ Feel free to submit your version via pull request, and thanks for reading!
 {% sample lang="c" %}
 [import, lang:"c"](code/c/monte_carlo.c)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/monte_carlo.cpp)
+[import, lang:"cpp"](code/cpp/monte_carlo.cpp)
 {% sample lang="js" %}
 [import, lang:"javascript"](code/javascript/monte_carlo.js)
 {% sample lang="hs" %}
diff --git a/contents/quantum_systems/quantum_systems.md b/contents/quantum_systems/quantum_systems.md
index a7a762ca5..c602aaea1 100644
--- a/contents/quantum_systems/quantum_systems.md
+++ b/contents/quantum_systems/quantum_systems.md
@@ -232,7 +232,7 @@ This ultimately looks like this:
 {% sample lang="c" %}
 [import:150-184, lang:"c"](../split-operator_method/code/c/split_op.c)
 {% sample lang="cpp" %}
-[import:158-189, lang:"cpp"](../split-operator_method/code/c++/split_op.cpp)
+[import:158-189, lang:"cpp"](../split-operator_method/code/cpp/split_op.cpp)
 {% sample lang="py" %}
 [import:98-112, lang:"python"](../split-operator_method/code/python/split_op.py)
 {% endmethod %}
diff --git a/contents/split-operator_method/code/c++/split_op.cpp b/contents/split-operator_method/code/cpp/split_op.cpp
similarity index 100%
rename from contents/split-operator_method/code/c++/split_op.cpp
rename to contents/split-operator_method/code/cpp/split_op.cpp
diff --git a/contents/split-operator_method/split-operator_method.md b/contents/split-operator_method/split-operator_method.md
index 33af1f225..ad4fd6c0e 100644
--- a/contents/split-operator_method/split-operator_method.md
+++ b/contents/split-operator_method/split-operator_method.md
@@ -103,7 +103,7 @@ Regardless, we first need to set all the initial parameters, including the initi
 [import:11-21, lang:"c"](code/c/split_op.c)
 [import:52-73, lang:"c"](code/c/split_op.c)
 {% sample lang="cpp" %}
-[import:14-49, lang:"cpp"](code/c++/split_op.cpp)
+[import:14-49, lang:"cpp"](code/cpp/split_op.cpp)
 {% sample lang="py" %}
 [import:11-30, lang:"python"](code/python/split_op.py)
 {% sample lang="hs" %}
@@ -126,7 +126,7 @@ Afterwards, we turn them into operators:
 [import:23-29, lang:"c"](code/c/split_op.c)
 [import:75-96, lang:"c"](code/c/split_op.c)
 {% sample lang="cpp" %}
-[import:51-80, lang:"cpp"](code/c++/split_op.cpp)
+[import:51-80, lang:"cpp"](code/cpp/split_op.cpp)
 {% sample lang="py" %}
 [import:33-54, lang:"python"](code/python/split_op.py)
 {% sample lang="hs" %}
@@ -149,7 +149,7 @@ The final step is to do the iteration, itself.
 {% sample lang="c" %}
 [import:98-148, lang:"c"](code/c/split_op.c)
 {% sample lang="cpp" %}
-[import:99-156, lang:"cpp"](code/c++/split_op.cpp)
+[import:99-156, lang:"cpp"](code/cpp/split_op.cpp)
 {% sample lang="py" %}
 [import:57-95, lang:"python"](code/python/split_op.py)
 {% sample lang="hs" %}
@@ -186,7 +186,7 @@ Checking to make sure your code can output the correct energy for a harmonic tra
 {% sample lang="c" %}
 [import, lang:"c"](code/c/split_op.c)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/split_op.cpp)
+[import, lang:"cpp"](code/cpp/split_op.cpp)
 {% sample lang="py" %}
 [import:5-127, lang:"python"](code/python/split_op.py)
 {% sample lang="hs" %}
diff --git a/contents/stable_marriage_problem/code/c++/stable_marriage.cpp b/contents/stable_marriage_problem/code/cpp/stable_marriage.cpp
similarity index 100%
rename from contents/stable_marriage_problem/code/c++/stable_marriage.cpp
rename to contents/stable_marriage_problem/code/cpp/stable_marriage.cpp
diff --git a/contents/stable_marriage_problem/stable_marriage_problem.md b/contents/stable_marriage_problem/stable_marriage_problem.md
index 3121c6478..2e8850a01 100644
--- a/contents/stable_marriage_problem/stable_marriage_problem.md
+++ b/contents/stable_marriage_problem/stable_marriage_problem.md
@@ -40,7 +40,7 @@ Here is a video describing the stable marriage problem:
 {% sample lang="c" %}
 [import, lang:"c"](code/c/stable_marriage.c)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/stable_marriage.cpp)
+[import, lang:"cpp"](code/cpp/stable_marriage.cpp)
 {% sample lang="js" %}
 [import, lang:"javascript"](code/javascript/stable-marriage.js)
 {% sample lang="cs" %}
diff --git a/contents/thomas_algorithm/code/c++/thomas.cpp b/contents/thomas_algorithm/code/cpp/thomas.cpp
similarity index 100%
rename from contents/thomas_algorithm/code/c++/thomas.cpp
rename to contents/thomas_algorithm/code/cpp/thomas.cpp
diff --git a/contents/thomas_algorithm/code/golang/thomas.go b/contents/thomas_algorithm/code/go/thomas.go
similarity index 100%
rename from contents/thomas_algorithm/code/golang/thomas.go
rename to contents/thomas_algorithm/code/go/thomas.go
diff --git a/contents/thomas_algorithm/thomas_algorithm.md b/contents/thomas_algorithm/thomas_algorithm.md
index 5af6c3334..81bb47617 100644
--- a/contents/thomas_algorithm/thomas_algorithm.md
+++ b/contents/thomas_algorithm/thomas_algorithm.md
@@ -112,7 +112,7 @@ You will find this algorithm implemented [in this project](https://scratch.mit.e
 {% sample lang="hs" %}
 [import, lang:"haskell"](code/haskell/thomas.hs)
 {% sample lang="go" %}
-[import, lang:"go"](code/golang/thomas.go)
+[import, lang:"go"](code/go/thomas.go)
 {% sample lang="v" %}
 [import, lang:"v"](code/v/thomas.v)
 {% sample lang="swift" %}
@@ -122,7 +122,7 @@ You will find this algorithm implemented [in this project](https://scratch.mit.e
 {% sample lang="nim" %}
 [import, lang:"nim"](code/nim/thomas_algorithm.nim)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/thomas.cpp)
+[import, lang:"cpp"](code/cpp/thomas.cpp)
 {% sample lang="lua" %}
 [import, lang:"lua"](code/lua/thomas.lua)
 {% sample lang="crystal" %}
diff --git a/contents/tree_traversal/code/c++/tree_example.cpp b/contents/tree_traversal/code/cpp/tree_example.cpp
similarity index 100%
rename from contents/tree_traversal/code/c++/tree_example.cpp
rename to contents/tree_traversal/code/cpp/tree_example.cpp
diff --git a/contents/tree_traversal/code/golang/treetraversal.go b/contents/tree_traversal/code/go/treetraversal.go
similarity index 100%
rename from contents/tree_traversal/code/golang/treetraversal.go
rename to contents/tree_traversal/code/go/treetraversal.go
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 4b6c5b762..5dc6657e0 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -6,7 +6,7 @@ Trees are naturally recursive data structures, and because of this, we cannot ac
 {% sample lang="jl" %}
 [import:3-7, lang:"julia"](code/julia/Tree.jl)
 {% sample lang="cpp" %}
-[import:12-15, lang:"cpp"](code/c++/tree_example.cpp)
+[import:12-15, lang:"cpp"](code/cpp/tree_example.cpp)
 {% sample lang="cs" %}
 [import:6-10, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
@@ -35,7 +35,7 @@ As a note, a `node` struct is not necessary in javascript, so this is an example
 {% sample lang="st" %}
 [import:1-20, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
-[import:5-8, lang:"go"](code/golang/treetraversal.go)
+[import:5-8, lang:"go"](code/go/treetraversal.go)
 {% sample lang="asm-x64" %}
 [import:24-27, lang:"asm-x64"](code/asm-x64/tree_traversal.s)
 {% sample lang="emojic" %}
@@ -54,7 +54,7 @@ Because of this, the most straightforward way to traverse the tree might be recu
 {% sample lang="jl" %}
 [import:9-16, lang:"julia"](code/julia/Tree.jl)
 {% sample lang="cpp" %}
-[import:17-24, lang:"cpp"](code/c++/tree_example.cpp)
+[import:17-24, lang:"cpp"](code/cpp/tree_example.cpp)
 {% sample lang="cs" %}
 [import:33-44, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
@@ -82,7 +82,7 @@ Because of this, the most straightforward way to traverse the tree might be recu
 {% sample lang="st" %}
 [import:22-27, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
-[import:10-15, lang:"go"](code/golang/treetraversal.go)
+[import:10-15, lang:"go"](code/go/treetraversal.go)
 {% sample lang="asm-x64" %}
 [import:290-314, lang:"asm-x64"](code/asm-x64/tree_traversal.s)
 {% sample lang="emojic" %}
@@ -110,7 +110,7 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="jl" %}
 [import:18-26, lang:"julia"](code/julia/Tree.jl)
 {% sample lang="cpp" %}
-[import:26-31, lang:"cpp"](code/c++/tree_example.cpp)
+[import:26-31, lang:"cpp"](code/cpp/tree_example.cpp)
 {% sample lang="cs" %}
 [import:46-57, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
@@ -138,7 +138,7 @@ Now, in this case the first element searched through is still the root of the tr
 {% sample lang="st" %}
 [import:29-34, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
-[import:17-22, lang:"go"](code/golang/treetraversal.go)
+[import:17-22, lang:"go"](code/go/treetraversal.go)
 {% sample lang="asm-x64" %}
 [import:316-344, lang:"asm-x64"](code/asm-x64/tree_traversal.s)
 {% sample lang="emojic" %}
@@ -161,7 +161,7 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 {% sample lang="jl" %}
 [import:28-43, lang:"julia"](code/julia/Tree.jl)
 {% sample lang="cpp" %}
-[import:34-52 lang:"cpp"](code/c++/tree_example.cpp)
+[import:34-52 lang:"cpp"](code/cpp/tree_example.cpp)
 {% sample lang="cs" %}
 [import:59-83, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
@@ -189,7 +189,7 @@ In this case, the first node visited is at the bottom of the tree and moves up t
 {% sample lang="st" %}
 [import:36-49, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
-[import:24-38, lang:"go"](code/golang/treetraversal.go)
+[import:24-38, lang:"go"](code/go/treetraversal.go)
 {% sample lang="asm-x64" %}
 [import:346-396, lang:"asm-x64"](code/asm-x64/tree_traversal.s)
 {% sample lang="emojic" %}
@@ -221,7 +221,7 @@ In code, it looks like this:
 {% sample lang="jl" %}
 [import:45-56, lang:"julia"](code/julia/Tree.jl)
 {% sample lang="cpp" %}
-[import:55-70, lang:"cpp"](code/c++/tree_example.cpp)
+[import:55-70, lang:"cpp"](code/cpp/tree_example.cpp)
 {% sample lang="cs" %}
 [import:85-98, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
@@ -249,7 +249,7 @@ In code, it looks like this:
 {% sample lang="st" %}
 [import:47-58, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
-[import:40-49, lang:"go"](code/golang/treetraversal.go)
+[import:40-49, lang:"go"](code/go/treetraversal.go)
 {% sample lang="asm-x64" %}
 [import:398-445, lang:"asm-x64"](code/asm-x64/tree_traversal.s)
 {% sample lang="emojic" %}
@@ -274,7 +274,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="jl" %}
 [import:58-69, lang:"julia"](code/julia/Tree.jl)
 {% sample lang="cpp" %}
-[import:73-86, lang:"cpp"](code/c++/tree_example.cpp)
+[import:73-86, lang:"cpp"](code/cpp/tree_example.cpp)
 {% sample lang="cs" %}
 [import:100-113, lang:"csharp"](code/csharp/Tree.cs)
 {% sample lang="c" %}
@@ -302,7 +302,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="st" %}
 [import:60-71, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
-[import:51-60, lang:"go"](code/golang/treetraversal.go)
+[import:51-60, lang:"go"](code/go/treetraversal.go)
 {% sample lang="asm-x64" %}
 [import:447-498, lang:"asm-x64"](code/asm-x64/tree_traversal.s)
 {% sample lang="emojic" %}
@@ -328,7 +328,7 @@ Here is a video describing tree traversal:
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/Tree.jl)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/tree_example.cpp)
+[import, lang:"cpp"](code/cpp/tree_example.cpp)
 {% sample lang="cs" %}
 ##### Tree.cs
 [import, lang:"csharp"](code/csharp/Tree.cs)
@@ -366,7 +366,7 @@ The code snippets were taken from this [Scratch project](https://scratch.mit.edu
 {% sample lang="st" %}
 [import, lang:"smalltalk"](code/smalltalk/tree_traversal.st)
 {% sample lang="go" %}
-[import, lang:"go"](code/golang/treetraversal.go)
+[import, lang:"go"](code/go/treetraversal.go)
 {% sample lang="asm-x64" %}
 [import, lang:"asm-x64"](code/asm-x64/tree_traversal.s)
 {% sample lang="emojic" %}
diff --git a/contents/verlet_integration/code/c++/verlet.cpp b/contents/verlet_integration/code/cpp/verlet.cpp
similarity index 100%
rename from contents/verlet_integration/code/c++/verlet.cpp
rename to contents/verlet_integration/code/cpp/verlet.cpp
diff --git a/contents/verlet_integration/code/golang/verlet.go b/contents/verlet_integration/code/go/verlet.go
similarity index 100%
rename from contents/verlet_integration/code/golang/verlet.go
rename to contents/verlet_integration/code/go/verlet.go
diff --git a/contents/verlet_integration/verlet_integration.md b/contents/verlet_integration/verlet_integration.md
index 08fe4a4b3..80d719bef 100644
--- a/contents/verlet_integration/verlet_integration.md
+++ b/contents/verlet_integration/verlet_integration.md
@@ -33,7 +33,7 @@ Here is what it looks like in code:
 {% sample lang="jl" %}
 [import:1-13, lang:"julia"](code/julia/verlet.jl)
 {% sample lang="cpp" %}
-[import:9-22, lang:"cpp"](code/c++/verlet.cpp)
+[import:9-22, lang:"cpp"](code/cpp/verlet.cpp)
 {% sample lang="c" %}
 [import:3-14, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
@@ -53,7 +53,7 @@ Here is what it looks like in code:
 {% sample lang="ruby" %}
 [import:1-14, lang="ruby"](code/ruby/verlet.rb)
 {% sample lang="go" %}
-[import:5-16, lang:"go"](code/golang/verlet.go)
+[import:5-16, lang:"go"](code/go/verlet.go)
 {% sample lang="asm-x64" %}
 [import:18-42, lang:"asm-x64"](code/asm-x64/verlet.s)
 {% sample lang="kotlin" %}
@@ -82,7 +82,7 @@ However, the error for this is $$\mathcal{O}(\Delta t)$$, which is quite poor, b
 {% sample lang="jl" %}
 [import:15-31, lang:"julia"](code/julia/verlet.jl)
 {% sample lang="cpp" %}
-[import:24-41, lang:"cpp"](code/c++/verlet.cpp)
+[import:24-41, lang:"cpp"](code/cpp/verlet.cpp)
 {% sample lang="c" %}
 [import:16-31, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
@@ -102,7 +102,7 @@ However, the error for this is $$\mathcal{O}(\Delta t)$$, which is quite poor, b
 {% sample lang="ruby" %}
 [import:16-32, lang="ruby"](code/ruby/verlet.rb)
 {% sample lang="go" %}
-[import:18-30, lang:"go"](code/golang/verlet.go)
+[import:18-30, lang:"go"](code/go/verlet.go)
 {% sample lang="asm-x64" %}
 [import:44-71, lang:"asm-x64"](code/asm-x64/verlet.s)
 {% sample lang="kotlin" %}
@@ -145,7 +145,7 @@ Here is the velocity Verlet method in code:
 {% sample lang="jl" %}
 [import:33-45, lang:"julia"](code/julia/verlet.jl)
 {% sample lang="cpp" %}
-[import:43-54, lang:"cpp"](code/c++/verlet.cpp)
+[import:43-54, lang:"cpp"](code/cpp/verlet.cpp)
 {% sample lang="c" %}
 [import:33-43, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
@@ -165,7 +165,7 @@ Here is the velocity Verlet method in code:
 {% sample lang="ruby" %}
 [import:34-46, lang="ruby"](code/ruby/verlet.rb)
 {% sample lang="go" %}
-[import:32-42, lang:"go"](code/golang/verlet.go)
+[import:32-42, lang:"go"](code/go/verlet.go)
 {% sample lang="asm-x64" %}
 [import:73-101, lang:"asm-x64"](code/asm-x64/verlet.s)
 {% sample lang="kotlin" %}
@@ -194,7 +194,7 @@ Both of these methods work simply by iterating timestep-by-timestep and can be w
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/verlet.jl)
 {% sample lang="cpp" %}
-[import, lang:"cpp"](code/c++/verlet.cpp)
+[import, lang:"cpp"](code/cpp/verlet.cpp)
 {% sample lang="c" %}
 [import, lang:"c"](code/c/verlet.c)
 {% sample lang="java" %}
@@ -214,7 +214,7 @@ Both of these methods work simply by iterating timestep-by-timestep and can be w
 {% sample lang="ruby" %}
 [import, lang="ruby"](code/ruby/verlet.rb)
 {% sample lang="go" %}
-[import, lang:"go"](code/golang/verlet.go)
+[import, lang:"go"](code/go/verlet.go)
 {% sample lang="asm-x64" %}
 [import, lang:"asm-x64"](code/asm-x64/verlet.s)
 {% sample lang="kotlin" %}

From 4bc3003ab6d53e7c3d08e13e73366f41c60306b4 Mon Sep 17 00:00:00 2001
From: Fabus1184 <fabianlippold1184@gmail.com>
Date: Sun, 7 Nov 2021 18:09:10 +0100
Subject: [PATCH 068/146] Fixed #917 (#922)

---
 contents/euclidean_algorithm/code/lolcode/euclid.lol | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/contents/euclidean_algorithm/code/lolcode/euclid.lol b/contents/euclidean_algorithm/code/lolcode/euclid.lol
index 418851107..28e3230e3 100644
--- a/contents/euclidean_algorithm/code/lolcode/euclid.lol
+++ b/contents/euclidean_algorithm/code/lolcode/euclid.lol
@@ -24,7 +24,7 @@ HAI 1.2
 
     HOW IZ I UKLIDSUP YR NUM1 AN YR NUM2
         NUM1 R I IZ ABZ YR NUM1 MKAY
-        NUM2 R EI IZ ABZ YR NUM2 MKAY
+        NUM2 R I IZ ABZ YR NUM2 MKAY
 
         IM IN YR LOOP 
             BOTH SAEM NUM1 AN NUM2, O RLY?
@@ -44,4 +44,4 @@ HAI 1.2
 
     VISIBLE CHECK1
     VISIBLE CHECK2
-KTHXBYE
\ No newline at end of file
+KTHXBYE

From be2f97d6c26354b3e2dd58a0d7d2343418c45abd Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Sun, 7 Nov 2021 20:40:30 +0100
Subject: [PATCH 069/146] removing Euler and adjacent chapters (#923)

* removing Euler and adjacent chapters

* Revert "removing Euler and adjacent chapters"

This reverts commit 4293e9d4e66e02b77ac1d18b0212705a5cb7418c.

* just removing chapter from summary
---
 SUMMARY.md | 2 --
 1 file changed, 2 deletions(-)

diff --git a/SUMMARY.md b/SUMMARY.md
index d76af219d..e41ba39d4 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -32,8 +32,6 @@
 * [FFT](contents/cooley_tukey/cooley_tukey.md)
 * [Decision Problems](contents/decision_problems/decision_problems.md)
     * [Stable Marriage Problem](contents/stable_marriage_problem/stable_marriage_problem.md)
-* [Differential Equation Solvers](contents/differential_equations/differential_equations.md)
-    * [Forward Euler Method](contents/forward_euler_method/forward_euler_method.md)
 * [Physics Solvers](contents/physics_solvers/physics_solvers.md)
     * [Verlet Integration](contents/verlet_integration/verlet_integration.md)
     * [Quantum Systems](contents/quantum_systems/quantum_systems.md)

From 2529d2322f62283b41f2f155e1fc5c15adfb4497 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Mon, 8 Nov 2021 04:39:46 +0100
Subject: [PATCH 070/146] Add setup for devcontainer for Piet (#918)

Co-authored-by: Nicholas Tindle <nicktindle@outlook.com>
---
 .devcontainer/Dockerfile | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 695b0ffbf..4d7e2a736 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -49,8 +49,7 @@ ENV PATH=$PATH:/usr/local/kotlinc/bin
 ## Use: https://github.com/justinmeza/lci
 
 # Setup Piet
-## Use: https://github.com/boothby/repiet
-
+RUN pip install repiet
 
 # Setup Matlab
 # ?????? This is a licensed language???

From d440c5da46bea8e29ff4531349c3e1921c7b16d0 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Mon, 8 Nov 2021 04:43:59 +0100
Subject: [PATCH 071/146] Add devcontainer setup for lolcode (#916)

Co-authored-by: Nicholas Tindle <nicktindle@outlook.com>
---
 .devcontainer/Dockerfile | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 4d7e2a736..6e8be7fc6 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -6,7 +6,7 @@ FROM mcr.microsoft.com/vscode/devcontainers/base:0-${VARIANT}
 
 # [Optional] Uncomment this section to install additional OS packages.
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
-    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk rustc libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev
+    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk rustc libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev cmake
 
 # Setup Crystal
 RUN echo 'deb http://download.opensuse.org/repositories/devel:/languages:/crystal/xUbuntu_20.04/ /' | sudo tee /etc/apt/sources.list.d/devel:languages:crystal.list
@@ -46,7 +46,8 @@ RUN unzip /usr/local/kotlinc.zip
 ENV PATH=$PATH:/usr/local/kotlinc/bin
 
 # Setup lolcode
-## Use: https://github.com/justinmeza/lci
+RUN git clone https://github.com/justinmeza/lci.git ~/lolcode && cd ~/lolcode && mkdir build && cd build && cmake .. && make -B
+ENV PATH=$PATH:~/lolcode/build
 
 # Setup Piet
 RUN pip install repiet

From b115149b8c979ec8ba9482182c0a92b96e31e6ea Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Mon, 8 Nov 2021 06:33:44 +0100
Subject: [PATCH 072/146] Add devcontainer setup for whitespace (#914)

* Add devcontainer setup for VimL/Vim script

* Add devcontainer setup for whitespace

Co-authored-by: Nicholas Tindle <nicktindle@outlook.com>
---
 .devcontainer/Dockerfile | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 6e8be7fc6..adb7a8867 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -86,7 +86,8 @@ ENV PATH=$PATH:~/swift/usr/bin
 RUN export DEBIAN_FRONTEND=noninteractive && apt-get -y install --no-install-recommends vim
 
 # Setup whitespace
-## ?
+RUN mkdir -p ~/whitespace && git clone https://github.com/wspace/whitespace-haskell ~/whitespace && cd ~/whitespace && make -B
+ENV PATH=$PATH:~/whitespace
 
 # Setup Elm
 RUN mkdir -p ~/elm && curl -L -o ~/elm/elm.gz https://github.com/elm/compiler/releases/download/0.19.1/binary-for-linux-64-bit.gz && \
@@ -98,11 +99,11 @@ RUN mkdir -p ~/vlang && wget https://github.com/vlang/v/releases/download/weekly
     unzip ~/vlang/vlang.zip -d ~/vlang 
 ENV PATH=$PATH:~/vlang/v
 
-# Install the packages that needed extra help
-RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
-    && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
+# # Install the packages that needed extra help
+# RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+#     && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
 
-RUN pip install wheel matplotlib numpy coconut scons
+# RUN pip install wheel matplotlib numpy coconut scons
 
-RUN sudo sh -c 'npm install -g typescript'
+# RUN sudo sh -c 'npm install -g typescript'
 

From b0c83073fc6b79b78f3ec58a5b867141f8d519bd Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Mon, 8 Nov 2021 00:06:05 -0600
Subject: [PATCH 073/146] Fix-devcontainer-commented-out-steps (#925)

* Add devcontainer setup for VimL/Vim script

* Add devcontainer setup for whitespace

* fix commented out dockerfile steps
---
 .devcontainer/Dockerfile | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index adb7a8867..c61f5f670 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -99,11 +99,12 @@ RUN mkdir -p ~/vlang && wget https://github.com/vlang/v/releases/download/weekly
     unzip ~/vlang/vlang.zip -d ~/vlang 
 ENV PATH=$PATH:~/vlang/v
 
-# # Install the packages that needed extra help
-# RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
-#     && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
+# Install the packages that needed extra help
+RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+    && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
+
 
-# RUN pip install wheel matplotlib numpy coconut scons
+RUN pip install wheel matplotlib numpy coconut scons
 
-# RUN sudo sh -c 'npm install -g typescript'
+RUN sudo sh -c 'npm install -g typescript'
 

From 71e7bde8c5213e36cc771c4408cc582c93f94528 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Mon, 8 Nov 2021 17:52:00 +0200
Subject: [PATCH 074/146] adding a nojekyll file (#926)

---
 .nojekyll | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 .nojekyll

diff --git a/.nojekyll b/.nojekyll
new file mode 100644
index 000000000..e69de29bb

From e016f4e77863b75717c2a44b136e34aa3374cfd6 Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Thu, 11 Nov 2021 15:12:11 +0000
Subject: [PATCH 075/146] Force SCons to use GCC when building .c files (#928)

---
 SConstruct | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/SConstruct b/SConstruct
index df000f732..bf9a15979 100644
--- a/SConstruct
+++ b/SConstruct
@@ -8,8 +8,14 @@ Currently, the aim is to provide a way to compile or copy the implementation fil
 To run the compilation for all implmeentations in one language, e.g. Rust, run the command `scons build/c`, and the resulting executables will be available in the `cuild/c` directory, each in their respective algorithm directory, containing the executable."""
 
 from pathlib import Path
+import os
 
-env = Environment()
+env = Environment(ENV={'PATH': os.environ['PATH']})
+
+env['CC'] = 'gcc'
+for tool in ['gcc','gnulink']:
+   env.Tool(tool)
+env['CCFLAGS'] = ''
 
 # Add other languages here when you want to add language targets
 languages = ['c']

From edffc2d59e546618d38e2b0ddcb2a3a50a57379e Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Thu, 11 Nov 2021 22:21:52 +0000
Subject: [PATCH 076/146] Improve SCons to use default files (#931)

---
 SConscript                                    | 10 -------
 SConstruct                                    | 29 +++++++++++++++++--
 contents/IFS/code/c/SConscript                |  6 ----
 contents/barnsley/code/c/SConscript           |  6 ----
 contents/computus/code/c/SConscript           |  6 ----
 .../euclidean_algorithm/code/c/SConscript     |  6 ----
 contents/flood_fill/code/c/SConscript         |  6 ----
 .../gaussian_elimination/code/c/SConscript    |  6 ----
 contents/huffman_encoding/code/c/SConscript   |  6 ----
 contents/jarvis_march/code/c/SConscript       |  6 ----
 .../monte_carlo_integration/code/c/SConscript |  6 ----
 .../stable_marriage_problem/code/c/SConscript |  6 ----
 contents/thomas_algorithm/code/c/SConscript   |  6 ----
 contents/tree_traversal/code/c/SConscript     |  6 ----
 contents/verlet_integration/code/c/SConscript |  6 ----
 sconscripts/c_SConscript                      |  6 ++++
 16 files changed, 32 insertions(+), 91 deletions(-)
 delete mode 100644 SConscript
 delete mode 100644 contents/IFS/code/c/SConscript
 delete mode 100644 contents/barnsley/code/c/SConscript
 delete mode 100644 contents/computus/code/c/SConscript
 delete mode 100644 contents/euclidean_algorithm/code/c/SConscript
 delete mode 100644 contents/flood_fill/code/c/SConscript
 delete mode 100644 contents/gaussian_elimination/code/c/SConscript
 delete mode 100644 contents/huffman_encoding/code/c/SConscript
 delete mode 100644 contents/jarvis_march/code/c/SConscript
 delete mode 100644 contents/monte_carlo_integration/code/c/SConscript
 delete mode 100644 contents/stable_marriage_problem/code/c/SConscript
 delete mode 100644 contents/thomas_algorithm/code/c/SConscript
 delete mode 100644 contents/tree_traversal/code/c/SConscript
 delete mode 100644 contents/verlet_integration/code/c/SConscript
 create mode 100644 sconscripts/c_SConscript

diff --git a/SConscript b/SConscript
deleted file mode 100644
index be18b33d3..000000000
--- a/SConscript
+++ /dev/null
@@ -1,10 +0,0 @@
-from pathlib import Path
-
-Import('*')
-
-for p in Path('contents').iterdir():
-    if (q := (p / 'code')).exists():
-        for path in q.iterdir():
-            if path.stem in languages:
-                env.SConscript(path / 'SConscript', exports='env',
-                               must_exist=0)
diff --git a/SConstruct b/SConstruct
index bf9a15979..b5f5cdd11 100644
--- a/SConstruct
+++ b/SConstruct
@@ -5,7 +5,7 @@ This provides Builder objects for each of the language implementations in the AA
 
 Currently, the aim is to provide a way to compile or copy the implementation files to the build directory, as well as to provide ways to run them and capture their output.
 
-To run the compilation for all implmeentations in one language, e.g. Rust, run the command `scons build/c`, and the resulting executables will be available in the `cuild/c` directory, each in their respective algorithm directory, containing the executable."""
+To run the compilation for all implementations in one language, e.g. C, run the command `scons build/c`, and the resulting executables will be available in the `build/c` directory, each in their respective algorithm directory, containing the executable."""
 
 from pathlib import Path
 import os
@@ -18,9 +18,32 @@ for tool in ['gcc','gnulink']:
 env['CCFLAGS'] = ''
 
 # Add other languages here when you want to add language targets
-languages = ['c']
+# Put 'name_of_language_directory' : 'file_extension'
+languages = {'c': 'c'}
 
 env.C = env.Program
 
-SConscript('SConscript', exports='env languages')
+Export('env')
+
+sconscripts = []
+files_to_compile = {language: [] for language in languages}
+
+for chapter_dir in Path.cwd().joinpath('contents').iterdir():
+    if (code_dir := (chapter_dir / 'code')).exists():
+        for path in code_dir.iterdir():
+            if path.stem in languages:
+                # Check for overriding sconscript
+                if (sconscript_path := path / 'SConscript').exists():
+                    sconscripts.append(sconscript_path)
+                    SConscript(sconscript_path, exports='env')
+                else:
+                    files_to_compile[path.stem].extend(path.glob(f'*.{languages[path.stem]}'))
+
+sconscript_dir_path = Path('sconscripts')
+for language, files in files_to_compile.items():
+    if files:
+        if (sconscript_path := sconscript_dir_path / f"{language}_SConscript").exists():
+            SConscript(sconscript_path, exports = {'files_to_compile': files})
+        else:
+            print(f'{language} file found at {files[0]}, but no sconscript file is present ')
 
diff --git a/contents/IFS/code/c/SConscript b/contents/IFS/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/IFS/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/barnsley/code/c/SConscript b/contents/barnsley/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/barnsley/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/computus/code/c/SConscript b/contents/computus/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/computus/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/euclidean_algorithm/code/c/SConscript b/contents/euclidean_algorithm/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/euclidean_algorithm/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/flood_fill/code/c/SConscript b/contents/flood_fill/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/flood_fill/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/gaussian_elimination/code/c/SConscript b/contents/gaussian_elimination/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/gaussian_elimination/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/huffman_encoding/code/c/SConscript b/contents/huffman_encoding/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/huffman_encoding/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/jarvis_march/code/c/SConscript b/contents/jarvis_march/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/jarvis_march/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/monte_carlo_integration/code/c/SConscript b/contents/monte_carlo_integration/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/monte_carlo_integration/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/stable_marriage_problem/code/c/SConscript b/contents/stable_marriage_problem/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/stable_marriage_problem/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/thomas_algorithm/code/c/SConscript b/contents/thomas_algorithm/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/thomas_algorithm/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/tree_traversal/code/c/SConscript b/contents/tree_traversal/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/tree_traversal/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/contents/verlet_integration/code/c/SConscript b/contents/verlet_integration/code/c/SConscript
deleted file mode 100644
index fd696f9ce..000000000
--- a/contents/verlet_integration/code/c/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'))
diff --git a/sconscripts/c_SConscript b/sconscripts/c_SConscript
new file mode 100644
index 000000000..a0cbffd95
--- /dev/null
+++ b/sconscripts/c_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+from pathlib import Path
+
+for file in files_to_compile:
+    chapter_name = file.parent.parent.parent.stem
+    env.C(f'#/build/c/{chapter_name}', str(file))

From a9c5f89c45a5f3fff7bc2567f61dc8402256e2e6 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Tue, 16 Nov 2021 01:01:15 +0100
Subject: [PATCH 077/146] Fix devcontainer for Kotlin (#930)

---
 .devcontainer/Dockerfile | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index c61f5f670..d6ecdfc45 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -40,10 +40,9 @@ ENV PATH=$PATH:~/dlang/dmd-$DLANG_VERSION/linux/bin64/
 RUN sudo sh -c 'wget -c https://dl.google.com/go/go1.14.2.linux-amd64.tar.gz -O - | sudo tar -xz -C /usr/local'
 ENV PATH=$PATH:/usr/local/go/bin
 
-# Setup Kotlin (doesnt unzip right maybe?)
-RUN sudo sh -c 'wget -c https://github.com/JetBrains/kotlin/releases/download/v1.5.30/kotlin-compiler-1.5.30.zip -O /usr/local/kotlinc.zip'
-RUN unzip /usr/local/kotlinc.zip
-ENV PATH=$PATH:/usr/local/kotlinc/bin
+# Setup Kotlin
+RUN mkdir -p ~/kotlin && wget -c https://github.com/JetBrains/kotlin/releases/download/v1.5.30/kotlin-compiler-1.5.30.zip -O ~/kotlin/kotlinc.zip && cd ~/kotlin && unzip kotlinc.zip
+ENV PATH=$PATH:~/kotlin/kotlinc/bin
 
 # Setup lolcode
 RUN git clone https://github.com/justinmeza/lci.git ~/lolcode && cd ~/lolcode && mkdir build && cd build && cmake .. && make -B

From 41a172891493e779d0f938deaa26be59cab33140 Mon Sep 17 00:00:00 2001
From: Jie <jie.gillet@gmail.com>
Date: Sun, 21 Nov 2021 23:09:46 +0900
Subject: [PATCH 078/146] [Haskell] Barnsley Fern (#851)

* resolve conflicts

* updates according to review
---
 contents/barnsley/barnsley.md              | 12 ++++---
 contents/barnsley/code/haskell/Barnsley.hs | 40 ++++++++++++++++++++++
 2 files changed, 47 insertions(+), 5 deletions(-)
 create mode 100644 contents/barnsley/code/haskell/Barnsley.hs

diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index c879d7bbd..9c353f8b4 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -24,7 +24,7 @@ In this chapter, I hope to provide a slightly more satisfying answer by introduc
 
 | Hutchinson Operator | Attractor |
 | ------------------- | --------- |
-| $$\begin{align} f_1(P) &= \begin{bmatrix} 0 &0 \\ 0 &0.16 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0 \end{bmatrix} \\ f_2(P) &= \begin{bmatrix} 0.85 &0.04 \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix} \\ f_3(P) &= \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &022 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix} \\ f_4(P) &= \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0.44 \end{bmatrix} \end{align}$$ | <img class="center" src="res/full_fern.png" alt="Barnsley Chaos Game"  style="width:100%"> |
+| $$\begin{align} f_1(P) &= \begin{bmatrix} 0 &0 \\ 0 &0.16 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0 \end{bmatrix} \\ f_2(P) &= \begin{bmatrix} 0.85 &0.04 \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix} \\ f_3(P) &= \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &0.22 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix} \\ f_4(P) &= \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0.44 \end{bmatrix} \end{align}$$ | <img class="center" src="res/full_fern.png" alt="Barnsley Chaos Game"  style="width:100%"> |
 
 At first glance, this set of functions looks like an incomprehensible mess of magic numbers to create a specific result, and in a sense, that is precisely correct.
 That said, we will go through each function and explain how it works, while also providing a simple chaos game implementation in code.
@@ -54,7 +54,7 @@ Now let's hop into disecting the Barnsley fern by seeing how each transform affe
 | -------- | --------- |
 | $$f_1(P) = \begin{bmatrix} 0 &0 \\ 0 &0.16 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0 \end{bmatrix}$$ <p> This operation moves every point to a single line. | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_rnd_0.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 | $$f_2(P) = \begin{bmatrix} 0.85 &0.04 \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ <p> This operation moves every point up and to the right. | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_rnd_1.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
-| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &022 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ <p> This operation rotates every point to the left. | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_rnd_2.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
+| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &0.22 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ <p> This operation rotates every point to the left. | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_rnd_2.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 | $$f_4(P) = \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0.44 \end{bmatrix}$$ <p> This operation flips every point and rotates to the right.| <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_rnd_3.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 
 At this stage, it *might* be clear what is going on, but it's not exactly obvious.
@@ -71,7 +71,7 @@ The easiest way to make sense of this is to show the operations on the Barnsley
 | -------- | --------- |
 | $$f_1(P) = \begin{bmatrix} 0 &0 \\ 0 &0.16 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0 \end{bmatrix}$$ | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_fern_0.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 | $$f_2(P) = \begin{bmatrix} 0.85 &0.04 \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_fern_1.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
-| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &022 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_fern_2.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
+| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &0.22 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_fern_2.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 | $$f_4(P) = \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0.44 \end{bmatrix}$$ | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/affine_fern_3.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 
 Here, the self-similar nature of the fern becomes apparent.
@@ -86,7 +86,7 @@ To account for this, each function is also given a probability of being chosen:
 | -------- | ----------- |
 | $$f_1(P) = \begin{bmatrix} 0 &0 \\ 0 &0.16 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0 \end{bmatrix}$$ | 0.01 |
 | $$f_2(P) = \begin{bmatrix} 0.85 &0.04 \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | 0.85 |
-| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &022 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | 0.07 |
+| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &0.22 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ | 0.07 |
 | $$f_4(P) = \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0.44 \end{bmatrix}$$ | 0.07 |
 
 ## Playing around a bit...
@@ -98,7 +98,7 @@ Here are a few examples of ferns that can be generated by modifying constituent
 | -------- | --------- |
 | $$f_1(P) = \begin{bmatrix} \tau &0 \\ 0 &0.16 \end{bmatrix}P + \begin{bmatrix} 0 \\ 0 \end{bmatrix}$$ <p> where $$-0.5 < \tau < 0.5 $$ <p> Turning stems to leaves | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/fern_twiddle_0.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 | $$f_2(P) = \begin{bmatrix} 0.85 & \tau \\ -0.04 &0.85 \end{bmatrix}P + \begin{bmatrix} 0 \\ 1.6 \end{bmatrix}$$ <p> where $$ -0.01 < \tau < 0.09 $$ <p> Changing fern tilt | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/fern_twiddle_1.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
-| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &022 \end{bmatrix}P + \begin{bmatrix} \tau \\ 1.6 \end{bmatrix}$$ <p> where $$-0.5 < \tau < 0.5$$ <p> Plucking left leaves | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/fern_twiddle_2.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
+| $$f_3(P) = \begin{bmatrix} 0.2 &-0.26 \\ 0.23 &0.22 \end{bmatrix}P + \begin{bmatrix} \tau \\ 1.6 \end{bmatrix}$$ <p> where $$-0.5 < \tau < 0.5$$ <p> Plucking left leaves | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/fern_twiddle_2.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 | $$f_4(P) = \begin{bmatrix} -0.15 &0.28 \\ 0.26 &0.24 \end{bmatrix}P + \begin{bmatrix} \tau \\ 0.44 \end{bmatrix}$$ <p> where $$-0.5 < \tau < 0.5$$ <p> Plucking right leaves | <div style="text-align:center"> <video style="width:100%" controls loop> <source src="res/fern_twiddle_3.mp4" type="video/mp4"> Your browser does not support the video tag. </video> </div> |
 
 As an important note: the idea of modifying a resulting image by twiddling the knobs of an affine transform is the heart of many interesting methods, including fractal image compression where a low resolution version of an image is stored along with a reconstructing function set to generate high-quality images on-the-fly {{ "fractal-compression" | cite }}{{ "saupe1994review" | cite }}.
@@ -135,6 +135,8 @@ The biggest differences between the two code implementations is that the Barnsle
 [import, lang:"java"](code/java/Barnsley.java)
 {% sample lang="coco" %}
 [import, lang:"coconut"](code/coconut/barnsley.coco)
+{% sample lang="hs" %}
+[import, lang:"haskell"](code/haskell/Barnsley.hs)
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/barnsley/code/haskell/Barnsley.hs b/contents/barnsley/code/haskell/Barnsley.hs
new file mode 100644
index 000000000..bf7024200
--- /dev/null
+++ b/contents/barnsley/code/haskell/Barnsley.hs
@@ -0,0 +1,40 @@
+import Data.Array (Array, bounds, elems, listArray, (!))
+import Data.List (intercalate)
+import System.Random
+
+data Point = Point Double Double
+
+chaosGame :: RandomGen g => g -> Int -> Array Int (Double, (Point -> Point)) -> [Point]
+chaosGame g n hutchinson = take n points
+  where
+    (x, g') = random g
+    (y, g'') = random g'
+
+    cumulProbabilities = scanl1 (+) $ map fst $ elems hutchinson
+    to_choice x = length $ takeWhile (x >) cumulProbabilities
+
+    picks = map to_choice $ randomRs (0, 1) g''
+    step = fmap snd hutchinson
+
+    points = Point x y : zipWith (step !) picks points
+
+affine :: (Double, Double, Double, Double) -> (Double, Double) -> Point -> Point
+affine (xx, xy, yx, yy) (a, b) (Point x y) = Point (a + xx * x + xy * y) (b + yx * x + yy * y)
+
+showPoint :: Point -> String
+showPoint (Point x y) = show x ++ "\t" ++ show y
+
+main :: IO ()
+main = do
+  g <- newStdGen
+  let barnsley =
+        listArray
+          (0, 3)
+          [ (0.01, affine (0, 0, 0, 0.16) (0, 0)),
+            (0.85, affine (0.85, 0.04, -0.04, 0.85) (0, 1.6)),
+            (0.07, affine (0.2, -0.26, 0.23, 0.22) (0, 1.6)),
+            (0.07, affine (-0.15, 0.28, 0.26, 0.24) (0, 0.44))
+          ]
+      points = chaosGame g 100000 barnsley
+
+  writeFile "out.dat" $ intercalate "\n" $ map showPoint points

From 866581ecc7a46a2e235e2e9e42db89046bcd4385 Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Mon, 22 Nov 2021 10:29:01 -0600
Subject: [PATCH 079/146] feat: add publish dockerfile (#938)

---
 .devcontainer/devcontainer.json         |  2 +-
 .github/workflows/publish_container.yml | 17 +++++++++++++++++
 .devcontainer/Dockerfile => Dockerfile  |  0
 3 files changed, 18 insertions(+), 1 deletion(-)
 create mode 100644 .github/workflows/publish_container.yml
 rename .devcontainer/Dockerfile => Dockerfile (100%)

diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index d09155c0b..e9d6bbefa 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -3,7 +3,7 @@
 {
 	"name": "Ubuntu",
 	"build": {
-		"dockerfile": "Dockerfile",
+		"dockerfile": "../Dockerfile",
 		// Update 'VARIANT' to pick an Ubuntu version: focal, bionic
 		"args": { "VARIANT": "focal" }
 	},
diff --git a/.github/workflows/publish_container.yml b/.github/workflows/publish_container.yml
new file mode 100644
index 000000000..84759dbdf
--- /dev/null
+++ b/.github/workflows/publish_container.yml
@@ -0,0 +1,17 @@
+name: Publish Docker
+on:
+  push:
+    branches:
+      - master
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@master
+    - name: Publish to Registry
+      uses: elgohr/Publish-Docker-Github-Action@master
+      with:
+        name: algorithm-archivists/aaa-langs
+        username: ${{ github.actor }}
+        password: ${{ secrets.GITHUB_TOKEN }}
+        registry: ghcr.io
\ No newline at end of file
diff --git a/.devcontainer/Dockerfile b/Dockerfile
similarity index 100%
rename from .devcontainer/Dockerfile
rename to Dockerfile

From 465e1e859ee9351209ae1a8f611492614a6918a2 Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Mon, 22 Nov 2021 19:07:28 +0100
Subject: [PATCH 080/146] Added C++ compilation (#939)

---
 SConstruct                                         | 5 ++++-
 contents/split-operator_method/code/cpp/SConscript | 6 ++++++
 sconscripts/cpp_SConscript                         | 6 ++++++
 3 files changed, 16 insertions(+), 1 deletion(-)
 create mode 100644 contents/split-operator_method/code/cpp/SConscript
 create mode 100644 sconscripts/cpp_SConscript

diff --git a/SConstruct b/SConstruct
index b5f5cdd11..c93744156 100644
--- a/SConstruct
+++ b/SConstruct
@@ -16,12 +16,15 @@ env['CC'] = 'gcc'
 for tool in ['gcc','gnulink']:
    env.Tool(tool)
 env['CCFLAGS'] = ''
+env['CXXFLAGS'] = '-std=c++17'
 
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
-languages = {'c': 'c'}
+languages = {'c': 'c', 'cpp': 'cpp'}
 
 env.C = env.Program
+env.CPlusPlus = env.Program
+
 
 Export('env')
 
diff --git a/contents/split-operator_method/code/cpp/SConscript b/contents/split-operator_method/code/cpp/SConscript
new file mode 100644
index 000000000..a25ed8c91
--- /dev/null
+++ b/contents/split-operator_method/code/cpp/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.CPlusPlus(f'#/build/cpp/{dirname}', Glob('*.cpp'), LIBS=['m', 'fftw3'])
diff --git a/sconscripts/cpp_SConscript b/sconscripts/cpp_SConscript
new file mode 100644
index 000000000..a30e08652
--- /dev/null
+++ b/sconscripts/cpp_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+from pathlib import Path
+
+for file in files_to_compile:
+    chapter_name = file.parent.parent.parent.stem
+    env.CPlusPlus(f'#/build/cpp/{chapter_name}', str(file))

From edbf50bfaeba82f84aa14f51cd26ef0d29dbd32b Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Mon, 22 Nov 2021 19:16:35 +0100
Subject: [PATCH 081/146] attempt at output standardization for approximate
 counting (#913)

* attempt at output standardization for approximate counting

* further standardization
---
 .../code/c/approximate_counting.c             | 15 +++++++----
 .../code/cpp/approximate_counting.cpp         | 10 +++----
 .../code/julia/approximate_counting.jl        | 26 ++++++++++++-------
 .../code/python/approximate_counting.py       |  9 ++++---
 4 files changed, 37 insertions(+), 23 deletions(-)

diff --git a/contents/approximate_counting/code/c/approximate_counting.c b/contents/approximate_counting/code/c/approximate_counting.c
index da44334a7..2be6ffaf8 100644
--- a/contents/approximate_counting/code/c/approximate_counting.c
+++ b/contents/approximate_counting/code/c/approximate_counting.c
@@ -63,19 +63,24 @@ void test_approximation_count(size_t n_trials, size_t n_items, double a,
     }
     double avg = sum / n_trials;
 
-    assert(fabs((avg - n_items) / n_items) < threshold);
+    if (fabs((avg - n_items) / n_items) < threshold){
+        printf("passed\n");
+    }
+    else{
+        printf("failed\n");
+    }
 }
 
 int main()
 {
     srand(time(NULL));
 
-    printf("Counting Tests, 100 trials\n");
-    printf("testing 1000, a = 30, 10%% error\n");
+    printf("[#]\nCounting Tests, 100 trials\n");
+    printf("[#]\ntesting 1,000, a = 30, 10%% error\n");
     test_approximation_count(100, 1000, 30, 0.1);
-    printf("testing 12345, a = 10, 10%% error\n");
+    printf("[#]\ntesting 12,345, a = 10, 10%% error\n");
     test_approximation_count(100, 12345, 10, 0.1);
-    printf("testing 222222, a = 0.5, 20%% error\n");
+    printf("[#]\ntesting 222,222, a = 0.5, 20%% error\n");
     test_approximation_count(100, 222222, 0.5, 0.2);
 
     return 0;
diff --git a/contents/approximate_counting/code/cpp/approximate_counting.cpp b/contents/approximate_counting/code/cpp/approximate_counting.cpp
index 53f4641af..1ee2790b7 100644
--- a/contents/approximate_counting/code/cpp/approximate_counting.cpp
+++ b/contents/approximate_counting/code/cpp/approximate_counting.cpp
@@ -55,17 +55,17 @@ auto test_approximate_count(
   for (auto i = 0; i < n_trials; ++i)
     sum += approximate_count(n_items, a);
   const auto avg = sum / n_trials;
-  return std::abs((avg - n_items) / n_items) < threshold ? "pass" : "fail";
+  return std::abs((avg - n_items) / n_items) < threshold ? "passed" : "failed";
 }
 
 int main() {
-  std::cout << "Counting Tests, 100 trials\n";
+  std::cout << "[#]\nCounting Tests, 100 trials\n";
 
-  std::cout << "testing 1,000, a = 30, 10% error "
+  std::cout << "[#]\ntesting 1,000, a = 30, 10% error \n"
             << test_approximate_count(100, 1000, 30, 0.1) << "\n";
-  std::cout << "testing 12,345, a = 10, 10% error "
+  std::cout << "[#]\ntesting 12,345, a = 10, 10% error \n"
             << test_approximate_count(100, 12345, 10, 0.1) << "\n";
   // Note : with a lower a, we need more trials, so a higher % error here.
-  std::cout << "testing 222,222, a = 0.5, 20% error "
+  std::cout << "[#]\ntesting 222,222, a = 0.5, 20% error \n"
             << test_approximate_count(100, 222222, 0.5, 0.2) << "\n";
 }
diff --git a/contents/approximate_counting/code/julia/approximate_counting.jl b/contents/approximate_counting/code/julia/approximate_counting.jl
index c6cf3b223..24c9f0fb6 100644
--- a/contents/approximate_counting/code/julia/approximate_counting.jl
+++ b/contents/approximate_counting/code/julia/approximate_counting.jl
@@ -47,15 +47,21 @@ function test_approximate_count(n_trials, n_items, a, threshold)
 
     avg = sum(samples)/n_trials
 
-    @test (abs((avg - n_items) / n_items) < threshold)
+    if (abs((avg - n_items) / n_items) < threshold)
+        println("passed")
+    else
+        println("failed")
+    end
 end
 
-@testset "Counting Tests, 100 trials" begin
-    println("testing 1,000, a = 30, 10% error")
-        test_approximate_count(100, 1000, 30, 0.1)
-    println("testing 12,345, a = 10, 10% error")
-        test_approximate_count(100, 12345, 10, 0.1)
-    # Note: with a lower a, we need more trials, so a higher % error here.
-    println("testing 222,222, a = 0.5, 20% error")
-        test_approximate_count(100, 222222, 0.5, 0.2)
-end
+println("[#]\nCounting Tests, 100 trials")
+
+println("[#]\ntesting 1,000, a = 30, 10% error")
+test_approximate_count(100, 1000, 30, 0.1)
+
+println("[#]\ntesting 12,345, a = 10, 10% error")
+test_approximate_count(100, 12345, 10, 0.1)
+
+# Note: with a lower a, we need more trials, so a higher % error here.
+println("[#]\ntesting 222,222, a = 0.5, 20% error")
+test_approximate_count(100, 222222, 0.5, 0.2)
diff --git a/contents/approximate_counting/code/python/approximate_counting.py b/contents/approximate_counting/code/python/approximate_counting.py
index 0088debcc..a8381ffe8 100644
--- a/contents/approximate_counting/code/python/approximate_counting.py
+++ b/contents/approximate_counting/code/python/approximate_counting.py
@@ -40,10 +40,13 @@ def test_approximate_count(n_trials, n_items, a, threshold):
 
     if abs((avg - n_items)/n_items) < threshold:
         print("passed")
+    else:
+        print("failed")
 
-print("testing 1,000, a = 30, 10% error")
+print("[#]\nCounting Tests, 100 trials")
+print("[#]\ntesting 1,000, a = 30, 10% error")
 test_approximate_count(100, 1000, 30, 0.1)
-print("testing 12,345, a = 10, 10% error")
+print("[#]\ntesting 12,345, a = 10, 10% error")
 test_approximate_count(100, 12345, 10, 0.1)
-print("testing 222,222, a = 0.5, 20% error")
+print("[#]\ntesting 222,222, a = 0.5, 20% error")
 test_approximate_count(100, 222222, 0.5, 0.2)

From 9d9e1cb232a9165573773fd1dd6baa9455c38302 Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Sun, 28 Nov 2021 15:35:30 +0100
Subject: [PATCH 082/146] Added x64 assembly compilation (#940)

---
 SConstruct                                        | 15 ++++++++-------
 contents/cooley_tukey/code/asm-x64/SConscript     |  6 ++++++
 .../forward_euler_method/code/asm-x64/SConscript  |  6 ++++++
 sconscripts/asm-x64_SConscript                    |  6 ++++++
 4 files changed, 26 insertions(+), 7 deletions(-)
 create mode 100644 contents/cooley_tukey/code/asm-x64/SConscript
 create mode 100644 contents/forward_euler_method/code/asm-x64/SConscript
 create mode 100644 sconscripts/asm-x64_SConscript

diff --git a/SConstruct b/SConstruct
index c93744156..93354e152 100644
--- a/SConstruct
+++ b/SConstruct
@@ -10,21 +10,21 @@ To run the compilation for all implementations in one language, e.g. C, run the
 from pathlib import Path
 import os
 
-env = Environment(ENV={'PATH': os.environ['PATH']})
+env = Environment(ENV={'PATH': os.environ['PATH']},
+		  tools=['gcc', 'gnulink', 'g++', 'gas'])
+
+env['ASFLAGS'] = '--64'
 
-env['CC'] = 'gcc'
-for tool in ['gcc','gnulink']:
-   env.Tool(tool)
 env['CCFLAGS'] = ''
 env['CXXFLAGS'] = '-std=c++17'
 
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
-languages = {'c': 'c', 'cpp': 'cpp'}
+languages = {'c': 'c', 'cpp': 'cpp', 'asm-x64': 's'}
 
 env.C = env.Program
 env.CPlusPlus = env.Program
-
+env.X64 = env.Program
 
 Export('env')
 
@@ -46,7 +46,8 @@ sconscript_dir_path = Path('sconscripts')
 for language, files in files_to_compile.items():
     if files:
         if (sconscript_path := sconscript_dir_path / f"{language}_SConscript").exists():
-            SConscript(sconscript_path, exports = {'files_to_compile': files})
+            SConscript(sconscript_path, exports = {'files_to_compile': files,
+                                                   'language': language})
         else:
             print(f'{language} file found at {files[0]}, but no sconscript file is present ')
 
diff --git a/contents/cooley_tukey/code/asm-x64/SConscript b/contents/cooley_tukey/code/asm-x64/SConscript
new file mode 100644
index 000000000..05360fe6c
--- /dev/null
+++ b/contents/cooley_tukey/code/asm-x64/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.X64(f'#/build/asm-x64/{dirname}', Glob('*.s'), LIBS=['m'], LINKFLAGS='-no-pie')
diff --git a/contents/forward_euler_method/code/asm-x64/SConscript b/contents/forward_euler_method/code/asm-x64/SConscript
new file mode 100644
index 000000000..9322fd10c
--- /dev/null
+++ b/contents/forward_euler_method/code/asm-x64/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.X64(f'#/build/asm-x64/{dirname}', Glob('*.s'), LIBS='m', LINKFLAGS='-no-pie')
diff --git a/sconscripts/asm-x64_SConscript b/sconscripts/asm-x64_SConscript
new file mode 100644
index 000000000..caabf226f
--- /dev/null
+++ b/sconscripts/asm-x64_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile language env')
+from pathlib import Path
+
+for file in files_to_compile:
+    chapter_name = file.parent.parent.parent.stem
+    env.X64(f'#/build/{language}/{chapter_name}', str(file), LINKFLAGS='-no-pie')

From 18eebd6277158738b1ef507037939a50749b8a70 Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Sun, 28 Nov 2021 20:56:17 +0000
Subject: [PATCH 083/146] Add Rust to SCons (#945)

* Add rust builder and build script

* Move file to be discovered by SCons, and update Cargo.toml to reflect this

* Add rustc to SCons

* Add Cargo.toml files for code requiring libraries

* Add cargo building when Cargo.toml is present

* Fix copying fail on linux due to directory name and file name collision

* Add build artifacts to SCons clean command and .gitignore

* Fix Not a directory issue due to getting parent directory of a file

* Remove redefinition of languages dictionary

* Add rustc and cargo install to docker

* Update Cooley-Tukey to use correct version of crates

* Update split-operator method to use correct library versions and apply fixes from #688
---
 .gitignore                                         |  4 ++++
 Dockerfile                                         |  5 ++++-
 SConstruct                                         | 13 +++++++++----
 contents/barnsley/code/rust/Cargo.toml             |  8 ++++++--
 .../code/rust/{src/main.rs => barnsley.rs}         |  0
 contents/cooley_tukey/code/rust/Cargo.toml         | 14 ++++++++++++++
 contents/huffman_encoding/code/rust/Cargo.toml     | 13 +++++++++++++
 .../monte_carlo_integration/code/rust/Cargo.toml   | 13 +++++++++++++
 .../split-operator_method/code/rust/Cargo.toml     | 13 +++++++++++++
 .../split-operator_method/code/rust/split_op.rs    |  5 ++---
 sconscripts/rust_SConscript                        | 14 ++++++++++++++
 11 files changed, 92 insertions(+), 10 deletions(-)
 rename contents/barnsley/code/rust/{src/main.rs => barnsley.rs} (100%)
 create mode 100644 contents/cooley_tukey/code/rust/Cargo.toml
 create mode 100644 contents/huffman_encoding/code/rust/Cargo.toml
 create mode 100644 contents/monte_carlo_integration/code/rust/Cargo.toml
 create mode 100644 contents/split-operator_method/code/rust/Cargo.toml
 create mode 100644 sconscripts/rust_SConscript

diff --git a/.gitignore b/.gitignore
index 231da8ea1..4d5a431b0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -524,3 +524,7 @@ vscode/
 
 # SCons build directory
 build/
+
+# Cargo artifacts
+Cargo.lock
+target/
diff --git a/Dockerfile b/Dockerfile
index d6ecdfc45..a0808c1ef 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -6,7 +6,7 @@ FROM mcr.microsoft.com/vscode/devcontainers/base:0-${VARIANT}
 
 # [Optional] Uncomment this section to install additional OS packages.
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
-    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk rustc libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev cmake
+    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev cmake
 
 # Setup Crystal
 RUN echo 'deb http://download.opensuse.org/repositories/devel:/languages:/crystal/xUbuntu_20.04/ /' | sudo tee /etc/apt/sources.list.d/devel:languages:crystal.list
@@ -72,6 +72,9 @@ RUN sudo add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu fo
 RUN sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys D9D33FCD84D82C17288BA03B3C9A6980F827E01E
 RUN sudo add-apt-repository 'deb http://ppa.launchpad.net/plt/racket/ubuntu focal main'
 
+# Setup Rust
+RUN curl https://sh.rustup.rs -sSf | sh -s -- -y
+
 # Setup Scratch
 ## using 1.x right now.... in future checkout snap or adobe air?
 
diff --git a/SConstruct b/SConstruct
index 93354e152..1a20bf633 100644
--- a/SConstruct
+++ b/SConstruct
@@ -10,17 +10,22 @@ To run the compilation for all implementations in one language, e.g. C, run the
 from pathlib import Path
 import os
 
-env = Environment(ENV={'PATH': os.environ['PATH']},
-		  tools=['gcc', 'gnulink', 'g++', 'gas'])
+rust_cargo_builder = Builder(action=['cargo build --bins --manifest-path $MANIFEST',
+                                     Move('$TARGET$PROGSUFFIX', '$SOURCE_DIR/target/debug/main$PROGSUFFIX')])
 
-env['ASFLAGS'] = '--64'
+rust_rustc_builder = Builder(action='rustc $SOURCE -o $TARGET$PROGSUFFIX')
+
+env = Environment(ENV=os.environ,
+                  BUILDERS={'rustc': rust_rustc_builder, 'cargo': rust_cargo_builder},
+                  tools=['gcc', 'gnulink', 'g++', 'gas'])
 
 env['CCFLAGS'] = ''
 env['CXXFLAGS'] = '-std=c++17'
+env['ASFLAGS'] = '--64'
 
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
-languages = {'c': 'c', 'cpp': 'cpp', 'asm-x64': 's'}
+languages = {'c': 'c', 'cpp': 'cpp', 'asm-x64': 's', 'rust': 'rs'}
 
 env.C = env.Program
 env.CPlusPlus = env.Program
diff --git a/contents/barnsley/code/rust/Cargo.toml b/contents/barnsley/code/rust/Cargo.toml
index 40780594a..52505634b 100644
--- a/contents/barnsley/code/rust/Cargo.toml
+++ b/contents/barnsley/code/rust/Cargo.toml
@@ -1,9 +1,13 @@
 [package]
-name = "rust"
+name = "barnsley"
 version = "0.1.0"
 edition = "2018"
 
 # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
 
 [dependencies]
-rand = "0.8.4"
\ No newline at end of file
+rand = "0.8.4"
+
+[[bin]]
+path = "./barnsley.rs"
+name = "main"
\ No newline at end of file
diff --git a/contents/barnsley/code/rust/src/main.rs b/contents/barnsley/code/rust/barnsley.rs
similarity index 100%
rename from contents/barnsley/code/rust/src/main.rs
rename to contents/barnsley/code/rust/barnsley.rs
diff --git a/contents/cooley_tukey/code/rust/Cargo.toml b/contents/cooley_tukey/code/rust/Cargo.toml
new file mode 100644
index 000000000..0cba5179d
--- /dev/null
+++ b/contents/cooley_tukey/code/rust/Cargo.toml
@@ -0,0 +1,14 @@
+[package]
+name = "rust"
+version = "0.1.0"
+edition = "2018"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+rand = "0.7.3"
+rustfft = "4.1.0"
+
+[[bin]]
+path = "./fft.rs"
+name = "main"
\ No newline at end of file
diff --git a/contents/huffman_encoding/code/rust/Cargo.toml b/contents/huffman_encoding/code/rust/Cargo.toml
new file mode 100644
index 000000000..1add99ad2
--- /dev/null
+++ b/contents/huffman_encoding/code/rust/Cargo.toml
@@ -0,0 +1,13 @@
+[package]
+name = "huffman"
+version = "0.1.0"
+edition = "2018"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+itertools = "0.10.1"
+
+[[bin]]
+path = "./huffman.rs"
+name = "main"
\ No newline at end of file
diff --git a/contents/monte_carlo_integration/code/rust/Cargo.toml b/contents/monte_carlo_integration/code/rust/Cargo.toml
new file mode 100644
index 000000000..17ff7f385
--- /dev/null
+++ b/contents/monte_carlo_integration/code/rust/Cargo.toml
@@ -0,0 +1,13 @@
+[package]
+name = "montecarlo"
+version = "0.1.0"
+edition = "2018"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+rand = "0.8.4"
+
+[[bin]]
+path = "./monte_carlo.rs"
+name = "main"
\ No newline at end of file
diff --git a/contents/split-operator_method/code/rust/Cargo.toml b/contents/split-operator_method/code/rust/Cargo.toml
new file mode 100644
index 000000000..def85c23e
--- /dev/null
+++ b/contents/split-operator_method/code/rust/Cargo.toml
@@ -0,0 +1,13 @@
+[package]
+name = "splitop"
+version = "0.1.0"
+edition = "2018"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+rustfft = "4.1.0"
+
+[[bin]]
+path = "./split_op.rs"
+name = "main"
\ No newline at end of file
diff --git a/contents/split-operator_method/code/rust/split_op.rs b/contents/split-operator_method/code/rust/split_op.rs
index 7269f5148..d29e16a2e 100644
--- a/contents/split-operator_method/code/rust/split_op.rs
+++ b/contents/split-operator_method/code/rust/split_op.rs
@@ -1,7 +1,6 @@
-extern crate num;
 extern crate rustfft;
 
-use num::complex::Complex;
+use rustfft::num_complex::Complex;
 use rustfft::FFTplanner;
 use std::f64::consts::PI;
 use std::fs::File;
@@ -95,7 +94,7 @@ fn fft(x: &mut Vec<Complex<f64>>, inverse: bool) {
     let mut y = vec![Complex::new(0.0_f64, 0.0_f64); x.len()];
     let mut p = FFTplanner::new(inverse);
     let fft = p.plan_fft(x.len());
-    fft.process(x, &mut y);
+    fft.process(x.as_mut_slice(), y.as_mut_slice());
 
     for i in 0..x.len() {
         x[i] = y[i] / (x.len() as f64).sqrt();
diff --git a/sconscripts/rust_SConscript b/sconscripts/rust_SConscript
new file mode 100644
index 000000000..b9cf669c7
--- /dev/null
+++ b/sconscripts/rust_SConscript
@@ -0,0 +1,14 @@
+Import('files_to_compile env')
+from pathlib import Path
+
+for file in files_to_compile:
+    chapter_name = file.parent.parent.parent.stem
+    if (file.parent / 'Cargo.toml').exists():
+        env.cargo(target=f'#/build/rust/{chapter_name}',
+                  source=str(file),
+                  MANIFEST=str(file.parent / 'Cargo.toml'),
+                  SOURCE_DIR=str(file.parent))
+        env.Clean('rust', str(file.parent / 'target'))
+    else:
+        env.rustc(f'#/build/rust/{chapter_name}', str(file))
+        env.Clean('rust', f'#/build/rust/{chapter_name}.pdb')

From c3c0938dd13b4f8b583ec7179b3d1d49dec5d789 Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Sun, 28 Nov 2021 22:19:04 +0000
Subject: [PATCH 084/146] Add Go to SCons (#947)

---
 SConstruct                | 8 ++++++--
 sconscripts/go_SConscript | 6 ++++++
 2 files changed, 12 insertions(+), 2 deletions(-)
 create mode 100644 sconscripts/go_SConscript

diff --git a/SConstruct b/SConstruct
index 1a20bf633..8f01fe4fe 100644
--- a/SConstruct
+++ b/SConstruct
@@ -15,8 +15,12 @@ rust_cargo_builder = Builder(action=['cargo build --bins --manifest-path $MANIFE
 
 rust_rustc_builder = Builder(action='rustc $SOURCE -o $TARGET$PROGSUFFIX')
 
+go_builder = Builder(action='go build -o $TARGET$PROGSUFFIX $SOURCE')
+
 env = Environment(ENV=os.environ,
-                  BUILDERS={'rustc': rust_rustc_builder, 'cargo': rust_cargo_builder},
+                  BUILDERS={'rustc': rust_rustc_builder,
+                            'cargo': rust_cargo_builder,
+                            'Go': go_builder},
                   tools=['gcc', 'gnulink', 'g++', 'gas'])
 
 env['CCFLAGS'] = ''
@@ -25,7 +29,7 @@ env['ASFLAGS'] = '--64'
 
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
-languages = {'c': 'c', 'cpp': 'cpp', 'asm-x64': 's', 'rust': 'rs'}
+languages = {'c': 'c', 'cpp': 'cpp', 'asm-x64': 's', 'rust': 'rs', 'go': 'go'}
 
 env.C = env.Program
 env.CPlusPlus = env.Program
diff --git a/sconscripts/go_SConscript b/sconscripts/go_SConscript
new file mode 100644
index 000000000..795be1d53
--- /dev/null
+++ b/sconscripts/go_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+from pathlib import Path
+
+for file in files_to_compile:
+    chapter_name = file.parent.parent.parent.stem
+    env.Go(f'#/build/go/{chapter_name}', str(file))

From 0aa53332fb7366a7a1b9f93f55d7c72126534088 Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Sun, 28 Nov 2021 23:36:08 +0100
Subject: [PATCH 085/146] Added Fortran compilation (#948)

* Added Fortran compilation

* Corrected a typo
---
 SConstruct                                           | 12 ++++++++++--
 contents/euclidean_algorithm/code/fortran/SConscript |  6 ++++++
 sconscripts/fortran_SConscript                       |  6 ++++++
 3 files changed, 22 insertions(+), 2 deletions(-)
 create mode 100644 contents/euclidean_algorithm/code/fortran/SConscript
 create mode 100644 sconscripts/fortran_SConscript

diff --git a/SConstruct b/SConstruct
index 8f01fe4fe..222ae14c0 100644
--- a/SConstruct
+++ b/SConstruct
@@ -21,7 +21,7 @@ env = Environment(ENV=os.environ,
                   BUILDERS={'rustc': rust_rustc_builder,
                             'cargo': rust_cargo_builder,
                             'Go': go_builder},
-                  tools=['gcc', 'gnulink', 'g++', 'gas'])
+                  tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran'])
 
 env['CCFLAGS'] = ''
 env['CXXFLAGS'] = '-std=c++17'
@@ -29,11 +29,19 @@ env['ASFLAGS'] = '--64'
 
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
-languages = {'c': 'c', 'cpp': 'cpp', 'asm-x64': 's', 'rust': 'rs', 'go': 'go'}
+languages = {
+    'c': 'c',
+    'cpp': 'cpp',
+    'asm-x64': 's',
+    'rust': 'rs',
+    'go': 'go',
+    'fortran': 'f90',
+}
 
 env.C = env.Program
 env.CPlusPlus = env.Program
 env.X64 = env.Program
+env.Fortran = env.Program
 
 Export('env')
 
diff --git a/contents/euclidean_algorithm/code/fortran/SConscript b/contents/euclidean_algorithm/code/fortran/SConscript
new file mode 100644
index 000000000..8146feee9
--- /dev/null
+++ b/contents/euclidean_algorithm/code/fortran/SConscript
@@ -0,0 +1,6 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.Fortran(f'#/build/fortran/{dirname}', 'euclidean.f90')
diff --git a/sconscripts/fortran_SConscript b/sconscripts/fortran_SConscript
new file mode 100644
index 000000000..df3e7fc27
--- /dev/null
+++ b/sconscripts/fortran_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+from pathlib import Path
+
+for file in files_to_compile:
+    chapter_name = file.parent.parent.parent.stem
+    env.Fortran(f'#/build/fortran/{chapter_name}', str(file))

From 71e27baca21fe5d42787c37d76763f4060ac34fb Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Mon, 29 Nov 2021 23:12:09 +0100
Subject: [PATCH 086/146] Fixing C warnings (#934)

* Added warnings as errors for C/C++ code and fixed C warnings.
---
 SConstruct                                    |  2 +-
 contents/IFS/code/c/IFS.c                     |  2 +-
 contents/barnsley/code/c/barnsley.c           |  1 +
 contents/cooley_tukey/code/c/fft.c            |  8 ++--
 .../code/c/euclidean_example.c                | 48 +++++++++----------
 contents/flood_fill/code/c/flood_fill.c       |  8 ++--
 .../code/c/gaussian_elimination.c             | 20 ++++----
 contents/huffman_encoding/code/c/huffman.c    |  4 +-
 .../split-operator_method/code/c/split_op.c   |  6 +--
 .../code/c/stable_marriage.c                  |  9 ++--
 10 files changed, 54 insertions(+), 54 deletions(-)

diff --git a/SConstruct b/SConstruct
index 222ae14c0..bd851cf0a 100644
--- a/SConstruct
+++ b/SConstruct
@@ -23,7 +23,7 @@ env = Environment(ENV=os.environ,
                             'Go': go_builder},
                   tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran'])
 
-env['CCFLAGS'] = ''
+env['CCFLAGS'] = '-Wall -Wextra -Werror'
 env['CXXFLAGS'] = '-std=c++17'
 env['ASFLAGS'] = '--64'
 
diff --git a/contents/IFS/code/c/IFS.c b/contents/IFS/code/c/IFS.c
index 2ba8cbdd2..99c4826be 100644
--- a/contents/IFS/code/c/IFS.c
+++ b/contents/IFS/code/c/IFS.c
@@ -20,7 +20,7 @@ void chaos_game(struct point *in, size_t in_n, struct point *out,
 
     struct point cur_point = {drand(), drand()};
 
-    for (int i = 0; i < out_n; ++i) {
+    for (size_t i = 0; i < out_n; ++i) {
         out[i] = cur_point;
         struct point tmp = random_element(in, in_n);
         cur_point.x = 0.5 * (cur_point.x + tmp.x);
diff --git a/contents/barnsley/code/c/barnsley.c b/contents/barnsley/code/c/barnsley.c
index 17119c585..db154b777 100644
--- a/contents/barnsley/code/c/barnsley.c
+++ b/contents/barnsley/code/c/barnsley.c
@@ -44,6 +44,7 @@ struct matrix select_array(struct matrix *hutchinson_op, double *probabilities,
         }
         rnd -= probabilities[i];
     }
+    return hutchinson_op[0];
 }
 
 // This is a general function to simulate a chaos game
diff --git a/contents/cooley_tukey/code/c/fft.c b/contents/cooley_tukey/code/c/fft.c
index 90691f373..f87e12afd 100644
--- a/contents/cooley_tukey/code/c/fft.c
+++ b/contents/cooley_tukey/code/c/fft.c
@@ -6,7 +6,7 @@
 #include <time.h>
 #include <fftw3.h>
 
-void fft(double complex *x, int n) {
+void fft(double complex *x, size_t n) {
     double complex y[n];
     memset(y, 0, sizeof(y));
     fftw_plan p;
@@ -56,8 +56,8 @@ void cooley_tukey(double complex *X, const size_t N) {
 }
 
 void bit_reverse(double complex *X, size_t N) {
-    for (int i = 0; i < N; ++i) {
-        int n = i;
+    for (size_t i = 0; i < N; ++i) {
+        size_t n = i;
         int a = i;
         int count = (int)log2((double)N) - 1;
 
@@ -81,7 +81,7 @@ void iterative_cooley_tukey(double complex *X, size_t N) {
     bit_reverse(X, N);
 
     for (int i = 1; i <= log2((double)N); ++i) {
-        int stride = pow(2, i);
+        size_t stride = pow(2, i);
         double complex w = cexp(-2.0 * I * M_PI / stride);
         for (size_t j = 0; j < N; j += stride) {
             double complex v = 1.0;
diff --git a/contents/euclidean_algorithm/code/c/euclidean_example.c b/contents/euclidean_algorithm/code/c/euclidean_example.c
index 16b0ce9ea..12892e1aa 100644
--- a/contents/euclidean_algorithm/code/c/euclidean_example.c
+++ b/contents/euclidean_algorithm/code/c/euclidean_example.c
@@ -1,40 +1,40 @@
 #include <stdio.h>
-#include <math.h>
+#include <stdlib.h>
 
 int euclid_mod(int a, int b) {
-    a = abs(a);
-    b = abs(b);
+  a = abs(a);
+  b = abs(b);
 
-    while (b != 0) {
-        int temp = b;
-        b = a % b;
-        a = temp;
-    }
+  while (b != 0) {
+    int temp = b;
+    b = a % b;
+    a = temp;
+  }
 
-    return a;
+  return a;
 }
 
 int euclid_sub(int a, int b) {
-    a = abs(a);
-    b = abs(b);
-
-    while (a != b) {
-        if (a > b) {
-            a -= b;
-        } else {
-            b -= a;
-        }
+  a = abs(a);
+  b = abs(b);
+
+  while (a != b) {
+    if (a > b) {
+      a -= b;
+    } else {
+      b -= a;
     }
+  }
 
-    return a;
+  return a;
 }
 
 int main() {
-    int check1 = euclid_mod(64 * 67, 64 * 81);
-    int check2 = euclid_sub(128 * 12, 128 * 77);
+  int check1 = euclid_mod(64 * 67, 64 * 81);
+  int check2 = euclid_sub(128 * 12, 128 * 77);
 
-    printf("%d\n", check1);
-    printf("%d\n", check2);
+  printf("%d\n", check1);
+  printf("%d\n", check2);
 
-    return 0;
+  return 0;
 }
diff --git a/contents/flood_fill/code/c/flood_fill.c b/contents/flood_fill/code/c/flood_fill.c
index d922412a1..03df6f1fb 100644
--- a/contents/flood_fill/code/c/flood_fill.c
+++ b/contents/flood_fill/code/c/flood_fill.c
@@ -25,7 +25,7 @@ int inbounds(struct point p, struct canvas c) {
     return (p.x < 0 || p.y < 0 || p.y >= c.max_y || p.x >= c.max_x) ? 0 : 1;
 }
 
-int find_neighbors(struct canvas c, struct point p, int old_val, int new_val,
+int find_neighbors(struct canvas c, struct point p, int old_val, 
         struct point *neighbors) {
     int cnt = 0;
     struct point points[4] = {
@@ -90,7 +90,7 @@ void stack_fill(struct canvas c, struct point p, int old_val, int new_val) {
             c.data[cur_loc.x + c.max_x * cur_loc.y] = new_val;
 
             struct point neighbors[4];
-            int cnt = find_neighbors(c, cur_loc, old_val, new_val, neighbors);
+            int cnt = find_neighbors(c, cur_loc, old_val, neighbors);
 
             for (int i = 0; i < cnt; ++i) {
                 stack_push(&stk, neighbors[i]);
@@ -160,7 +160,7 @@ void queue_fill(struct canvas c, struct point p, int old_val, int new_val) {
             c.data[cur_loc.x + c.max_x * cur_loc.y] = new_val;
 
             struct point neighbors[4];
-            int cnt = find_neighbors(c, cur_loc, old_val, new_val, neighbors);
+            int cnt = find_neighbors(c, cur_loc, old_val, neighbors);
 
             for (int i = 0; i < cnt; ++i) {
                 enqueue(&q, neighbors[i]);
@@ -181,7 +181,7 @@ void recursive_fill(struct canvas c, struct point p, int old_val,
     c.data[p.x + c.max_x * p.y] = new_val;
 
     struct point neighbors[4];
-    int cnt = find_neighbors(c, p, old_val, new_val, neighbors);
+    int cnt = find_neighbors(c, p, old_val, neighbors);
 
     for (int i = 0; i < cnt; ++i) {
         recursive_fill(c, neighbors[i], old_val, new_val);
diff --git a/contents/gaussian_elimination/code/c/gaussian_elimination.c b/contents/gaussian_elimination/code/c/gaussian_elimination.c
index 0840b8076..6ca4ca70f 100644
--- a/contents/gaussian_elimination/code/c/gaussian_elimination.c
+++ b/contents/gaussian_elimination/code/c/gaussian_elimination.c
@@ -47,13 +47,13 @@ void gaussian_elimination(double *a, const size_t rows, const size_t cols) {
     }
 }
 
-void back_substitution(const double *a, double *x, const size_t rows,
-                       const size_t cols) {
+void back_substitution(const double *a, double *x, const int rows,
+                       const int cols) {
 
     for (int i = rows - 1; i >= 0; --i) {
         double sum = 0.0;
 
-        for (size_t j = cols - 2; j > i; --j) {
+        for (int j = cols - 2; j > i; --j) {
             sum += x[j] * a[i * cols + j];
         }
 
@@ -61,17 +61,17 @@ void back_substitution(const double *a, double *x, const size_t rows,
     }
 }
 
-void gauss_jordan(double *a, const size_t rows, const size_t cols) {
-    int row = 0;
+void gauss_jordan(double *a, const size_t cols) {
+    size_t row = 0;
 
-    for (int col = 0; col < cols - 1; ++col) {
+    for (size_t col = 0; col < cols - 1; ++col) {
         if (a[row * cols + col] != 0) {
-            for (int i = cols - 1; i > col - 1; --i) {
+            for (size_t i = cols - 1; i > col - 1; --i) {
                 a[row * cols + i] /= a[row * cols + col];
             }
 
-            for (int i = 0; i < row; ++i) {
-                for (int j = cols - 1; j > col - 1; --j) {
+            for (size_t i = 0; i < row; ++i) {
+                for (size_t j = cols - 1; j > col - 1; --j) {
                     a[i * cols + j] -= a[i * cols + col] * a[row * cols + j];
                 }
             }
@@ -99,7 +99,7 @@ int main() {
 
     printf("\nGauss-Jordan:\n");
 
-    gauss_jordan((double *)a, 3, 4);
+    gauss_jordan((double *)a, 4);
 
     for (size_t i = 0; i < 3; ++i) {
         printf("[");
diff --git a/contents/huffman_encoding/code/c/huffman.c b/contents/huffman_encoding/code/c/huffman.c
index 571dc8c15..4f60f5da6 100644
--- a/contents/huffman_encoding/code/c/huffman.c
+++ b/contents/huffman_encoding/code/c/huffman.c
@@ -125,7 +125,7 @@ struct tree* generate_tree(const char* str) {
     }
 
     struct heap heap = { 0 };
-    for (int i = 0; i < sizeof(counts) / sizeof(int); ++i) {
+    for (size_t i = 0; i < sizeof(counts) / sizeof(int); ++i) {
         if (counts[i]) {
             struct tree* tree = calloc(1, sizeof(struct tree));
             tree->value = (char)i;
@@ -211,8 +211,6 @@ char* encode(const char* input, struct tree** huffman_tree,
     *codebook = generate_codebook(*huffman_tree);
 
     char* result = duplicate(get_code(codebook, *input));
-    int result_length = strlen(result);
-    int result_capacity = result_length;
 
     input += 1;
 
diff --git a/contents/split-operator_method/code/c/split_op.c b/contents/split-operator_method/code/c/split_op.c
index 0550e4ef2..ecf48e027 100644
--- a/contents/split-operator_method/code/c/split_op.c
+++ b/contents/split-operator_method/code/c/split_op.c
@@ -28,7 +28,7 @@ struct operators {
     double complex *wfc;
 };
 
-void fft(double complex *x, int n, bool inverse) {
+void fft(double complex *x, size_t n, bool inverse) {
     double complex y[n];
     memset(y, 0, sizeof(y));
     fftw_plan p;
@@ -139,8 +139,8 @@ void split_op(struct params par, struct operators opr) {
         sprintf(filename, "output%lu.dat", i);
         FILE *fp = fopen(filename, "w");
 
-        for (int i = 0; i < opr.size; ++i) {
-            fprintf(fp, "%d\t%f\t%f\n", i, density[i], creal(opr.v[i]));
+        for (size_t i = 0; i < opr.size; ++i) {
+            fprintf(fp, "%ld\t%f\t%f\n", i, density[i], creal(opr.v[i]));
         }
 
         fclose(fp);
diff --git a/contents/stable_marriage_problem/code/c/stable_marriage.c b/contents/stable_marriage_problem/code/c/stable_marriage.c
index 546a0d5d1..e4f4ad2fd 100644
--- a/contents/stable_marriage_problem/code/c/stable_marriage.c
+++ b/contents/stable_marriage_problem/code/c/stable_marriage.c
@@ -20,11 +20,11 @@ void shuffle(size_t *array, size_t size) {
     }
 }
 
-void create_group(struct person *group, size_t size, bool are_men) {
+void create_group(struct person *group, size_t size) {
     for (size_t i = 0; i < size; ++i) {
         group[i].id = i;
         group[i].partner = NULL;
-        group[i].prefers = (size_t*)malloc(sizeof(size_t) * size);
+        group[i].prefers = malloc(sizeof(size_t) * size);
         group[i].index = 0;
 
         for (size_t j = 0; j < size; ++j) {
@@ -43,6 +43,7 @@ bool prefers_partner(size_t *prefers, size_t partner, size_t id, size_t size) {
             return false;
         }
     }
+    return true;
 }
 
 void stable_marriage(struct person *men, struct person *women, size_t size) {
@@ -85,8 +86,8 @@ int main() {
 
     struct person men[5], women[5];
 
-    create_group(men, 5, true);
-    create_group(women, 5, false);
+    create_group(men, 5);
+    create_group(women, 5);
 
     for (size_t i = 0; i < 5; ++i) {
         printf("preferences of man %zu: ", i);

From f5af3686c0ac9bbc57ca21f905c42eb56e620899 Mon Sep 17 00:00:00 2001
From: Sammy Plat <amaras@vivaldi.net>
Date: Mon, 29 Nov 2021 23:38:15 +0100
Subject: [PATCH 087/146] Removed C/C++ warnings only for C++ (#957)

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

diff --git a/SConstruct b/SConstruct
index bd851cf0a..09c939af3 100644
--- a/SConstruct
+++ b/SConstruct
@@ -23,7 +23,7 @@ env = Environment(ENV=os.environ,
                             'Go': go_builder},
                   tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran'])
 
-env['CCFLAGS'] = '-Wall -Wextra -Werror'
+env['CFLAGS'] = '-Wall -Wextra -Werror'
 env['CXXFLAGS'] = '-std=c++17'
 env['ASFLAGS'] = '--64'
 

From 25d03e4711d484f84fce32521a39aa36ab8aacef Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Mon, 29 Nov 2021 16:48:46 -0600
Subject: [PATCH 088/146] Move Code Reviewers from Wiki into the book (#946)

* Add code Reviewers chapter

* Add code reviews to summary

* add code reviews to how to contribute

* Update contents/code_reviews/code_reviewers.md

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/code_reviews/code_reviewers.md

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/code_reviews/code_reviewers.md

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/code_reviews/code_reviewers.md

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/code_reviews/code_reviewers.md

Co-authored-by: Sammy Plat <amaras@vivaldi.net>

* Update contents/code_reviews/code_reviewers.md

Co-authored-by: Sammy Plat <amaras@vivaldi.net>

* Update contents/code_reviews/code_reviewers.md

* Update contents/code_reviews/code_reviewers.md

* Update contents/code_reviews/code_reviewers.md

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Co-authored-by: Sammy Plat <amaras@vivaldi.net>
---
 SUMMARY.md                                    |  1 +
 contents/code_reviews/code_reviewers.md       | 69 +++++++++++++++++++
 .../how_to_contribute/how_to_contribute.md    |  4 +-
 3 files changed, 73 insertions(+), 1 deletion(-)
 create mode 100644 contents/code_reviews/code_reviewers.md

diff --git a/SUMMARY.md b/SUMMARY.md
index e41ba39d4..4d4597b1c 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -3,6 +3,7 @@
 * [Algorithm Archive](README.md)
 * [Introduction](contents/introduction/introduction.md)
 * [How To Contribute](contents/how_to_contribute/how_to_contribute.md)
+    * [Code Reviewers](contents/code_reviews/code_reviewers.md)
 * [Plotting](contents/plotting/plotting.md)
     * [Domain Coloring](contents/domain_coloring/domain_coloring.md)
     * [Iterated Function Systems](contents/IFS/IFS.md)
diff --git a/contents/code_reviews/code_reviewers.md b/contents/code_reviews/code_reviewers.md
new file mode 100644
index 000000000..0061ab996
--- /dev/null
+++ b/contents/code_reviews/code_reviewers.md
@@ -0,0 +1,69 @@
+# Code Reviewers
+
+If you are comfortable reviewing a language, please add yourself to the table below:
+
+[//]: # (To add yourself to the table, please add a link at the bottom of the article and reference yourself in the following format next to each language [@username]. If there are multiple usernames for a language, make sure to seperate them with commas)
+
+Language | Reviewers
+-|-
+asm-x64 |
+bash |
+c | [@amaras]
+c# |
+clojure |
+coconut | [@amaras]
+c++ | [@ShadowMitia]
+crystal |
+D |
+dart |
+elm |
+emojicode |
+factor |
+fortran | [@leios]
+gnuplot | [@leios]
+go |
+haskell |
+java |
+javascript | [@ntindle],[@ShadowMitia]
+julia | [@leios]
+kotlin |
+labview |
+lolcode |
+lisp |
+lua |
+matlab |
+nim |
+ocaml | [@ShadowMitia]
+php |
+piet |
+powershell |
+python | [@ntindle],[@ShadowMitia],[@amaras],[@PeanutbutterWarrior]
+r |
+racket |
+ruby |
+rust | [@ShadowMitia],[@PeanutbutterWarrior]
+scala |
+scheme |
+scratch | [@leios]
+smalltask |
+swift |
+typescript | [@ntindle]
+v |
+viml |
+whitespace |
+
+If you are comfortable reviewing a toolchain change, please add yourself to the list below:
+
+Feature | Reviewers
+-|-
+Dev Container | [@ntindle], [@ShadowMitia]
+Docker | [@ntindle], [@ShadowMitia]
+Github Actions | [@ntindle]
+Honkit |
+Scons | [@amaras],[@PeanutbutterWarrior]
+Chapters | [@leios]
+
+[@leios]: https://github.com/leios
+[@ntindle]: https://github.com/ntindle
+[@amaras]: https://github.com/amaras
+[@ShadowMitia]: https://github.com/ShadowMitia
diff --git a/contents/how_to_contribute/how_to_contribute.md b/contents/how_to_contribute/how_to_contribute.md
index 010bc9a26..abadc5385 100644
--- a/contents/how_to_contribute/how_to_contribute.md
+++ b/contents/how_to_contribute/how_to_contribute.md
@@ -15,7 +15,9 @@ For now, here are the basics for submitting code to the Algorithm Archive:
 3. **CONTRIBUTORS.md**: After contributing code, please echo your name to the end of `CONTRIBUTORS.md` with `echo "- name" >> CONTRIBUTORS.md`.
 4. **Building the Algorithm Archive**: Before every submission, you should build the Algorithm Archive on your own machine. To do this, install [Node](https://nodejs.org/) and use `npm install` and then `npm run serve` in the main directory (where `README.md` is). This will provide a local URL to go to to view the archive in your browser of choice. Use this server to make sure your version of the Algorithm Archive works cleanly for the chapter you are updating!
 
-To submit code, simply go to the `code/` directory of whatever chapter you want and add another directory for your language of choice.
+To **submit code**, go to the `code/` directory of whatever chapter you want and add another directory for your language of choice.
+
+You can also help out by **reviewing code**, if you have the ability to review a language (and want to be asked to do so), please add yourself to [the Code Reviewers list](../code_reviews/code_reviewers.md)
 
 We use two GitBook plugins to allow users to flip between languages on different algorithms.
 One is the theme-api, and the other is the include-codeblock api.

From 714f2c8827a4608637cfb614d1ff3e9f0e6fa57b Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Mon, 29 Nov 2021 16:53:43 -0600
Subject: [PATCH 089/146] Speed up container start times by pulling prebuilt
 the image from GitHub (#942)

* feat: pull the image from GHCR to speed up start of the container

* code review changes

* fix: spelling error and clarification

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
---
 .devcontainer/devcontainer.json | 32 +++++++++++++++-----------------
 1 file changed, 15 insertions(+), 17 deletions(-)

diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index e9d6bbefa..352dcca68 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -1,26 +1,24 @@
-// For format details, see https://aka.ms/devcontainer.json. For config options, see the README at:
-// https://github.com/microsoft/vscode-dev-containers/tree/v0.187.0/containers/ubuntu
+// For format details, see https://aka.ms/devcontainer.json.
 {
-	"name": "Ubuntu",
-	"build": {
-		"dockerfile": "../Dockerfile",
-		// Update 'VARIANT' to pick an Ubuntu version: focal, bionic
-		"args": { "VARIANT": "focal" }
-	},
+	"name": "Arcane Algorithm Archive All Languages",
+
+	// Comment out 'image' and uncomment 'build' to test changes to the dockerfile locally
+	"image": "ghcr.io/algorithm-archivists/aaa-langs:latest",
+	// "build": {\
+	//  // For config options, see the README at:https://github.com/microsoft/vscode-dev-containers/tree/v0.187.0/containers/ubuntu
+	// 	"dockerfile": "../Dockerfile",
+	// 	// Update 'VARIANT' to pick an Ubuntu version: focal, bionic
+	// 	"args": { "VARIANT": "focal" }
+	// },
 
 	// Set *default* container specific settings.json values on container create.
 	"settings": {},
 
-
 	// Add the IDs of extensions you want installed when the container is created.
 	"extensions": [],
 
-	// Use 'forwardPorts' to make a list of ports inside the container available locally.
-	// "forwardPorts": [],
-
-	// Use 'postCreateCommand' to run commands after the container is created.
-	// "postCreateCommand": "uname -a",
-
-	// Comment out connect as root instead. More info: https://aka.ms/vscode-remote/containers/non-root.
-	// "remoteUser": "vscode"
+	// Use 'forwardPorts' to make a list of ports inside the container available locally (outside the container).
+	// Port : Usage
+	// 4000 : Honkit serves by default on this port
+	"forwardPorts": [4000]
 }

From 9193bf73b2c44cee22ea6c46920a6a89f06b2d9d Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Mon, 29 Nov 2021 23:57:05 +0100
Subject: [PATCH 090/146] Update code_reviewers.md (#958)

---
 contents/code_reviews/code_reviewers.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/contents/code_reviews/code_reviewers.md b/contents/code_reviews/code_reviewers.md
index 0061ab996..e2fd22b0a 100644
--- a/contents/code_reviews/code_reviewers.md
+++ b/contents/code_reviews/code_reviewers.md
@@ -67,3 +67,4 @@ Chapters | [@leios]
 [@ntindle]: https://github.com/ntindle
 [@amaras]: https://github.com/amaras
 [@ShadowMitia]: https://github.com/ShadowMitia
+[@PeanutbutterWarrior]: https://github.com/PeanutbutterWarrior

From 5116769557bc415f78199f3c48673df94c25a6c0 Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Tue, 30 Nov 2021 05:00:31 +0100
Subject: [PATCH 091/146] Changed action to only run in main repository (#955)

Co-authored-by: Nicholas Tindle <nicktindle@outlook.com>
---
 .github/workflows/publish_container.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/publish_container.yml b/.github/workflows/publish_container.yml
index 84759dbdf..68268afa4 100644
--- a/.github/workflows/publish_container.yml
+++ b/.github/workflows/publish_container.yml
@@ -6,6 +6,7 @@ on:
 jobs:
   build:
     runs-on: ubuntu-latest
+    if: github.repository == 'algorithm-archivists/algorithm-archive'
     steps:
     - uses: actions/checkout@master
     - name: Publish to Registry

From 93d4a178e279169a0c79feeb2f2166a986b66237 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Tue, 30 Nov 2021 16:30:27 +0100
Subject: [PATCH 092/146] master -> main (#953)

* updating all masters to main

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
---
 .github/workflows/deploy.yml                  |   2 +-
 .github/workflows/publish_container.yml       |   4 +-
 .gitignore                                    |   3 +
 .travis.yml                                   |  29 --
 contents/IFS/IFS.md                           |   2 +-
 .../affine_transformations.md                 |   2 +-
 .../approximate_counting.md                   |   2 +-
 .../backward_euler_method.md                  |   2 +-
 .../barnes_hut_algorithm.md                   |   2 +-
 contents/barnsley/barnsley.md                 |   2 +-
 contents/bitlogic/bitlogic.md                 |   2 +-
 contents/cc/license.txt                       |   2 +-
 contents/chans_algorithm/chans_algorithm.md   |   2 +-
 .../choosing_a_language.md                    |   2 +-
 .../compiled_languages/compiled_languages.md  |   2 +-
 .../computational_geometry.md                 |   2 +-
 contents/computus/computus.md                 |   2 +-
 contents/convolutions/1d/1d.md                |   2 +-
 contents/convolutions/2d/2d.md                |   2 +-
 .../convolutional_theorem.md                  |   2 +-
 contents/cooley_tukey/cooley_tukey.md         |   2 +-
 contents/data_compression/data_compression.md |   2 +-
 contents/data_structures/data_structures.md   |   2 +-
 .../decision_problems/decision_problems.md    |   2 +-
 .../differential_equations.md                 |   2 +-
 contents/domain_coloring/domain_coloring.md   |   2 +-
 .../domain_coloring/domain_coloring.md.bak    | 185 -------------
 .../euclidean_algorithm.md                    |   2 +-
 contents/flood_fill/flood_fill.md             |   2 +-
 contents/flood_fill/flood_fill.md.bak         | 258 ------------------
 contents/fortran/fortran.md                   |   2 +-
 .../forward_euler_method.md                   |   2 +-
 .../gaussian_elimination.md                   |   2 +-
 contents/gift_wrapping/gift_wrapping.md       |   2 +-
 contents/graham_scan/graham_scan.md           |   2 +-
 .../how_to_contribute/how_to_contribute.md    |   2 +-
 contents/huffman_encoding/huffman_encoding.md |   2 +-
 contents/introduction/introduction.md         |   2 +-
 contents/jarvis_march/jarvis_march.md         |   2 +-
 contents/makefiles/makefiles.md               |   2 +-
 .../mathematical_background.md                |   2 +-
 contents/matrix_methods/matrix_methods.md     |   2 +-
 .../monte_carlo_integration.md                |   2 +-
 contents/multiplication/multiplication.md     |   2 +-
 .../my_introduction_to_hobby_programming.md   |   2 +-
 contents/notation/notation.md                 |   2 +-
 contents/physics_solvers/physics_solvers.md   |   2 +-
 contents/plotting/plotting.md                 |   2 +-
 .../quantum_information.md                    |   2 +-
 contents/quantum_systems/quantum_systems.md   |   2 +-
 .../split-operator_method.md                  |   2 +-
 .../stable_marriage_problem.md                |   2 +-
 .../stacks_and_queues/stacks_and_queues.md    |   2 +-
 .../taylor_series_expansion.md                |   2 +-
 contents/thomas_algorithm/thomas_algorithm.md |   2 +-
 contents/tree_traversal/tree_traversal.md     |   2 +-
 .../verlet_integration/verlet_integration.md  |   2 +-
 update_site.sh                                |  44 ---
 58 files changed, 57 insertions(+), 570 deletions(-)
 delete mode 100644 .travis.yml
 delete mode 100644 contents/domain_coloring/domain_coloring.md.bak
 delete mode 100644 contents/flood_fill/flood_fill.md.bak
 delete mode 100755 update_site.sh

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 361978a7a..e07b1fade 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -2,7 +2,7 @@ name: Build and Deploy
 on:
   push:
     branches:
-      - master
+      - main
 
 jobs:
   build-and-deploy:
diff --git a/.github/workflows/publish_container.yml b/.github/workflows/publish_container.yml
index 68268afa4..d1edec703 100644
--- a/.github/workflows/publish_container.yml
+++ b/.github/workflows/publish_container.yml
@@ -2,7 +2,7 @@ name: Publish Docker
 on:
   push:
     branches:
-      - master
+      - main
 jobs:
   build:
     runs-on: ubuntu-latest
@@ -15,4 +15,4 @@ jobs:
         name: algorithm-archivists/aaa-langs
         username: ${{ github.actor }}
         password: ${{ secrets.GITHUB_TOKEN }}
-        registry: ghcr.io
\ No newline at end of file
+        registry: ghcr.io
diff --git a/.gitignore b/.gitignore
index 4d5a431b0..09a7ab178 100644
--- a/.gitignore
+++ b/.gitignore
@@ -528,3 +528,6 @@ build/
 # Cargo artifacts
 Cargo.lock
 target/
+
+*.out
+*.class
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index b497e39e2..000000000
--- a/.travis.yml
+++ /dev/null
@@ -1,29 +0,0 @@
-dist: trusty
-sudo: false
-
-language: node_js
-node_js:
-  - "12"
-
-before_script:
-  - export BOOK_BUILD_DIR="${TRAVIS_BUILD_DIR}"/_book
-  - env | sort
-
-script:
-  - npm run build
-  # Make sure the book built.
-  - |
-      book_check_file="${BOOK_BUILD_DIR}/index.html"
-      if [[ ! -f  "${book_check_file}" ]]; then
-          echo "${book_check_file} not found"
-          exit 1
-      fi
-
-after_success:
-    - |
-        if [[ "${TRAVIS_BRANCH}" == master && "${TRAVIS_PULL_REQUEST}" == false ]]; then
-            # Commits to master that are not pull requests, that is, only
-            # actual addition of code to master, should deploy the book to
-            # the site.
-            bash "${TRAVIS_BUILD_DIR}"/tools/deploy/update_site_travis.bash
-        fi
diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index 9431e4631..cd503ae46 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -246,7 +246,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/affine_transformations/affine_transformations.md b/contents/affine_transformations/affine_transformations.md
index 88f140443..439440b80 100644
--- a/contents/affine_transformations/affine_transformations.md
+++ b/contents/affine_transformations/affine_transformations.md
@@ -308,7 +308,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index ae4a765d6..5e06e43b5 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -380,7 +380,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/backward_euler_method/backward_euler_method.md b/contents/backward_euler_method/backward_euler_method.md
index ba3d72ba2..090ffb191 100644
--- a/contents/backward_euler_method/backward_euler_method.md
+++ b/contents/backward_euler_method/backward_euler_method.md
@@ -13,7 +13,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/barnes_hut_algorithm/barnes_hut_algorithm.md b/contents/barnes_hut_algorithm/barnes_hut_algorithm.md
index f4d4301b5..83c6f6003 100644
--- a/contents/barnes_hut_algorithm/barnes_hut_algorithm.md
+++ b/contents/barnes_hut_algorithm/barnes_hut_algorithm.md
@@ -16,7 +16,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index 9c353f8b4..6b2d6b3bf 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -151,7 +151,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/bitlogic/bitlogic.md b/contents/bitlogic/bitlogic.md
index 077bf278c..c6b1dd9fd 100644
--- a/contents/bitlogic/bitlogic.md
+++ b/contents/bitlogic/bitlogic.md
@@ -148,7 +148,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/cc/license.txt b/contents/cc/license.txt
index e9c662f91..1e11bba93 100644
--- a/contents/cc/license.txt
+++ b/contents/cc/license.txt
@@ -3,7 +3,7 @@
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/chans_algorithm/chans_algorithm.md b/contents/chans_algorithm/chans_algorithm.md
index 62e125114..18daaa889 100644
--- a/contents/chans_algorithm/chans_algorithm.md
+++ b/contents/chans_algorithm/chans_algorithm.md
@@ -10,7 +10,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/choosing_a_language/choosing_a_language.md b/contents/choosing_a_language/choosing_a_language.md
index 88ad8c986..5385c309a 100644
--- a/contents/choosing_a_language/choosing_a_language.md
+++ b/contents/choosing_a_language/choosing_a_language.md
@@ -73,7 +73,7 @@ Please let me know which languages you want to cover and I'll add them here!
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/compiled_languages/compiled_languages.md b/contents/compiled_languages/compiled_languages.md
index 3f6424359..b8bac2e75 100644
--- a/contents/compiled_languages/compiled_languages.md
+++ b/contents/compiled_languages/compiled_languages.md
@@ -35,7 +35,7 @@ I just find it easier to avoid GUI's whenever possible.
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/computational_geometry/computational_geometry.md b/contents/computational_geometry/computational_geometry.md
index a99c0a4e9..bcd702fd7 100644
--- a/contents/computational_geometry/computational_geometry.md
+++ b/contents/computational_geometry/computational_geometry.md
@@ -12,7 +12,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/computus/computus.md b/contents/computus/computus.md
index 3a881cdb0..c3ec51f09 100644
--- a/contents/computus/computus.md
+++ b/contents/computus/computus.md
@@ -343,7 +343,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/convolutions/1d/1d.md b/contents/convolutions/1d/1d.md
index 9a2e652d1..ecf56a1df 100644
--- a/contents/convolutions/1d/1d.md
+++ b/contents/convolutions/1d/1d.md
@@ -304,7 +304,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Images/Graphics
 - The image "[Square Wave](../res/square_wave.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
diff --git a/contents/convolutions/2d/2d.md b/contents/convolutions/2d/2d.md
index dc52157fe..e2cace847 100644
--- a/contents/convolutions/2d/2d.md
+++ b/contents/convolutions/2d/2d.md
@@ -170,7 +170,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Images/Graphics
 - The image "[8bit Heart](../res/heart_8bit.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
diff --git a/contents/convolutions/convolutional_theorem/convolutional_theorem.md b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
index 1034f2018..b47bec179 100644
--- a/contents/convolutions/convolutional_theorem/convolutional_theorem.md
+++ b/contents/convolutions/convolutional_theorem/convolutional_theorem.md
@@ -62,7 +62,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Images/Graphics
 
diff --git a/contents/cooley_tukey/cooley_tukey.md b/contents/cooley_tukey/cooley_tukey.md
index b30052e40..d528832d1 100644
--- a/contents/cooley_tukey/cooley_tukey.md
+++ b/contents/cooley_tukey/cooley_tukey.md
@@ -265,7 +265,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/data_compression/data_compression.md b/contents/data_compression/data_compression.md
index 1f48c0c99..5a04c3706 100644
--- a/contents/data_compression/data_compression.md
+++ b/contents/data_compression/data_compression.md
@@ -130,7 +130,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/data_structures/data_structures.md b/contents/data_structures/data_structures.md
index 11ae7aa4b..60680b95e 100644
--- a/contents/data_structures/data_structures.md
+++ b/contents/data_structures/data_structures.md
@@ -7,7 +7,7 @@ The fundamental building blocks of algorithms are data structures, and thus as m
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/decision_problems/decision_problems.md b/contents/decision_problems/decision_problems.md
index 064c1d067..2ab9ed612 100644
--- a/contents/decision_problems/decision_problems.md
+++ b/contents/decision_problems/decision_problems.md
@@ -14,7 +14,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/differential_equations/differential_equations.md b/contents/differential_equations/differential_equations.md
index 3cfbba1fa..0bb08349c 100644
--- a/contents/differential_equations/differential_equations.md
+++ b/contents/differential_equations/differential_equations.md
@@ -7,7 +7,7 @@ Here, we discuss many different methods to solve particular sets of differential
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/domain_coloring/domain_coloring.md b/contents/domain_coloring/domain_coloring.md
index 39159e650..9c536bb50 100644
--- a/contents/domain_coloring/domain_coloring.md
+++ b/contents/domain_coloring/domain_coloring.md
@@ -190,7 +190,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/domain_coloring/domain_coloring.md.bak b/contents/domain_coloring/domain_coloring.md.bak
deleted file mode 100644
index 8ec9129ad..000000000
--- a/contents/domain_coloring/domain_coloring.md.bak
+++ /dev/null
@@ -1,185 +0,0 @@
-# Domain coloring
-
-Domain coloring is a much more complicated plotting technique than those outlined in the [plotting chapter](../plotting/plotting.md) and is used to plot complex functions where both the input and output have imaginary and real components.
-For the code in this chapter, we will focus on languages that are easily able to plot two-dimensional images or heatmaps, instead of languages meant for number-crunching.
-That is to say that this chapter will certainly have a code implementation in gnuplot, but it will not likely have an implementation in C, Fortran, or Java because these languages do not have plotting capabilities in-built.
-
-Imagine the following function: $$f(z) = z^2$$.
-In this case, we could create a plot that looks like this:
-
-<p>
-    <img  class="center" src="res/z2.png" style="width:70%" />
-</p>
-
-This indicates that for various input values along $$z$$, we have different function outputs from $$f(z)$$.
-Now let's imagine another function with complex input $$(z \in \mathbb{C})$$, but a purely real output $$(f(z) \in \mathbb{R})$$:
-
-$$
-f(z) = |z|
-$$
-
-In this case, each complex input has a real output.
-This can be plotted as a two-dimensional dataset like so:
-
-<p>
-    <img  class="center" src="res/absz.png" style="width:84%" />
-</p>
-
-Here, the $$x$$-axis and $$y$$-axis represent the real and imaginary components of the input variable, respectively.
-The colorbar represents the output of $$f(z)$$.
-
-At this point, we can start to see the problem.
-If the output of $$f(z)$$ also requires plotting of the real and imaginary components, then we would need four dimensions to appropriately represent the function space, one axis for the real component and another for the imaginary component of both the input ($$z$$) and the output of $$f(z)$$!
-Unfortunately, feeble human minds are incapable of understanding four spatial dimensions without projecting onto lower dimensionality, so we need to improvise.
-
-We do this by assuming the complex output can be represented in the following form:
-
-$$
-z = re^{i \theta} = r(\cos(\theta) + i\sin(\theta))
-$$
-
-where, $$r$$ is a complex magnitude and $$\theta$$ is a complex phase.
-This is the formula for a circle in the complex plane and we can easily find $$r$$ and $$\theta$$ like so:
-
-$$
-\begin{align}
-    r &= \sqrt{\text{Re}(z)^2 + \text{Im}(z)^2} \\ 
-    \theta &= \text{atan}\left(\frac{\text{Im}(z)}{\text{Re}(z)}\right)
-\end{align}
-$$
-
-Once we have our complex function output in this form, we then color the output domain according to a color space with at least 2 independent dimensions, like RGB (Red, Green, Blue), or HSV (Hue, Saturation, Value) [CITE].
-The choice of color space is completely dependent on what the users feel is most visually intuitive.
-In any case, one dimension of the color system will be used to represent the complex magnitude of the output and another dimension of the color system will be used to represent the complex phase.
-The $$xy$$ grid will be representing the real and imaginary inputs to these functions.
-That is to say, we plug every value in the 2D complex plane into the function and then color each pixel based on the function output.
-
-As an example, let's look at the simplest function we can $$f(z) = z$$, but in this case $$z \in \mathbb{C}$$.
-If we use an RGB color scheme, where red represents $$\theta$$ and blue represents $$r$$, we can generate the following image:
-
-<p>
-    <img  class="center" src="res/rgb1.png" style="width:84%" />
-</p>
-
-As a note here, there is a clear phase discontinuity along the vertical axis.
-That is to say that the complex phase wraps around the origin, ranging from 0 (clear) to $$2\pi$$ (red).
-In addition, the edges of the plot are blue because the function value increases linearly as we move from the origin.
-
-If we instead look at the function $$f(z) = z^2$$, we can generate a similar plot:
-
-<p>
-    <img  class="center" src="res/rgb2.png" style="width:84%" />
-</p>
-
-Here, it is clear that the complex phase wraps around the origin twice, creating two separate phase discontinuities on top of each other.
-This indicates a $$4\pi$$ phase winding, and for some purposes, such as vortex tracking for inviscid fluids, this visualizaton is ideal, because a vortex is located precisely at the phase discontinuity [CITE].
-For other purposes, the discontinuity is visually distracting, and for this reason, many people use an HSV scheme for plotting complex functions.
-So here is the same function $$\left(f(z)=z^2\right)$$, but using hue to represent the complex phase and saturation to represent the magnitude.
-
-<p>
-    <img  class="center" src="res/hsv.png" style="width:84%" />
-</p>
-
-Here, the value for HSV was always set to 1.
-When looking at the edges of the plot, the hue changes rapidly, but each color is mirrored on the oposite edge.
-This indicates the $$4\pi$$ phase winding we saw in the RGB plots.
-Also, because the complex magnitude increases as we move further from the center of the plot, the saturation also increases.
-Thus the very center of the plot is completely washed out!
-We need to fix this in subsequent plots to make them representative of the actual data.
-
-One easy way to show that the complex magnitude is increasing as we move further from the origin is with contours.
-Essentially, at ever integer value of the magnitude, we want to draw some kind of line.
-There are a number of ways to generate these lines, and one simple way is by using an alternative shading function like so:
-
-$$
-g(r) = r-\lfloor r \rfloor.
-$$
-
-This will create the following image:
-
-<p>
-    <img  class="center" src="res/hsv2.png" style="width:84%" />
-</p>
-
-This function will essentially create a smooth gradient, but because of the floor operation $$\left(\lfloor \cdot \rfloor \right)$$, the saturation will go from 0 to 1 between each integer value of the magnitude.
-Here, it is clear that the magnitude is increasing as $$z^2$$ from the origin; however, because the saturation is fluctuating so much, it is difficult to see the phase pattern next to each contour.
-This can be fixed simply by adding an offset to the shading function such that,
-
-$$
-g(r) = \frac{1}{2} + \frac{1}{2}\left(r-\lfloor r \rfloor \right).
-$$
-
-Which will produce the following image:
-
-<p>
-    <img  class="center" src="res/hsv3.png" style="width:84%" />
-</p>
-
-This means that the saturation will fluctuate from $$\frac12$$ to 1 instead of from 0 to 1, which makes it way easier to see phase information next to contours.
-Again, there is a lot of ways to play with these equations, so feel free to use whatever function you want!
-As long as some sort of rounding operation is used to establish some form of integer value for the magnitude, it should be possible to create contours of various types.
-
-Unfortunately, there the changing saturation only shows changes in the complex magnitude, and changing hue only shows changes in the complex phase.
-Neither the magnitude or the phase directly show what is happening in real or imaginary space with the output.
-To show this, we might want to draw gridlines that color out grid black whenever the imaginary or real components of the output function are integer values.
-
-For example, let's go back to a simpler function $$f(z) = z$$.
-If we draw lines on this plot, corresponding to integer values in the output, we get a simple grid
-
-<p>
-    <img  class="center" src="res/hsv4.png" style="width:84%" />
-</p>
-
-Like before, the choice of which function to use in order to create the gridlines is somewhat arbitrary.
-It is important to choose a function that sharply drops to 0 or peaks at 1 for all integer values, and then you multiply this by the output of $$f(z)$$.
-For these purposes, we chose the following function
-
-$$
-h(z) = |\sin(\pi\times\text{Re}(f(z)))^t|\times|\sin(\pi\times\text{Im}(f(z)))^t|,
-$$
-
-where $$t$$ is some threshold value, and was set to be 0.1 in our plot.
-A plot of h(z) for $$f(z) = z$$ where $$z\in\mathbb{R}$$ is shown below:
-
-<p>
-    <img  class="center" src="res/shade.png" style="width:84%" />
-</p>
-
-So, putting it altogether and returning to the function of $$f(z) = z^2$$, we find the following image.
-
-<p>
-    <img  class="center" src="res/hsv5.png" style="width:84%" />
-</p>
-
-Here, the diagonal lines through the center represent integer values along the imaginary axis for $$f(z)$$ and the vertical and horizontal represent integer values of the real axis for $$f(z)$$.
-
-## Example Code
-
-Here is the full script to generate a domain colored output of $$f(z)=z^2$$.
-
-### Bibliography
-
-{% references %} {% endreferences %}
-
-<script>
-MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
-</script>
-
-## License
-
-##### Code Examples
-
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
-
-##### Text
-
-The text of this chapter was written by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-
-[<p><img  class="center" src="../cc/CC-BY-SA_icon.svg" /></p>](https://creativecommons.org/licenses/by-sa/4.0/)
-
-##### Images/Graphics
-
-##### Pull Requests
-
-The following pull requests have modified the text or graphics of this chapter:
-- none
diff --git a/contents/euclidean_algorithm/euclidean_algorithm.md b/contents/euclidean_algorithm/euclidean_algorithm.md
index 1d6211a37..cebf550ba 100644
--- a/contents/euclidean_algorithm/euclidean_algorithm.md
+++ b/contents/euclidean_algorithm/euclidean_algorithm.md
@@ -302,7 +302,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/flood_fill/flood_fill.md b/contents/flood_fill/flood_fill.md
index 4c7e5936e..62348f107 100644
--- a/contents/flood_fill/flood_fill.md
+++ b/contents/flood_fill/flood_fill.md
@@ -279,7 +279,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/flood_fill/flood_fill.md.bak b/contents/flood_fill/flood_fill.md.bak
deleted file mode 100644
index d15b1ef97..000000000
--- a/contents/flood_fill/flood_fill.md.bak
+++ /dev/null
@@ -1,258 +0,0 @@
-# Flood Fill
-
-Flood fill is a method that is surprisingly useful in a large number of different situations and keeps finding me wherever I go.
-When I was completing my PhD, I had an idea to track superfluid vortices by using flood fill as a way to help mask out unnecessary features of the simulation.
-When I was making a terminal game, I thought of creating an animation that was just flood fill in disguise.
-When I decided to play minesweeper or Go with my girlfriend, flood fill was used in both!
-
-Flood fill is probably most commonly known as the "Bucket Fill" application in most art programs {{ "gimp_bucket" | cite }}.
-It's usually indicated by an icon that looks like a bucket and is known to fill in any enclosed area, as shown below:
-
-<p>
-    <img  class="center" src="res/example.png" style="width:100%" />
-</p>
-
-Because flood fill is incredibly common, there are a large number of variations to the method, some of which are more optimal than others.
-For this chapter, we will cover the basics: how to fill a domain in a quick and dirty way.
-In subsequent chapters, we will continue our journey by creating more and more efficient flood fill methods, including scanline-based and fixed memory methods {{ "torbert2016" | cite }}.
-
-I have decided to split the chapter up for a few important reasons:
-1. I did not want to flood the Algorithm Archive with flood fill methods all at the same time.
-I feel it's worth letting each chapter sit for a bit while we savour it's unique flavour.
-2. Many users are implementing versions of each algorithm in their own languages and it is difficult to review and submit code for chapters with a lot of code chunks.
-Several sub-chapters with less code is easier for everyone.
-3. I am kinda under a time-constraint right now and wanted to make sure we regularly get content into the Algorithm Archive.
-
-So, without further a-do, let's hop right into it!
-
-
-## What does flood fill do?
-
-Flood fill is essentially composed of 2 parts:
-1. Determining the extents of the domain to fill
-2. Walking through all elements within a domain and changing some property
-
-For the purposes of this chapter, we will be using a set of floating-point values that range from 0 to 1 instead of a color-space like RGB.
-Though bucket fill is always used in art programs in some sort of color space, flood fill is more general and can be used in a space with any type of element.
-As such, it makes sense to use a simpler element type so we can better understand the method.
-
-So how do we go about finding the extents of the domain to fill?
-
-Here, a domain will be defined as any connected set of elements in an $$n$$-dimensional space whose values do not vary beyond a pre-defined threshold.
-As an example, if we take a circle embedded into a 2-dimensional grid, we have 3 separate domains:
-1. Inside the circle where all elements are 0.
-2. The circle, itself, where the elements are set to 0.75.
-3. Outside the circle where all elements are similarly 0.
-
-<p>
-    <img  class="center" src="res/simple_circle.png" style="width:70%" />
-</p>
-
-Though there are some more complicated ways to determine the extents of the domain, we will not focus on this aspect of the flood fill method for the remainder of this chapter and instead leave it for subsequent chapters.
-So now we will focus on the process of walking through each element in the domain and changing some property.
-
-## Domain traversal
-
-As before, the simplest example to work with is that of an image, where each element in our domain is a single pixel.
-Here, we can connect each pixel to all other pixels in its vicinity, like so:
-
-<p>
-    <img  class="center" src="res/grid_1.png" style="width:70%" />
-</p>
-
-In this image, a border is shown between each individual pixel and a grid is superimposed to show how each pixel is connected to its neighbors.
-This means that each element has 4 neighbors: north, south, east, and west.
-We could also include northeast, southeast, southwest, and northwest if we wanted to do an 8-way fill, but we will restrict the discussion to the 4-way fill for now, as the method is essentially the same and slightly easier to understand with fewer elements to worry about.
-
-By connecting each pixel to its neighbors in this way, the flood fill operation becomes a process of graph traversal, not too dissimilar from the [tree traversal](../tree_traversal/tree_traversal.md) methods described before.
-This means that after selecting our initial location, we can then traverse through all elements in either a depth-first or breadth-first fashion.
-We will be covering the following this chapter:
-
-1. Finding all neighbours
-2. Depth-first node traversal
-3. Breadth-first node traversal and small-scale optimizations
-
-So let's start by discussing how we might go about finding the neighbors to fill.
-
-### Finding all neighbors
-
-The first step of this method is to query the location of all possible neighbors.
-At first glance, this seems rather straightforward.
-One simply needs to look up, down, left, and right of the current location and add those elements to the list of neighbors if they are:
-
-1. On the canvas
-2. Have a value *close enough* to the old value we would like to replace
-
-In code, this might look like this:
-
-{% method %}
-{% sample lang="jl" %}
-[import:37-55, lang:"julia"](code/julia/flood_fill.jl)
-{% endmethod %}
-
-
-This code is set up to return a vector of elements to then use for subsequent sections.
-
-### Depth-first node traversal
-
-Now that we have the ability to find all neighboring elements, we can proceed to traverse through those nodes in the most straightforward way: recursion.
-
-In code, it might look like this:
-
-{% method %}
-{% sample lang="jl" %}
-[import:106-118, lang:"julia"](code/julia/flood_fill.jl)
-
-All Julia code snippets for this chapter rely on an exterior `color!(...)` function, defined as
-
-[import:23-35, lang:"julia"](code/julia/flood_fill.jl)
-{% endmethod %}
-
-The above code continues recursing through available neighbors as long as neighbors exist, and this should work so long as we are adding the correct set of neighbors.
-
-Additionally, it is possible to do the same type of traversal by managing a stack, like so:
-
-{% method %}
-{% sample lang="jl" %}
-[import:57-77, lang:"julia"](code/julia/flood_fill.jl)
-{% endmethod %}
-
-This is ultimately the same method of traversal as before; however, because we are managing our own data structure, there are a few distinct differences:
-1. The manually managed stack could be slightly slower and potentially more memory-intensive
-2. It is easy to reach the maximum recursion depth on certain hardware with the recursive method, so it is best to use the stack-based implementation in those cases.
-
-If we were to use either of these methods to fill a circle embedded in a two dimensional domain, we would see the following
-
-<div style="text-align:center">
-<video style="width:70%" controls loop>
-  <source src="res/recurse_animation.mp4" type="video/mp4">
-Your browser does not support the video tag.
-</video>
-</div>
-
-Here, we see that these methods will traverse through one direction first before filling from there.
-This is potentially the easiest method to write, but it is not the most intuitive fill pattern.
-I suspect that if someone was asked to fill the contents of the circle on their own, they would fill it more evenly from the center, like so:
-
-<div style="text-align:center">
-<video style="width:70%" controls loop>
-  <source src="res/queue_animation.mp4" type="video/mp4">
-Your browser does not support the video tag.
-</video>
-</div>
-
-This is simply another traversal strategy known as breadth-first traversal and comes with its own set of caveats.
-We will discuss this further in the next subsection
-
-### Breadth-first node traversal and small-scale optimizations
-
-Breadth-first node traversal is as simple as switching the stack in the depth-first strategy with a queue.
-The code would look something like this:
-
-{% method %}
-{% sample lang="jl" %}
-[import:80-104, lang:"julia"](code/julia/flood_fill.jl)
-{% endmethod %}
-
-Now, there is a small trick in this code that must be considered to make sure it runs optimally.
-Namely, the nodes must be colored *when they are being enqueued*, not when visiting the node.
-At least for me, it was not immediately obvious why this would be the case, but let me try to explain.
-
-Let's imagine that we decided to write code that colored all neighboring nodes only when visiting them.
-When querying all possible neighbors, we will add 4 elements to the queue for the north, south, east, and west neighbors of the initial node, as shown below:
-
-<p>
-    <img  class="center" src="res/grid_2.png" style="width:70%" />
-</p>
-
-Now let's imagine we travel east first.
-It then enqueues three more nodes: north, south, and east again.
-This is shown below:
-
-<p>
-    <img  class="center" src="res/grid_3.png" style="width:70%" />
-</p>
-
-It does not enqueue its west neighbour because this has already been colored.
-At this stage, we will have six nodes ready to be colored and 2 that are already colored.
-Now let's say we travel north next.
-This node will enqueue three more nodes: west, north, and east, as shown below:
-
-<p>
-    <img  class="center" src="res/grid_4.png" style="width:70%" />
-</p>
-
-The problem is that the east element has *already been enqueued for coloring by the previous node*!.
-This shared element is colored in red.
-As we progress through all four initial neighbours, we will find 4 nodes that are doubly enqueued: all directions diagonal to the initial location!
-This is again shown below:
-
-<p>
-    <img  class="center" src="res/grid_5.png" style="width:70%" />
-</p>
-
-As the number of nodes increases, so does the number of duplicate nodes.
-A quick fix is to color the nodes *when they are being enqueud* like in the example code above.
-When doing this, duplicates will not be enqueued with a breadth-first scheme because they will already be colored when other nodes are trying to find their neighbors.
-This created a node connection pattern like so:
-
-<p>
-    <img  class="center" src="res/grid_6.png" style="width:70%" />
-</p>
-
-As some final food for thought: why wasn't this a problem with the depth-first strategy?
-The simple answer is that it actually was an issue, but it was way less prevalent.
-With the depth-first strategy, a number of unnecessary nodes are still pushed to the stack, but because we consistently push one direction before spreading out to other directions, it is more likely that the nodes have filled neighbours when they are looking for what to fill around them.
-
-Simply put: depth-first traversal is slightly more efficient in this case unless you can color as querying for neighbors, in which case breadth-first is more efficient.
-
-## Conclusions
-
-As stated before, the method discussed in this chapter is just the tip of the iceberg and many other flood fill methods exist that are likely to be more efficient for most purposes.
-These will all be covered in subsequent chapters which will come out somewhat regularly throughout the next few months, lest we flood that archive with flood fill methods.
-
-## Example Code
-
-The example code for this chapter will be the simplest application of flood fill that still adequately tests the code to ensure it is stopping at boundaries appropriately.
-For this, we will create a two dimensional array of floats, all starting at 0.0, and then set a single vertical line of elements at the center to be 1.0.
-After, we will fill in the left-hand side of the array to be all ones by choosing any point within the left domain to fill.
-
-{% method %}
-{% sample lang="jl" %}
-[import, lang:"julia"](code/julia/flood_fill.jl)
-{% endmethod %}
-
-
-### Bibliography
-
-{% references %} {% endreferences %}
-
-<script>
-MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
-</script>
-
-## License
-
-##### Code Examples
-
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
-
-##### Text
-
-The text of this chapter was written by [James Schloss](https://github.com/leio) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-
-[<p><img  class="center" src="../cc/CC-BY-SA_icon.svg" /></p>](https://creativecommons.org/licenses/by-sa/4.0/)
-
-##### Images/Graphics
-- The image "[Example Bucket Fill](res/example.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The image "[Circle Domains](res/simple_circle.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The image "[Grid 1](res/grid_1.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The image "[Grid 2](res/grid_2.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The image "[Grid 3](res/grid_3.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The image "[Grid 4](res/grid_4.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The image "[Grid 5](res/grid_5.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The image "[Grid 6](res/grid_6.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The video "[Stack Fill](res/recurse_animation.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-- The video "[Queue Fill](res/queue_animation.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
-
-
diff --git a/contents/fortran/fortran.md b/contents/fortran/fortran.md
index f705d3c17..491a33b6e 100644
--- a/contents/fortran/fortran.md
+++ b/contents/fortran/fortran.md
@@ -6,7 +6,7 @@ Alright, so here's the thing about Fortran. It's old.
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/forward_euler_method/forward_euler_method.md b/contents/forward_euler_method/forward_euler_method.md
index f97ff27a2..dfb185431 100644
--- a/contents/forward_euler_method/forward_euler_method.md
+++ b/contents/forward_euler_method/forward_euler_method.md
@@ -156,7 +156,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/gaussian_elimination/gaussian_elimination.md b/contents/gaussian_elimination/gaussian_elimination.md
index 8caf869ed..4eaf61570 100644
--- a/contents/gaussian_elimination/gaussian_elimination.md
+++ b/contents/gaussian_elimination/gaussian_elimination.md
@@ -591,7 +591,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/gift_wrapping/gift_wrapping.md b/contents/gift_wrapping/gift_wrapping.md
index 176463672..59bbc4d91 100644
--- a/contents/gift_wrapping/gift_wrapping.md
+++ b/contents/gift_wrapping/gift_wrapping.md
@@ -14,7 +14,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/graham_scan/graham_scan.md b/contents/graham_scan/graham_scan.md
index 7b84f3acd..7b46422cb 100644
--- a/contents/graham_scan/graham_scan.md
+++ b/contents/graham_scan/graham_scan.md
@@ -105,7 +105,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/how_to_contribute/how_to_contribute.md b/contents/how_to_contribute/how_to_contribute.md
index abadc5385..b8aa1d624 100644
--- a/contents/how_to_contribute/how_to_contribute.md
+++ b/contents/how_to_contribute/how_to_contribute.md
@@ -38,7 +38,7 @@ Thanks for all the support and considering contributing to the Algorithm Archive
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/huffman_encoding/huffman_encoding.md b/contents/huffman_encoding/huffman_encoding.md
index 3772c97ca..881c4c47c 100644
--- a/contents/huffman_encoding/huffman_encoding.md
+++ b/contents/huffman_encoding/huffman_encoding.md
@@ -110,7 +110,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/introduction/introduction.md b/contents/introduction/introduction.md
index dccd6e82a..b9efc5c75 100644
--- a/contents/introduction/introduction.md
+++ b/contents/introduction/introduction.md
@@ -22,7 +22,7 @@ So I guess that's all for now. Because this book is freely available online, I m
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/jarvis_march/jarvis_march.md b/contents/jarvis_march/jarvis_march.md
index 20929d4ad..7fee2e681 100644
--- a/contents/jarvis_march/jarvis_march.md
+++ b/contents/jarvis_march/jarvis_march.md
@@ -62,7 +62,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/makefiles/makefiles.md b/contents/makefiles/makefiles.md
index 3e23c926d..642065257 100644
--- a/contents/makefiles/makefiles.md
+++ b/contents/makefiles/makefiles.md
@@ -6,7 +6,7 @@ COMING SOON!
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/mathematical_background/mathematical_background.md b/contents/mathematical_background/mathematical_background.md
index 4ed9afb45..fa0f36839 100644
--- a/contents/mathematical_background/mathematical_background.md
+++ b/contents/mathematical_background/mathematical_background.md
@@ -16,7 +16,7 @@ In those cases, we will place the mathematical methods in more relevant sections
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/matrix_methods/matrix_methods.md b/contents/matrix_methods/matrix_methods.md
index 96ae1c8b7..89f3f8e3b 100644
--- a/contents/matrix_methods/matrix_methods.md
+++ b/contents/matrix_methods/matrix_methods.md
@@ -17,7 +17,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/monte_carlo_integration/monte_carlo_integration.md b/contents/monte_carlo_integration/monte_carlo_integration.md
index 964de7bbe..c01a6cbbd 100644
--- a/contents/monte_carlo_integration/monte_carlo_integration.md
+++ b/contents/monte_carlo_integration/monte_carlo_integration.md
@@ -220,7 +220,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/multiplication/multiplication.md b/contents/multiplication/multiplication.md
index ea430dee2..75ce2e9cb 100644
--- a/contents/multiplication/multiplication.md
+++ b/contents/multiplication/multiplication.md
@@ -25,7 +25,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/my_introduction_to_hobby_programming/my_introduction_to_hobby_programming.md b/contents/my_introduction_to_hobby_programming/my_introduction_to_hobby_programming.md
index 98ad6607d..eb3260ce9 100644
--- a/contents/my_introduction_to_hobby_programming/my_introduction_to_hobby_programming.md
+++ b/contents/my_introduction_to_hobby_programming/my_introduction_to_hobby_programming.md
@@ -72,7 +72,7 @@ Basically, since the first time I was able to directly interact with my computer
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/notation/notation.md b/contents/notation/notation.md
index 793698d0b..f8242ddde 100644
--- a/contents/notation/notation.md
+++ b/contents/notation/notation.md
@@ -208,7 +208,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/physics_solvers/physics_solvers.md b/contents/physics_solvers/physics_solvers.md
index 6192b4681..12d24c366 100644
--- a/contents/physics_solvers/physics_solvers.md
+++ b/contents/physics_solvers/physics_solvers.md
@@ -12,7 +12,7 @@ For example, there are many different ways to solve the Schrödinger equation, h
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/plotting/plotting.md b/contents/plotting/plotting.md
index 2ad1ae63f..0fd858f6b 100644
--- a/contents/plotting/plotting.md
+++ b/contents/plotting/plotting.md
@@ -574,7 +574,7 @@ Here, we have provided all of the essential skills to plot any data that comes f
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/quantum_information/quantum_information.md b/contents/quantum_information/quantum_information.md
index 56636b724..7916d36b7 100644
--- a/contents/quantum_information/quantum_information.md
+++ b/contents/quantum_information/quantum_information.md
@@ -33,7 +33,7 @@ As always, this section will be updated as we add more algorithms to the list.
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/quantum_systems/quantum_systems.md b/contents/quantum_systems/quantum_systems.md
index c602aaea1..71eb9305a 100644
--- a/contents/quantum_systems/quantum_systems.md
+++ b/contents/quantum_systems/quantum_systems.md
@@ -260,7 +260,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/split-operator_method/split-operator_method.md b/contents/split-operator_method/split-operator_method.md
index ad4fd6c0e..1af23e331 100644
--- a/contents/split-operator_method/split-operator_method.md
+++ b/contents/split-operator_method/split-operator_method.md
@@ -203,7 +203,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/stable_marriage_problem/stable_marriage_problem.md b/contents/stable_marriage_problem/stable_marriage_problem.md
index 2e8850a01..dc7f031ab 100644
--- a/contents/stable_marriage_problem/stable_marriage_problem.md
+++ b/contents/stable_marriage_problem/stable_marriage_problem.md
@@ -68,7 +68,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index 89a77be9a..5d637deb3 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -35,7 +35,7 @@ Here is a simple implementation of a queue:
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/taylor_series_expansion/taylor_series_expansion.md b/contents/taylor_series_expansion/taylor_series_expansion.md
index 29ba87be4..76effd506 100644
--- a/contents/taylor_series_expansion/taylor_series_expansion.md
+++ b/contents/taylor_series_expansion/taylor_series_expansion.md
@@ -51,7 +51,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/thomas_algorithm/thomas_algorithm.md b/contents/thomas_algorithm/thomas_algorithm.md
index 81bb47617..607e9741a 100644
--- a/contents/thomas_algorithm/thomas_algorithm.md
+++ b/contents/thomas_algorithm/thomas_algorithm.md
@@ -147,7 +147,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 5dc6657e0..566aca469 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -388,7 +388,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/contents/verlet_integration/verlet_integration.md b/contents/verlet_integration/verlet_integration.md
index 80d719bef..5d993b4f4 100644
--- a/contents/verlet_integration/verlet_integration.md
+++ b/contents/verlet_integration/verlet_integration.md
@@ -234,7 +234,7 @@ MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
 
 ##### Code Examples
 
-The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
 
 ##### Text
 
diff --git a/update_site.sh b/update_site.sh
deleted file mode 100755
index 0ccf8f7bb..000000000
--- a/update_site.sh
+++ /dev/null
@@ -1,44 +0,0 @@
-#!/usr/bin/env bash
-
-if [ $# -ge 1 ]; then
-    if [ $# -eq 2 ]; then
-        out_dir="$2"
-    else
-        if [ -z ${AAA_DIR+x} ]; then
-            echo "No output directory specified"
-            exit 1
-        fi
-        out_dir="$AAA_DIR"
-    fi
-
-    if [[ ! -d "$out_dir" ]]; then
-        echo "$out_dir is not a directory"
-        exit 1
-    fi
-
-    npm run build . /tmp/algorithm-archivists.github.io
-
-    if [ $? -ne 0 ]; then
-        echo "Failed to build the book"
-        exit 1
-    fi
-
-    cd "$out_dir"
-    git reset --hard && \
-      git clean -dfx && \
-      git pull origin master
-
-    if [ $? -ne 0 ]; then
-        echo "Failed to prepare repository"
-        exit 1
-    fi
-
-    cp -r /tmp/algorithm-archivists.github.io/* .
-    rm -r /tmp/algorithm-archivists.github.io
-    git add .
-    git commit -m "$1"
-    git push origin master
-
-else
-    echo "No commit message specified"
-fi

From 1eaaa06690c99c9385411b7ec74010470b7d4c9f Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Tue, 30 Nov 2021 16:35:19 +0100
Subject: [PATCH 093/146] adding histogram subsection for plotting chapter
 (#960)

---
 contents/plotting/code/gnuplot/histogram.gp |  22 +++++
 contents/plotting/data/rand.dat             | 100 ++++++++++++++++++++
 contents/plotting/plotting.md               |  40 +++++++-
 contents/plotting/res/gnuplot/histogram.png | Bin 0 -> 8844 bytes
 4 files changed, 158 insertions(+), 4 deletions(-)
 create mode 100644 contents/plotting/code/gnuplot/histogram.gp
 create mode 100644 contents/plotting/data/rand.dat
 create mode 100644 contents/plotting/res/gnuplot/histogram.png

diff --git a/contents/plotting/code/gnuplot/histogram.gp b/contents/plotting/code/gnuplot/histogram.gp
new file mode 100644
index 000000000..9ef432236
--- /dev/null
+++ b/contents/plotting/code/gnuplot/histogram.gp
@@ -0,0 +1,22 @@
+# This is the size of each bin
+bin_width = 1;
+
+# This takes the data and determins which bin id it should fall into
+bin_id(x) = floor(x/bin_width)
+
+# This modifies each bin to be the correct width and also centers it over the 
+#     correct number
+bin(x) = bin_width * ( bin_id(x) + 0.5 )
+
+# Starts the y-axis at 0
+set yrange [0:]
+
+# Removes legend
+unset key
+
+# Sets a fill style for "fillsteps"
+set style fill solid 1.00 border
+
+# The column number to be histogrammed is 1, change $1 to another number if 
+#     you want to plot another column
+plot '../../data/rand.dat' u (bin($1)):(1) t 'data' smooth frequency w fillsteps
diff --git a/contents/plotting/data/rand.dat b/contents/plotting/data/rand.dat
new file mode 100644
index 000000000..22608d0a6
--- /dev/null
+++ b/contents/plotting/data/rand.dat
@@ -0,0 +1,100 @@
+9
+6
+8
+8
+3
+7
+1
+4
+2
+9
+6
+1
+5
+1
+7
+3
+7
+4
+6
+5
+6
+1
+4
+6
+4
+8
+9
+3
+9
+9
+8
+3
+6
+9
+2
+1
+2
+1
+3
+6
+3
+1
+4
+1
+2
+9
+1
+4
+8
+2
+5
+5
+5
+1
+3
+2
+6
+3
+1
+6
+8
+5
+2
+1
+7
+8
+6
+1
+9
+2
+2
+4
+9
+5
+3
+1
+8
+7
+7
+8
+7
+3
+8
+1
+7
+5
+5
+5
+8
+6
+8
+9
+9
+1
+3
+8
+2
+6
+7
+3
diff --git a/contents/plotting/plotting.md b/contents/plotting/plotting.md
index 0fd858f6b..c4bde1ecf 100644
--- a/contents/plotting/plotting.md
+++ b/contents/plotting/plotting.md
@@ -1,7 +1,7 @@
 # Plotting
 
 Plotting is an essential tool for visualizing and understanding important details of several algorithms and methods and is necessary for studies in various areas of computational science.
-For many languages, such as python, julia, and matlab, it is relatively straightforward to create simple plots for various types of data; however, for several other languages, like fortran, C/C++, and java, plotting can be a chore.
+For many languages, such as python, julia, and matlab, it is relatively straightforward to create simple plots for various types of data; however, for several other languages, like Fortran, C/C++, and java, plotting can be a chore.
 Because the Algorithm Archive strives to be language agnostic, we do not want to favor any particular set of languages and have decided instead to output all data that needs plotting into a file format that can easily be read in by various plotting scripts separate from the algorithm implementations.
 
 If you are implementing any algorithm in a language found on this page, you should be able to modify your existing code to allow for on-the-fly plotting.
@@ -485,7 +485,7 @@ In the case of two-dimensional image output, the data file be similar, but this
 
 [import](data/2d_sample_low_res.dat)
 
-It is expected that the number of columns does not vary in each row and that we are working with an $$n \times m$$ matrix which can be simply plotted as a series of pixels that scale in color according to some defined colorbar.
+It is expected that the number of columns does not vary in each row and that we are working with an $$n \times m$$ matrix which can be simply plotted as a series of pixels that scale in color according to some defined color bar.
 
 {% method %}
 {% sample lang="gnuplot" %}
@@ -503,7 +503,7 @@ splot "sample_data.dat" matrix with image
 
 {% endmethod %}
 
-#### changing the colorbar
+#### changing the color bar
 
 For plotting images from data files, we will often need to specify how we color the image by setting a custom color bar
 
@@ -537,7 +537,7 @@ For the purposes of the Algorithm Archive, this space is mainly two-dimensional;
 We will update this section if three-dimensional scatter plots are required.
 
 For the purposes of the Algorithm Archive, scatter plot data will be output as a series of $$x$$ and $$y$$ pairs, where each row has an $$x$$ and a $$y$$ value, separated by a tab character.
-For example, a datafile might look like this:
+For example, a data file might look like this:
 
 [import:1-10](data/scatterplot_data.dat)
 
@@ -561,6 +561,37 @@ Here, we have chosen `pointtype 7`, simply because it is easier to see when comp
 
 {% endmethod %}
 
+# Histograms
+
+Many different algorithms will output data as a series of points that must be organized into separate bins before anyone can make sense of the data.
+For example, here are 10 values from a set of 100 randomly generated integers between 1 and 9:
+
+[import:50-60](data/rand.dat)
+
+Someone might ask, "How many 1s show up in this string of numbers?"
+Similarly, someone might want to know how many 1s we have *in comparison* to the number of 2s (or 3s or 4s, etc).
+To do this, we would create a set of bins and then iterate through the data, adding one to a bin every time we find a corresponding number.
+Note that the bins do not necessarily need to be sequential integer values and that for floating point numbers, the input might need to be rounded.
+You can even histograms objects or anything that else that can be categorized.
+
+For the data that we have shown above, we might create a histogram that looks like this:
+
+<p>
+    <img  class="center" src="res/gnuplot/histogram.png" style="width:70%" />
+</p>
+
+And here is a plotting script to generate it:
+
+{% method %}
+[import](code/gnuplot/histogram.gp)
+{% sample lang="gnuplot" %}
+
+For this, we are using a fill style to use with `fillsteps` so the histogram is colored, but if you just want a line, you could remove the fill style and use `histeps` instead.
+As another note, we are using `t 'data' smooth frequency`, which essentially turns the input numbers into a small, binned array to plot.
+{% endmethod %}
+
+Note that this code rounds the input in the case of floating point numbers.
+
 If you are interested in seeing this type of plot generate fractal patterns, please look at the chapter on [iterated function systems](../IFS/IFS.md).
 
 ## Conclusions
@@ -607,6 +638,7 @@ The text of this chapter was written by [James Schloss](https://github.com/leios
 - The image "[gnuplot_2d_sample](res/gnuplot/2d_sample.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
 - The image "[gnuplot_2d_sample_colorbar](res/gnuplot/2d_sample_cb.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
 - The image "[gnuplot_scatterplot](res/gnuplot/scatterplot.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The image "[gnuplot_histogram](res/gnuplot/histogram.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
 
 {% endmethod %}
 
diff --git a/contents/plotting/res/gnuplot/histogram.png b/contents/plotting/res/gnuplot/histogram.png
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z(<(v11Bagf$f**EA^1v5OM^P{-C1i$6rt051b>&sg9i^FFuM@K(bmyX$}bOK=H*qs
zm>qq_V>uxwX8{@$8*-YSS_}?W((>g3$oS+)bdEuOG=`84a0i*wMO9Vf-QmWjCWxa^
z(l(Jqoa%K2S;&!G+}!-u>bcwQ6i)5p^n3En0){hPf{<R5f?JQdn73>oNqSXTSqUkn
zRIHYFH4PhM`jWrvIzaIJaAhgUv0zUh&eUt_pqZIjrpU6RsBzI{VYk(>b92YES=rg`
z`|_SVVZnAQtW=$l%aX4l&x>HMYG`OsUu=%}ba;y!I1!4a<KksUJU<Q(Q(?t=JfNbN
zN=NCDlj){W!lc9)Z*aZE-M$bd+&EY>!H79r<ucrXsE|&AVVTo7#J(hNA&LhDQf8>=
zry(I~SFd(MZk9MP$H*&V_vrCsVR7-@#lj8<xX7C;C@!waF;2v6$uWRp;_2xLwU!=o
zx{WN`0uvMy6z@Q7KrOm?Ejjgyq2ZfI7IyYL6$?KK=o}l*FKbKvg+ef`p<THFA*t)^
z7m&6PEiO<vdzxs^olPM|0wtRucQ=*zd>WpzxvdShauLQobVbz^A*3m86IXBHHU5Ab
zg0{4@G&~-UohfPsl5%lz(M>!f4W9;M0#kw}a!BsS3NUprReSQ}35YsK955J+Wk(Vp
zA7A3jmtEQVB6DtSZr}kR$b`sAlhZo-H_hlz_4TBs!A%-vCI9=>EeRH-?CxZ`hxB{n
zT)?%I6oG{o6B8EL?m2uWvjHXq{P#VkeKLywI(*m@Yy_0ckaLSz?;3mJ;!3v8d~=it
zm!MV|smBEJ4)JPixwEq~SnkN^=sS|J2~!>T4wYR+5s?=1SQyt`H#cxMR;H#S;4L9v
zEQOR6@U;Dv#075yuG~!(K$04GrW0U=U?K%ky~^&+Is|FynZ<Q*A(FSBuWuFc`5kcI
zynmRVH8SddAH0u~UvU;DatjL!Te6zqva|4WfH1i$z-GSWxlD~L7#Vb8#IEV<PmPav
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z`))Z|&|j&fjEQ+d4i^`fwqOLYB6<$eILK`=m_*`p+w!Ssld9_KO3>r0=H})pq~%n-
zz9MTqBcoV7#j4cElOiI6FfoLOHree^Jay`nqM|Q6QNhQ!o6AGx@iO)-92}=aMH5b2
zza(vc>|s-Yu|Qo=P|!oQZ|m!HdA~v{oRBcDl;jD6+UNr&0)9xGotesqk?z5{pR_BN
zN(MorbE1^({Cd5EPXiZ~l=RrigzDJ7gYgig-kk)3zIS8stZN12d1-3l#ypBlzd-~k
zAaK^*a6RvOc>#!rn+?yRpwoLO3DLVW=7Kwg<rx{OR##e{@+p+iP$b*@>K;IJV8Iq0
zn=CjFC{WP6on#(PjV$;&JJ0D^GK#sZeZl3Yb~o06TawzZ{&<hauS4Aae56Yfq_rEh
zqtQTLzb#%?SC}*%@7Rp95f-Xot_Ba=-F<aokU${x#Jj<aIRZmCy1P;4N{_mw>AwZo
zYEX$phjNRT)KIo(l0~qGL=6QhvtyrxhLXIgk-~cEAw_3P9flbh8KGfvS8&F~%|^7r
z*5+o2bc+o|Rnyk;1E@Li@q-{o($z4UY2{7L&CYl4dcj8LsqC}!yGo(c_i~}!xj@)r
z62S(tfGG6q*RNry3*+mq$~bdsVHVtItyfzjIr*52A;hQ}!m!lP;*jJf>TG`E(uHi`
zlD9#N+?BvluNgk<Rmi<yBOyqOLc{z81O=Su_CS%fMi#_(5ANSLj8UL1s2drf(l6`k
z#_)GBLS)6Zf4`H93oD$HgX5Y8J4$&-*q_7aYvYTgq$F5oHxG~AIoJH^jkw|)&oY{Z
ze7D9!puyms;t`eI#NWD%Xq1N!nQVwr&JY&RNBS?6+FXgVoq(PgKVJxDIcVt<^YioY
zdx34RqA}uTP=)J(3`_|NmZV%5<WySJvt)XT&BAB8ySsC9b0I6HY;CdeEB39)%DTd2
z8&D=rE2FWo@z{ljmpiO+`M@;rV+F^W?F{1c=&an_p$a!!&>HX)08h^?;1MjhbPEi|
zA<PW{Yz2ycdQ`puz_lxsr#E5fsEU6TtvF>LI}g!EXJ!uw|FO>>3se60Demen@+v*q
Vv(Hj`0)~r-`X!x<xbx;g{|``AU>*Pf

literal 0
HcmV?d00001


From d6b372b74e33d9a795086523392c22d1a23ac963 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Tue, 30 Nov 2021 17:14:44 +0100
Subject: [PATCH 094/146] Fix barnsley rust code path (#952)

---
 contents/barnsley/barnsley.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index 6b2d6b3bf..625d72e8e 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -126,7 +126,7 @@ The biggest differences between the two code implementations is that the Barnsle
 {% sample lang="jl" %}
 [import, lang:"julia"](code/julia/barnsley.jl)
 {% sample lang="rs" %}
-[import, lang:"rust"](code/rust/src/main.rs)
+[import, lang:"rust"](code/rust/barnsley.rs)
 {% sample lang="cpp" %}
 [import, lang:"cpp"](code/cpp/barnsley.cpp)
 {% sample lang="c" %}

From cf655b059534071cef5d66a5507586534b45cef1 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Wed, 1 Dec 2021 15:16:06 +0100
Subject: [PATCH 095/146] Fix warnings on size_t to int conversions (#933)

---
 contents/tree_traversal/code/cpp/tree_example.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/contents/tree_traversal/code/cpp/tree_example.cpp b/contents/tree_traversal/code/cpp/tree_example.cpp
index 71a84c686..90271b58d 100644
--- a/contents/tree_traversal/code/cpp/tree_example.cpp
+++ b/contents/tree_traversal/code/cpp/tree_example.cpp
@@ -11,7 +11,7 @@ using std::size_t;
 
 struct node {
   std::vector<node> children;
-  int value;
+  size_t value;
 };
 
 // Simple recursive scheme for DFS

From d51c940156603080e03c7331141e4c9cbbb623a1 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Wed, 1 Dec 2021 18:23:05 +0100
Subject: [PATCH 096/146] Fix import of coconut in flood_fill.md (#951)

Fix import of coconut in flood_fill.md
---
 contents/flood_fill/flood_fill.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/contents/flood_fill/flood_fill.md b/contents/flood_fill/flood_fill.md
index 62348f107..3fb4f239c 100644
--- a/contents/flood_fill/flood_fill.md
+++ b/contents/flood_fill/flood_fill.md
@@ -95,7 +95,7 @@ In code, this might look like this:
 {% sample lang="py" %}
 [import:10-25, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}
-[import:15-19, lang="coconut"](code/coconut/flood_fill.coco)
+[import:15-20, lang="coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 
@@ -117,7 +117,7 @@ In code, it might look like this:
 {% sample lang="py" %}
 [import:55-63, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}
-[import:54-63, lang:"coconut"](code/coconut/flood_fill.coco)
+[import:52-61, lang:"coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 The above code continues recursing through available neighbors as long as neighbors exist, and this should work so long as we are adding the correct set of neighbors.
@@ -179,7 +179,7 @@ The code would look something like this:
 {% sample lang="py" %}
 [import:38-53, lang="python"](code/python/flood_fill.py)
 {% sample lang="coco" %}
-[import:37-51, lang:"coconut"](code/coconut/flood_fill.coco)
+[import:36-49, lang:"coconut"](code/coconut/flood_fill.coco)
 {% endmethod %}
 
 Now, there is a small trick in this code that must be considered to make sure it runs optimally.

From 67a5cf027e3586d081b5d5fc5c9d09995c3ba14b Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Wed, 1 Dec 2021 20:55:24 +0100
Subject: [PATCH 097/146] IFS: Standardize output files (#961)

* Output 10000 points instead of 1000 in C implementation

* Change output file from "out.dat" to "sierpinski.dat" in lisp

* Change output file from "out.dat" to "sierpinski.dat" in Haskell

* Introduce constant for the amount of points to generate

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/IFS/code/c/IFS.c        | 9 +++++----
 contents/IFS/code/clisp/ifs.lisp | 2 +-
 contents/IFS/code/haskell/IFS.hs | 2 +-
 3 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/contents/IFS/code/c/IFS.c b/contents/IFS/code/c/IFS.c
index 99c4826be..e4aab3b50 100644
--- a/contents/IFS/code/c/IFS.c
+++ b/contents/IFS/code/c/IFS.c
@@ -29,16 +29,18 @@ void chaos_game(struct point *in, size_t in_n, struct point *out,
 }
 
 int main() {
+    const int point_count = 10000;
+    
     struct point shape_points [3] = {{0.0,0.0}, {0.5,sqrt(0.75)}, {1.0,0.0}};
-    struct point out_points[1000];
+    struct point out_points[point_count];
 
     srand(time(NULL));
 
-    chaos_game(shape_points, 3, out_points, 1000);
+    chaos_game(shape_points, 3, out_points, point_count);
 
     FILE *fp = fopen("sierpinksi.dat", "w+");
 
-    for (int i = 0; i < 1000; ++i) {
+    for (int i = 0; i < point_count; ++i) {
         fprintf(fp, "%f\t%f\n", out_points[i].x, out_points[i].y);
     }
 
@@ -46,4 +48,3 @@ int main() {
 
     return 0;
 }
-
diff --git a/contents/IFS/code/clisp/ifs.lisp b/contents/IFS/code/clisp/ifs.lisp
index 4354ab54b..c9fc0e432 100644
--- a/contents/IFS/code/clisp/ifs.lisp
+++ b/contents/IFS/code/clisp/ifs.lisp
@@ -21,7 +21,7 @@
     `((0 0) (0.5 ,(sqrt 0.75)) (1 0))))
 
 ;; output the data to the "out.dat" file
-(with-open-file (out "out.dat" :direction :output :if-exists :supersede)
+(with-open-file (out "sierpinski.dat" :direction :output :if-exists :supersede)
   (flet ((format-point (p)
            ;; this is not very clean, but it's the simplest way to insert a tab into a string.
            (format nil "~f~c~f" (point-x p) #\tab (point-y p))))
diff --git a/contents/IFS/code/haskell/IFS.hs b/contents/IFS/code/haskell/IFS.hs
index 9e8f4ef70..41d8b4c9a 100644
--- a/contents/IFS/code/haskell/IFS.hs
+++ b/contents/IFS/code/haskell/IFS.hs
@@ -27,4 +27,4 @@ main = do
       points = chaosGame g 10000 sierpinski
       showPoint (Point x y) = show x ++ "\t" ++ show y
 
-  writeFile "out.dat" $ intercalate "\n" $ map showPoint points
+  writeFile "sierpinski.dat" $ intercalate "\n" $ map showPoint points

From 3bbc549cdea4c71e66a15b8dec61a9c7968b521f Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Thu, 2 Dec 2021 16:38:38 +0100
Subject: [PATCH 098/146] Fix warning on MSVC for barnsley C++ code (#943)

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/barnsley/code/cpp/barnsley.cpp | 1 +
 1 file changed, 1 insertion(+)

diff --git a/contents/barnsley/code/cpp/barnsley.cpp b/contents/barnsley/code/cpp/barnsley.cpp
index 88fb24766..491d6bd51 100644
--- a/contents/barnsley/code/cpp/barnsley.cpp
+++ b/contents/barnsley/code/cpp/barnsley.cpp
@@ -75,6 +75,7 @@ auto select_array(
     rnd -= probabilities[i];
   }
   assert(!static_cast<bool>("check if probabilities adding up to 1"));
+  return hutchinson_op[0];
 }
 
 // This is a general function to simulate a chaos game

From fca9911a7c1cf44fd4bc79e850e021a6c385f3eb Mon Sep 17 00:00:00 2001
From: PaddyKe <34421580+PaddyKe@users.noreply.github.com>
Date: Thu, 2 Dec 2021 16:52:03 +0100
Subject: [PATCH 099/146] Added Iterated function system in PowerShell (#895)

* implemented IFS in PowerShell

* fixed typo

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/IFS/IFS.md                  |  4 ++++
 contents/IFS/code/powershell/IFS.ps1 | 34 ++++++++++++++++++++++++++++
 2 files changed, 38 insertions(+)
 create mode 100644 contents/IFS/code/powershell/IFS.ps1

diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index cd503ae46..f7d017e36 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -146,6 +146,8 @@ Here, instead of tracking children of children, we track a single individual tha
 [import:4-16, lang:"coconut"](code/coconut/IFS.coco)
 {% sample lang="java" %}
 [import:16-39, lang:"java"](code/java/IFS.java)
+{% sample lang="ps1" %}
+[import:2-19, lang:"powershell"](code/powershell/IFS.ps1)
 {% endmethod %}
 
 If we set the initial point to the on the equilateral triangle we saw before, we can see the Sierpinski triangle again after a few thousand iterations, as shown below:
@@ -232,6 +234,8 @@ In addition, we have written the chaos game code to take in a set of points so t
 [import, lang:"coconut"](code/coconut/IFS.coco)
 {%sample lang="java" %}
 [import, lang:"java"](code/java/IFS.java)
+{% sample lang="ps1" %}
+[import, lang:"powershell"](code/powershell/IFS.ps1)
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/IFS/code/powershell/IFS.ps1 b/contents/IFS/code/powershell/IFS.ps1
new file mode 100644
index 000000000..086c80072
--- /dev/null
+++ b/contents/IFS/code/powershell/IFS.ps1
@@ -0,0 +1,34 @@
+# This function simulates a "chaos game"
+function Simulate-ChaosGame($n, $shapePoints) {
+    $outputPoints = New-Object System.Collections.ArrayList
+    
+    # Initialize the starting point
+    $point = @($(Get-Random -Minimum 0.0 -Maximum 1.0), $(Get-Random -Minimum 0.0 -Maximum 1.0))
+
+    for ($i = 0; $i -lt $n; $i++) {
+      $outputPoints.add($point) | Out-Null
+      $temp = $shapePoints[$(Get-Random -Maximum $shapePoints.Count)]
+
+      $point = @(
+          0.5 * ($point[0] + $temp[0])
+          0.5 * ($point[1] + $temp[1])
+      )
+    }
+
+    return $outputPoints
+}
+
+
+# This will generate a Sierpinski triangle with a chaos game of n points for an
+# initial triangle with three points on the vertices of an equilateral triangle:
+#     A = (0.0, 0.0)
+#     B = (0.5, sqrt(0.75))
+#     C = (1.0, 0.0)
+# It will output the file sierpinski.dat, which can be plotted after
+$shapePoints = @(
+    @(0.0, 0.0),
+    @(0.5, [math]::sqrt(0.75)),
+    @(1.0, 0.0)
+)
+
+Simulate-ChaosGame -n 10000 -shapePoints $shapePoints | % { "$($_[0])`t$($_[1])" } | Out-File -Path "sierpinski.dat"

From a3276bedd94ea7cee587bb565c351c405e9b86b9 Mon Sep 17 00:00:00 2001
From: PaddyKe <34421580+PaddyKe@users.noreply.github.com>
Date: Thu, 2 Dec 2021 16:54:26 +0100
Subject: [PATCH 100/146] Add Approximate counting in Java (#898)

* added approximative counting in java

* added code examples to markdown files

* fixed typo

* fixed indentation

* fixed typos

* fixed printed comments

* added failed message

* Update contents/approximate_counting/code/java/ApproximateCounting.java

Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>
---
 .../approximate_counting.md                   |  2 +
 .../code/java/ApproximateCounting.java        | 85 +++++++++++++++++++
 2 files changed, 87 insertions(+)
 create mode 100644 contents/approximate_counting/code/java/ApproximateCounting.java

diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index 5e06e43b5..e5b7c1f5e 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -366,6 +366,8 @@ As we do not have any objects to count, we will instead simulate the counting wi
 [import, lang:"cpp"](code/cpp/approximate_counting.cpp)
 {% sample lang="python" %}
 [import, lang:"python"](code/python/approximate_counting.py)
+{% sample lang="java" %}
+[import, lang:"java"](code/java/ApproximateCounting.java)
 {% endmethod %}
 
 ### Bibliography
diff --git a/contents/approximate_counting/code/java/ApproximateCounting.java b/contents/approximate_counting/code/java/ApproximateCounting.java
new file mode 100644
index 000000000..2dd49c0f0
--- /dev/null
+++ b/contents/approximate_counting/code/java/ApproximateCounting.java
@@ -0,0 +1,85 @@
+import java.lang.Math;
+import java.util.stream.DoubleStream;
+
+public class ApproximateCounting {
+    
+    /*
+     * This function taks
+     *   - v: value in register
+     *   - a: a scaling value for the logarithm based on Morris's paper
+     * It returns the approximate count
+     */
+    static double n(double v, double a) {
+        return a * (Math.pow(1 + 1 / a, v) - 1);
+    }
+    
+
+    /*
+     * This function takes
+     *   - v: value in register
+     *   - a: a scaling value for the logarithm based on Morris's paper
+     * It returns the new value for v
+     */
+    static double increment(double v, double a) {
+        double delta = 1 / (n(v + 1, a) - n(v, a));
+
+        if (Math.random() <= delta) {
+            return v + 1;
+        } else {
+            return v;
+        }
+    }
+
+
+    
+    /*
+     * This function takes
+     *   - v: value in register
+     *   - a: a scaling value for the logarithm based on Morris's paper
+     * It returns the new value for v
+     */
+    static double approximateCount(int nItems, double a) {
+        double v = 0;
+    
+        for (int i = 0; i < nItems; i++) {
+            v = increment(v, a);
+        }
+
+        return n(v, a);
+    }
+
+    /*
+     * This function takes
+     *   - nTrials: the number of counting trails
+     *   - nItems: the number of items to count
+     *   - a: a scaling value for the logarithm based on Morris's paper
+     *   - threshold: the maximum percent error allowed
+     * It terminates the program on failure
+     */
+    static void testApproximateCount(int nTrials, int nItems, double a, double threshold) {
+        double avg = DoubleStream.generate(() -> approximateCount(nItems, a))
+                     .limit(nTrials)
+                     .average()
+                     .getAsDouble();
+    
+        if (Math.abs((avg - nItems) / nItems) < threshold) {
+            System.out.println("passed");
+        } else {
+            System.out.println("failed");
+        }
+    }
+
+
+    public static void main(String args[]) {
+        System.out.println("[#]\nCounting Tests, 100 trials");
+        System.out.println("[#]\ntesting 1,000, a = 30, 10% error");
+        testApproximateCount(100, 1_000, 30, 0.1);
+
+        System.out.println("[#]\ntesting 12,345, a = 10, 10% error");
+        testApproximateCount(100, 12_345, 10, 0.1);
+    
+        System.out.println("[#]\ntesting 222,222, a = 0.5, 20% error");
+        testApproximateCount(100, 222_222, 0.5, 0.2);
+    }
+
+}

From aa83fecb8fa4cd5508b362b62af6fa9f3b6a1e64 Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Thu, 2 Dec 2021 16:18:34 +0000
Subject: [PATCH 101/146] Implement Stacks and Queues in Rust. (#924)

* Implement Stack

* Implement Queue

* Update markdown page

* Add comments with output of prints

* Use equivalent methods instead of reimplementing them

* Add SConscript file

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 CONTRIBUTORS.md                               |  5 ++-
 contents/stacks_and_queues/code/rust/Queue.rs | 43 +++++++++++++++++++
 .../stacks_and_queues/code/rust/SConscript    | 10 +++++
 contents/stacks_and_queues/code/rust/Stack.rs | 41 ++++++++++++++++++
 .../stacks_and_queues/stacks_and_queues.md    |  4 ++
 5 files changed, 101 insertions(+), 2 deletions(-)
 create mode 100644 contents/stacks_and_queues/code/rust/Queue.rs
 create mode 100644 contents/stacks_and_queues/code/rust/SConscript
 create mode 100644 contents/stacks_and_queues/code/rust/Stack.rs

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 82f3c173a..fc3113ecc 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -51,7 +51,7 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Vincent Zalzal
 - Jonathan D B Van Schenck
 - James Goytia
-- Sammy Plat 
+- Sammy Plat
 - Jonathan Dönszelmann
 - Ishaan Verma
 - Delphi1024
@@ -60,4 +60,5 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Ridham177
 - Hugo Salou
 - Dimitri Belopopsky
-+ Henrik Abel Christensen
+- Henrik Abel Christensen
+- Peanutbutter_Warrior
diff --git a/contents/stacks_and_queues/code/rust/Queue.rs b/contents/stacks_and_queues/code/rust/Queue.rs
new file mode 100644
index 000000000..0f432e621
--- /dev/null
+++ b/contents/stacks_and_queues/code/rust/Queue.rs
@@ -0,0 +1,43 @@
+use std::collections::VecDeque;
+
+struct Queue<T> {
+    list: VecDeque<T>
+}
+
+impl<T> Queue<T> {
+    fn new() -> Self {
+       Queue{
+           list: VecDeque::new(),
+       }
+    }
+
+    // Note that this returns a reference to the value
+    // This is in contrast to dequeue which gives ownership of the value
+    fn front(&self) -> Option<&T> {
+        self.list.front()
+    }
+
+    fn dequeue(&mut self) -> Option<T> {
+        self.list.pop_front()
+    }
+
+    fn enqueue(&mut self, item: T) {
+        self.list.push_back(item);
+    }
+
+    fn size(&self) -> usize {
+        self.list.len()
+    }
+}
+
+fn main() {
+    let mut i32queue = Queue::new();
+
+    i32queue.enqueue(4);
+    i32queue.enqueue(5);
+    i32queue.enqueue(6);
+
+    println!("{:?}", i32queue.dequeue().unwrap()); // 4
+    println!("{:?}", i32queue.size()); // 2
+    println!("{:?}", i32queue.front().unwrap()); // 5
+}
diff --git a/contents/stacks_and_queues/code/rust/SConscript b/contents/stacks_and_queues/code/rust/SConscript
new file mode 100644
index 000000000..0c3f15913
--- /dev/null
+++ b/contents/stacks_and_queues/code/rust/SConscript
@@ -0,0 +1,10 @@
+Import('*')
+from pathlib import Path
+
+dirname = Path.cwd().parents[1].stem
+
+env.rustc(f'#/build/rust/stack', '#/contents/stacks_and_queues/code/rust/Stack.rs')
+env.Clean('rust', f'#/build/rust/stack.pdb')
+
+env.rustc(f'#/build/rust/queue', '#/contents/stacks_and_queues/code/rust/Queue.rs')
+env.Clean('rust', f'#/build/rust/queue.pdb')
\ No newline at end of file
diff --git a/contents/stacks_and_queues/code/rust/Stack.rs b/contents/stacks_and_queues/code/rust/Stack.rs
new file mode 100644
index 000000000..13010c3f0
--- /dev/null
+++ b/contents/stacks_and_queues/code/rust/Stack.rs
@@ -0,0 +1,41 @@
+struct Stack<T> {
+	list: Vec<T>
+}
+
+impl<T> Stack<T> {
+    fn new() -> Self {
+        Stack {
+            list: Vec::new(),
+        }
+    }
+
+    // Note that this returns a reference to the value
+    // This is in contrast to pop which gives ownership of the value
+    fn top(&self) -> Option<&T> {
+        self.list.last()
+    }
+
+    fn pop(&mut self) -> Option<T> {
+        self.list.pop()
+    }
+
+    fn push(&mut self, item: T) {
+        self.list.push(item);
+    }
+
+    fn size(&self) -> usize {
+        self.list.len()
+    }
+}
+
+fn main() {
+    let mut i32stack: Stack<i32> = Stack::new();
+
+    i32stack.push(4);
+    i32stack.push(5);
+    i32stack.push(6);
+
+    println!("{:?}", i32stack.pop().unwrap()); // 6
+    println!("{:?}", i32stack.size()); // 2
+    println!("{:?}", i32stack.top().unwrap()); // 5
+}
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index 5d637deb3..a3c46b478 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -20,6 +20,8 @@ Here is a simple implementation of a stack:
 [import, lang:"typescript"](code/typescript/stack.ts)
 {% sample lang="java" %}
 [import, lang:"java"](code/java/Stack.java)
+{% sample lang="rust" %}
+[import, lang:"rust"](code/rust/Stack.rs)
 {% endmethod %}
 
 Here is a simple implementation of a queue:
@@ -28,6 +30,8 @@ Here is a simple implementation of a queue:
 [import, lang:"typescript"](code/typescript/queue.ts)
 {% sample lang="java" %}
 [import, lang:"java" ](code/java/Queue.java)
+{% sample lang="rust" %}
+[import, lang:"rust" ](code/rust/Queue.rs)
 {% endmethod %}
 
 

From ffaa8901c27607f25a868a12837d2b27671199cf Mon Sep 17 00:00:00 2001
From: Nicholas Tindle <nicktindle@outlook.com>
Date: Thu, 2 Dec 2021 13:01:44 -0600
Subject: [PATCH 102/146] Use Scons in CI with container (#959)

Use Scons with the container

Co-authored-by: Sammy Plat <amaras@vivaldi.net>
Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 .github/workflows/build.yml | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2d25ca4d3..3ed45c6c1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,6 +4,12 @@ on: pull_request
 jobs:
   build:
     runs-on: ubuntu-latest
+    container:
+      options: --entrypoint /bin/bash --user 0 
+      image: ghcr.io/algorithm-archivists/aaa-langs:latest
+    defaults:
+      run:
+        shell: bash --rcfile /root/.bashrc -eo pipefail {0} 
     steps:
       - name: Checkout
         uses: actions/checkout@v2
@@ -14,3 +20,10 @@ jobs:
         run: |
           npm install
           npx honkit build
+          
+      - name: Initalize cargo and run SCons
+        env:
+          HOME: /root
+        run:  |
+          . "$HOME/.cargo/env"
+          scons -Q

From 05e97580b2ee00b0dae20c94a8e7c51352d064ef Mon Sep 17 00:00:00 2001
From: Shudipto <32040453+shudipto-amin@users.noreply.github.com>
Date: Fri, 3 Dec 2021 08:25:04 -0500
Subject: [PATCH 103/146] New chapter "Metropolis" with Python Implementation
 (#929)

* Add new chapter: metropolis_hastings; in python

* Add markdown and python files for metropolis

* Add image for metropolis

* Update .gitignore, SUMMARY.md, and metropolis

* Untrack .ipynb_checkpoints

* Untrack ipynb_checkpoints

* Fix algorithm steps list

* Really fix markdown list

* Add plot of P to chapter

* Add metropolis animation and update plot of P(x)

* Add minor update to chapter text

* Generate gif and mp4 for random walk

* Complete first draft!

* Final version before Pull Request

* Add metropolis citation

* Remove unnecessary lines from code and bib file

* Fix display of code in md

* Fix random walk capitalization.

* Apply Amaras' suggestions from code review

This commit makes minor edits which resolve conflicts with PEP8 and improve readability of code.

It also makes chapter sub-chapter of Monte Carlo.

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
Co-authored-by: Sammy Plat <amaras@vivaldi.net>

* Fix the code import lines in md file.

* Change  to  in metropolis.py

* Add probability section to metropolis.md

However, this is temporary, as this section needs to go into a separate chapter.

* Move Probability section in metropolis to own chapter.

* Fix SUMMARY.md spelling mistake from previous commit

* Add figures for probability distribution chapter

* Update image of normal distribution

* Finish first draft of probability chapter

* Minor edits to distributions.md.

* "Minor changes to distributions.md"

* Complete the Example/Application section of metropolis.

* Address most issues in review of PR#929

* Application sections created.
* g() definition moved up to a better place
* More discussion on g.
* Missing citations provided
* Clarity provided (hopefully)

* Add image of 1D_particles

* Update citations in md file

* Add testing function to metropolis python code.

Also modifies markdown to describe test.
Also adds citation for RMSD.

* Numpyfy metropolis f function and fix errors.

* Implement generator to iterate.

* Reformat output of test and nrmsd error reporting.

* Add description of video and fix code display.

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Put sentences in `metropolis.md` on separate lines.

* Put sentences in distributions.md chapter on separate lines.

* Addresses issues raised by Leios' 1st review of probability chapter.

* Adds intro to beginning.
* Fixes plurality of die.
* Clarifies some notation in discrete section.
* Removes explanation of calculus.
* Other minor edits.

* Add minor edits.

* Update contents/metropolis/metropolis.md title

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Simplify intro to contents/metropolis/metropolis.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Minor formatting to contents/metropolis/metropolis.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Fix spelling contents/metropolis/metropolis.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Simplify line 71 of contents/metropolis/metropolis.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update contents/metropolis/metropolis.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Update example application in metropolis according to Leios comments.

* Minor edit: contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Minor edit: contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Minor edit: contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Minor edit: contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Minor edit: contents/probability/distributions/distributions.md

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Apply minor suggestions from Leios' code review

Mostly typos, spelling, punctuation, and grammar.

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Add minor edits from code Leios' review

* Add minor edit

* Apply minor edit suggestions from Leios

Mostly punctuation and grammar.

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Add minor formatting, such as periods after equations.

* Fix integer interval notation using hack.

* Add minor edits missed previously in probability chapter.

* Add minor edits to metropolis, mostly punctuation.

* Apply minor edits from Leios

Mostly grammar and sentence structure.

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Add intro line to Algorithm section of metropolis.

* Add name to contributor.md

* Apply suggestions from Leios

* Minor edits for grammar and clarity.
* Applies to both metropolis and probablity chapters.

Co-authored-by: James Schloss <jrs.schloss@gmail.com>

* Apply suggestions from code review

Co-authored-by: Shudipto <32040453+shudipto-amin@users.noreply.github.com>

Co-authored-by: Kazi Shudipto Amin <kazi.amin@ucalgary.ca>
Co-authored-by: James Schloss <jrs.schloss@gmail.com>
Co-authored-by: Sammy Plat <amaras@vivaldi.net>
---
 .gitignore                                    |   2 +-
 CONTRIBUTORS.md                               |   1 +
 SUMMARY.md                                    |   2 +
 contents/metropolis/code/python/metropolis.py |  90 ++++++
 contents/metropolis/metropolis.md             | 283 ++++++++++++++++++
 contents/metropolis/res/1D_particles.png      | Bin 0 -> 23564 bytes
 .../metropolis/res/animated_metropolis.gif    | Bin 0 -> 1647776 bytes
 .../metropolis/res/animated_metropolis.mp4    | Bin 0 -> 577837 bytes
 .../metropolis/res/animated_random_walk.gif   | Bin 0 -> 42487 bytes
 .../metropolis/res/animated_random_walk.mp4   | Bin 0 -> 20682 bytes
 .../metropolis/res/multiple_histograms.png    | Bin 0 -> 191289 bytes
 contents/metropolis/res/plot_of_P.png         | Bin 0 -> 158010 bytes
 .../distributions/distributions.md            | 214 +++++++++++++
 .../res/double_die_frequencies.png            | Bin 0 -> 96012 bytes
 .../distributions/res/normal_distribution.png | Bin 0 -> 206149 bytes
 literature.bib                                | 101 +++++++
 16 files changed, 692 insertions(+), 1 deletion(-)
 create mode 100644 contents/metropolis/code/python/metropolis.py
 create mode 100644 contents/metropolis/metropolis.md
 create mode 100644 contents/metropolis/res/1D_particles.png
 create mode 100644 contents/metropolis/res/animated_metropolis.gif
 create mode 100644 contents/metropolis/res/animated_metropolis.mp4
 create mode 100644 contents/metropolis/res/animated_random_walk.gif
 create mode 100644 contents/metropolis/res/animated_random_walk.mp4
 create mode 100644 contents/metropolis/res/multiple_histograms.png
 create mode 100644 contents/metropolis/res/plot_of_P.png
 create mode 100644 contents/probability/distributions/distributions.md
 create mode 100644 contents/probability/distributions/res/double_die_frequencies.png
 create mode 100644 contents/probability/distributions/res/normal_distribution.png

diff --git a/.gitignore b/.gitignore
index 09a7ab178..5e1e79300 100644
--- a/.gitignore
+++ b/.gitignore
@@ -478,7 +478,7 @@ paket-files/
 # Python Tools for Visual Studio (PTVS)
 __pycache__/
 *.pyc
-
+*.ipynb_checkpoints*
 # Cake - Uncomment if you are using it
 # tools/**
 # !tools/packages.config
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index fc3113ecc..ca16b50f9 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -61,4 +61,5 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Hugo Salou
 - Dimitri Belopopsky
 - Henrik Abel Christensen
+- K. Shudipto Amin
 - Peanutbutter_Warrior
diff --git a/SUMMARY.md b/SUMMARY.md
index 4d4597b1c..644fccc56 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -20,9 +20,11 @@
         * [Multiplication as a Convolution](contents/convolutions/multiplication/multiplication.md)
         * [Convolutions of Images (2D)](contents/convolutions/2d/2d.md)
         * [Convolutional Theorem](contents/convolutions/convolutional_theorem/convolutional_theorem.md)
+	* [Probability Distributions](contents/probability/distributions/distributions.md)	
 * [Tree Traversal](contents/tree_traversal/tree_traversal.md)
 * [Euclidean Algorithm](contents/euclidean_algorithm/euclidean_algorithm.md)
 * [Monte Carlo](contents/monte_carlo_integration/monte_carlo_integration.md)
+    * [Metropolis](contents/metropolis/metropolis.md)
 * [Matrix Methods](contents/matrix_methods/matrix_methods.md)
     * [Gaussian Elimination](contents/gaussian_elimination/gaussian_elimination.md)
     * [Thomas Algorithm](contents/thomas_algorithm/thomas_algorithm.md)
diff --git a/contents/metropolis/code/python/metropolis.py b/contents/metropolis/code/python/metropolis.py
new file mode 100644
index 000000000..a4fc29794
--- /dev/null
+++ b/contents/metropolis/code/python/metropolis.py
@@ -0,0 +1,90 @@
+import numpy as np
+
+
+def f(x, normalize=False):
+    '''
+    Function proportional to target distribution, a sum of Gaussians.
+    For testing, set normalize to True, to get target distribution exactly.
+    '''
+    # Gaussian heights, width parameters, and mean positions respectively:
+    a = np.array([10., 3., 1.]).reshape(3, 1)
+    b = np.array([ 4., 0.2, 2.]).reshape(3, 1)
+    xs = np.array([-4., -1., 5.]).reshape(3, 1)
+
+    if normalize:
+        norm = (np.sqrt(np.pi) * (a / np.sqrt(b))).sum()
+        a /= norm
+
+    return (a * np.exp(-b * (x - xs)**2)).sum(axis=0)
+
+def g():
+    '''Random step vector.'''
+    return np.random.uniform(-1,1)
+
+def metropolis_step(x, f=f, g=g):
+    '''Perform one full iteration and return new position.'''
+    
+    x_proposed = x + g()
+    a = min(1, (f(x_proposed) / f(x)).item())
+    
+    x_new = np.random.choice([x_proposed, x], p=[a, 1-a])
+        
+    return x_new
+
+def metropolis_iterate(x0, num_steps):
+    '''Iterate metropolis algorithm for num_steps using iniital position x_0'''
+    
+    for n in range(num_steps):
+        if n == 0:
+            x = x0
+        else:
+            x = metropolis_step(x)
+        yield x
+    
+
+def test_metropolis_iterate(num_steps, xmin, xmax, x0):
+    '''
+    Calculate error in normalized density histogram of data  
+    generated by metropolis_iterate() by using 
+    normalized-root-mean-square-deviation metric. 
+    '''
+    
+    bin_width = 0.25
+    bins = np.arange(xmin, xmax + bin_width/2, bin_width)
+    centers = np.arange(xmin + bin_width/2, xmax, bin_width)
+    
+    true_values = f(centers, normalize=True)
+    mean_value = np.mean(true_values - min(true_values))
+
+    x_dat = list(metropolis_iterate(x0, num_steps))
+    heights, _ = np.histogram(x_dat, bins=bins, density=True)
+                    
+    nmsd = np.average((heights - true_values)**2 / mean_value)
+    nrmsd = np.sqrt(nmsd)
+
+    return nrmsd
+
+        
+ 
+if __name__ == "__main__":
+    xmin, xmax = -10, 10
+    x0 = np.random.uniform(xmin, xmax)
+
+    num_steps = 50_000
+
+    x_dat = list(metropolis_iterate(x0, 50_000))
+        
+    # Write data to file
+    output_string = "\n".join(str(x) for x in x_dat)
+    
+    with open("output.dat", "w") as out:
+        out.write(output_string)
+        out.write("\n")
+        
+    
+    # Testing
+    print(f"Testing with x0 = {x0:5.2f}")
+    print(f"{'num_steps':>10s} {'NRMSD':10s}")
+    for num_steps in (500, 5_000, 50_000):
+        nrmsd = test_metropolis_iterate(num_steps, xmin, xmax, x0)
+        print(f"{num_steps:10d} {nrmsd:5.1%}")
diff --git a/contents/metropolis/metropolis.md b/contents/metropolis/metropolis.md
new file mode 100644
index 000000000..961f1b14d
--- /dev/null
+++ b/contents/metropolis/metropolis.md
@@ -0,0 +1,283 @@
+# The Metropolis Algorithm
+
+The [Monte Carlo Integration](../monte_carlo_integration/monte_carlo_integration.html) method uses random numbers to approximate the area of pretty much any shape we choose. 
+The Metropolis algorithm {{ "metropolis1953equation" | cite }} is a slightly more advanced Monte Carlo method which uses random numbers to approximate a [probability distribution](../probability/distributions/distributions.md):
+
+$$
+P(\mathbf{x}) = \frac{f(\mathbf{x})}{\displaystyle\int_D f(\mathbf{x})d\mathbf{x}},
+$$
+
+where $$D$$ is the domain of $$P(\mathbf{x})$$, i.e., all possible values of the $$\mathbf{x}$$ for which $$P(\mathbf{x})$$ is defined.
+$$f(\mathbf{x})$$ is a function that is proportional to $$P(x)$$, such as a statistical frequency distribution which counts the number of occurences of each $$\mathbf{x}$$.
+The integral in the denominator is the __normalization factor__ which ensures that the sum of all probabilities is unity, i.e.,
+$$
+\int_D P(\mathbf{x}) d\mathbf{x} = 1.
+$$
+A one-dimensional example is the __normal distribution__, or __Gaussian distribution__, given by
+
+$$
+P(x) = \frac{e^{-x^2}}{\displaystyle\int_{-\infty}^{\infty} e^{-x^2} dx} = \frac{1}{\sqrt{\pi}} e^{-x^2}.
+$$
+
+
+In practice, it's often easy for us to know $$f(x)$$, but the integral in the denominator can be quite difficult to calculate, even numerically. 
+This is especially true when the coordinates ($$\mathbf{x}$$) are multidimensional, and $$f(\mathbf{x})$$ is an expensive calculation, as we shall see in the examples below.
+
+## An  example application
+
+One example of a complicated probability function arises when considering a physical system of $$N$$ particles. 
+These could be atoms, molecules, or even star systems! 
+For such systems, we can usually describe the __potential energy__ {{ "potential_energy_wiki" | cite }} of the system as a function of the coordinates of all particles, $$\mathbf{x}$$,
+
+$$
+E(\mathbf{x}) = E(x_1, y_1, z_1, x_2, y_2, z_2, ... ,x_N, y_N, z_N),
+$$
+
+where $$x_i, y_i, z_i$$ are the spatial coordinates of particle $$i$$. 
+So altogether there are $$3N$$ coordinates &ndash; making $$E(\mathbf{x})$$ a $$3N$$ dimensional function, which can be a computationally intensive calculation on it's own. But it doesn't end there!
+
+The physicist Ludwig Boltzmann {{ "ludwig_boltzmann_wiki" | cite }} discovered that when such a system is in equilibrium at some temperature $$T$$, you can describe the probability density of the system for any set of coordinates $$\mathbf{x}$$ using, {{ "boltzmann_distribution_wiki" | cite }} 
+
+$$
+P(\mathbf{x}) = \frac{\displaystyle \exp\left[{\displaystyle\frac{-E(\mathbf{x})}{T} } \right]} {Q},
+$$
+
+where the numerator is called the __Boltzmann factor__, and $$Q$$ is the [normalization constant](../probability/distributions/distributions.md),
+
+$$
+Q = \int_D \exp\left[{\displaystyle\frac{-E(\mathbf{x})}{T} } \right] d\mathbf{x}.
+$$
+
+We can see now that the probability density function is a difficult calculation, particularly because of $$Q$$. 
+Almost always, no analytical solution exists to the integral in $$Q$$, and the numerical integration is unfeasible. 
+
+To see that $$Q$$ is unfeasible to calculate, imagine there are just $$10$$ particles which all exist in a $$1$$D world, restricted to a line segment.
+
+<p>
+	<img class="center" src="res/1D_particles.png" style="width:100%" alt="<FIG> 1D particles">
+</p>
+
+Let's assume that the particles _interact_, meaning that the position of one particle affects that of another. 
+This could be the case, for example, if all the particles were charged, and so they would be repelling or attracting each other. 
+This means that the energy $$E(\mathbf{x}) = E(x_1,...,x_{10})$$ of the system is a $$10$$D function, and it would not be possible to simplify it any further due to the interactions. 
+Thus, the Boltzmann factor, $$\exp\left[-E(\mathbf{x})/T\right]$$, is also a $$10$$D function. To calculate $$Q$$, we would have to integrate the Boltzmann factor $$10$$ times, one for each coordinate,
+
+$$
+Q = \int_{x_1} \dots \int_{x_{10}} \exp\left[\frac{-E(x_1,\dots x_{10})}{T}\right]\ dx_1\dots dx_{10}.
+$$
+ 
+In most cases, there is no known analytical expression for the above integral, so it has to be done numerically.
+To do so, imagine that we divide the $$1$$D line segment into only $$50$$ different intervals, allowing each particle to take on $$50$$ different positions. 
+This is equivalent to dividing the length of a football field into intervals of about $$2$$ meters &ndash; not a resolution you'd wanna watch a game in! 
+Even with such poor resolution, the number of different combinations of positions is $$10^{50}$$ &ndash; a colossal number indeed. 
+To see how large this number is, imagine that a single computation of $$E(\mathbf{x})$$ took only $$1$$ nanosecond on a single processor, which is much faster than most energy calculations for physical systems in practice.
+ With that speed, it would require $$10^{41}$$ seconds on a single processor to calculate $$Q$$ &ndash; which means that _even_ with all the processors in the world running in parallel (there could be billions or trillions of them), calculating $$Q$$ would still take longer than the age of the universe &ndash; by many orders of magnitude!
+
+What's really powerful about the Metropolis approach is that you don't need to know the probability function itself.
+Instead, you just need a function which is _proportional_ to it. 
+What this means for the Boltzmann distribution is that you only need to know the term,
+
+$$
+f(\mathbf{x}) = \exp\left[{\displaystyle\frac{-E(\mathbf{x})}{T} } \right].
+$$
+
+The Metropolis algorithm can bypass the calculation of $$Q$$ altogether and use $$f(x)$$ to generate a distribution of $$x$$ which follows the probability density $$P(x)$$. 
+In other words, it can sample values of $$x$$ in such away that the probability of sampling $$x$$ will follow the actual distribution $$P(x)$$. 
+Thus, if Metropolis was used to sample from $$x$$, the number of occurences of $$x$$ would be proportional to $$P(x)$$.
+Numerical normalization can then be done by using the total number of samples instead of performing an integration. 
+This fact dramatically reduces the number of calculations needed to approximate the probability distribution.
+
+Finally, the Metropolis algorithm can be modified or implemented in other methods, and forms the basis of many advanced sampling algorithms. 
+The most popular is probably the Metropolis-Hastings algorithm {{ "hastings1970monte" | cite }} which is fundamentally the same. 
+Some other algorithms that use this method are Metropolis-adjusted Langevin algorithm {{ "mala_wiki" | cite }}, and Hamiltonian Monte Carlo {{ "hmc_wiki" | cite }}, to name a few. 
+They are often used for physical systems that follow a Boltzmann distribution.
+
+
+## A Random Walk in One Dimension
+
+In the rest of this chapter, we will look at $$1$$D examples to understand the Metropolis algorithm. 
+Although the algorithm is not particularly efficient in just one dimension, it is much easier to understand in one dimension than in multiple dimensions. 
+The Metropolis algorithm is very similar to a random walk, so let's first see how we can get a distribution from a random walk.
+
+<div style="text-align:center">
+<video style="width:80%" controls loop>
+  <source src="res/animated_random_walk.mp4" type="video/mp4">
+Your browser does not support the video tag.
+</video>
+</div>
+
+The dot in the figure above is a "walker", whose initial position is $$x=0$$. 
+The step size, $$g$$, is a random number in the interval $$(-1, 1)$$. 
+To get the next position of the walker, we simply generate $$g$$ and add it to the current position. 
+To get a distribution of $$x$$ from this walk, we can divide the domain into discrete locations or "bins" and count how often the walker visits each bin. 
+Each time it visits a bin, the frequency for that bin goes up by one. 
+Over many iterations, we get a frequency distribution of $$x$$. 
+
+## A Random Walk With an Acceptance Criterion
+
+The Metropolis algorithm works in a similar way to the random walk, but differs crucially in one way &ndash; after choosing a random step for the walker, a decision is made about whether to __accept__  or __reject__ the step based on the function $$f(x)$$. 
+To understand how this works, let's call $$x_t$$ the position before the step, and $$x'$$ the position after it. 
+We then define the probability of __accepting the step__ to be
+
+$$
+A = \min \left(\frac{f(x')}{f(x_t)}, 1\right).
+$$
+
+The $$\min$$ function above implies that $$A=1$$ if $$f(x') \gt f(x_t)$$, which means that the move will __always__ be accepted if it is toward a higher probability position. 
+Otherwise, it will be accepted with a probability of $$f(x') / f(x_t)$$. 
+If we create a histogram of this walk for some arbitrary target function $$P(x)$$, we can see from the figure below that the frequency starts to look very much like it after many iterations! 
+
+<div style="text-align:center">
+<video style="width:80%" controls loop>
+  <source src="res/animated_metropolis.mp4" type="video/mp4">
+Your browser does not support the video tag.
+</video>
+</div>
+
+Although convergence occurs eventually, not all parts of the distribution achieve convergence quickly. 
+Note from the animation above, that the walker very quickly replicates the distribution of the two peaks on the left, but takes quite a while to even reach the third peak to the right. 
+This is because there is a long low probability region between the third peak and second peak that acts as a "barrier." 
+This may not necessarily be a bad thing &ndash; sometimes one might want to estimate how long something takes to transition from one state to another, and often these peaks represent such 'states'. 
+So averaging over many metropolis runs may give some estimate of these transition times. 
+If global sampling is the goal, the process of exploration could be sped up by choosing larger step sizes for the walker, for example by choosing step size $$g$$ from an interval like $$(-3,3)$$ instead of $$(-1,1)$$. 
+
+
+## The Algorithm for a One Dimensional Example
+
+Now let's dive into the actual algorithm with some example code!
+
+### The Initial Setup
+
+Let our target distribution be
+$$
+P(x) = \frac{f(x)}{\int_{-10}^{10} f(x)},
+$$
+
+where $$f(x)$$ is the same function we have shown above and is given by
+$$
+f(x) = 10e^{-4(x+4)^2} + 3e^{-0.2(x+1)^2} + e^{-2(x-5)^2}.
+$$
+
+The code for defining this function is given below.
+
+{% method %}
+{% sample lang="py" %}
+[import:4-18, lang:"python"](code/python/metropolis.py)
+{% endmethod %}
+
+Since this is an easy function to integrate, and hence get our target distribution $$P(x)$$ directly,  we can use it to verify the Metropolis algorithm. 
+The plot of $$P(x)$$ in the figure below shows three different peaks of varying width and height, with some overlap as well.
+
+<p>
+	<img class="center" src="res/plot_of_P.png" alt="<FIG> Plot of P(x)" style="width:80%"/>
+</p>
+
+Next, we define our walker's symmetric step generating function. 
+As in the random walk example, we will use a random real number between $$-1$$ and $$+1$$ as the step size. 
+
+{% method %}
+{% sample lang="py" %}
+[import:20-22, lang:"python"](code/python/metropolis.py)
+{% endmethod %}
+
+However, $$g$$ can be any function symmetric about $$0$$ for the above algorithm to work. 
+For example, it can be a number chosen randomly from a discrete list, such as $$[ -3, -1, -1, +1, +1, +3]$$. 
+It can also be a number chosen from a symmetric continuos distribution, like the Gaussian, $$e^{-x^2}$$. 
+In higher dimensions, the function should be spherically symmetric, such as a multidimensional Gaussian function, $$e^{-(x^2 +y^2 + ...)}$$. 
+Whatever function you choose, there are at least a couple of things to note:
+1. If the function $$g$$ is discrete, you will only sample discrete values. 
+For example, if $$g$$ returns only $$-1$$ or $$+1$$, and nothing in between, you will sample only integer steps away from the initial $$x_0$$. 
+2. The average step size really matters! 
+A small step-size means the walker will carefully sample nearby regions more, but will walk more slowly, so might not be good at exploring far and wide. 
+On the other hand, a walker with a large step size may not sample nearby regions accurately &ndash; and actually has a higher chance of being rejected if the walker is already in a high probability region, since the acceptance ratio is more drastic for large steps. 
+The effect of step-size on the walker's efficiency is far from obvious! 
+
+The question of how to choose an optimal $$g$$ is a research area on its own, and depends largely on what the goal of the sampling is.
+Some techniques even use an "adaptive" method where $$g$$ is "trained" on-the-fly using a learning algorithm! 
+Some of these methods and others are discussed in Ref. {{ "rosenthal2011optimal" | cite }} and Ref. {{ "gareth2001optimal" | cite }}. 
+In a lot of cases, people just use trial and error, as the algorithm is not too difficult to implement.
+
+After chosing $$g$$, we are almost ready to iterate. 
+We just need to choose the domain of $$x$$, and an initial point for $$ x_0 $$ ($$x_t$$ at $$t = 0$$) chosen randomly from the domain of $$x$$.
+
+{% method %}
+{% sample lang="py" %}
+[import:70-71, lang:"python"](code/python/metropolis.py)
+{% endmethod %}
+
+### How to Iterate 
+
+1. Generate new proposed position $$x' = x_t + g$$.
+2. Calculate the acceptance probability, 
+$$
+A = \min\left(1, \frac{f(x')}{f(x_t)}\right).
+$$
+3. Accept proposal, $$x'$$ with probability $$A$$. If your programming language doesn't have a built-in method for this,
+	* Generate a random number $$u$$ between $$0$$ and $$1$$.
+    * If $$ u \leq A $$, then __accept__ move, and set new position, $$x_{t+1} = x' $$.
+    * Otherwise, __reject__ move, and set new position to current position, $$x_{t+1} = x_t $$.
+4. Increment $$t \rightarrow t + 1$$ and repeat from step 1.
+
+The code for steps 1 to 3 is:
+
+{% method %}
+{% sample lang="py" %}
+[import:34-42, lang:"python"](code/python/metropolis.py)
+{% endmethod %}
+
+The following plot shows the result of running the algorithm for different numbers of iterations ($$N$$), with the same initial position. 
+The histograms are normalized so that they integrate to $$1$$. 
+We can see the convergence toward $$P(x)$$ as we increase $$N$$.
+
+<p>
+	<img class="center" src="res/multiple_histograms.png" alt="<FIG> multiple histograms" style="width:80%"/>
+</p>
+
+
+## Example Code
+The following code puts everything together, and runs the Metropolis algorithm for a number of  steps given by `num_steps`. 
+All the positions visited by the algorithm are then written to a file, which can be later read and fed into a histogram or other density calculating scheme. 
+The code also incorporates a few tests of the algorithm using the `test_metropolis_iterate` method. 
+This test will create a normalized density histogram from the generated data, and compare it to $$P(x)$$ using the Root Mean Square Deviations metric {{ "rmsd_wiki" | cite }}.
+
+{% method %}
+{% sample lang="py" %}
+[import, lang:"python"](code/python/metropolis.py)
+{% endmethod %}
+
+
+
+<script>
+MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
+</script>
+
+### Bibliography
+
+{% references %} {% endreferences %}
+
+## License
+
+##### Code Examples
+
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+
+
+##### Images/Graphics
+- The animation "[Animated Random Walk](res/animated_random_walk.gif)" was created by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+- The animation "[Animated Metropolis](res/animated_metropolis.gif)" was created by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+- The image "[Plot of P(x)](res/plot_of_P.png)" was created by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+- The image "[Multiple Histograms](res/multiple_histograms.png)" was created by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+##### Text
+
+The text of this chapter was written by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+[<p><img  class="center" src="../cc/CC-BY-SA_icon.svg" /></p>](https://creativecommons.org/licenses/by-sa/4.0/)
+
+##### Pull Requests
+
+After initial licensing ([#560](https://github.com/algorithm-archivists/algorithm-archive/pull/560)), the following pull requests have modified the text or graphics of this chapter:
+- none
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diff --git a/contents/probability/distributions/distributions.md b/contents/probability/distributions/distributions.md
new file mode 100644
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@@ -0,0 +1,214 @@
+# What's a probability distribution?
+
+Probability distributions are mathematical functions that give the probabilities of a range or set of outcomes. 
+These outcomes can be the result of an experiment or procedure, such as tossing a coin or rolling dice. 
+They can also be the result of a physical measurement, such as measuring the temperature of an object, counting how many electrons are spin up, etc.
+Broadly speaking, we can classify probability distributions into two categories - __discrete probability distributions__ and __continuous probability distributions__.
+
+## Discrete Probability Distributions
+
+It's intuitive for us to understand what a __discrete__ probability distribution is. 
+For example, we understand the outcomes of a coin toss very well, and also that of a dice roll. 
+For a single coin toss, we know that the probability of getting heads $$(H)$$ is half, or $$P(H) = \frac{1}{2}$$. 
+Similarly, the probability of getting tails $$(T)$$ is $$P(T) = \frac{1}{2}$$. 
+Formally, we can write the probability distribution for such a coin toss as,
+
+$$
+P(n) =	\begin{matrix}
+        \displaystyle \frac 1 2 &;& n \in \left\{H,T\right\}. 
+        \end{matrix}
+$$
+
+Here, $$n$$ denotes the outcome, and we used the "set notation", $$n \in\left\{H,T\right\}$$, which means "$$n$$ belongs to a set containing $$H$$ and $$T$$". 
+From the above equation, we can also assume that any other outcome for $$n$$ (such as landing on an edge) is incredibly unlikely, impossible, or simply "not allowed" (for example, just toss again if it _does_ land on its edge!).
+
+For a probability distribution, it's important to take note of the set of possibilities, or the __domain__ of the distribution. 
+Here, $$\left\{H,T\right\}$$ is the domain of $$P(n)$$, telling us that $$n$$ can only be either $$H$$ or $$T$$.
+
+If we use a different system, the outcome $$n$$ could mean other things.
+For example, it could be a number like the outcome of a __die roll__ which has the probability distribution,
+
+
+$$
+P(n) = \begin{matrix}
+		\displaystyle\frac 1 6 &;& n \in [\![1,6]\!] 
+		\end{matrix}.
+$$
+This is saying that the probability of $$n$$ being a whole number between $$1$$ and $$6$$ is $$1/6$$, and we assume that the probability of getting any other $$n$$ is $$0$$. 
+This is a discrete probability function because $$n$$ is an integer, and thus only takes discrete values. 
+
+Both of the above examples are rather boring, because the value of $$P(n)$$ is the same for all $$n$$. 
+An example of a discrete probability function where the probability actually depends on $$n$$, is when $$n$$ is the sum of numbers on a __roll of two dice__. 
+In this case, $$P(n)$$  is different for each $$n$$ as some possibilities like $$n=2$$ can happen in only one possible way (by getting a $$1$$ on both dice), whereas $$n=4$$ can happen in $$3$$ ways ($$1$$ and $$3$$; or $$2$$ and $$2$$; or $$3$$ and $$1$$). 
+
+The example of rolling two dice is a great case study for how we can construct a probability distribution, since the probability varies and it is not immediately obvious how it varies. 
+So let's go ahead and construct it! 
+
+Let's first define the domain of our target $$P(n)$$. 
+We know that the lowest sum of two dice is $$2$$ (a $$1$$ on both dice), so $$n \geq 2$$ for sure. Similarly, the maximum is the sum of two sixes, or $$12$$, so $$n \leq 12$$ also. 
+
+So now we know the domain of possibilities, i.e., $$n \in [\![2,12]\!]$$. 
+Next, we take a very common approach - for each outcome $$n$$, we count up the number of different ways it can occur. 
+Let's call this number the __frequency of__ $$n$$, $$f(n)$$. 
+We already mentioned that there is only one way to get $$n=2$$, by getting a pair of $$1$$s. 
+By our definition of the function $$f$$, this means that $$f(2)=1$$. 
+For $$n=3$$, we see that there are two possible ways of getting this outcome: the first die shows a $$1$$ and the second a  $$2$$, or the first die shows a  $$2$$ and the second a $$1$$. 
+Thus, $$f(3)=2$$. 
+If you continue doing this for all $$n$$, you may see a pattern (homework for the reader!). 
+Once you have all the $$f(n)$$, we can visualize it by plotting $$f(n)$$ vs $$n$$, as shown below.
+
+<p>
+	<img class="center" src="res/double_die_frequencies.png" alt="<FIG> Die Roll" style="width:80%"/>
+</p>
+
+We can see from the plot that the most common outcome for the sum of two dice is a $$n=7$$, and the further away from $$n=7$$ you get, the less likely the outcome. 
+Good to know, for a prospective gambler!
+
+### Normalization 
+
+The $$f(n)$$ plotted above is technically NOT the probability $$P(n)$$ &ndash; because we know that the sum of all probabilities should be $$1$$, which clearly isn't the case for $$f(n)$$. 
+But we can get the probability by dividing $$f(n)$$ by the _total_ number of possibilities, $$N$$. 
+For two dice, that is $$N = 6 \times 6 = 36$$, but we could also express it as the _sum of all frequencies_,
+
+$$
+N = \sum_n f(n),
+$$
+
+which would also equal to $$36$$ in this case. 
+So, by dividing $$f(n)$$ by $$\sum_n f(n)$$ we get our target probability distribution, $$P(n)$$. 
+This process is called __normalization__ and is crucial for determining almost any probability distribution. 
+So in general, if we have the function $$f(n)$$, we can get the probability as
+
+$$
+P(n) = \frac{f(n)}{\displaystyle\sum_{n} f(n)}.
+$$
+
+Note that $$f(n)$$ does not necessarily have to be the frequency of $$n$$ &ndash; it could be any function which is _proportional_ to $$P(n)$$, and the above definition of $$P(n)$$ would still hold. 
+It's easy to check that the sum is now equal to $$1$$, since
+
+$$
+\sum_n P(n) = \frac{\displaystyle\sum_{n}f(n)}{\displaystyle\sum_{n} f(n)} = 1.
+$$
+
+Once we have the probability function $$P(n)$$, we can calculate all sorts of probabilites. 
+For example, let's say we want to find the probability that $$n$$ will be between two integers $$a$$ and $$b$$, inclusively (also including $$a$$ and $$b$$). 
+For brevity, we will use the notation $$\mathbb{P}(a \leq n \leq b)$$ to denote this probability. 
+And to calculate it, we simply have to sum up all the probabilities for each value of $$n$$ in that range, i.e.,
+
+$$
+\mathbb{P}(a \leq n \leq b) = \sum_{n=a}^{b} P(n).
+$$
+
+## Probability Density Functions
+
+What if instead of a discrete variable $$n$$, we had a continuous variable $$x$$, like temperature or weight? 
+In that case, it doesn't make sense to ask what the probability is of $$x$$ being _exactly_ a particular number &ndash; there are infinite possible real numbers, after all, so the probability of $$x$$ being exactly any one of them is essentially zero! 
+But it _does_ make sense to ask what the probability is that $$x$$ will be _between_ a certain range of values. 
+For example, one might say that there is $$50\%$$ chance that the temperature tomorrow at noon will be between $$5$$ and $$15$$, or $$5\%$$ chance that it will be between $$16$$ and $$16.5$$. 
+But how do we put all that information, for every possible range, in a single function? 
+The answer is to use a __probability density function__. 
+
+ What does that mean? 
+Well, suppose $$x$$ is a continous quantity, and we have a probability density function, $$P(x)$$ which looks like
+
+<p>
+	<img class="center" src="res/normal_distribution.png" alt="<FIG> probability density" style="width:100%"/>
+</p>
+
+Now, if we are interested in the probability of the range of values that lie between $$x_0$$ and $$x_0 + dx$$, all we have to do is calculate the _area_ of the green sliver above. 
+This is the defining feature of a  probability density function: 
+
+ __the probability of a range of values is the _area_ of the region under the probability density curve which is within that range.__ 
+
+
+So if $$dx$$ is infinitesimally small, then the area of the green sliver becomes $$P(x)dx$$, and hence,
+
+$$
+\mathbb{P}(x_0 \leq x \leq x_0 + dx) = P(x)dx.
+$$
+
+So strictly speaking, $$P(x)$$ itself is NOT a probability, but rather the probability is the quantity $$P(x)dx$$, or any area under the curve. 
+That is why we call $$P(x)$$ the probability _density_ at $$x$$, while the actual probability is only defined for ranges of $$x$$. 
+
+Thus, to obtain the probability of $$x$$ lying within a range, we simply integrate $$P(x)$$ between that range, i.e.,
+
+$$
+\mathbb{P}(a \leq x \leq b ) = \int_a^b P(x)dx.
+$$
+
+This is analagous to finding the probability of a range of discrete values from the previous section:
+
+$$
+\mathbb{P}(a \leq n \leq b) = \sum_{n=a}^{b} P(n).
+$$
+
+The fact that all probabilities must sum to $$1$$ translates to
+
+$$
+\int_D P(x)dx = 1.
+$$
+
+where $$D$$ denotes the __domain__ of $$P(x)$$, i.e., the entire range of possible values of $$x$$ for which $$P(x)$$ is defined.
+ 
+### Normalization of a Density Function
+
+Just like in the discrete case, we often first calculate some density or frequency function $$f(x)$$, which is NOT $$P(x)$$, but proportional to it. 
+We can get the probability density function by normalizing it in a similar way, except that we integrate instead of sum:
+
+$$
+P(\mathbf{x}) = \frac{f(\mathbf{x})}{\int_D f(\mathbf{x})d\mathbf{x}}.
+$$
+
+For example, consider the following  __Gaussian function__ (popularly used in  __normal distributions__), 
+
+$$
+f(x) = e^{-x^2},
+$$
+
+which is defined for all real numbers $$x$$. 
+We first integrate it (or do a quick google search, as it is rather tricky) to get
+
+$$
+N = \int_{-\infty}^{\infty} e^{-x^2} dx = \sqrt{\pi}.
+$$
+
+Now we have a Gaussian probability distribution,
+
+$$
+P(x) = \frac{1}{N} e^{-x^2} = \frac{1}{\sqrt{\pi}} e^{-x^2}.
+$$
+
+In general, normalization can allow us to create a probability distribution out of almost any function $$f(\mathbf{x})$$. 
+There are really only two rules that $$f(\mathbf{x})$$ must satisfy to be a candidate for a probability density distribution:
+1. The integral of $$f(\mathbf{x})$$ over any subset of $$D$$ (denoted by $$S$$) has to be non-negative (it can be zero):
+$$
+\int_{S}f(\mathbf{x})d\mathbf{x} \geq 0.
+$$ 
+2. The following integral must be finite:
+$$
+\int_{D} f(\mathbf{x})d\mathbf{x}.
+$$ 
+
+<script>
+MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
+</script>
+
+## License
+
+##### Images/Graphics
+
+- The image "[Frequency distribution of a double die roll](res/double_die_frequencies.png)" was created by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+- The image "[Probability Density](res/normal_distribution.png)" was created by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+##### Text
+
+The text of this chapter was written by [K. Shudipto Amin](https://github.com/shudipto-amin) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+[<p><img  class="center" src="../cc/CC-BY-SA_icon.svg" /></p>](https://creativecommons.org/licenses/by-sa/4.0/)
+
+##### Pull Requests
+
+After initial licensing ([#560](https://github.com/algorithm-archivists/algorithm-archive/pull/560)), the following pull requests have modified the text or graphics of this chapter:
+- none
+
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literal 0
HcmV?d00001

diff --git a/literature.bib b/literature.bib
index 2f22c0dc8..b1a8e154e 100644
--- a/literature.bib
+++ b/literature.bib
@@ -346,3 +346,104 @@ @misc{3b1b_finger_count
   url={https://youtu.be/1SMmc9gQmHQ},
   year={2015}
 }
+
+#------------------------------------------------------------------------------#
+# Metropolis                                                                   #
+#------------------------------------------------------------------------------#
+
+@article{metropolis1953equation,
+author = {Metropolis,Nicholas  and Rosenbluth,Arianna W.  and Rosenbluth,Marshall N.  and Teller,Augusta H.  and Teller,Edward },
+title = {Equation of State Calculations by Fast Computing Machines},
+journal = {The Journal of Chemical Physics},
+volume = {21},
+number = {6},
+pages = {1087-1092},
+year = {1953},
+doi = {10.1063/1.1699114},
+
+URL = { 
+        https://doi.org/10.1063/1.1699114
+    
+},
+eprint = { 
+        https://doi.org/10.1063/1.1699114
+    
+}
+
+}
+
+@article{rosenthal2011optimal,
+  title={Optimal proposal distributions and adaptive MCMC},
+  author={Rosenthal, Jeffrey S and others},
+  journal={Handbook of Markov Chain Monte Carlo},
+  volume={4},
+  number={10.1201},
+  year={2011},
+  publisher={Chapman & Hall/CRC Boca Raton, FL}
+}
+
+@article{gareth2001optimal,
+author = {Gareth O. Roberts and Jeffrey S. Rosenthal},
+title = {Optimal scaling for various Metropolis-Hastings algorithms},
+volume = {16},
+journal = {Statistical Science},
+number = {4},
+publisher = {Institute of Mathematical Statistics},
+pages = {351 -- 367},
+year = {2001},
+doi = {10.1214/ss/1015346320},
+URL = {https://doi.org/10.1214/ss/1015346320}
+}
+
+@misc{potential_energy_wiki,
+  title={Wikipedia: Potential Energy},
+  url={https://en.wikipedia.org/wiki/Potential_energy},
+  year={2021}
+}
+
+@misc{ludwig_boltzmann_wiki,
+  title={Wikipedia: Ludwig Boltzmann},
+  url={https://en.wikipedia.org/wiki/Ludwig_Boltzmann},
+  year={2021}
+}
+
+@misc{boltzmann_distribution_wiki,
+  title={Wikipedia: Boltzmann distribution},
+  url={https://en.wikipedia.org/wiki/Boltzmann_distribution},
+  year={2021}
+}
+
+@article{hastings1970monte,
+    author = {Hastings, W. K.},
+    title = "Monte Carlo sampling methods using Markov chains and their applications",
+    journal = {Biometrika},
+    volume = {57},
+    number = {1},
+    pages = {97-109},
+    year = {1970},
+    month = {04},
+    abstract = "{A generalization of the sampling method introduced by Metropolis et al. (1953) is presented along with an exposition of the relevant theory, techniques of application and methods and difficulties of assessing the error in Monte Carlo estimates. Examples of the methods, including the generation of random orthogonal matrices and potential applications of the methods to numerical problems arising in statistics, are discussed.}",
+    issn = {0006-3444},
+    doi = {10.1093/biomet/57.1.97},
+    url = {https://doi.org/10.1093/biomet/57.1.97},
+    eprint = {https://academic.oup.com/biomet/article-pdf/57/1/97/23940249/57-1-97.pdf},
+}
+
+@misc{mala_wiki,
+  title={Wikipedia: Metropolis-adjusted Langevin Algorithm},
+  url={https://en.wikipedia.org/wiki/Metropolis-adjusted_Langevin_algorithm},
+  year={2021}
+}
+
+@misc{hmc_wiki,
+  title={Wikipedia: Hamiltonian Monte Carlo},
+  url={https://en.wikipedia.org/wiki/Hamiltonian_Monte_Carlo},
+  year={2021}
+}
+
+@misc{rmsd_wiki,
+  title={Wikipedia: Root Mean Square Deviation},
+  url={https://en.wikipedia.org/wiki/Root-mean-square_deviation},
+  year={2021}
+}
+

From 6b592d54bb7e0af3cb9a01490a972a5f73072ad3 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Fri, 3 Dec 2021 19:28:23 +0100
Subject: [PATCH 104/146] Fix minor typos in metropolis.md (#965)

---
 contents/metropolis/metropolis.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/contents/metropolis/metropolis.md b/contents/metropolis/metropolis.md
index 961f1b14d..88a33c296 100644
--- a/contents/metropolis/metropolis.md
+++ b/contents/metropolis/metropolis.md
@@ -8,7 +8,7 @@ P(\mathbf{x}) = \frac{f(\mathbf{x})}{\displaystyle\int_D f(\mathbf{x})d\mathbf{x
 $$
 
 where $$D$$ is the domain of $$P(\mathbf{x})$$, i.e., all possible values of the $$\mathbf{x}$$ for which $$P(\mathbf{x})$$ is defined.
-$$f(\mathbf{x})$$ is a function that is proportional to $$P(x)$$, such as a statistical frequency distribution which counts the number of occurences of each $$\mathbf{x}$$.
+$$f(\mathbf{x})$$ is a function that is proportional to $$P(x)$$, such as a statistical frequency distribution which counts the number of occurrences of each $$\mathbf{x}$$.
 The integral in the denominator is the __normalization factor__ which ensures that the sum of all probabilities is unity, i.e.,
 $$
 \int_D P(\mathbf{x}) d\mathbf{x} = 1.
@@ -83,7 +83,7 @@ $$
 
 The Metropolis algorithm can bypass the calculation of $$Q$$ altogether and use $$f(x)$$ to generate a distribution of $$x$$ which follows the probability density $$P(x)$$. 
 In other words, it can sample values of $$x$$ in such away that the probability of sampling $$x$$ will follow the actual distribution $$P(x)$$. 
-Thus, if Metropolis was used to sample from $$x$$, the number of occurences of $$x$$ would be proportional to $$P(x)$$.
+Thus, if Metropolis was used to sample from $$x$$, the number of occurrences of $$x$$ would be proportional to $$P(x)$$.
 Numerical normalization can then be done by using the total number of samples instead of performing an integration. 
 This fact dramatically reduces the number of calculations needed to approximate the probability distribution.
 
@@ -182,7 +182,7 @@ As in the random walk example, we will use a random real number between $$-1$$ a
 
 However, $$g$$ can be any function symmetric about $$0$$ for the above algorithm to work. 
 For example, it can be a number chosen randomly from a discrete list, such as $$[ -3, -1, -1, +1, +1, +3]$$. 
-It can also be a number chosen from a symmetric continuos distribution, like the Gaussian, $$e^{-x^2}$$. 
+It can also be a number chosen from a symmetric continuous distribution, like the Gaussian, $$e^{-x^2}$$. 
 In higher dimensions, the function should be spherically symmetric, such as a multidimensional Gaussian function, $$e^{-(x^2 +y^2 + ...)}$$. 
 Whatever function you choose, there are at least a couple of things to note:
 1. If the function $$g$$ is discrete, you will only sample discrete values. 
@@ -197,7 +197,7 @@ Some techniques even use an "adaptive" method where $$g$$ is "trained" on-the-fl
 Some of these methods and others are discussed in Ref. {{ "rosenthal2011optimal" | cite }} and Ref. {{ "gareth2001optimal" | cite }}. 
 In a lot of cases, people just use trial and error, as the algorithm is not too difficult to implement.
 
-After chosing $$g$$, we are almost ready to iterate. 
+After choosing $$g$$, we are almost ready to iterate. 
 We just need to choose the domain of $$x$$, and an initial point for $$ x_0 $$ ($$x_t$$ at $$t = 0$$) chosen randomly from the domain of $$x$$.
 
 {% method %}

From 946d4f13b183165a23302f16236ba44eb1ff9af7 Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Sun, 5 Dec 2021 10:47:09 +0000
Subject: [PATCH 105/146] Change SCons output structure (#963)

---
 SConstruct                                    | 44 +++++++++++++------
 .../approximate_counting/code/c/SConscript    | 10 ++---
 contents/cooley_tukey/code/asm-x64/SConscript | 10 ++---
 contents/cooley_tukey/code/c/SConscript       | 10 ++---
 .../code/fortran/SConscript                   |  6 ---
 .../code/asm-x64/SConscript                   | 10 ++---
 .../forward_euler_method/code/c/SConscript    | 10 ++---
 contents/graham_scan/code/c/SConscript        | 10 ++---
 .../split-operator_method/code/c/SConscript   | 10 ++---
 .../split-operator_method/code/cpp/SConscript | 10 ++---
 sconscripts/asm-x64_SConscript                | 10 ++---
 sconscripts/c_SConscript                      |  8 ++--
 sconscripts/cpp_SConscript                    |  8 ++--
 sconscripts/fortran_SConscript                |  8 ++--
 sconscripts/go_SConscript                     |  8 ++--
 sconscripts/rust_SConscript                   | 23 +++++-----
 16 files changed, 103 insertions(+), 92 deletions(-)
 delete mode 100644 contents/euclidean_algorithm/code/fortran/SConscript

diff --git a/SConstruct b/SConstruct
index 09c939af3..cf6a18c08 100644
--- a/SConstruct
+++ b/SConstruct
@@ -8,8 +8,10 @@ Currently, the aim is to provide a way to compile or copy the implementation fil
 To run the compilation for all implementations in one language, e.g. C, run the command `scons build/c`, and the resulting executables will be available in the `build/c` directory, each in their respective algorithm directory, containing the executable."""
 
 from pathlib import Path
+from collections import namedtuple
 import os
 
+
 rust_cargo_builder = Builder(action=['cargo build --bins --manifest-path $MANIFEST',
                                      Move('$TARGET$PROGSUFFIX', '$SOURCE_DIR/target/debug/main$PROGSUFFIX')])
 
@@ -23,6 +25,8 @@ env = Environment(ENV=os.environ,
                             'Go': go_builder},
                   tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran'])
 
+Export('env')
+
 env['CFLAGS'] = '-Wall -Wextra -Werror'
 env['CXXFLAGS'] = '-std=c++17'
 env['ASFLAGS'] = '--64'
@@ -30,7 +34,7 @@ env['ASFLAGS'] = '--64'
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
 languages = {
-    'c': 'c',
+    'c': 'c', 
     'cpp': 'cpp',
     'asm-x64': 's',
     'rust': 'rs',
@@ -38,33 +42,45 @@ languages = {
     'fortran': 'f90',
 }
 
+# Do not add new Builders here, add them to the BUILDERS argument in the call to Environment above
 env.C = env.Program
 env.CPlusPlus = env.Program
 env.X64 = env.Program
 env.Fortran = env.Program
 
-Export('env')
+for language in languages:
+    Alias(language, f'#/build/{language}')
 
 sconscripts = []
 files_to_compile = {language: [] for language in languages}
 
-for chapter_dir in Path.cwd().joinpath('contents').iterdir():
-    if (code_dir := (chapter_dir / 'code')).exists():
-        for path in code_dir.iterdir():
-            if path.stem in languages:
-                # Check for overriding sconscript
-                if (sconscript_path := path / 'SConscript').exists():
-                    sconscripts.append(sconscript_path)
-                    SConscript(sconscript_path, exports='env')
+FileInformation = namedtuple('FileInformation', ['path', 'chapter', 'language'])
+
+
+contents_path = Path.cwd().joinpath('contents')
+for chapter_dir in contents_path.iterdir():
+    for code_dir in chapter_dir.glob('**/code'):
+        # For nested chapters e.g. contents/convolutions/1d/
+        extended_chapter_path = code_dir.relative_to(contents_path).parent
+        
+        for language_dir in code_dir.iterdir():
+            if (language := language_dir.stem) in languages:
+                new_files = [FileInformation(path=file_path,
+                                             chapter=extended_chapter_path,
+                                             language=language)
+                                             for file_path in language_dir.glob(f'**/*.{languages[language]}')
+                            ]
+                # Check for overriding SConscript
+                if (sconscript_path := language_dir / 'SConscript').exists():
+                    SConscript(sconscript_path, exports={'files_to_compile': new_files})
                 else:
-                    files_to_compile[path.stem].extend(path.glob(f'*.{languages[path.stem]}'))
+                    files_to_compile[language].extend(new_files)
 
-sconscript_dir_path = Path('sconscripts')
+sconscript_dir_path = Path.cwd().joinpath('sconscripts')
 for language, files in files_to_compile.items():
     if files:
         if (sconscript_path := sconscript_dir_path / f"{language}_SConscript").exists():
-            SConscript(sconscript_path, exports = {'files_to_compile': files,
-                                                   'language': language})
+            SConscript(sconscript_path, exports = {'files_to_compile': files})
         else:
             print(f'{language} file found at {files[0]}, but no sconscript file is present ')
 
diff --git a/contents/approximate_counting/code/c/SConscript b/contents/approximate_counting/code/c/SConscript
index 34a951e7f..984e0eb11 100644
--- a/contents/approximate_counting/code/c/SConscript
+++ b/contents/approximate_counting/code/c/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS='m')
+for file_info in files_to_compile:    
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.C(build_target, str(file_info.path), LIBS='m')
+    env.Alias(str(file_info.chapter), build_result)
diff --git a/contents/cooley_tukey/code/asm-x64/SConscript b/contents/cooley_tukey/code/asm-x64/SConscript
index 05360fe6c..2a10fbc14 100644
--- a/contents/cooley_tukey/code/asm-x64/SConscript
+++ b/contents/cooley_tukey/code/asm-x64/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.X64(f'#/build/asm-x64/{dirname}', Glob('*.s'), LIBS=['m'], LINKFLAGS='-no-pie')
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.X64(build_target, str(file_info.path), LIBS='m', LINKFLAGS='-no-pie')
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/contents/cooley_tukey/code/c/SConscript b/contents/cooley_tukey/code/c/SConscript
index 2cd13de37..bb40f4a85 100644
--- a/contents/cooley_tukey/code/c/SConscript
+++ b/contents/cooley_tukey/code/c/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS=['m', 'fftw3'])
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.C(build_target, str(file_info.path), LIBS=['m', 'fftw3'])
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/contents/euclidean_algorithm/code/fortran/SConscript b/contents/euclidean_algorithm/code/fortran/SConscript
deleted file mode 100644
index 8146feee9..000000000
--- a/contents/euclidean_algorithm/code/fortran/SConscript
+++ /dev/null
@@ -1,6 +0,0 @@
-Import('*')
-from pathlib import Path
-
-dirname = Path.cwd().parents[1].stem
-
-env.Fortran(f'#/build/fortran/{dirname}', 'euclidean.f90')
diff --git a/contents/forward_euler_method/code/asm-x64/SConscript b/contents/forward_euler_method/code/asm-x64/SConscript
index 9322fd10c..2a10fbc14 100644
--- a/contents/forward_euler_method/code/asm-x64/SConscript
+++ b/contents/forward_euler_method/code/asm-x64/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.X64(f'#/build/asm-x64/{dirname}', Glob('*.s'), LIBS='m', LINKFLAGS='-no-pie')
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.X64(build_target, str(file_info.path), LIBS='m', LINKFLAGS='-no-pie')
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/contents/forward_euler_method/code/c/SConscript b/contents/forward_euler_method/code/c/SConscript
index 34a951e7f..b81220a0e 100644
--- a/contents/forward_euler_method/code/c/SConscript
+++ b/contents/forward_euler_method/code/c/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS='m')
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.C(build_target, str(file_info.path), LIBS='m')
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/contents/graham_scan/code/c/SConscript b/contents/graham_scan/code/c/SConscript
index 34a951e7f..c404efbd8 100644
--- a/contents/graham_scan/code/c/SConscript
+++ b/contents/graham_scan/code/c/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS='m')
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.C(build_target, str(file_info.path), LIBS='m')
+    env.Alias(str(file_info.chapter), build_result)
diff --git a/contents/split-operator_method/code/c/SConscript b/contents/split-operator_method/code/c/SConscript
index 2cd13de37..bb40f4a85 100644
--- a/contents/split-operator_method/code/c/SConscript
+++ b/contents/split-operator_method/code/c/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.C(f'#/build/c/{dirname}', Glob('*.c'), LIBS=['m', 'fftw3'])
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.C(build_target, str(file_info.path), LIBS=['m', 'fftw3'])
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/contents/split-operator_method/code/cpp/SConscript b/contents/split-operator_method/code/cpp/SConscript
index a25ed8c91..f9ec1b545 100644
--- a/contents/split-operator_method/code/cpp/SConscript
+++ b/contents/split-operator_method/code/cpp/SConscript
@@ -1,6 +1,6 @@
-Import('*')
-from pathlib import Path
+Import('files_to_compile env')
 
-dirname = Path.cwd().parents[1].stem
-
-env.CPlusPlus(f'#/build/cpp/{dirname}', Glob('*.cpp'), LIBS=['m', 'fftw3'])
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.CPlusPlus(build_target, str(file_info.path), LIBS=['m', 'fftw3'])
+    env.Alias(str(file_info.chapter), build_result)
diff --git a/sconscripts/asm-x64_SConscript b/sconscripts/asm-x64_SConscript
index caabf226f..ba90ee330 100644
--- a/sconscripts/asm-x64_SConscript
+++ b/sconscripts/asm-x64_SConscript
@@ -1,6 +1,6 @@
-Import('files_to_compile language env')
-from pathlib import Path
+Import('files_to_compile env')
 
-for file in files_to_compile:
-    chapter_name = file.parent.parent.parent.stem
-    env.X64(f'#/build/{language}/{chapter_name}', str(file), LINKFLAGS='-no-pie')
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.X64(build_target, str(file_info.path), LINKFLAGS='-no-pie')
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/c_SConscript b/sconscripts/c_SConscript
index a0cbffd95..ebc6aeead 100644
--- a/sconscripts/c_SConscript
+++ b/sconscripts/c_SConscript
@@ -1,6 +1,6 @@
 Import('files_to_compile env')
-from pathlib import Path
 
-for file in files_to_compile:
-    chapter_name = file.parent.parent.parent.stem
-    env.C(f'#/build/c/{chapter_name}', str(file))
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.C(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/cpp_SConscript b/sconscripts/cpp_SConscript
index a30e08652..f1ae9f974 100644
--- a/sconscripts/cpp_SConscript
+++ b/sconscripts/cpp_SConscript
@@ -1,6 +1,6 @@
 Import('files_to_compile env')
-from pathlib import Path
 
-for file in files_to_compile:
-    chapter_name = file.parent.parent.parent.stem
-    env.CPlusPlus(f'#/build/cpp/{chapter_name}', str(file))
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.CPlusPlus(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
diff --git a/sconscripts/fortran_SConscript b/sconscripts/fortran_SConscript
index df3e7fc27..ab85e9f06 100644
--- a/sconscripts/fortran_SConscript
+++ b/sconscripts/fortran_SConscript
@@ -1,6 +1,6 @@
 Import('files_to_compile env')
-from pathlib import Path
 
-for file in files_to_compile:
-    chapter_name = file.parent.parent.parent.stem
-    env.Fortran(f'#/build/fortran/{chapter_name}', str(file))
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.Fortran(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/go_SConscript b/sconscripts/go_SConscript
index 795be1d53..d521574a9 100644
--- a/sconscripts/go_SConscript
+++ b/sconscripts/go_SConscript
@@ -1,6 +1,6 @@
 Import('files_to_compile env')
-from pathlib import Path
 
-for file in files_to_compile:
-    chapter_name = file.parent.parent.parent.stem
-    env.Go(f'#/build/go/{chapter_name}', str(file))
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.Go(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
diff --git a/sconscripts/rust_SConscript b/sconscripts/rust_SConscript
index b9cf669c7..d93b9d680 100644
--- a/sconscripts/rust_SConscript
+++ b/sconscripts/rust_SConscript
@@ -1,14 +1,15 @@
 Import('files_to_compile env')
-from pathlib import Path
 
-for file in files_to_compile:
-    chapter_name = file.parent.parent.parent.stem
-    if (file.parent / 'Cargo.toml').exists():
-        env.cargo(target=f'#/build/rust/{chapter_name}',
-                  source=str(file),
-                  MANIFEST=str(file.parent / 'Cargo.toml'),
-                  SOURCE_DIR=str(file.parent))
-        env.Clean('rust', str(file.parent / 'target'))
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    if (file_info.path.parent / 'Cargo.toml').exists():
+        build_result = env.cargo(target=build_target,
+                                 source=str(file_info.path),
+                                 MANIFEST=str(file_info.path.parent / 'Cargo.toml'),
+                                 SOURCE_DIR=str(file_info.path.parent))
+        env.Clean('rust', str(file_info.path.parent / 'target'))
     else:
-        env.rustc(f'#/build/rust/{chapter_name}', str(file))
-        env.Clean('rust', f'#/build/rust/{chapter_name}.pdb')
+        build_result = env.rustc(build_target, str(file_info.path))
+        env.Clean('rust', f'{build_target}.pdb')
+    
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file

From 2d7ce74eed33923cc51443bc111d7a56d77308b7 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Sun, 5 Dec 2021 14:19:39 +0100
Subject: [PATCH 106/146] Added parallel scons compilation for actions (#969)

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

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3ed45c6c1..6254942d9 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -26,4 +26,4 @@ jobs:
           HOME: /root
         run:  |
           . "$HOME/.cargo/env"
-          scons -Q
+          scons -Q --random -j2

From b7568f5f0b2471a563b7c5322696e1835700d979 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Sun, 5 Dec 2021 17:47:02 +0100
Subject: [PATCH 107/146] Added Coconut compilation (#949)

---
 SConstruct                     | 7 ++++++-
 sconscripts/coconut_SConscript | 6 ++++++
 2 files changed, 12 insertions(+), 1 deletion(-)
 create mode 100644 sconscripts/coconut_SConscript

diff --git a/SConstruct b/SConstruct
index cf6a18c08..bdbcc9b2d 100644
--- a/SConstruct
+++ b/SConstruct
@@ -19,10 +19,13 @@ rust_rustc_builder = Builder(action='rustc $SOURCE -o $TARGET$PROGSUFFIX')
 
 go_builder = Builder(action='go build -o $TARGET$PROGSUFFIX $SOURCE')
 
+coconut_builder = Builder(action='coconut $COCONUTFLAGS $SOURCE $TARGET', src_suffix='.coco', target_suffix='.py')
+
 env = Environment(ENV=os.environ,
                   BUILDERS={'rustc': rust_rustc_builder,
                             'cargo': rust_cargo_builder,
-                            'Go': go_builder},
+                            'Go': go_builder,
+                            'Coconut': coconut_builder},
                   tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran'])
 
 Export('env')
@@ -30,6 +33,7 @@ Export('env')
 env['CFLAGS'] = '-Wall -Wextra -Werror'
 env['CXXFLAGS'] = '-std=c++17'
 env['ASFLAGS'] = '--64'
+env['COCONUTFLAGS'] = '--target 3.8'
 
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
@@ -40,6 +44,7 @@ languages = {
     'rust': 'rs',
     'go': 'go',
     'fortran': 'f90',
+    'coconut': 'coco',
 }
 
 # Do not add new Builders here, add them to the BUILDERS argument in the call to Environment above
diff --git a/sconscripts/coconut_SConscript b/sconscripts/coconut_SConscript
new file mode 100644
index 000000000..1356343eb
--- /dev/null
+++ b/sconscripts/coconut_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.Coconut(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)

From 6b30491a7ceb42a08e123d393494e06f86d10d76 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Sun, 5 Dec 2021 18:27:21 +0100
Subject: [PATCH 108/146] Fixed a build target problem (#971)

---
 sconscripts/coconut_SConscript | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sconscripts/coconut_SConscript b/sconscripts/coconut_SConscript
index 1356343eb..9325cfe24 100644
--- a/sconscripts/coconut_SConscript
+++ b/sconscripts/coconut_SConscript
@@ -1,6 +1,6 @@
 Import('files_to_compile env')
 
 for file_info in files_to_compile:
-    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.py'
     build_result = env.Coconut(build_target, str(file_info.path))
     env.Alias(str(file_info.chapter), build_result)

From b016c59f9ee805becb2a1c7e06f5bd07ef274253 Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Sun, 5 Dec 2021 20:24:16 +0000
Subject: [PATCH 109/146] Add interpreted languages to SCons (#950)

---
 SConstruct                        | 25 ++++++++++++++++++++-----
 sconscripts/bash_SConscript       |  6 ++++++
 sconscripts/javascript_SConscript |  6 ++++++
 sconscripts/julia_SConscript      |  6 ++++++
 sconscripts/lolcode_SConscript    |  6 ++++++
 sconscripts/lua_SConscript        |  6 ++++++
 sconscripts/php_SConscript        |  6 ++++++
 sconscripts/powershell_SConscript |  6 ++++++
 sconscripts/python_SConscript     |  6 ++++++
 sconscripts/ruby_SConscript       |  6 ++++++
 sconscripts/viml_SConscript       |  6 ++++++
 11 files changed, 80 insertions(+), 5 deletions(-)
 create mode 100644 sconscripts/bash_SConscript
 create mode 100644 sconscripts/javascript_SConscript
 create mode 100644 sconscripts/julia_SConscript
 create mode 100644 sconscripts/lolcode_SConscript
 create mode 100644 sconscripts/lua_SConscript
 create mode 100644 sconscripts/php_SConscript
 create mode 100644 sconscripts/powershell_SConscript
 create mode 100644 sconscripts/python_SConscript
 create mode 100644 sconscripts/ruby_SConscript
 create mode 100644 sconscripts/viml_SConscript

diff --git a/SConstruct b/SConstruct
index bdbcc9b2d..5c4d82479 100644
--- a/SConstruct
+++ b/SConstruct
@@ -19,12 +19,16 @@ rust_rustc_builder = Builder(action='rustc $SOURCE -o $TARGET$PROGSUFFIX')
 
 go_builder = Builder(action='go build -o $TARGET$PROGSUFFIX $SOURCE')
 
+# For interpreted languages to copy to build directory
+copy_builder = Builder(action=Copy('$TARGET', '$SOURCE'))
+
 coconut_builder = Builder(action='coconut $COCONUTFLAGS $SOURCE $TARGET', src_suffix='.coco', target_suffix='.py')
 
 env = Environment(ENV=os.environ,
                   BUILDERS={'rustc': rust_rustc_builder,
                             'cargo': rust_cargo_builder,
                             'Go': go_builder,
+                            'Copier': copy_builder,
                             'Coconut': coconut_builder},
                   tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran'])
 
@@ -37,14 +41,25 @@ env['COCONUTFLAGS'] = '--target 3.8'
 
 # Add other languages here when you want to add language targets
 # Put 'name_of_language_directory' : 'file_extension'
+
 languages = {
-    'c': 'c', 
-    'cpp': 'cpp',
     'asm-x64': 's',
-    'rust': 'rs',
-    'go': 'go',
-    'fortran': 'f90',
+    'bash': 'bash',
+    'c': 'c',
     'coconut': 'coco',
+    'cpp': 'cpp',
+    'fortran': 'f90',
+    'go': 'go',
+    'javascript': 'js',
+    'julia': 'jl',
+    'lolcode': 'lol',
+    'lua': 'lua',
+    'php': 'php',
+    'powershell': 'ps1',
+    'python': 'py',
+    'ruby': 'rb',
+    'rust': 'rs',
+    'viml': 'vim',
 }
 
 # Do not add new Builders here, add them to the BUILDERS argument in the call to Environment above
diff --git a/sconscripts/bash_SConscript b/sconscripts/bash_SConscript
new file mode 100644
index 000000000..0b3c17dc0
--- /dev/null
+++ b/sconscripts/bash_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.bash'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
diff --git a/sconscripts/javascript_SConscript b/sconscripts/javascript_SConscript
new file mode 100644
index 000000000..767f5cd4a
--- /dev/null
+++ b/sconscripts/javascript_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.js'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/julia_SConscript b/sconscripts/julia_SConscript
new file mode 100644
index 000000000..84de28959
--- /dev/null
+++ b/sconscripts/julia_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.jl'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/lolcode_SConscript b/sconscripts/lolcode_SConscript
new file mode 100644
index 000000000..241565f53
--- /dev/null
+++ b/sconscripts/lolcode_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.lol'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/lua_SConscript b/sconscripts/lua_SConscript
new file mode 100644
index 000000000..a64415d74
--- /dev/null
+++ b/sconscripts/lua_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.lua'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/php_SConscript b/sconscripts/php_SConscript
new file mode 100644
index 000000000..9748a1a5a
--- /dev/null
+++ b/sconscripts/php_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.php'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/powershell_SConscript b/sconscripts/powershell_SConscript
new file mode 100644
index 000000000..bbb4a9b1a
--- /dev/null
+++ b/sconscripts/powershell_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.ps1'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/python_SConscript b/sconscripts/python_SConscript
new file mode 100644
index 000000000..0d26a9620
--- /dev/null
+++ b/sconscripts/python_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.py'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/ruby_SConscript b/sconscripts/ruby_SConscript
new file mode 100644
index 000000000..ad58ed64a
--- /dev/null
+++ b/sconscripts/ruby_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.rb'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
diff --git a/sconscripts/viml_SConscript b/sconscripts/viml_SConscript
new file mode 100644
index 000000000..bef5029f4
--- /dev/null
+++ b/sconscripts/viml_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}.vim'
+    build_result = env.Copier(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file

From c69c58f2769e0e545d2240af08066a0dd8afd616 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Wed, 8 Dec 2021 18:04:53 +0100
Subject: [PATCH 110/146] Removing probability folder (#967)

---
 SUMMARY.md                                          |   2 +-
 contents/metropolis/metropolis.md                   |   4 ++--
 .../distributions.md                                |   0
 .../res/double_die_frequencies.png                  | Bin
 .../res/normal_distribution.png                     | Bin
 5 files changed, 3 insertions(+), 3 deletions(-)
 rename contents/{probability/distributions => probability_distributions}/distributions.md (100%)
 rename contents/{probability/distributions => probability_distributions}/res/double_die_frequencies.png (100%)
 rename contents/{probability/distributions => probability_distributions}/res/normal_distribution.png (100%)

diff --git a/SUMMARY.md b/SUMMARY.md
index 644fccc56..8800c0142 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -20,7 +20,7 @@
         * [Multiplication as a Convolution](contents/convolutions/multiplication/multiplication.md)
         * [Convolutions of Images (2D)](contents/convolutions/2d/2d.md)
         * [Convolutional Theorem](contents/convolutions/convolutional_theorem/convolutional_theorem.md)
-	* [Probability Distributions](contents/probability/distributions/distributions.md)	
+    * [Probability Distributions](contents/probability_distributions/distributions.md)	
 * [Tree Traversal](contents/tree_traversal/tree_traversal.md)
 * [Euclidean Algorithm](contents/euclidean_algorithm/euclidean_algorithm.md)
 * [Monte Carlo](contents/monte_carlo_integration/monte_carlo_integration.md)
diff --git a/contents/metropolis/metropolis.md b/contents/metropolis/metropolis.md
index 88a33c296..62be78850 100644
--- a/contents/metropolis/metropolis.md
+++ b/contents/metropolis/metropolis.md
@@ -1,7 +1,7 @@
 # The Metropolis Algorithm
 
 The [Monte Carlo Integration](../monte_carlo_integration/monte_carlo_integration.html) method uses random numbers to approximate the area of pretty much any shape we choose. 
-The Metropolis algorithm {{ "metropolis1953equation" | cite }} is a slightly more advanced Monte Carlo method which uses random numbers to approximate a [probability distribution](../probability/distributions/distributions.md):
+The Metropolis algorithm {{ "metropolis1953equation" | cite }} is a slightly more advanced Monte Carlo method which uses random numbers to approximate a [probability distribution](../probability_distributions/distributions.md):
 
 $$
 P(\mathbf{x}) = \frac{f(\mathbf{x})}{\displaystyle\int_D f(\mathbf{x})d\mathbf{x}},
@@ -42,7 +42,7 @@ $$
 P(\mathbf{x}) = \frac{\displaystyle \exp\left[{\displaystyle\frac{-E(\mathbf{x})}{T} } \right]} {Q},
 $$
 
-where the numerator is called the __Boltzmann factor__, and $$Q$$ is the [normalization constant](../probability/distributions/distributions.md),
+where the numerator is called the __Boltzmann factor__, and $$Q$$ is the [normalization constant](../probability_distributions/distributions.md),
 
 $$
 Q = \int_D \exp\left[{\displaystyle\frac{-E(\mathbf{x})}{T} } \right] d\mathbf{x}.
diff --git a/contents/probability/distributions/distributions.md b/contents/probability_distributions/distributions.md
similarity index 100%
rename from contents/probability/distributions/distributions.md
rename to contents/probability_distributions/distributions.md
diff --git a/contents/probability/distributions/res/double_die_frequencies.png b/contents/probability_distributions/res/double_die_frequencies.png
similarity index 100%
rename from contents/probability/distributions/res/double_die_frequencies.png
rename to contents/probability_distributions/res/double_die_frequencies.png
diff --git a/contents/probability/distributions/res/normal_distribution.png b/contents/probability_distributions/res/normal_distribution.png
similarity index 100%
rename from contents/probability/distributions/res/normal_distribution.png
rename to contents/probability_distributions/res/normal_distribution.png

From d127a81ab485a6b2449b4509694672d15dbde937 Mon Sep 17 00:00:00 2001
From: The Gathros <6323830+Gathros@users.noreply.github.com>
Date: Wed, 8 Dec 2021 17:47:10 +0000
Subject: [PATCH 111/146] Fixing Huffman Encoding edge case failure for
 assembly x64 (#662)

---
 .../huffman_encoding/code/asm-x64/huffman.s    | 18 ++++++++++++++++--
 1 file changed, 16 insertions(+), 2 deletions(-)

diff --git a/contents/huffman_encoding/code/asm-x64/huffman.s b/contents/huffman_encoding/code/asm-x64/huffman.s
index ca51787ec..921ab9084 100644
--- a/contents/huffman_encoding/code/asm-x64/huffman.s
+++ b/contents/huffman_encoding/code/asm-x64/huffman.s
@@ -250,7 +250,7 @@ generate_codebook_recurse:
   push   rbp
   push   r12
   push   r13
-  test   rdi, rdi                             # If we reached a null pointer we're done
+  test   rsi, rsi                             # If we reached a null pointer we're done
   jz     generate_codebook_recurse_done
   mov    r12, rsi
   cmp    QWORD PTR [r12 + tree_left], 0       # If at least one of the children is not null
@@ -314,7 +314,7 @@ generate_tree_count_chars:
 generate_tree_leaves_setup:
   mov    r12, 255                             # The loop counter. We can only get here if the "test" on line 301 resulted in a zero so the next jl instruction will do the right thing
 generate_tree_leaves:
-  jl     generate_tree_branches               # If not then it's time to generate the branches
+  jl     generate_tree_one_leaf               # If not then it's time to generate the branches
   mov    r13d, DWORD PTR [rsp + 4*r12]        # Load the count at the ith position
   test   r13d, r13d                           # And check if it's zero
   jz     generate_tree_leaves_counters        # If it is we can skip this iteration
@@ -329,6 +329,18 @@ generate_tree_leaves:
 generate_tree_leaves_counters:
   dec    r12                                  # Decrement the loop counter and start over
   jmp    generate_tree_leaves
+generate_tree_one_leaf:
+  cmp    DWORD PTR [rsp + counts_size], 1     # Check if there is only one element in the heap
+  jne    generate_tree_branches
+  lea    rdi, [rsp + counts_size]             # Get the element
+  call   heap_pop
+  mov    r12, rax
+  mov    rdi, tree_size                       # Create the new tree node, the pointer to it will be in rax
+  call   malloc
+  mov    QWORD PTR [rax + tree_left], r12     # Save element in the left node
+  mov    ecx, DWORD PTR [r12 + tree_count]    # Save element count in branch
+  mov    DWORD PTR [rax + tree_count], ecx
+  jmp    generate_tree_ret                    # Returning
 generate_tree_branches:
   cmp    DWORD PTR [rsp + counts_size], 1     # Check if there are still at least two elements in the heap
   jle    generate_tree_done                   # If not, we're done
@@ -352,6 +364,7 @@ generate_tree_branches:
 generate_tree_done:
   lea    rdi, [rsp + counts_size]             # The tree's root will be in rax after the pop
   call   heap_pop
+generate_tree_ret:
   add    rsp, 5128
   pop    r13
   pop    r12
@@ -524,3 +537,4 @@ free_tree:
 free_tree_done:
   pop    rbx
   ret
+

From ff494db6a7a957e4d383ac75393d79b52ed52465 Mon Sep 17 00:00:00 2001
From: Eric Berquist <eric.berquist@gmail.com>
Date: Wed, 8 Dec 2021 18:04:21 +0000
Subject: [PATCH 112/146] Update JavaScript Jarvis March to use points from
 Graham Scan (#708)

---
 .../code/javascript/jarvis-march.js           | 24 ++++++++++++-------
 1 file changed, 15 insertions(+), 9 deletions(-)

diff --git a/contents/jarvis_march/code/javascript/jarvis-march.js b/contents/jarvis_march/code/javascript/jarvis-march.js
index 2b0f36e46..97806a0da 100644
--- a/contents/jarvis_march/code/javascript/jarvis-march.js
+++ b/contents/jarvis_march/code/javascript/jarvis-march.js
@@ -24,16 +24,22 @@ function isLeftOf({ a, b }, p) {
 }
 
 const points = [
-  { x: 1, y: 3 },
-  { x: 2, y: 4 },
-  { x: 4, y: 0 },
-  { x: 1, y: 0 },
-  { x: 0, y: 2 },
-  { x: 2, y: 2 },
-  { x: 3, y: 4 },
-  { x: 3, y: 1 },
+  { x: -5, y: 2 },
+  { x: 5, y: 7 },
+  { x: -6, y: -12 },
+  { x: -14, y: -14 },
+  { x: 9, y: 9 },
+  { x: -1, y: -1 },
+  { x: -10, y: 11 },
+  { x: -6, y: 15 },
+  { x: -6, y: -8 },
+  { x: 15, y: -9 },
+  { x: 7, y: -7 },
+  { x: -2, y: -9 },
+  { x: 6, y: -5 },
+  { x: 0, y: 14 },
+  { x: 2, y: 8 }
 ];
 
 const convexHull = jarvisMarch(points);
 convexHull.forEach(p => console.log(`(${p.x}, ${p.y})`));
-

From 508cfb50e682412765d36394748d9f161e3c4673 Mon Sep 17 00:00:00 2001
From: PaddyKe <34421580+PaddyKe@users.noreply.github.com>
Date: Wed, 8 Dec 2021 23:31:58 +0100
Subject: [PATCH 113/146] Added approximate counting in Rust (#900)

* added approximate counting in rust

* added comments

* made output more consistent

* fixed typo and printed values

* added Cargo.toml

* Fix binary name

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Co-authored-by: Dimitri Belopopsky <dimitri@belopopsky.com>
---
 .../approximate_counting.md                   |  2 +
 .../approximate_counting/code/rust/Cargo.toml | 13 ++++
 .../code/rust/approximate_counting.rs         | 67 +++++++++++++++++++
 3 files changed, 82 insertions(+)
 create mode 100644 contents/approximate_counting/code/rust/Cargo.toml
 create mode 100644 contents/approximate_counting/code/rust/approximate_counting.rs

diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index e5b7c1f5e..487bf5d82 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -366,6 +366,8 @@ As we do not have any objects to count, we will instead simulate the counting wi
 [import, lang:"cpp"](code/cpp/approximate_counting.cpp)
 {% sample lang="python" %}
 [import, lang:"python"](code/python/approximate_counting.py)
+{% sample lang="rs" %}
+[import, lang:"rust"](code/rust/approximate_counting.rs)
 {% sample lang="java" %}
 [import, lang:"java"](code/java/ApproximateCounting.java)
 {% endmethod %}
diff --git a/contents/approximate_counting/code/rust/Cargo.toml b/contents/approximate_counting/code/rust/Cargo.toml
new file mode 100644
index 000000000..457c5d96c
--- /dev/null
+++ b/contents/approximate_counting/code/rust/Cargo.toml
@@ -0,0 +1,13 @@
+[package]
+name = "approximate_counting"
+version = "0.1.0"
+edition = "2021"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+rand = "0.8.4"
+
+[[bin]]
+name = "main"
+path = "approximate_counting.rs"
diff --git a/contents/approximate_counting/code/rust/approximate_counting.rs b/contents/approximate_counting/code/rust/approximate_counting.rs
new file mode 100644
index 000000000..278593645
--- /dev/null
+++ b/contents/approximate_counting/code/rust/approximate_counting.rs
@@ -0,0 +1,67 @@
+// This function takes
+//     - v: value in register
+//     - a: a  scaling value for the logarithm based on Morris's paper
+// It returns n(v,a), the approximate count
+fn n(v: f64, a: f64) -> f64 {
+    a * ((1_f64 + 1_f64 / a).powf(v) - 1_f64)
+}
+
+
+// This function takes
+//    - v: value in register
+//    - a: a scaling value for the logarithm based on Morris's paper
+// It returns a new value for v
+fn increment(v: f64, a: f64) -> f64 {
+    // delta is the probability of incrementing our counter
+    let delta = 1_f64 / (n(v + 1_f64, a) - n(v, a));
+
+    if rand::random::<f64>() <= delta {
+        v + 1_f64
+    } else {
+        v
+    }
+}
+
+// This simulates counting and takes
+//     - n_items: number of items to count and loop over
+//     - a: a scaling value for the logarithm based on Morris's paper
+// It returns n(v,a), the approximate count
+fn approximate_count(n_items: usize, a: f64) -> f64 {
+    let mut v = 0_f64;
+
+    for _ in 0..n_items {
+        v = increment(v, a);
+    }
+
+    v
+}
+
+// This function takes
+//     - n_trials: the number of counting trials
+//     - n_items: the number of items to count to
+//     - a: a scaling value for the logarithm based on Morris's paper
+//     - threshold: the maximum percent error allowed
+// It returns a "passed" / "failed" test value
+fn test_approximate_count(n_trials: usize, n_items: usize, a: f64, threshold: f64) {
+    let avg = std::iter::from_fn(|| Some(approximate_count(n_items, a)))
+                        .take(n_trials)
+                        .sum::<f64>() / n_trials as f64;
+    
+    let n_items_float = n_items as f64;
+    
+    if ((avg - n_items_float) / n_items_float) < threshold {
+        println!("passed");
+    } else {
+        println!("failed");
+    }
+    
+}
+
+fn main() {
+    println!("testing 1,000, a = 30, 10% error");
+    test_approximate_count(100, 1000, 30_f64, 0.1);
+    println!("testing 12,345, a = 10, 10% error");
+    test_approximate_count(100, 12345, 10_f64, 0.1);
+    println!("testing 222,222, a = 0.5, 20% error");
+    test_approximate_count(100, 222222, 0.5, 0.2);
+}

From 62f2a319fa336790781ae8ae3f486cbad2a3b226 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Tue, 21 Dec 2021 21:28:28 +0100
Subject: [PATCH 114/146] Added Java compilation (#973)

---
 SConstruct                                                  | 3 ++-
 .../code/java/{Queue.java => QueueTest.java}                | 2 +-
 .../code/java/{Stack.java => StackTest.java}                | 2 +-
 contents/stacks_and_queues/stacks_and_queues.md             | 4 ++--
 sconscripts/java_SConscript                                 | 6 ++++++
 5 files changed, 12 insertions(+), 5 deletions(-)
 rename contents/stacks_and_queues/code/java/{Queue.java => QueueTest.java} (96%)
 rename contents/stacks_and_queues/code/java/{Stack.java => StackTest.java} (96%)
 create mode 100644 sconscripts/java_SConscript

diff --git a/SConstruct b/SConstruct
index 5c4d82479..4182d9c5a 100644
--- a/SConstruct
+++ b/SConstruct
@@ -30,7 +30,7 @@ env = Environment(ENV=os.environ,
                             'Go': go_builder,
                             'Copier': copy_builder,
                             'Coconut': coconut_builder},
-                  tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran'])
+                  tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran', 'javac'])
 
 Export('env')
 
@@ -50,6 +50,7 @@ languages = {
     'cpp': 'cpp',
     'fortran': 'f90',
     'go': 'go',
+    'java': 'java',
     'javascript': 'js',
     'julia': 'jl',
     'lolcode': 'lol',
diff --git a/contents/stacks_and_queues/code/java/Queue.java b/contents/stacks_and_queues/code/java/QueueTest.java
similarity index 96%
rename from contents/stacks_and_queues/code/java/Queue.java
rename to contents/stacks_and_queues/code/java/QueueTest.java
index bb349ec6d..2bf8bbe33 100644
--- a/contents/stacks_and_queues/code/java/Queue.java
+++ b/contents/stacks_and_queues/code/java/QueueTest.java
@@ -43,7 +43,7 @@ interface IQueue<T> {
 }
 
 
-public class Queue<T> implements  IQueue<T> {
+class Queue<T> implements  IQueue<T> {
 
     private List<T> list;
 
diff --git a/contents/stacks_and_queues/code/java/Stack.java b/contents/stacks_and_queues/code/java/StackTest.java
similarity index 96%
rename from contents/stacks_and_queues/code/java/Stack.java
rename to contents/stacks_and_queues/code/java/StackTest.java
index 2d65a0e59..07c96d066 100644
--- a/contents/stacks_and_queues/code/java/Stack.java
+++ b/contents/stacks_and_queues/code/java/StackTest.java
@@ -42,7 +42,7 @@ interface IStack<T> {
 }
 
 
-public class Stack<T> implements IStack<T> {
+class Stack<T> implements IStack<T> {
     
     private List<T> list;
 
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index a3c46b478..60797216e 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -19,7 +19,7 @@ Here is a simple implementation of a stack:
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/stack.ts)
 {% sample lang="java" %}
-[import, lang:"java"](code/java/Stack.java)
+[import, lang:"java"](code/java/StackTest.java)
 {% sample lang="rust" %}
 [import, lang:"rust"](code/rust/Stack.rs)
 {% endmethod %}
@@ -29,7 +29,7 @@ Here is a simple implementation of a queue:
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/queue.ts)
 {% sample lang="java" %}
-[import, lang:"java" ](code/java/Queue.java)
+[import, lang:"java" ](code/java/QueueTest.java)
 {% sample lang="rust" %}
 [import, lang:"rust" ](code/rust/Queue.rs)
 {% endmethod %}
diff --git a/sconscripts/java_SConscript b/sconscripts/java_SConscript
new file mode 100644
index 000000000..78f87d8a4
--- /dev/null
+++ b/sconscripts/java_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}'
+    build_result = env.Java(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)

From b17f07b8547c9c3060359dcbe04545694a7fc5f1 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Sun, 26 Dec 2021 14:35:43 +0100
Subject: [PATCH 115/146] Using SCons tools (#977)

Changing the SCons architecture to clean up SConstruct and isolating languages more
---
 SConstruct                                    | 61 +++++++++++++------
 builders/cargo.py                             | 41 +++++++++++++
 builders/coconut.py                           | 40 ++++++++++++
 builders/go.py                                | 37 +++++++++++
 builders/rustc.py                             | 45 ++++++++++++++
 .../stacks_and_queues/code/rust/SConscript    |  6 +-
 sconscripts/rust_SConscript                   |  2 +-
 7 files changed, 209 insertions(+), 23 deletions(-)
 create mode 100644 builders/cargo.py
 create mode 100644 builders/coconut.py
 create mode 100644 builders/go.py
 create mode 100644 builders/rustc.py

diff --git a/SConstruct b/SConstruct
index 4182d9c5a..9546883d3 100644
--- a/SConstruct
+++ b/SConstruct
@@ -11,26 +11,51 @@ from pathlib import Path
 from collections import namedtuple
 import os
 
-
-rust_cargo_builder = Builder(action=['cargo build --bins --manifest-path $MANIFEST',
-                                     Move('$TARGET$PROGSUFFIX', '$SOURCE_DIR/target/debug/main$PROGSUFFIX')])
-
-rust_rustc_builder = Builder(action='rustc $SOURCE -o $TARGET$PROGSUFFIX')
-
-go_builder = Builder(action='go build -o $TARGET$PROGSUFFIX $SOURCE')
+import SCons
+SCons.Warnings.warningAsException()
 
 # For interpreted languages to copy to build directory
 copy_builder = Builder(action=Copy('$TARGET', '$SOURCE'))
 
-coconut_builder = Builder(action='coconut $COCONUTFLAGS $SOURCE $TARGET', src_suffix='.coco', target_suffix='.py')
-
 env = Environment(ENV=os.environ,
-                  BUILDERS={'rustc': rust_rustc_builder,
-                            'cargo': rust_cargo_builder,
-                            'Go': go_builder,
-                            'Copier': copy_builder,
-                            'Coconut': coconut_builder},
-                  tools=['gcc', 'gnulink', 'g++', 'gas', 'gfortran', 'javac'])
+                  BUILDERS={'Copier': copy_builder}, 
+                  tools=[
+                    'g++', 'gas', 'gcc', 'gfortran', 'gnulink', 'javac'],
+                  toolpath=['builders'])
+
+available_languages = {
+    'asm-x64',
+    'bash',
+    'c',
+    'cpp',
+    'fortran',
+    'java',
+    'julia',
+    'lolcode'
+    'lua',
+    'php',
+    'powershell',
+    'python',
+    'ruby',
+    'viml',
+}
+
+languages_to_import = {
+    'coconut': ['coconut'],
+    'go': ['go'],
+    'rust': ['rustc', 'cargo'],
+}
+
+for language, tools in languages_to_import.items():
+    for tool in tools:
+        try:
+            env.Tool(tool)
+        except SCons.Warnings.SConsWarning as w:
+            print(f'{w.args[0][0]}, ignoring')
+            break
+    else:
+        available_languages.add(language)
+
 
 Export('env')
 
@@ -69,11 +94,11 @@ env.CPlusPlus = env.Program
 env.X64 = env.Program
 env.Fortran = env.Program
 
-for language in languages:
+for language in available_languages:
     Alias(language, f'#/build/{language}')
 
 sconscripts = []
-files_to_compile = {language: [] for language in languages}
+files_to_compile = {language: [] for language in languages if language in available_languages}
 
 FileInformation = namedtuple('FileInformation', ['path', 'chapter', 'language'])
 
@@ -85,7 +110,7 @@ for chapter_dir in contents_path.iterdir():
         extended_chapter_path = code_dir.relative_to(contents_path).parent
         
         for language_dir in code_dir.iterdir():
-            if (language := language_dir.stem) in languages:
+            if (language := language_dir.stem) in available_languages:
                 new_files = [FileInformation(path=file_path,
                                              chapter=extended_chapter_path,
                                              language=language)
diff --git a/builders/cargo.py b/builders/cargo.py
new file mode 100644
index 000000000..0ac22e086
--- /dev/null
+++ b/builders/cargo.py
@@ -0,0 +1,41 @@
+from SCons.Builder import Builder
+from SCons.Script import Move
+import SCons.Util
+
+class ToolCargoWarning(SCons.Warnings.SConsWarning):
+    pass
+
+class CargoNotFound(ToolCargoWarning):
+    pass
+
+SCons.Warnings.enableWarningClass(ToolCargoWarning)
+
+def _detect(env):
+    try:
+        return env['cargo']
+    except KeyError:
+        pass
+
+    cargo = env.WhereIs('cargo')
+    if cargo:
+        return cargo
+
+    SCons.Warnings.warn(CargoNotFound, 'Could not detect cargo')
+
+def exists(env):
+    return env.Detect('cargo')
+
+
+def generate(env):
+    env['CARGO'] = _detect(env)
+    env['CARGOFLAGS'] = []
+    env['MANIFEST'] = []
+
+    rust_cargo_builder = Builder(
+            action=['"$CARGO" build $CARGOFLAGS --bins --manifest-path $MANIFEST',
+                    Move('$TARGET$PROGSUFFIX', 
+                         '$SOURCE_DIR/target/debug/main$PROGSUFFIX')
+                    ],
+            suffix='$PROGSUFFIX',
+            )
+    env.Append(BUILDERS={'cargo': rust_cargo_builder})
diff --git a/builders/coconut.py b/builders/coconut.py
new file mode 100644
index 000000000..36498412b
--- /dev/null
+++ b/builders/coconut.py
@@ -0,0 +1,40 @@
+from SCons.Builder import Builder
+import SCons.Util
+
+class ToolCocoWarning(SCons.Warnings.SConsWarning):
+    pass
+
+class CoconutNotFound(ToolCocoWarning):
+    pass
+
+SCons.Warnings.enableWarningClass(ToolCocoWarning)
+
+def _detect(env):
+    try:
+        return env['coconut']
+    except KeyError:
+        pass
+
+    coconut = env.WhereIs('coconut')
+    if coconut:
+        return coconut
+
+    SCons.Warnings.warn(CoconutNotFound, 'Could not find Coconut executable')
+
+
+def generate(env):
+    env['COCONUT'] = _detect(env)
+    env['COCONUTFLAGS'] = []
+
+    coconut_compiler = Builder(
+        action='"$COCONUT" $COCONUTFLAGS $SOURCE $TARGET',
+        src_suffix='.coco',
+        suffix='.py',
+    )
+
+    env.Append(BUILDERS={'Coconut': coconut_compiler})
+
+def exists(env):
+    return env.Detect('coconut')
+
+
diff --git a/builders/go.py b/builders/go.py
new file mode 100644
index 000000000..261789092
--- /dev/null
+++ b/builders/go.py
@@ -0,0 +1,37 @@
+from SCons.Builder import Builder
+import SCons.Util
+
+class ToolGoWarning(SCons.Warnings.SConsWarning):
+    pass
+
+class GoNotFound(ToolGoWarning):
+    pass
+
+SCons.Warnings.enableWarningClass(ToolGoWarning)
+
+def _detect(env):
+    try:
+        return env['go']
+    except KeyError:
+        pass
+
+    go = env.WhereIs('go')
+    if go:
+        return go
+
+    SCons.Warnings.warn(GoNotFound, 'Could not find go executable')
+
+def exists(env):
+    env.Detect('go')
+
+def generate(env):
+    env['GO'] = _detect(env)
+    env['GOFLAGS'] = []
+
+    go_builder = Builder(
+        action='"$GO" build -o $TARGET $GOFLAGS $SOURCE',
+        src_suffix='.go',
+        suffix='$PROGSUFFIX',
+    )
+
+    env.Append(BUILDERS={'Go': go_builder})
diff --git a/builders/rustc.py b/builders/rustc.py
new file mode 100644
index 000000000..f07cf4fad
--- /dev/null
+++ b/builders/rustc.py
@@ -0,0 +1,45 @@
+from SCons.Builder import Builder
+import SCons.Util
+
+class ToolRustcWarning(SCons.Warnings.SConsWarning):
+    pass
+
+class RustcNotFound(ToolRustcWarning):
+    pass
+
+SCons.Warnings.enableWarningClass(ToolRustcWarning)
+
+def _detect(env):
+    try:
+        return env['rustc']
+    except KeyError:
+        pass
+
+    cargo = env.WhereIs('rustc')
+    if cargo:
+        return cargo
+
+    SCons.Warnings.warn(RustcNotFound, 'Could not detect rustc')
+
+
+def exists(env):
+    return env.Detect('rustc')
+
+def rustc_emitter(target, source, env):
+    src_name = str(source[0])
+    pdb_name = src_name.replace(source[0].suffix, '.pdb')
+    env.SideEffect(pdb_name, target)
+    env.Clean(target, pdb_name)
+    return (target, source)
+
+def generate(env):
+    env['RUSTC'] = _detect(env)
+    env['RUSTCFLAGS'] = []
+
+    rust_cargo_builder = Builder(
+            action='"$RUSTC" $RUSTCFLAGS -o $TARGET $SOURCE',
+            suffix='$PROGSUFFIX',
+            src_suffix='.rs',
+            emitter=rustc_emitter,
+            )
+    env.Append(BUILDERS={'rustc': rust_cargo_builder})
diff --git a/contents/stacks_and_queues/code/rust/SConscript b/contents/stacks_and_queues/code/rust/SConscript
index 0c3f15913..343755fa8 100644
--- a/contents/stacks_and_queues/code/rust/SConscript
+++ b/contents/stacks_and_queues/code/rust/SConscript
@@ -3,8 +3,6 @@ from pathlib import Path
 
 dirname = Path.cwd().parents[1].stem
 
-env.rustc(f'#/build/rust/stack', '#/contents/stacks_and_queues/code/rust/Stack.rs')
-env.Clean('rust', f'#/build/rust/stack.pdb')
+env.rustc(f'#/build/rust/{dirname}/stack', '#/contents/stacks_and_queues/code/rust/Stack.rs')
 
-env.rustc(f'#/build/rust/queue', '#/contents/stacks_and_queues/code/rust/Queue.rs')
-env.Clean('rust', f'#/build/rust/queue.pdb')
\ No newline at end of file
+env.rustc(f'#/build/rust/{dirname}/queue', '#/contents/stacks_and_queues/code/rust/Queue.rs')
diff --git a/sconscripts/rust_SConscript b/sconscripts/rust_SConscript
index d93b9d680..893877a67 100644
--- a/sconscripts/rust_SConscript
+++ b/sconscripts/rust_SConscript
@@ -12,4 +12,4 @@ for file_info in files_to_compile:
         build_result = env.rustc(build_target, str(file_info.path))
         env.Clean('rust', f'{build_target}.pdb')
     
-    env.Alias(str(file_info.chapter), build_result)
\ No newline at end of file
+    env.Alias(str(file_info.chapter), build_result)

From fd6b7a63a4d4224095f4f8da060bf046356d0544 Mon Sep 17 00:00:00 2001
From: Yacine Zahidi <yacine.zahidi@gmail.com>
Date: Mon, 27 Dec 2021 17:44:58 +0100
Subject: [PATCH 116/146] Updated tree traversal chapter (#979)

---
 .../code/python/tree_traversal.py             | 33 ++++++-------------
 contents/tree_traversal/tree_traversal.md     |  4 +--
 2 files changed, 12 insertions(+), 25 deletions(-)

diff --git a/contents/tree_traversal/code/python/tree_traversal.py b/contents/tree_traversal/code/python/tree_traversal.py
index 735837bdd..1c15eae23 100644
--- a/contents/tree_traversal/code/python/tree_traversal.py
+++ b/contents/tree_traversal/code/python/tree_traversal.py
@@ -46,31 +46,18 @@ def dfs_recursive_inorder_btree(node):
 
 
 def dfs_stack(node):
-    stack = []
-    stack.append(node)
-
-    temp = None
-
-    while len(stack) > 0:
-        print(stack[-1].data, end=' ')
-        temp = stack.pop()
-
-        for child in temp.children:
-            stack.append(child)
-
+    stack = [node]
+    while stack:
+        node = stack.pop()
+        stack.extend(node.children)
+        print(node.data, end=' ')
 
 def bfs_queue(node):
-    queue = []
-    queue.append(node)
-
-    temp = None
-
-    while len(queue) > 0:
-        print(queue[0].data, end=' ')
-        temp = queue.pop(0)
-
-        for child in temp.children:
-            queue.append(child)
+    queue = [node]
+    while queue:
+        node = queue.pop(0)
+        queue.extend(node.children)
+        print(node.data)
 
 
 def main():
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 566aca469..2defe9da8 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -231,7 +231,7 @@ In code, it looks like this:
 {% sample lang="js" %}
 [import:53-60, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import:48-59, lang:"python"](code/python/tree_traversal.py)
+[import:48-53, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/dfs-stack.svg" style="width:70%" />
@@ -284,7 +284,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 {% sample lang="js" %}
 [import:62-69, lang:"javascript"](code/javascript/tree.js)
 {% sample lang="py" %}
-[import:62-72, lang:"python"](code/python/tree_traversal.py)
+[import:55-60, lang:"python"](code/python/tree_traversal.py)
 {% sample lang="scratch" %}
 <p>
   <img  class="center" src="code/scratch/bfs.svg" style="width:70%" />

From 51936d71e83e993a6bfe39056d5f54890f7def36 Mon Sep 17 00:00:00 2001
From: Julian <jb@futureplay.de>
Date: Tue, 28 Dec 2021 09:48:27 +0100
Subject: [PATCH 117/146] Rust version of IFS (#755)

* add the rust version of the ifs

* Apply suggestions from code review

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>

* add a cargo toml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Co-authored-by: stormofice <58337328+stormofice@users.noreply.github.com>
---
 contents/IFS/IFS.md               |  4 ++++
 contents/IFS/code/rust/Cargo.toml | 13 +++++++++++
 contents/IFS/code/rust/IFS.rs     | 36 +++++++++++++++++++++++++++++++
 3 files changed, 53 insertions(+)
 create mode 100644 contents/IFS/code/rust/Cargo.toml
 create mode 100644 contents/IFS/code/rust/IFS.rs

diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index f7d017e36..8ba1fb10c 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -144,6 +144,8 @@ Here, instead of tracking children of children, we track a single individual tha
 [import:5-14, lang:"lisp"](code/clisp/ifs.lisp)
 {% sample lang="coco" %}
 [import:4-16, lang:"coconut"](code/coconut/IFS.coco)
+{% sample lang="rust" %}
+[import:9-20, lang:"rust"](code/rust/IFS.rs)
 {% sample lang="java" %}
 [import:16-39, lang:"java"](code/java/IFS.java)
 {% sample lang="ps1" %}
@@ -232,6 +234,8 @@ In addition, we have written the chaos game code to take in a set of points so t
 [import, lang:"lisp"](code/clisp/ifs.lisp)
 {%sample lang="coco" %}
 [import, lang:"coconut"](code/coconut/IFS.coco)
+{%sample lang="rust" %}
+[import, lang:"rust"](code/rust/IFS.rs)
 {%sample lang="java" %}
 [import, lang:"java"](code/java/IFS.java)
 {% sample lang="ps1" %}
diff --git a/contents/IFS/code/rust/Cargo.toml b/contents/IFS/code/rust/Cargo.toml
new file mode 100644
index 000000000..90fbca22d
--- /dev/null
+++ b/contents/IFS/code/rust/Cargo.toml
@@ -0,0 +1,13 @@
+[package]
+name = "rust"
+version = "0.1.0"
+edition = "2021"
+
+# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
+
+[dependencies]
+rand = "0.8.4"
+
+[[bin]]
+path = "./IFS.rs"
+name = "main"
\ No newline at end of file
diff --git a/contents/IFS/code/rust/IFS.rs b/contents/IFS/code/rust/IFS.rs
new file mode 100644
index 000000000..476565f0f
--- /dev/null
+++ b/contents/IFS/code/rust/IFS.rs
@@ -0,0 +1,36 @@
+use rand::*;
+
+#[derive(Clone, Copy)]
+struct Point {
+    x: f64,
+    y: f64,
+}
+
+fn chaos_game(iters: usize, shapes: Vec<Point>) -> Vec<Point> {
+    let mut rng = rand::thread_rng();
+    let mut p   = Point{x: rng.gen(), y: rng.gen()};
+
+    (0..iters).into_iter().map(|_| {
+        let old_point = p;
+        let tmp = shapes[rng.gen_range(0..shapes.len())];
+        p.x = 0.5 * (p.x + tmp.x);
+        p.y = 0.5 * (p.y + tmp.y);
+        old_point
+    }).collect()
+}
+
+fn main() {
+    let shapes = vec![
+        Point{x: 0., y: 0.},
+        Point{x: 0.5, y: 0.75_f64.sqrt()},
+        Point{x: 1., y: 0.},
+    ];
+
+    let mut out = String::new();
+
+    for point in chaos_game(10_000, shapes) {
+        out += format!("{}\t{}\n", point.x, point.y).as_str();
+    }
+
+    std::fs::write("./sierpinski.dat", out).unwrap();
+}
\ No newline at end of file

From 306084908f73ec39b6cce21ef4189fdd5b343293 Mon Sep 17 00:00:00 2001
From: Amaras <amaras@vivaldi.net>
Date: Wed, 22 Jul 2020 23:04:59 +0200
Subject: [PATCH 118/146] Forward Euler method, version 1

---
 .../code/coconut/euler.coco                   | 23 +++++++++++++++++++
 1 file changed, 23 insertions(+)
 create mode 100644 contents/forward_euler_method/code/coconut/euler.coco

diff --git a/contents/forward_euler_method/code/coconut/euler.coco b/contents/forward_euler_method/code/coconut/euler.coco
new file mode 100644
index 000000000..89f82213a
--- /dev/null
+++ b/contents/forward_euler_method/code/coconut/euler.coco
@@ -0,0 +1,23 @@
+import numpy as np
+
+def forward_euler(time_step, n):
+    y = 1
+    for _ in range(n):
+        yield y
+        y *= (1 - 3 * time_step)
+
+
+def check(result, threshold, time_step):
+    x = np.linspace(0, 1, 1 / time_step)
+    solution = np.exp(-3 * x)
+    return np.abs(solution - result) <= threshold).all()
+
+
+if __name__ == '__main__':
+    time_step = 0.01
+    n = 100
+    threshold = 0.01
+
+    result = np.array(list(forward_euler(time_step, n)))
+    approx = check(result, threshold, time_step)
+    print("All values within threshold") if approx else print("Value(s) not in threshold")

From 05a9720d9b5a9daf9c3776d52419c945f6295dc4 Mon Sep 17 00:00:00 2001
From: Amaras <amaras@vivaldi.net>
Date: Wed, 22 Jul 2020 23:08:32 +0200
Subject: [PATCH 119/146] Forward Euler method, version 2

---
 .../forward_euler_method/code/coconut/euler.coco   | 14 +++++++++-----
 1 file changed, 9 insertions(+), 5 deletions(-)

diff --git a/contents/forward_euler_method/code/coconut/euler.coco b/contents/forward_euler_method/code/coconut/euler.coco
index 89f82213a..24f83e8b1 100644
--- a/contents/forward_euler_method/code/coconut/euler.coco
+++ b/contents/forward_euler_method/code/coconut/euler.coco
@@ -1,4 +1,4 @@
-import numpy as np
+import math
 
 def forward_euler(time_step, n):
     y = 1
@@ -8,9 +8,13 @@ def forward_euler(time_step, n):
 
 
 def check(result, threshold, time_step):
-    x = np.linspace(0, 1, 1 / time_step)
-    solution = np.exp(-3 * x)
-    return np.abs(solution - result) <= threshold).all()
+    approx = True
+    for i, y in enumerate(result):
+        solution = math.exp(-3 * i * time_step)
+        if not math.isclose(y, solution, abs_tol=threshold):
+            print(y, solution)
+            approx = False
+    return approx
 
 
 if __name__ == '__main__':
@@ -18,6 +22,6 @@ if __name__ == '__main__':
     n = 100
     threshold = 0.01
 
-    result = np.array(list(forward_euler(time_step, n)))
+    result = list(forward_euler(time_step, n))
     approx = check(result, threshold, time_step)
     print("All values within threshold") if approx else print("Value(s) not in threshold")

From bf7923a6281e4dbf4afbbb5fe029e3e4fdf33dec Mon Sep 17 00:00:00 2001
From: Amaras <amaras@vivaldi.net>
Date: Wed, 22 Jul 2020 23:15:05 +0200
Subject: [PATCH 120/146] EUler method, version 2.1

---
 contents/forward_euler_method/code/coconut/euler.coco | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/contents/forward_euler_method/code/coconut/euler.coco b/contents/forward_euler_method/code/coconut/euler.coco
index 24f83e8b1..2ffe29647 100644
--- a/contents/forward_euler_method/code/coconut/euler.coco
+++ b/contents/forward_euler_method/code/coconut/euler.coco
@@ -22,6 +22,6 @@ if __name__ == '__main__':
     n = 100
     threshold = 0.01
 
-    result = list(forward_euler(time_step, n))
+    result = forward_euler(time_step, n)
     approx = check(result, threshold, time_step)
     print("All values within threshold") if approx else print("Value(s) not in threshold")

From 62d0cebb97b1257aeada5f386e99c9e288acd82d Mon Sep 17 00:00:00 2001
From: Amaras <amaras@vivaldi.net>
Date: Fri, 13 Nov 2020 00:08:29 +0100
Subject: [PATCH 121/146] Forward Euler method, version 2.2: as functional as I
 could make it (for now)

---
 .../code/coconut/euler.coco                     | 17 +++++++++--------
 .../forward_euler_method.md                     |  2 ++
 2 files changed, 11 insertions(+), 8 deletions(-)

diff --git a/contents/forward_euler_method/code/coconut/euler.coco b/contents/forward_euler_method/code/coconut/euler.coco
index 2ffe29647..7297e9c51 100644
--- a/contents/forward_euler_method/code/coconut/euler.coco
+++ b/contents/forward_euler_method/code/coconut/euler.coco
@@ -1,18 +1,19 @@
 import math
 
 def forward_euler(time_step, n):
-    y = 1
-    for _ in range(n):
-        yield y
-        y *= (1 - 3 * time_step)
+    factors = [1] + [1 - 3 * time_step] * (n-1)
+    # We want all the cumulative values, thus the use of scan
+    return scan((*), factors)
+
 
 
 def check(result, threshold, time_step):
     approx = True
-    for i, y in enumerate(result):
-        solution = math.exp(-3 * i * time_step)
-        if not math.isclose(y, solution, abs_tol=threshold):
-            print(y, solution)
+    # A scan object has a len if the underlying iterable has a len
+    solution = range(len(result)) |> map$(i -> math.exp(-3*i*time_step))
+    for y, sol in zip(result, solution):
+        if not math.isclose(y, sol, abs_tol=threshold):
+            print(y, sol)
             approx = False
     return approx
 
diff --git a/contents/forward_euler_method/forward_euler_method.md b/contents/forward_euler_method/forward_euler_method.md
index dfb185431..3547deb1c 100644
--- a/contents/forward_euler_method/forward_euler_method.md
+++ b/contents/forward_euler_method/forward_euler_method.md
@@ -146,6 +146,8 @@ Full code for the visualization follows:
 [import, lang:"nim"](code/nim/forwardeuler.nim)
 {% sample lang="lisp" %}
 [import, lang="lisp"](code/clisp/euler.lisp)
+{%sample lang="coco" %}
+[import, lang:"coconut"](code/coconut/euler.coco)
 {% endmethod %}
 
 <script>

From 28287e33a7385d0bbb4bb841bbd03b0bb2425160 Mon Sep 17 00:00:00 2001
From: Ishwar <60176567+ishwar00@users.noreply.github.com>
Date: Wed, 12 Jan 2022 14:22:47 +0530
Subject: [PATCH 122/146] Stack queue in cpp (#936)

* adding c++ implementation of stack and queue

* improved some comments

* Update contents/stacks_and_queues/code/c++/queue.cpp

adding version T const& front() const

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/stacks_and_queues/code/c++/queue.cpp

removing unnecessary comment

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* improved implementation

* fixed queue implementation

* renamed queue API push as enqueue

* Rename code folder to cpp

* Inline newlines

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Co-authored-by: Dimitri Belopopsky <dimitri@belopopsky.com>
---
 contents/stacks_and_queues/code/cpp/queue.cpp | 91 +++++++++++++++++++
 contents/stacks_and_queues/code/cpp/stack.cpp | 84 +++++++++++++++++
 .../stacks_and_queues/stacks_and_queues.md    |  6 ++
 3 files changed, 181 insertions(+)
 create mode 100644 contents/stacks_and_queues/code/cpp/queue.cpp
 create mode 100644 contents/stacks_and_queues/code/cpp/stack.cpp

diff --git a/contents/stacks_and_queues/code/cpp/queue.cpp b/contents/stacks_and_queues/code/cpp/queue.cpp
new file mode 100644
index 000000000..009abbd06
--- /dev/null
+++ b/contents/stacks_and_queues/code/cpp/queue.cpp
@@ -0,0 +1,91 @@
+#include<iostream>
+#include<memory>
+#include<cassert>
+
+namespace my {
+    /**
+     * implementation using linked list
+     * [value][next] -> [value][next] -> ... -> [value][next]
+     *  (front Node)   (intermediat Nodes)     (rear Node)
+     */
+    template<typename T>
+    struct Node {
+        /**
+        * next: will store right Node address
+        */
+        T value;
+        std::shared_ptr<Node<T>> next;
+        Node(const T& V) : value(V) { }
+    };
+
+    template<typename T>
+    class queue {
+    private:
+        /**
+         * front_pointer:  points to left most node
+         * count: keeps track of current number of elements present in queue
+         * rear_pointer:  points to most recent Node added into the queue, which is right most Node
+         */
+        std::shared_ptr<Node<T>> front_pointer;
+        std::shared_ptr<Node<T>> rear_pointer;
+        size_t count;
+    public:
+        queue() : count(0ULL) { }
+
+        void enqueue(const T& element) {
+            auto new_node = std::make_shared<Node<T>>(element);
+            if (count > 0) {
+                rear_pointer->next = new_node;
+                rear_pointer = new_node;
+            } else {
+                rear_pointer = front_pointer = new_node;
+            }
+            count = count + 1;
+        }
+
+        void dequeue() {
+            if (count > 1) {
+                front_pointer = front_pointer->next;
+                count = count - 1;
+            } else if (count == 1) {
+                front_pointer.reset();
+                rear_pointer.reset();
+                count = count - 1;
+            }
+        }
+
+        T& front() {
+            assert(count > 0 && "calling front on an empty queue");
+            return front_pointer->value;
+        }
+
+        T const& front() const {
+            assert(count > 0 && "calling front on an empty queue");
+            return front_pointer->value;
+        }
+
+        size_t size() const { return count; }
+
+        bool empty() const { return count == 0; }
+
+        ~queue() {
+            while (front_pointer.get() != nullptr) {
+                front_pointer = front_pointer->next;
+            }
+        }
+    };
+}
+
+int main() {
+  my::queue<int> intQueue;
+  intQueue.enqueue(4);
+  intQueue.enqueue(5);
+  intQueue.enqueue(9);
+
+  int frontElement = intQueue.front();
+  intQueue.dequeue();
+  std::cout << frontElement << '\n';
+  std::cout << intQueue.size() << '\n';
+  std::cout << intQueue.front() << '\n';
+  return 0;
+}
diff --git a/contents/stacks_and_queues/code/cpp/stack.cpp b/contents/stacks_and_queues/code/cpp/stack.cpp
new file mode 100644
index 000000000..0d13beda3
--- /dev/null
+++ b/contents/stacks_and_queues/code/cpp/stack.cpp
@@ -0,0 +1,84 @@
+#include<iostream>
+#include<cassert>
+#include<memory>
+
+namespace my {
+    /**
+     * implementation using linked list
+     * [value][next] -> [value][next] -> ... -> [value][next]
+     * (top Node)      (intermediat Nodes)
+     * left most Node represents top element of stack
+     */
+    template<typename T>
+    struct Node {
+        /**
+        * next: will store right Node address
+        */
+        T value;
+        std::unique_ptr<Node<T>> next;
+        Node(const T& V) : value(V) { }
+    };
+
+    template<typename T>
+    class stack {
+    private:
+        /**
+         * top_pointer: points to left most node
+         * count: keeps track of current number of elements present in stack
+         */
+        std::unique_ptr<Node<T>> top_pointer;
+        size_t count;
+    public:
+        stack() : count(0ULL) { }
+
+        void push(const T& element) {
+            auto new_node = std::make_unique<Node<T>>(element);
+            new_node->next = std::move(top_pointer);
+            top_pointer = std::move(new_node);
+            count = count + 1;
+        }
+
+        void pop() {
+            if (count > 0) {
+                top_pointer = std::move(top_pointer->next);
+                count = count - 1;
+            }
+        }
+
+        T& top() {
+            assert(count > 0 and "calling top() on an empty stack");
+            return top_pointer->value;
+        }
+        // returning mutable reference can very be usefull if someone wants to modify top element
+
+        T const& top() const {
+            assert(count > 0 and "calling top() on an empty stack");
+            return top_pointer->value;
+        }
+
+        size_t size() const { return count; }
+
+        bool empty() const { return count == 0; }
+
+        ~stack() {
+            while (top_pointer.get() != nullptr) {
+                top_pointer = std::move(top_pointer->next);
+            }
+        }
+    };
+}
+
+int main() {
+  my::stack<int> intStack;
+
+  intStack.push(4);
+  intStack.push(5);
+  intStack.push(9);
+
+  int topElement = intStack.top();
+  intStack.pop();
+  std::cout << topElement << '\n';
+  std::cout << intStack.size() << '\n';
+  std::cout << intStack.top() << '\n';
+  return 0;
+}
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index 60797216e..e72857b96 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -19,6 +19,9 @@ Here is a simple implementation of a stack:
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/stack.ts)
 {% sample lang="java" %}
+[import, lang:"java"](code/java/Stack.java)
+{% sample lang = "cpp"%}
+[import, lang:"cpp"](code/cpp/stack.cpp)
 [import, lang:"java"](code/java/StackTest.java)
 {% sample lang="rust" %}
 [import, lang:"rust"](code/rust/Stack.rs)
@@ -29,6 +32,9 @@ Here is a simple implementation of a queue:
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/queue.ts)
 {% sample lang="java" %}
+[import, lang:"java" ](code/java/Queue.java)
+{% sample lang = "cpp"%}
+[import, lang:"cpp"](code/cpp/queue.cpp)
 [import, lang:"java" ](code/java/QueueTest.java)
 {% sample lang="rust" %}
 [import, lang:"rust" ](code/rust/Queue.rs)

From 525205b0ee6b27f9711e6a45f1241ffdaf68e60e Mon Sep 17 00:00:00 2001
From: PeanutbutterWarrior
 <50717143+PeanutbutterWarrior@users.noreply.github.com>
Date: Wed, 12 Jan 2022 12:47:58 +0000
Subject: [PATCH 123/146] Implement Graham Scan in Rust (#964)

* Implement Graham Scan in Rust

* Add Thijs

* Remove compiled binary

* Define ordering of points for sorting

* Clean up code

* Change points to match other implementations

* Apply requested changes from #479

* Fix function signature

* Add function comment

* Change algorithm to simpler version from python

* Fix points to match other languages

* Adjust line numbers for rust

* Apply clippy suggestions

Co-authored-by: Thijs Raymakers <thijs@raymakers.nl>
Co-authored-by: Sammy Plat <amaras@vivaldi.net>
Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
---
 CONTRIBUTORS.md                               |  1 +
 contents/graham_scan/code/rust/graham_scan.rs | 84 +++++++++++++++++++
 contents/graham_scan/graham_scan.md           |  6 ++
 3 files changed, 91 insertions(+)
 create mode 100644 contents/graham_scan/code/rust/graham_scan.rs

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index ca16b50f9..8bf39132c 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -63,3 +63,4 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - Henrik Abel Christensen
 - K. Shudipto Amin
 - Peanutbutter_Warrior
+- Thijs Raymakers 
diff --git a/contents/graham_scan/code/rust/graham_scan.rs b/contents/graham_scan/code/rust/graham_scan.rs
new file mode 100644
index 000000000..01cec21f1
--- /dev/null
+++ b/contents/graham_scan/code/rust/graham_scan.rs
@@ -0,0 +1,84 @@
+use std::cmp::Ordering;
+
+#[derive(Debug, PartialEq, Copy, Clone)]
+struct Point {
+    x: f64,
+    y: f64,
+}
+
+impl Eq for Point {}
+
+impl PartialOrd for Point {
+    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
+        if self.y == other.y {
+            self.x.partial_cmp(&other.x)
+        } else {
+            self.y.partial_cmp(&other.y)
+        }
+    }
+}
+
+// Defines an order for Points so they can be sorted
+impl Ord for Point {
+    fn cmp(&self, other: &Self) -> Ordering {
+        // Neither field of Point will be NaN, so this is safe
+        self.partial_cmp(other).unwrap()
+    }
+}
+
+// Determines whether the angle abc is clockwise, counter-clockwise or colinear
+// result > 0 : counter-clockwise
+// result = 0 : colinear
+// result < 0 : clockwise
+fn counter_clockwise(a: &Point, b: &Point, c: &Point) -> f64 {
+    (b.x - a.x) * (c.y - a.y) - (b.y - a.y) * (c.x - a.x)
+}
+
+// Calculate the polar angle of a  point relative to a reference point.
+fn polar_angle(reference: &Point, point: &Point) -> f64 {
+    (point.y - reference.y).atan2(point.x - reference.x)
+}
+
+fn graham_scan(mut points: Vec<Point>) -> Vec<Point> {
+    if points.is_empty() {
+        return Vec::new();
+    }
+
+    // Unwrap is safe because length is > 0
+    let start = *points.iter().min().unwrap();
+    points.retain(|a| a != &start);
+    points.sort_unstable_by(|a, b| polar_angle(&start, a).partial_cmp(&polar_angle(&start, b)).unwrap());
+
+    let mut hull: Vec<Point> = vec![start, points[0], points[1]];
+
+    for pt in points[2..points.len()].iter() {
+        while counter_clockwise(&hull[hull.len() - 2], &hull[hull.len() - 1], pt) < 0.0 {
+            hull.pop();
+        }
+        hull.push(*pt);
+    }
+    hull
+}
+
+fn main() {
+    let points = vec![
+        Point { x:  -5.0, y:   2.0 },
+        Point { x:   5.0, y:   7.0 },
+        Point { x:  -6.0, y: -12.0 },
+        Point { x: -14.0, y: -14.0 },
+        Point { x:   9.0, y:   9.0 },
+        Point { x:  -1.0, y:  -1.0 },
+        Point { x: -10.0, y:  11.0 },
+        Point { x:  -6.0, y:  15.0 },
+        Point { x:  -6.0, y:  -8.0 },
+        Point { x:  15.0, y:  -9.0 },
+        Point { x:   7.0, y:  -7.0 },
+        Point { x:  -2.0, y:  -9.0 },
+        Point { x:   6.0, y:  -5.0 },
+        Point { x:   0.0, y:  14.0 },
+        Point { x:   2.0, y:   8.0 },
+    ];
+
+    let hull_points = graham_scan(points);
+    println!("{:#?}", hull_points);
+}
diff --git a/contents/graham_scan/graham_scan.md b/contents/graham_scan/graham_scan.md
index 7b46422cb..c31d1b2e0 100644
--- a/contents/graham_scan/graham_scan.md
+++ b/contents/graham_scan/graham_scan.md
@@ -32,6 +32,8 @@ We can find whether a rotation is counter-clockwise with trigonometric functions
 [import:18-20, lang="cpp"](code/cpp/graham_scan.cpp)
 {% sample lang="coco" %}
 [import:4-8, lang="coconut"](code/coconut/graham_scan.coco)
+{% sample lang="rs" %}
+[import:33-35, lang: "rust"](code/rust/graham_scan.rs)
 {% endmethod %}
 
 If the output of this function is 0, the points are collinear.
@@ -66,6 +68,8 @@ In the end, the code should look something like this:
 [import:26-62, lang="cpp"](code/cpp/graham_scan.cpp)
 {% sample lang="coco" %}
 [import:17-30, lang="coconut"](code/coconut/graham_scan.coco)
+{% sample lang="rs" %}
+[import:42-61, lang: "rust"](code/rust/graham_scan.rs)
 {% endmethod %}
 
 ### Bibliography
@@ -95,6 +99,8 @@ In the end, the code should look something like this:
 [import, lang="cpp"](code/cpp/graham_scan.cpp)
 {%sample lang="coco" %}
 [import, lang="coconut"](code/coconut/graham_scan.coco)
+{% sample lang="rs" %}
+[import, lang: "rust"](code/rust/graham_scan.rs)
 {% endmethod %}
 
 <script>

From 0d3866f50f7a0a6b37971b7ec874fb079db03192 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Sat, 15 Jan 2022 14:11:18 +0100
Subject: [PATCH 124/146] Solved formatting problems (#985)

---
 contents/IFS/IFS.md                             | 6 +++---
 contents/stacks_and_queues/stacks_and_queues.md | 6 ++----
 2 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index 8ba1fb10c..15c114211 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -20,8 +20,8 @@ To begin the discussion of Iterated Function Systems (IFSs), we will first discu
 <img class="center" src="res/IFS_triangle_1.png" alt="Sierpinsky Triangle Chaos Game"  style="width:100%">
 
 This image is clearly a set of triangles embedded in a larger triangle in such a way that it can be continually cut into three identical pieces and still retain its internal structure.
-This idea is known as self-similarity {{"self-similar" | cite }}, and it is usually the first aspect of fractals to catch an audience's attention.
-In fact, there are plenty of uses of fractals and their mathematical underpinnings, such as estimating the coastline of Britain {{ "mandelbrot1967long" | cite}}, identifying fingerprints {{ "jampour2010new" | cite }}, and image compression {{ "fractal-compression" | cite }}{{ "saupe1994review" | cite }}.
+This idea is known as self-similarity {{ "self-similar" | cite }}, and it is usually the first aspect of fractals to catch an audience's attention.
+In fact, there are plenty of uses of fractals and their mathematical underpinnings, such as estimating the coastline of Britain {{ "mandelbrot1967long" | cite }}, identifying fingerprints {{ "jampour2010new" | cite }}, and image compression {{ "fractal-compression" | cite }}{{ "saupe1994review" | cite }}.
 In many more rigorous definitions, a fractal can be described as any system that has a non-integer Hausdorff dimension {{ "3b1bfractal" | cite }}{{ "hausdorff" | cite }}{{ "gneiting2012estimators" | cite }}.
 Though this is an incredibly interesting concept, the discussion of this chapter will instead focus on methods to generate fractal patterns through iterated function systems.
 
@@ -41,7 +41,7 @@ f_3(P) &= \frac{P + C}{2}\\
 $$
 
 Each function will read in a particular location in space (here, $$P \in \mathbb{R}^2$$) and output a new location that is the midpoint between the input location and $$A$$, $$B$$, or $$C$$ for $$f_1$$, $$f_2$$, and $$f_3$$ respectively.
-The union of all of these functions (the set of all possible functions available for use) is often notated as the _Hutchinson operator_ {{ "hutchinson-operator" | cite }}{{ "hutchinson1981fractals" | cite}}, and for this case it would look like this:
+The union of all of these functions (the set of all possible functions available for use) is often notated as the _Hutchinson operator_ {{ "hutchinson-operator" | cite }}{{ "hutchinson1981fractals" | cite }}, and for this case it would look like this:
 
 $$
 H(P) = \bigcup_{i=1}^3f_i(P)
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index e72857b96..b695f53bd 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -19,10 +19,9 @@ Here is a simple implementation of a stack:
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/stack.ts)
 {% sample lang="java" %}
-[import, lang:"java"](code/java/Stack.java)
+[import, lang:"java"](code/java/StackTest.java)
 {% sample lang = "cpp"%}
 [import, lang:"cpp"](code/cpp/stack.cpp)
-[import, lang:"java"](code/java/StackTest.java)
 {% sample lang="rust" %}
 [import, lang:"rust"](code/rust/Stack.rs)
 {% endmethod %}
@@ -32,10 +31,9 @@ Here is a simple implementation of a queue:
 {% sample lang="ts" %}
 [import, lang:"typescript"](code/typescript/queue.ts)
 {% sample lang="java" %}
-[import, lang:"java" ](code/java/Queue.java)
+[import, lang:"java" ](code/java/QueueTest.java)
 {% sample lang = "cpp"%}
 [import, lang:"cpp"](code/cpp/queue.cpp)
-[import, lang:"java" ](code/java/QueueTest.java)
 {% sample lang="rust" %}
 [import, lang:"rust" ](code/rust/Queue.rs)
 {% endmethod %}

From 9b58757c63c68d812a99d857c54cb52443f56b64 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Sat, 15 Jan 2022 14:19:39 +0100
Subject: [PATCH 125/146] Added and adapted Kotlin tool from scons-contrib
 (#984)

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 SConstruct                    |   2 +
 builders/kotlin.py            | 184 ++++++++++++++++++++++++++++++++++
 sconscripts/kotlin_SConscript |   6 ++
 3 files changed, 192 insertions(+)
 create mode 100644 builders/kotlin.py
 create mode 100644 sconscripts/kotlin_SConscript

diff --git a/SConstruct b/SConstruct
index 9546883d3..aaf15cc70 100644
--- a/SConstruct
+++ b/SConstruct
@@ -44,6 +44,7 @@ languages_to_import = {
     'coconut': ['coconut'],
     'go': ['go'],
     'rust': ['rustc', 'cargo'],
+    'kotlin': ['kotlin'],
 }
 
 for language, tools in languages_to_import.items():
@@ -78,6 +79,7 @@ languages = {
     'java': 'java',
     'javascript': 'js',
     'julia': 'jl',
+    'kotlin': 'kt',
     'lolcode': 'lol',
     'lua': 'lua',
     'php': 'php',
diff --git a/builders/kotlin.py b/builders/kotlin.py
new file mode 100644
index 000000000..fc1d9ecb1
--- /dev/null
+++ b/builders/kotlin.py
@@ -0,0 +1,184 @@
+# MIT License
+#
+# Copyright The SCons Foundation
+#
+# Permission is hereby granted, free of charge, to any person obtaining
+# a copy of this software and associated documentation files (the
+# "Software"), to deal in the Software without restriction, including
+# without limitation the rights to use, copy, modify, merge, publish,
+# distribute, sublicense, and/or sell copies of the Software, and to
+# permit persons to whom the Software is furnished to do so, subject to
+# the following conditions:
+#
+# The above copyright notice and this permission notice shall be included
+# in all copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY
+# KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE
+# WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
+# LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
+# OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+# WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+"""SCons.Tool.kotlin
+Tool-specific initialization for Kotlin.
+"""
+
+import SCons.Action
+import SCons.Builder
+import SCons.Util
+
+
+class ToolKotlinWarning(SCons.Warnings.SConsWarning):
+    pass
+
+
+class KotlinNotFound(ToolKotlinWarning):
+    pass
+
+
+SCons.Warnings.enableWarningClass(ToolKotlinWarning)
+
+
+def _detect(env):
+    """ Try to detect the kotlinc binary """
+    try:
+        return env["kotlinc"]
+    except KeyError:
+        pass
+
+    kotlin = env.Detect("kotlinc")
+    if kotlin:
+        return kotlin
+
+    SCons.Warnings.warn(KotlinNotFound, "Could not find kotlinc executable")
+
+
+#
+# Builders
+#
+kotlinc_builder = SCons.Builder.Builder(
+    action=SCons.Action.Action("$KOTLINCCOM", "$KOTLINCCOMSTR"),
+    suffix="$KOTLINCLASSSUFFIX",
+    src_suffix="$KOTLINSUFFIX",
+    single_source=True,
+)  # file by file
+
+kotlin_jar_builder = SCons.Builder.Builder(
+    action=SCons.Action.Action("$KOTLINJARCOM", "$KOTLINJARCOMSTR"),
+    suffix="$KOTLINJARSUFFIX",
+    src_suffix="$KOTLINSUFFIX",
+    single_source=True,
+)  # file by file
+
+kotlin_rtjar_builder = SCons.Builder.Builder(
+    action=SCons.Action.Action("$KOTLINRTJARCOM", "$KOTLINRTJARCOMSTR"),
+    suffix="$KOTLINJARSUFFIX",
+    src_suffix="$KOTLINSUFFIX",
+    single_source=True,
+)  # file by file
+
+
+def Kotlin(env, target, source=None, *args, **kw):
+    """
+    A pseudo-Builder wrapper for the kotlinc executable.
+        kotlinc [options] file
+    """
+    if not SCons.Util.is_List(target):
+        target = [target]
+    if not source:
+        source = target[:]
+    if not SCons.Util.is_List(source):
+        source = [source]
+
+    result = []
+    kotlinc_suffix = env.subst("$KOTLINCLASSSUFFIX")
+    kotlinc_extension = env.subst("$KOTLINEXTENSION")
+    for t, s in zip(target, source):
+        t_ext = t
+        if not t.endswith(kotlinc_suffix):
+            if not t.endswith(kotlinc_extension):
+                t_ext += kotlinc_extension
+
+            t_ext += kotlinc_suffix
+        # Ensure that the case of first letter is upper-case
+        t_ext = t_ext[:1].upper() + t_ext[1:]
+        # Call builder
+        kotlin_class = kotlinc_builder.__call__(env, t_ext, s, **kw)
+        result.extend(kotlin_class)
+
+    return result
+
+
+def KotlinJar(env, target, source=None, *args, **kw):
+    """
+    A pseudo-Builder wrapper for creating JAR files with the kotlinc executable.
+        kotlinc [options] file -d target
+    """
+    if not SCons.Util.is_List(target):
+        target = [target]
+    if not source:
+        source = target[:]
+    if not SCons.Util.is_List(source):
+        source = [source]
+
+    result = []
+    for t, s in zip(target, source):
+        # Call builder
+        kotlin_jar = kotlin_jar_builder.__call__(env, t, s, **kw)
+        result.extend(kotlin_jar)
+
+    return result
+
+
+def KotlinRuntimeJar(env, target, source=None, *args, **kw):
+    """
+    A pseudo-Builder wrapper for creating standalone JAR files with the kotlinc executable.
+        kotlinc [options] file -d target -include-runtime
+    """
+    if not SCons.Util.is_List(target):
+        target = [target]
+    if not source:
+        source = target[:]
+    if not SCons.Util.is_List(source):
+        source = [source]
+
+    result = []
+    for t, s in zip(target, source):
+        # Call builder
+        kotlin_jar = kotlin_rtjar_builder.__call__(env, t, s, **kw)
+        result.extend(kotlin_jar)
+
+    return result
+
+
+def generate(env):
+    """Add Builders and construction variables for kotlinc to an Environment."""
+
+    env["KOTLINC"] = _detect(env)
+
+    env.SetDefault(
+        KOTLINC="kotlinc",
+        KOTLINSUFFIX=".kt",
+        KOTLINEXTENSION="Kt",
+        KOTLINCLASSSUFFIX=".class",
+        KOTLINJARSUFFIX=".jar",
+        KOTLINCFLAGS=SCons.Util.CLVar(),
+        KOTLINJARFLAGS=SCons.Util.CLVar(),
+        KOTLINRTJARFLAGS=SCons.Util.CLVar(["-include-runtime"]),
+        KOTLINCCOM="$KOTLINC $KOTLINCFLAGS $SOURCE",
+        KOTLINCCOMSTR="",
+        KOTLINJARCOM="$KOTLINC $KOTLINJARFLAGS -d $TARGET $SOURCE",
+        KOTLINJARCOMSTR="",
+        KOTLINRTJARCOM="$KOTLINC $KOTLINRTJARFLAGS -d $TARGET $SOURCE",
+        KOTLINRTJARCOMSTR="",
+    )
+
+    env.AddMethod(Kotlin, "Kotlin")
+    env.AddMethod(KotlinJar, "KotlinJar")
+    env.AddMethod(KotlinRuntimeJar, "KotlinRuntimeJar")
+
+
+def exists(env):
+    return _detect(env)
diff --git a/sconscripts/kotlin_SConscript b/sconscripts/kotlin_SConscript
new file mode 100644
index 000000000..81748b367
--- /dev/null
+++ b/sconscripts/kotlin_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.KotlinJar(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)

From 7acfce9a5da7ebc40b482ce0eae4b87a406a5635 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Sat, 15 Jan 2022 14:56:22 +0100
Subject: [PATCH 126/146] Fix warnings and remove VLA on C++ Thomas algorithm
 (#932)

* Fix warnings and remove VLA

* Simplified the reverse for-loop and changed endl to '\n'

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 contents/thomas_algorithm/code/cpp/thomas.cpp | 66 ++++++++++---------
 1 file changed, 34 insertions(+), 32 deletions(-)

diff --git a/contents/thomas_algorithm/code/cpp/thomas.cpp b/contents/thomas_algorithm/code/cpp/thomas.cpp
index 72ddd70db..a96bf2f8b 100644
--- a/contents/thomas_algorithm/code/cpp/thomas.cpp
+++ b/contents/thomas_algorithm/code/cpp/thomas.cpp
@@ -1,43 +1,45 @@
+#include <cstddef>
 #include <iostream>
 #include <vector>
-#include <cstring>
 
-void thomas(std::vector<double> const a, std::vector<double> const b, std::vector<double> const c, std::vector<double>& x) {
-    int size = a.size();
-    double y[size];
-    memset(y, 0, size * sizeof(double));
-
-    y[0] = c[0] / b[0];
-    x[0] = x[0] / b[0];
-
-    for (size_t i = 1; i < size; ++i) {
-        double scale = 1.0 / (b[i] - a[i] * y[i - 1]);
-        y[i] = c[i] * scale;
-        x[i] = (x[i] - a[i] * x[i - 1]) * scale;
-    }
-
-    for (int i = size - 2; i >= 0; --i) {
-        x[i] -= y[i] * x[i + 1];
-    }
+void thomas(
+    std::vector<double> const& a,
+    std::vector<double> const& b,
+    std::vector<double> const& c,
+    std::vector<double>& x) {
+  auto y = std::vector<double>(a.size(), 0.0);
+
+  y[0] = c[0] / b[0];
+  x[0] = x[0] / b[0];
+
+  for (std::size_t i = 1; i < a.size(); ++i) {
+    const auto scale = 1.0 / (b[i] - a[i] * y[i - 1]);
+    y[i] = c[i] * scale;
+    x[i] = (x[i] - a[i] * x[i - 1]) * scale;
+  }
+
+  for (std::size_t i = a.size() - 2; i < a.size(); --i) {
+    x[i] -= y[i] * x[i + 1];
+  }
 }
 
 int main() {
-    std::vector<double> a = {0.0, 2.0, 3.0};
-    std::vector<double> b = {1.0, 3.0, 6.0};
-    std::vector<double> c = {4.0, 5.0, 0.0};
-    std::vector<double> x = {7.0, 5.0, 3.0};
+  const std::vector<double> a = {0.0, 2.0, 3.0};
+  const std::vector<double> b = {1.0, 3.0, 6.0};
+  const std::vector<double> c = {4.0, 5.0, 0.0};
+  std::vector<double> x = {7.0, 5.0, 3.0};
 
-    std::cout << "The system" << std::endl; 
-    std::cout << "[1.0  4.0  0.0][x] = [7.0]" << std::endl;
-    std::cout << "[2.0  3.0  5.0][y] = [5.0]" << std::endl;
-    std::cout << "[0.0  3.0  6.0][z] = [3.0]" << std::endl;
-    std::cout << "has the solution" << std::endl;
+  std::cout << "The system\n";
+  std::cout << "[1.0  4.0  0.0][x] = [7.0]\n";
+  std::cout << "[2.0  3.0  5.0][y] = [5.0]\n";
+  std::cout << "[0.0  3.0  6.0][z] = [3.0]\n";
+  std::cout << "has the solution:\n";
 
-    thomas(a, b, c, x);
+  thomas(a, b, c, x);
 
-    for (size_t i = 0; i < 3; ++i) {
-        std::cout << "[" << x[i] << "]" << std::endl;
-    }
+  for (auto const& val : x) {
+    std::cout << "[" << val << "]\n";
+  }
 
-    return 0;
+  return 0;
 }

From ffab1cbbd582379622823ea41544c4a6cf798ed1 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Mon, 17 Jan 2022 16:06:44 +0100
Subject: [PATCH 127/146] Removed C++ warnings and unified C/C++ warnings flags
 (#986)

---
 SConstruct                                                   | 5 +++--
 .../gaussian_elimination/code/cpp/gaussian_elimination.cpp   | 4 ++--
 contents/monte_carlo_integration/code/cpp/monte_carlo.cpp    | 2 --
 contents/split-operator_method/code/cpp/split_op.cpp         | 4 ++--
 4 files changed, 7 insertions(+), 8 deletions(-)

diff --git a/SConstruct b/SConstruct
index aaf15cc70..d15e32af9 100644
--- a/SConstruct
+++ b/SConstruct
@@ -60,8 +60,9 @@ for language, tools in languages_to_import.items():
 
 Export('env')
 
-env['CFLAGS'] = '-Wall -Wextra -Werror'
-env['CXXFLAGS'] = '-std=c++17'
+env['CCFLAGS'] = '-Wall -Wextra -Werror -pedantic'
+env['CFLAGS'] = '-std=gnu99'
+env['CXXFLAGS'] = '-std=c++17 -Wold-style-cast'
 env['ASFLAGS'] = '--64'
 env['COCONUTFLAGS'] = '--target 3.8'
 
diff --git a/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp b/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
index 843392490..65d9ac6a8 100644
--- a/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
+++ b/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
@@ -73,10 +73,10 @@ std::vector<double> backSubs(const std::vector<std::vector<double> > &eqns) {
 
 
 void printMatrix(const std::vector<std::vector<double> > &matrix) {
-  for (int row = 0; row < matrix.size(); row++) {
+  for (std::size_t row = 0; row < matrix.size(); row++) {
     std::cout << "[";
 
-    for (int col = 0; col < matrix[row].size() - 1; col++)
+    for (std::size_t col = 0; col < matrix[row].size() - 1; col++)
       std::cout << std::setw(8) << std::fixed << std::setprecision(3)
                 << matrix[row][col];
 
diff --git a/contents/monte_carlo_integration/code/cpp/monte_carlo.cpp b/contents/monte_carlo_integration/code/cpp/monte_carlo.cpp
index f38d83f45..4a600d72e 100644
--- a/contents/monte_carlo_integration/code/cpp/monte_carlo.cpp
+++ b/contents/monte_carlo_integration/code/cpp/monte_carlo.cpp
@@ -37,8 +37,6 @@ double monte_carlo_pi(unsigned samples) {
 }
 
 int main() {
-    unsigned samples;
-
     double pi_estimate = monte_carlo_pi(10000000);
     std::cout << "Pi = " << pi_estimate << '\n';
     std::cout << "Percent error is: " << 100 * std::abs(pi_estimate - PI) / PI << " %\n";
diff --git a/contents/split-operator_method/code/cpp/split_op.cpp b/contents/split-operator_method/code/cpp/split_op.cpp
index 74f8df2b7..6ae20394e 100644
--- a/contents/split-operator_method/code/cpp/split_op.cpp
+++ b/contents/split-operator_method/code/cpp/split_op.cpp
@@ -97,7 +97,7 @@ void fft(vector_complex &x, bool inverse) {
 }
 
 void split_op(Params &par, Operators &opr) {
-    double density[opr.size];
+    auto density = std::vector<double>(opr.size, 0);
 
     for (size_t i = 0; i < par.timesteps; ++i) {
         for (size_t j = 0; j < opr.size; ++j) {
@@ -142,7 +142,7 @@ void split_op(Params &par, Operators &opr) {
         std::ofstream fstream = std::ofstream(filename_stream.str());
 
         if (fstream) {
-            for (int i = 0; i < opr.size; ++i) {
+            for (std::size_t i = 0; i < opr.size; ++i) {
                 std::stringstream data_stream;
 
                 data_stream << i << "\t" << density[i] << "\t" << real(opr.v[i]) << "\n";

From e160e7a96e2737e68908d9c7347f74c462e2fc30 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Tue, 18 Jan 2022 13:52:22 +0100
Subject: [PATCH 128/146] Eliminating C/C++ implicit conversions (#987)

---
 SConstruct                                    |  2 +-
 contents/IFS/code/c/IFS.c                     |  6 ++---
 .../code/c/approximate_counting.c             |  9 +++----
 contents/cooley_tukey/code/c/fft.c            | 16 ++++++-------
 contents/cooley_tukey/code/cpp/fft.cpp        |  4 ++--
 contents/forward_euler_method/code/c/euler.c  |  2 +-
 .../forward_euler_method/code/cpp/euler.cpp   |  2 +-
 .../code/cpp/gaussian_elimination.cpp         | 24 +++++++++----------
 contents/graham_scan/code/c/graham.c          |  4 ++--
 contents/huffman_encoding/code/c/huffman.c    | 24 +++++++++----------
 .../code/c/monte_carlo.c                      |  2 +-
 .../split-operator_method/code/c/split_op.c   |  8 +++----
 .../code/cpp/split_op.cpp                     |  6 ++---
 .../code/c/stable_marriage.c                  |  8 +++----
 contents/thomas_algorithm/code/c/thomas.c     |  2 +-
 15 files changed, 60 insertions(+), 59 deletions(-)

diff --git a/SConstruct b/SConstruct
index d15e32af9..150ed3b89 100644
--- a/SConstruct
+++ b/SConstruct
@@ -60,7 +60,7 @@ for language, tools in languages_to_import.items():
 
 Export('env')
 
-env['CCFLAGS'] = '-Wall -Wextra -Werror -pedantic'
+env['CCFLAGS'] = '-Wall -Wextra -Werror -pedantic -Wconversion'
 env['CFLAGS'] = '-std=gnu99'
 env['CXXFLAGS'] = '-std=c++17 -Wold-style-cast'
 env['ASFLAGS'] = '--64'
diff --git a/contents/IFS/code/c/IFS.c b/contents/IFS/code/c/IFS.c
index e4aab3b50..ffd56f6fe 100644
--- a/contents/IFS/code/c/IFS.c
+++ b/contents/IFS/code/c/IFS.c
@@ -29,18 +29,18 @@ void chaos_game(struct point *in, size_t in_n, struct point *out,
 }
 
 int main() {
-    const int point_count = 10000;
+    const size_t point_count = 10000;
     
     struct point shape_points [3] = {{0.0,0.0}, {0.5,sqrt(0.75)}, {1.0,0.0}};
     struct point out_points[point_count];
 
-    srand(time(NULL));
+    srand((unsigned int)time(NULL));
 
     chaos_game(shape_points, 3, out_points, point_count);
 
     FILE *fp = fopen("sierpinksi.dat", "w+");
 
-    for (int i = 0; i < point_count; ++i) {
+    for (size_t i = 0; i < point_count; ++i) {
         fprintf(fp, "%f\t%f\n", out_points[i].x, out_points[i].y);
     }
 
diff --git a/contents/approximate_counting/code/c/approximate_counting.c b/contents/approximate_counting/code/c/approximate_counting.c
index 2be6ffaf8..f372b0953 100644
--- a/contents/approximate_counting/code/c/approximate_counting.c
+++ b/contents/approximate_counting/code/c/approximate_counting.c
@@ -40,7 +40,7 @@ double increment(double v, double a)
 // It returns n(v, a), the approximate count
 double approximate_count(size_t n_items, double a)
 {
-    int v = 0;
+    double v = 0;
     for (size_t i = 0; i < n_items; ++i) {
         v = increment(v, a);
     }
@@ -61,9 +61,10 @@ void test_approximation_count(size_t n_trials, size_t n_items, double a,
     for (size_t i = 0; i < n_trials; ++i) {
         sum += approximate_count(n_items, a);
     }
-    double avg = sum / n_trials;
+    double avg = sum / (double)n_trials;
 
-    if (fabs((avg - n_items) / n_items) < threshold){
+    double items = (double)n_items;
+    if (fabs((avg - items) / items) < threshold){
         printf("passed\n");
     }
     else{
@@ -73,7 +74,7 @@ void test_approximation_count(size_t n_trials, size_t n_items, double a,
 
 int main()
 {
-    srand(time(NULL));
+    srand((unsigned int)time(NULL));
 
     printf("[#]\nCounting Tests, 100 trials\n");
     printf("[#]\ntesting 1,000, a = 30, 10%% error\n");
diff --git a/contents/cooley_tukey/code/c/fft.c b/contents/cooley_tukey/code/c/fft.c
index f87e12afd..212b272b1 100644
--- a/contents/cooley_tukey/code/c/fft.c
+++ b/contents/cooley_tukey/code/c/fft.c
@@ -11,7 +11,7 @@ void fft(double complex *x, size_t n) {
     memset(y, 0, sizeof(y));
     fftw_plan p;
 
-    p = fftw_plan_dft_1d(n, (fftw_complex*)x, (fftw_complex*)y,
+    p = fftw_plan_dft_1d((int)n, (fftw_complex*)x, (fftw_complex*)y,
                          FFTW_FORWARD, FFTW_ESTIMATE);
 
     fftw_execute(p);
@@ -27,7 +27,7 @@ void dft(double complex *X, const size_t N) {
     for (size_t i = 0; i < N; ++i) {
         tmp[i] = 0;
         for (size_t j = 0; j < N; ++j) {
-            tmp[i] += X[j] * cexp(-2.0 * M_PI * I * j * i / N);
+            tmp[i] += X[j] * cexp(-2.0 * M_PI * I * (double)j * (double)i / (double)N);
         }
     }
 
@@ -49,7 +49,7 @@ void cooley_tukey(double complex *X, const size_t N) {
         cooley_tukey(X + N / 2, N / 2);
 
         for (size_t i = 0; i < N / 2; ++i) {
-            X[i + N / 2] = X[i] - cexp(-2.0 * I * M_PI * i / N) * X[i + N / 2];
+            X[i + N / 2] = X[i] - cexp(-2.0 * I * M_PI * (double)i / (double)N) * X[i + N / 2];
             X[i] -= (X[i + N / 2]-X[i]);
         }
     }
@@ -58,7 +58,7 @@ void cooley_tukey(double complex *X, const size_t N) {
 void bit_reverse(double complex *X, size_t N) {
     for (size_t i = 0; i < N; ++i) {
         size_t n = i;
-        int a = i;
+        size_t a = i;
         int count = (int)log2((double)N) - 1;
 
         n >>= 1;
@@ -67,7 +67,7 @@ void bit_reverse(double complex *X, size_t N) {
             count--;
             n >>= 1;
         }
-        n = (a << count) & ((1 << (int)log2((double)N)) - 1);
+        n = (a << count) & (size_t)((1 << (size_t)log2((double)N)) - 1);
 
         if (n > i) {
             double complex tmp = X[i];
@@ -81,8 +81,8 @@ void iterative_cooley_tukey(double complex *X, size_t N) {
     bit_reverse(X, N);
 
     for (int i = 1; i <= log2((double)N); ++i) {
-        size_t stride = pow(2, i);
-        double complex w = cexp(-2.0 * I * M_PI / stride);
+        size_t stride = (size_t)pow(2, i);
+        double complex w = cexp(-2.0 * I * M_PI / (double)stride);
         for (size_t j = 0; j < N; j += stride) {
             double complex v = 1.0;
             for (size_t k = 0; k < stride / 2; ++k) {
@@ -105,7 +105,7 @@ void approx(double complex *X, double complex *Y, size_t N) {
 }
 
 int main() {
-    srand(time(NULL));
+    srand((unsigned int)time(NULL));
     double complex x[64], y[64], z[64];
     for (size_t i = 0; i < 64; ++i) {
         x[i] = rand() / (double) RAND_MAX;
diff --git a/contents/cooley_tukey/code/cpp/fft.cpp b/contents/cooley_tukey/code/cpp/fft.cpp
index 5d4772f10..d4697d1df 100644
--- a/contents/cooley_tukey/code/cpp/fft.cpp
+++ b/contents/cooley_tukey/code/cpp/fft.cpp
@@ -55,7 +55,7 @@ void cooley_tukey(Iter first, Iter last) {
 
     // now combine each of those halves with the butterflies
     for (int k = 0; k < size / 2; ++k) {
-      auto w = std::exp(complex(0, -2.0 * pi * k / size));
+      auto w = std::exp(complex(0, -2.0 * pi * k / static_cast<double>(size)));
 
       auto& bottom = first[k];
       auto& top = first[k + size / 2];
@@ -78,7 +78,7 @@ void sort_by_bit_reverse(Iter first, Iter last) {
     b = (((b & 0xcccccccc) >> 2) | ((b & 0x33333333) << 2));
     b = (((b & 0xf0f0f0f0) >> 4) | ((b & 0x0f0f0f0f) << 4));
     b = (((b & 0xff00ff00) >> 8) | ((b & 0x00ff00ff) << 8));
-    b = ((b >> 16) | (b << 16)) >> (32 - std::uint32_t(log2(size)));
+    b = ((b >> 16) | (b << 16)) >> (32 - std::uint32_t(log2(static_cast<double>(size))));
     if (b > i) {
       swap(first[b], first[i]);
     }
diff --git a/contents/forward_euler_method/code/c/euler.c b/contents/forward_euler_method/code/c/euler.c
index 9ce095930..211e2f614 100644
--- a/contents/forward_euler_method/code/c/euler.c
+++ b/contents/forward_euler_method/code/c/euler.c
@@ -13,7 +13,7 @@ void solve_euler(double timestep, double *result, size_t n) {
 int check_result(double *result, size_t n, double threshold, double timestep) {
     int is_approx = 1;
     for (size_t i = 0; i < n; ++i) {
-        double solution = exp(-3.0 * i * timestep);
+        double solution = exp(-3.0 * (double)i * timestep);
         if (fabs(result[i] - solution) > threshold) {
             printf("%f    %f\n", result[i], solution);
             is_approx = 0;
diff --git a/contents/forward_euler_method/code/cpp/euler.cpp b/contents/forward_euler_method/code/cpp/euler.cpp
index a341655f4..0fbeb8426 100644
--- a/contents/forward_euler_method/code/cpp/euler.cpp
+++ b/contents/forward_euler_method/code/cpp/euler.cpp
@@ -27,7 +27,7 @@ template <typename Iter>
 bool check_result(Iter first, Iter last, double threshold, double timestep) {
   auto it = first;
   for (size_t idx = 0; it != last; ++idx, ++it) {
-    double solution = std::exp(-3.0 * idx * timestep);
+    double solution = std::exp(-3.0 * static_cast<double>(idx) * timestep);
     if (std::abs(*it - solution) > threshold) {
       std::cout << "We found a value outside the threshold; the " << idx
                 << "-th value was " << *it << ", but the expected solution was "
diff --git a/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp b/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
index 65d9ac6a8..45047a9d4 100644
--- a/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
+++ b/contents/gaussian_elimination/code/cpp/gaussian_elimination.cpp
@@ -7,12 +7,12 @@
 
 void gaussianElimination(std::vector<std::vector<double> > &eqns) {
   // 'eqns' is the matrix, 'rows' is no. of vars
-  int rows = eqns.size(), cols = eqns[0].size();
+  std::size_t rows = eqns.size(), cols = eqns[0].size();
 
-  for (int i = 0; i < rows - 1; i++) {
-    int pivot = i;
+  for (std::size_t i = 0; i < rows - 1; i++) {
+      std::size_t pivot = i;
 
-    for (int j = i + 1; j < rows; j++) {
+    for (std::size_t j = i + 1; j < rows; j++) {
       if (fabs(eqns[j][i]) > fabs(eqns[pivot][i])) pivot = j;
     }
 
@@ -22,10 +22,10 @@ void gaussianElimination(std::vector<std::vector<double> > &eqns) {
     if (i != pivot)  // Swapping the rows if new row with higher maxVals is found
       std::swap(eqns[pivot], eqns[i]);  // C++ swap function
 
-    for (int j = i + 1; j < rows; j++) {
+    for (std::size_t j = i + 1; j < rows; j++) {
       double scale = eqns[j][i] / eqns[i][i];
 
-      for (int k = i + 1; k < cols; k++)   // k doesn't start at 0, since
+      for (std::size_t k = i + 1; k < cols; k++)   // k doesn't start at 0, since
         eqns[j][k] -= scale * eqns[i][k];  // values before from 0 to i
                                            // are already 0
       eqns[j][i] = 0.0;
@@ -35,9 +35,9 @@ void gaussianElimination(std::vector<std::vector<double> > &eqns) {
 
 void gaussJordan(std::vector<std::vector<double> > &eqns) {
   // 'eqns' is the (Row-echelon) matrix, 'rows' is no. of vars
-  int rows = eqns.size();
+  std::size_t rows = eqns.size();
 
-  for (int i = rows - 1; i >= 0; i--) {
+  for (std::size_t i = rows - 1; i < rows; i--) {
 
     if (eqns[i][i] != 0) {
 
@@ -45,7 +45,7 @@ void gaussJordan(std::vector<std::vector<double> > &eqns) {
       eqns[i][i] = 1;  // We know that the only entry in this row is 1
 
       // subtracting rows from below
-      for (int j = i - 1; j >= 0; j--) {
+      for (std::size_t j = i - 1; j < i; j--) {
         eqns[j][rows] -= eqns[j][i] * eqns[i][rows];
         eqns[j][i] = 0;  // We also set all the other values in row to 0 directly
       }
@@ -55,13 +55,13 @@ void gaussJordan(std::vector<std::vector<double> > &eqns) {
 
 std::vector<double> backSubs(const std::vector<std::vector<double> > &eqns) {
   // 'eqns' is matrix, 'rows' is no. of variables
-  int rows = eqns.size();
+  std::size_t rows = eqns.size();
 
   std::vector<double> ans(rows);
-  for (int i = rows - 1; i >= 0; i--) {
+  for (std::size_t i = rows - 1; i < rows; i--) {
     double sum = 0.0;
 
-    for (int j = i + 1; j < rows; j++) sum += eqns[i][j] * ans[j];
+    for (std::size_t j = i + 1; j < rows; j++) sum += eqns[i][j] * ans[j];
 
     if (eqns[i][i] != 0)
       ans[i] = (eqns[i][rows] - sum) / eqns[i][i];
diff --git a/contents/graham_scan/code/c/graham.c b/contents/graham_scan/code/c/graham.c
index ecd15f867..a3cdb1190 100644
--- a/contents/graham_scan/code/c/graham.c
+++ b/contents/graham_scan/code/c/graham.c
@@ -36,8 +36,8 @@ void polar_angles_sort(struct point *points, struct point origin, size_t size) {
 
     double pivot_angle = polar_angle(origin, points[size / 2]);
 
-    int i = 0;
-    int j = size - 1;
+    size_t i = 0;
+    size_t j = size - 1;
     while (1) {
         while (polar_angle(origin, points[i]) < pivot_angle) {
             i++;
diff --git a/contents/huffman_encoding/code/c/huffman.c b/contents/huffman_encoding/code/c/huffman.c
index 4f60f5da6..87f5fb2c9 100644
--- a/contents/huffman_encoding/code/c/huffman.c
+++ b/contents/huffman_encoding/code/c/huffman.c
@@ -23,8 +23,8 @@ struct codebook {
 
 struct heap {
     struct tree** data;
-    int length;
-    int capacity;
+    size_t length;
+    size_t capacity;
 };
 
 bool is_leaf(const struct tree* t) {
@@ -39,21 +39,21 @@ void swap(struct tree** lhs, struct tree** rhs) {
 
 /* The two concat functions are horribly inefficient */
 void concat(char** dst, const char* src) {
-    int dst_len = strlen(*dst);
-    int src_len = strlen(src);
+    size_t dst_len = strlen(*dst);
+    size_t src_len = strlen(src);
     *dst = realloc(*dst, src_len + dst_len + 1);
     strcat(*dst, src);
 }
 
 void concat_char(char** dst, char c) {
-    int len = strlen(*dst);
+    size_t len = strlen(*dst);
     *dst = realloc(*dst, len + 2);
     (*dst)[len] = c;
     (*dst)[len + 1] = '\0';
 }
 
 char* duplicate(const char* src) {
-    int length = strlen(src);
+    size_t length = strlen(src);
     char* dst = malloc(length + 1);
     memcpy(dst, src, length + 1);
     return dst;
@@ -66,9 +66,9 @@ void heap_push(struct heap* heap, struct tree* value) {
     }
     heap->data[heap->length++] = value;
 
-    int index = heap->length - 1;
+    size_t index = heap->length - 1;
     while (index) {
-        int parent_index = (index - 1) / 2;
+        size_t parent_index = (index - 1) / 2;
         if (heap->data[parent_index]->count <= heap->data[index]->count) {
             break;
         }
@@ -86,11 +86,11 @@ struct tree* heap_pop(struct heap* heap) {
     struct tree* result = heap->data[0];
     swap(&heap->data[0], &heap->data[--heap->length]);
 
-    int index = 0;
+    size_t index = 0;
     for (;;) {
-        int target = index;
-        int left = 2 * index + 1;
-        int right = left + 1;
+        size_t target = index;
+        size_t left = 2 * index + 1;
+        size_t right = left + 1;
 
         if (left < heap->length &&
                 heap->data[left]->count < heap->data[target]->count) {
diff --git a/contents/monte_carlo_integration/code/c/monte_carlo.c b/contents/monte_carlo_integration/code/c/monte_carlo.c
index 9920ff55c..14f823fe4 100644
--- a/contents/monte_carlo_integration/code/c/monte_carlo.c
+++ b/contents/monte_carlo_integration/code/c/monte_carlo.c
@@ -24,7 +24,7 @@ double monte_carlo(unsigned int samples) {
 }
 
 int main() {
-    srand(time(NULL));
+    srand((unsigned int)time(NULL));
 
     double estimate = monte_carlo(1000000);
 
diff --git a/contents/split-operator_method/code/c/split_op.c b/contents/split-operator_method/code/c/split_op.c
index ecf48e027..fd5a84001 100644
--- a/contents/split-operator_method/code/c/split_op.c
+++ b/contents/split-operator_method/code/c/split_op.c
@@ -34,10 +34,10 @@ void fft(double complex *x, size_t n, bool inverse) {
     fftw_plan p;
 
     if (inverse) {
-        p = fftw_plan_dft_1d(n, (fftw_complex*)x, (fftw_complex*)y,
+        p = fftw_plan_dft_1d((int)n, (fftw_complex*)x, (fftw_complex*)y,
                              FFTW_BACKWARD, FFTW_ESTIMATE);
     } else {
-        p = fftw_plan_dft_1d(n, (fftw_complex*)x, (fftw_complex*)y,
+        p = fftw_plan_dft_1d((int)n, (fftw_complex*)x, (fftw_complex*)y,
                              FFTW_FORWARD, FFTW_ESTIMATE);
     }
 
@@ -63,9 +63,9 @@ void init_params(struct params *par, double xmax, unsigned int res, double dt,
     par->im_time = im;
 
     for (size_t i = 0; i < res; ++i) {
-        par->x[i] = xmax / res - xmax + i * (2.0 * xmax / res);
+        par->x[i] = xmax / res - xmax + (double)i * (2.0 * xmax / res);
         if (i < res / 2) {
-            par->k[i] = i * M_PI / xmax;
+            par->k[i] = (double)i * M_PI / xmax;
         } else {
             par->k[i] = ((double)i - res) * M_PI / xmax;
         }
diff --git a/contents/split-operator_method/code/cpp/split_op.cpp b/contents/split-operator_method/code/cpp/split_op.cpp
index 6ae20394e..bb160c901 100644
--- a/contents/split-operator_method/code/cpp/split_op.cpp
+++ b/contents/split-operator_method/code/cpp/split_op.cpp
@@ -28,9 +28,9 @@ struct Params {
         im_time = im;
 
         for (size_t i = 0; i < res; ++i) {
-            x.emplace_back(xmax / res - xmax + i * (2.0 * xmax / res));
+            x.emplace_back(xmax / res - xmax + static_cast<double>(i) * (2.0 * xmax / res));
             if (i < res / 2) {
-                k.push_back(i * M_PI / xmax);
+                k.push_back(static_cast<double>(i) * M_PI / xmax);
             } else {
                 k.push_back((static_cast<double>(i) - res) * M_PI / xmax);
             }
@@ -85,7 +85,7 @@ void fft(vector_complex &x, bool inverse) {
 
     fftw_complex *in = reinterpret_cast<fftw_complex*>(x.data());
     fftw_complex *out = reinterpret_cast<fftw_complex*>(y.data());
-    p = fftw_plan_dft_1d(x.size(), in, out,
+    p = fftw_plan_dft_1d(static_cast<int>(x.size()), in, out,
                          (inverse ? FFTW_BACKWARD : FFTW_FORWARD), FFTW_ESTIMATE);
 
     fftw_execute(p);
diff --git a/contents/stable_marriage_problem/code/c/stable_marriage.c b/contents/stable_marriage_problem/code/c/stable_marriage.c
index e4f4ad2fd..8537e82f2 100644
--- a/contents/stable_marriage_problem/code/c/stable_marriage.c
+++ b/contents/stable_marriage_problem/code/c/stable_marriage.c
@@ -5,7 +5,7 @@
 #include <time.h>
 
 struct person {
-    int id;
+    size_t id;
     struct person *partner;
     size_t *prefers;
     size_t index;
@@ -13,7 +13,7 @@ struct person {
 
 void shuffle(size_t *array, size_t size) {
     for (size_t i = size - 1; i > 0; --i) {
-        size_t j = rand() % (i + 1);
+        size_t j = (size_t)rand() % (i + 1);
         size_t tmp = array[i];
         array[i] = array[j];
         array[j] = tmp;
@@ -82,7 +82,7 @@ void free_group(struct person *group, size_t size) {
 }
 
 int main() {
-    srand(time(NULL));
+    srand((unsigned int)time(NULL));
 
     struct person men[5], women[5];
 
@@ -114,7 +114,7 @@ int main() {
     printf("\n");
 
     for (size_t i = 0; i < 5; ++i) {
-        printf("the partner of man %zu is woman %d\n", i, men[i].partner->id);
+        printf("the partner of man %zu is woman %ld\n", i, men[i].partner->id);
     }
 
     free_group(men, 5);
diff --git a/contents/thomas_algorithm/code/c/thomas.c b/contents/thomas_algorithm/code/c/thomas.c
index 3aed94e8e..415d31d97 100644
--- a/contents/thomas_algorithm/code/c/thomas.c
+++ b/contents/thomas_algorithm/code/c/thomas.c
@@ -16,7 +16,7 @@ void thomas(double * const a, double * const b, double * const c,
         x[i] = (x[i] - a[i] * x[i - 1]) * scale;
     }
 
-    for (int i = size - 2; i >= 0; --i) {
+    for (size_t i = size - 2; i < size - 1; --i) {
         x[i] -= y[i] * x[i + 1];
     }
 }

From b545344c66eccf76addcfae9177789a045b0c2af Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Mon, 31 Jan 2022 15:15:20 +0100
Subject: [PATCH 129/146] Small revisions to crypto chapter (#988)

Adding new intro to Cryptography by Liikt

Co-authored-by: Julian Beier <jb@futureplay.de>
Co-authored-by: Julian <jspp@posteo.net>
---
 SUMMARY.md                            |   3 +-
 contents/cryptography/cryptography.md | 135 ++++++++++++++++++++++++++
 contents/cryptography/res/table.jl    |  33 +++++++
 literature.bib                        |  71 ++++++++++++++
 redirects.json                        |   4 +
 5 files changed, 245 insertions(+), 1 deletion(-)
 create mode 100644 contents/cryptography/cryptography.md
 create mode 100644 contents/cryptography/res/table.jl

diff --git a/SUMMARY.md b/SUMMARY.md
index 8800c0142..f43910f52 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -44,5 +44,6 @@
 * [Computer Graphics](contents/computer_graphics/computer_graphics.md)
     * [Flood Fill](contents/flood_fill/flood_fill.md)
 * [Quantum Information](contents/quantum_information/quantum_information.md)
+* [Cryptography](contents/cryptography/cryptography.md)
 * [Computus](contents/computus/computus.md)
-* [Approximate Counting Algorithm](contents/approximate_counting/approximate_counting.md)
+* [Approximate Counting Algorithm](contents/approximate_counting/approximate_counting.md)
\ No newline at end of file
diff --git a/contents/cryptography/cryptography.md b/contents/cryptography/cryptography.md
new file mode 100644
index 000000000..dd136dae8
--- /dev/null
+++ b/contents/cryptography/cryptography.md
@@ -0,0 +1,135 @@
+# Cryptography
+
+Humans have almost always been interested in sending secret messages that only the sender and receiver understand.
+The reason for this is obvious: secret messages should remain secret.
+The easiest way for this to happen is to talk behind closed doors, but that simply doesn't work if the sender and receiver are separated by a significant distance.
+In this case, they need to rely on a messenger or mailman to send the message.
+
+For simplicity, let's assume they are sending a written letter for the purpose of negotiating war tactics in ancient Greece or Rome.
+Obviously, the message can remain secret if both the sender and receiver also trust the messenger; however, what if the messenger is actually an evil spy?
+What if the messenger is killed and the letter is stolen?
+What if (in an elaborate ruse), some third party slips into the messenger's tent in the dead-of-night and replaces the letter with another one entirely different?
+
+These are all important questions cryptography addresses.
+
+The idea is simple: we procedurally scramble the message we are sending and only provide the unscrambling procedure to trusted parties.
+In this way, the message would seem like utter gobbledygook to anyone other than the sender and receiver.
+It doesn't matter if the messenger is evil.
+They cannot read the message anyway.
+It's also fine if the message is replaced, because then the receiver won't be able to properly decode the message and can just ask for another message to be sent (probably on another path with a different messenger).
+Unsurprisingly, a very early method of encryption was supposedly developed by Julius Caeser and called the "Caesar Cipher" {{ "ceasar_cipher_wiki" | cite }}.
+Here, every character in the message is replaced by another character based on some pre-defined table or chart that only the sender and receiver have.
+The table is created by simply rotating the alphabet by $$n$$ spaces, where $$n$$ is chosen in a discussion between the sender and receiver before-hand.
+
+ | $$n$$ | 0 | 2 | 14 | 18 | 21 | 24 | 
+ | ----- | - | - | -- | -- | -- | -- |
+ | a | a | c | o | s | v | y | 
+ | b | b | d | p | t | w | z | 
+ | c | c | e | q | u | x | a | 
+ | d | d | f | r | v | y | b | 
+ | e | e | g | s | w | z | c | 
+ | f | f | h | t | x | a | d | 
+ | g | g | i | u | y | b | e | 
+ | h | h | j | v | z | c | f | 
+ | i | i | k | w | a | d | g | 
+ | j | j | l | x | b | e | h | 
+ | k | k | m | y | c | f | i | 
+ | l | l | n | z | d | g | j | 
+ | m | m | o | a | e | h | k | 
+ | n | n | p | b | f | i | l | 
+ | o | o | q | c | g | j | m | 
+ | p | p | r | d | h | k | n | 
+ | q | q | s | e | i | l | o | 
+ | r | r | t | f | j | m | p | 
+ | s | s | u | g | k | n | q | 
+ | t | t | v | h | l | o | r | 
+ | u | u | w | i | m | p | s | 
+ | v | v | x | j | n | q | t | 
+ | w | w | y | k | o | r | u | 
+ | x | x | z | l | p | s | v | 
+ | y | y | a | m | q | t | w | 
+ | z | z | b | n | r | u | x | 
+
+It is certainly not the most complicated scheme out there, but it is generally the first encryption scheme people come up with when trying to encode secret messages to one another.
+Honestly, I remember sending messages back and forth to friends in elementary school, but we would never provide the necessary table to decode the message.
+Instead, we would provide enough text that they could find the table themselves from context.
+If a bunch of elementary school kids can figure out how to break this encryption scheme, it cannot be too robust.
+In fact, it's interesting to see how the field of cryptography has grown since the Caesar cipher was developed.
+In the cryptographic literature, there is always a sender, receiver, and eavesdropper.
+For some reason beyond my own comprehension, the first two people are almost always given the names Alice (sender) and Bob (receiver).
+Meanwhile, the attacker or eavesdropper is usually called either Eve or Charlie
+These names are consistent even with quantum cryptography, so they are here to stay.
+
+In general, there are two different types of encryption: symmetric and asymmetric.
+Both of which are described in the following sections.
+
+Cryptographic systems are a cornerstone to modern information technology and lie at the heart of everything from WiFi to online banking.
+If an attacker manages to crack modern cryptographic algorithms, they could cause serious damage.
+For this reason, it is important to keep a few things in mind:
+* Because cryptography has become such an advanced field cryptographic systems should be analyzed by trained professionals and have undergo extensive testing and vetting.
+    This means that whenever possible, one should use a widely accepted cryptography library instead of writing their own cypher.
+* Kerckhoffs's principle says that when determining the robustness of a cryptographic system it should be assumed that the attacker knows the encryption and decryption algorithm {{ "Kerckhoffs_principle_wiki" | cite }}.
+    This does not include any pre-shared or secret keys.
+* With the advances in technology, cryptography often hits its limits.
+    Many formerly state-of-the-art hashing algorithms have become obsolete because the computers used to crack them have gotten faster and better.
+    Another field that cryptography will have to face is [quantum computing](../quantum_information/quantum_information.md).
+    Quantum computers will have a big impact on cryptography and especially asymmetric cryptography.
+    This whole set of problems is summarized in the field of post-quantum cryptography {{ "post-quantum_crypto_wiki" | cite }}.
+
+## Symmetric Cryptography
+
+Symmetric cryptography is called symmetric because the key that is used is the same for encrypting and decrypting. 
+For this to work Alice and Bob both need the same key, which they have to share before communicating. 
+Some examples for symmetric cryptography are:
+* **Ceasar Cipher**: Alice and Bob rotate the alphabet by $$n$$ characters and use that as a table to encode and decode their message {{ "ceasar_cipher_wiki" | cite }}.
+* **Rot13**: This is a special case of the Caeser Cipher where the alphabet is rotated by 13, hence the name "Rot13" {{ "rot13_wiki" | cite }}
+* **Permutation Cipher**: Here we choose a permutation $$\pi$$ (i.e. $$\pi=(3,1,2,4)$$) and reorder the the letters according to that $$\pi$$ which is the key {{ "CC_permutation" | cite }}.
+* **XOR encryption**: This method works on bit strings and combines the message and a key of equal bit length with the XOR operator {{ "xor_cipher_wiki" | cite }}.
+    To decrypt, simply XOR again with the same key.
+* **DES or Data Encryption Standard**: This is a newer encryption algorithm which was standardized in 1977 {{ "DES_wiki" | cite }}. 
+    It has since been deemed insecure and is superseded by AES.
+* **AES or Advanced Encryption Standard**: The actual algorithm is called "Rijndael" {{ "AES_wiki" | cite }}. 
+    Like with XOR or DES we generate a bit string (depending on which AES you use 128/192 or 256 bit long) which is your key.
+* **Blowfish**: This algorithm was also a good contender for the AES but lost to Rijndael {{ "blowfish_cipher_wiki" | cite }}.
+
+This section is currently a work-in-progress, and all of these methods will have corresponding chapters in the near future.
+
+## Asymmetric Cryptography
+
+Asymmetric cryptography is sometimes called "public key cryptography" (or PK cryptography in short) because Bob and Alice both need a shared public key and a private key they keep to themselves.
+These algorithms are called asymmetric because what is encrypted with the public key can only be decrypted with the private key and vice versa. 
+This can be used for a number of different applications, like digital signing, encrypted communication, or secretly sharing keys.
+For example, if Alice wants to send a message to Bob and this message has to be kept private, Alice will encrypt the message with Bob's public key.
+Now only Bob can decrypt the message again and read it.
+If Charlie were to alter Alice's message, Bob couldn't decrypt it anymore.
+If Bob wants to make sure the message is actually from Alice, Alice can encrypt the already encrypted message with her private key again.
+This is to keep Charlie from sending forged or altered messages since Bob couldn't decrypt that layer with Alice's public key.
+Some examples for public key cryptography:
+* **RSA**: This algorithm calculates a public and a private key from two very large primes {{ "RSA_wiki" | cite }}. 
+    It is (hopefully) near impossible to factor the product of two such primes in a feasible amount of time.
+* **ECC or Elliptic-curve cryptography**: Here you calculate the private and public key from two points on an elliptic curve {{ "ECC_crypto_wiki" | cite }}. 
+    This has the positive side effect that you need smaller numbers than non-ECC algorithms like RSA to achieve the same level of security.
+
+This section is currently a work-in-progress. These methods will also have corresponding chapters in the near future.
+
+### Bibliography
+
+{% references %} {% endreferences %}
+
+<script>
+MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
+</script>
+
+## License
+The text of this chapter was written by [Liikt](https://github.com/Liikt) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+The code examples are licensed under the MIT license (found in LICENSE.md).
+
+##### Code Examples
+
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/master/LICENSE.md)).
+
+##### Text
+
+The text of this chapter was written by [Liikt](https://github.com/Liikt) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+[<p><img  class="center" src="../cc/CC-BY-SA_icon.svg" /></p>](https://creativecommons.org/licenses/by-sa/4.0/)
diff --git a/contents/cryptography/res/table.jl b/contents/cryptography/res/table.jl
new file mode 100644
index 000000000..314c238c4
--- /dev/null
+++ b/contents/cryptography/res/table.jl
@@ -0,0 +1,33 @@
+function print_table(a::Array{T, 2},
+                     header::Vector{String}) where T <: Union{Char, String}
+    print(" | ")
+    for i = 1:length(header)
+        print(string(header[i]), " | ")
+    end
+    println()
+
+    print(" | ")
+    for i = 1:length(header)
+        print("---", " | ")
+    end
+    println()
+
+    for i = 1:size(a)[1]
+        print(" | ")
+        for j = 1:size(a)[2]
+            print(string(a[i,j]), " | ")
+        end
+        println()
+    end
+end
+
+alphabet = [char for char = 'a':'z']
+offsets = Int.([0, 0, 2, 14, 18, 21, 24])
+alphabet_array = Array{Char}(undef, 26, length(offsets))
+
+for i = 1:length(offsets)
+    alphabet_array[:,i] = vcat(alphabet[offsets[i]+1:26],alphabet[1:offsets[i]])
+end
+
+header = vcat(string.(offsets))
+print_table(alphabet_array, header)
diff --git a/literature.bib b/literature.bib
index b1a8e154e..1ef1e5c12 100644
--- a/literature.bib
+++ b/literature.bib
@@ -447,3 +447,74 @@ @misc{rmsd_wiki
   year={2021}
 }
 
+
+#------------------------------------------------------------------------------#
+# Cryptography
+#------------------------------------------------------------------------------#
+
+@misc{ceasar_cipher_wiki,
+  title={Wikipedia: Ceasar Cipher},
+  url={https://en.wikipedia.org/wiki/Caesar_cipher},
+  year={2022}
+}
+
+@misc{post-quantum_crypto_wiki,
+  title={Wikipedia: Post-quantum Cryptography},
+  url={https://en.wikipedia.org/wiki/Post-quantum_cryptography},
+  year={2022}
+}
+
+@misc{Kerckhoffs_principle_wiki,
+  title={Wikipedia: Kerckhoffs's principle},
+  url={https://en.wikipedia.org/wiki/Kerckhoffs%27s_principle},
+  year={2022}
+}
+
+@misc{rot13_wiki,
+  title={Wikipedia: ROT13},
+  url={https://en.wikipedia.org/wiki/ROT13},
+  year={2022}
+}
+
+@misc{CC_permutation,
+  title={Crypto Corner: Permutation Cipher},
+  url={https://crypto.interactive-maths.com/permutation-cipher.html},
+  year={2022}
+}
+
+@misc{xor_cipher_wiki,
+  title={Wikipedia: XOR cipher},
+  url={https://en.wikipedia.org/wiki/XOR_cipher},
+  year={2022}
+}
+
+@misc{DES_wiki,
+  title={Wikipedia: Data Encryption Standard},
+  url={https://en.wikipedia.org/wiki/Data_Encryption_Standard},
+  year={2022}
+}
+
+@misc{AES_wiki,
+  title={Wikipedia: Advanced Encryption Standard},
+  url={https://en.wikipedia.org/wiki/Advanced_Encryption_Standard},
+  year={2022}
+}
+
+@misc{blowfish_cipher_wiki,
+  title={Wikipedia: Blowfish (cipher)},
+  url={https://en.wikipedia.org/wiki/Blowfish_(cipher)},
+  year={2022}
+}
+
+@misc{RSA_wiki,
+  title={Wikipedia: RSA (cryptosystem)},
+  url={https://en.wikipedia.org/wiki/RSA_(cryptosystem)},
+  year={2022}
+}
+
+@misc{ECC_crypto_wiki,
+  title={Wikipedia: Elliptic-curve cryptography},
+  url={https://en.wikipedia.org/wiki/Elliptic-curve_cryptography},
+  year={2022}
+}
+
diff --git a/redirects.json b/redirects.json
index 2e2858568..0415c8b20 100644
--- a/redirects.json
+++ b/redirects.json
@@ -139,6 +139,10 @@
     {
       "from": "chapters/QI/QI.html",
       "to": "contents/quantum_information/quantum_information.html"
+    },
+    {
+      "from": "chapters/cryptography/cryptography.html",
+      "to": "contents/cryptography/cryptography.html"
     }
   ]
 }

From a5120ab7438dd6045b9cd3b20191bb2ce422cab7 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Sun, 6 Feb 2022 12:12:16 +0100
Subject: [PATCH 130/146] Small changes to youtube embeds to prevent google
 spying on everyone (#989)

* changing to nocookie server

* removing clipboard-write

Co-authored-by: Sammy Plat <sammy@sammyplat.fr>
---
 contents/IFS/IFS.md                                         | 2 +-
 contents/affine_transformations/affine_transformations.md   | 2 +-
 contents/approximate_counting/approximate_counting.md       | 2 +-
 contents/barnsley/barnsley.md                               | 2 +-
 contents/bitlogic/bitlogic.md                               | 2 +-
 contents/computus/computus.md                               | 2 +-
 contents/domain_coloring/domain_coloring.md                 | 2 +-
 contents/euclidean_algorithm/euclidean_algorithm.md         | 2 +-
 contents/flood_fill/flood_fill.md                           | 2 +-
 contents/forward_euler_method/forward_euler_method.md       | 2 +-
 contents/gaussian_elimination/gaussian_elimination.md       | 2 +-
 contents/huffman_encoding/huffman_encoding.md               | 2 +-
 contents/monte_carlo_integration/monte_carlo_integration.md | 2 +-
 contents/split-operator_method/split-operator_method.md     | 2 +-
 contents/stable_marriage_problem/stable_marriage_problem.md | 2 +-
 contents/tree_traversal/tree_traversal.md                   | 2 +-
 contents/verlet_integration/verlet_integration.md           | 2 +-
 17 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/contents/IFS/IFS.md b/contents/IFS/IFS.md
index 15c114211..1e1e45d37 100644
--- a/contents/IFS/IFS.md
+++ b/contents/IFS/IFS.md
@@ -208,7 +208,7 @@ If you are interested, please let me know and I will be more than willing to add
 Here is a video describing iterated function systems:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/nIIp-vo8rHg"
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/nIIp-vo8rHg"
  frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; pic
 ture-in-picture" allowfullscreen></iframe>
 </div>
diff --git a/contents/affine_transformations/affine_transformations.md b/contents/affine_transformations/affine_transformations.md
index 439440b80..d832f9fc0 100644
--- a/contents/affine_transformations/affine_transformations.md
+++ b/contents/affine_transformations/affine_transformations.md
@@ -297,7 +297,7 @@ I think that is a nice note to end on: affine transformations are linear transfo
 Here is a video describing affine transformations:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/E3Phj6J287o" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/E3Phj6J287o" frameborder="0" allow="accelerometer; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 <script>
diff --git a/contents/approximate_counting/approximate_counting.md b/contents/approximate_counting/approximate_counting.md
index 487bf5d82..da3c63c8c 100644
--- a/contents/approximate_counting/approximate_counting.md
+++ b/contents/approximate_counting/approximate_counting.md
@@ -345,7 +345,7 @@ This was probably more useful in 1978 than it is now, but it's still nice to kee
 Here is a video describing the Approximate Counting Algorithm:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/c4RJhPsc14s"
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/c4RJhPsc14s"
  frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; pic
 ture-in-picture" allowfullscreen></iframe>
 </div>
diff --git a/contents/barnsley/barnsley.md b/contents/barnsley/barnsley.md
index 625d72e8e..3f8754ab2 100644
--- a/contents/barnsley/barnsley.md
+++ b/contents/barnsley/barnsley.md
@@ -111,7 +111,7 @@ We'll definitely come back to this soon, I just wanted to briefly mention it now
 Here is a video describing the Barnsley fern:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/xoXe0AljUMA"
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/xoXe0AljUMA"
  frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; pic
 ture-in-picture" allowfullscreen></iframe>
 </div>
diff --git a/contents/bitlogic/bitlogic.md b/contents/bitlogic/bitlogic.md
index c6b1dd9fd..dc4517395 100644
--- a/contents/bitlogic/bitlogic.md
+++ b/contents/bitlogic/bitlogic.md
@@ -137,7 +137,7 @@ That's about it for bitlogic. I realize it was a bit long, but this is absolutel
 Here is a video describing the contents of this chapter:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/zMuEk44Ufkw" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/zMuEk44Ufkw" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 <script>
diff --git a/contents/computus/computus.md b/contents/computus/computus.md
index c3ec51f09..1eeec678d 100644
--- a/contents/computus/computus.md
+++ b/contents/computus/computus.md
@@ -291,7 +291,7 @@ Sure, this can be done straightforwardly with a calculator, but it is no doubt a
 Here is a video describing key elements of Gauss's Easter Algorithm:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/x6Yud882QKE" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/x6Yud882QKE" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/domain_coloring/domain_coloring.md b/contents/domain_coloring/domain_coloring.md
index 9c536bb50..746c52241 100644
--- a/contents/domain_coloring/domain_coloring.md
+++ b/contents/domain_coloring/domain_coloring.md
@@ -164,7 +164,7 @@ We will be using domain coloring in other contexts throughout this text when des
 Here is a video describing domain coloring:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/EbanExb75mc" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/EbanExb75mc" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/euclidean_algorithm/euclidean_algorithm.md b/contents/euclidean_algorithm/euclidean_algorithm.md
index cebf550ba..f75f6651f 100644
--- a/contents/euclidean_algorithm/euclidean_algorithm.md
+++ b/contents/euclidean_algorithm/euclidean_algorithm.md
@@ -189,7 +189,7 @@ The Euclidean Algorithm is truly fundamental to many other algorithms throughout
 Here's a video on the Euclidean algorithm:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/h86RzlyHfUE" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/h86RzlyHfUE" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/flood_fill/flood_fill.md b/contents/flood_fill/flood_fill.md
index 3fb4f239c..ed84683a6 100644
--- a/contents/flood_fill/flood_fill.md
+++ b/contents/flood_fill/flood_fill.md
@@ -244,7 +244,7 @@ These will all be covered in subsequent chapters which will come out somewhat re
 Here is a video describing tree traversal:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/ldqAmkdthHY" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/ldqAmkdthHY" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/forward_euler_method/forward_euler_method.md b/contents/forward_euler_method/forward_euler_method.md
index 3547deb1c..f2f21c8b9 100644
--- a/contents/forward_euler_method/forward_euler_method.md
+++ b/contents/forward_euler_method/forward_euler_method.md
@@ -96,7 +96,7 @@ That said, variations of this method *are* certainly used (for example Crank-Nic
 Here is a video describing the forward Euler method:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/wG7h8g6VLBo" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/wG7h8g6VLBo" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/gaussian_elimination/gaussian_elimination.md b/contents/gaussian_elimination/gaussian_elimination.md
index 4eaf61570..496ffb906 100644
--- a/contents/gaussian_elimination/gaussian_elimination.md
+++ b/contents/gaussian_elimination/gaussian_elimination.md
@@ -556,7 +556,7 @@ There are also plenty of other solvers that do similar things that we will get t
 Here's a video describing Gaussian elimination:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/2tlwSqblrvU" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/2tlwSqblrvU" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/huffman_encoding/huffman_encoding.md b/contents/huffman_encoding/huffman_encoding.md
index 881c4c47c..1c77ce69a 100644
--- a/contents/huffman_encoding/huffman_encoding.md
+++ b/contents/huffman_encoding/huffman_encoding.md
@@ -52,7 +52,7 @@ The fact that this algorithm is both conceptually simple and provably useful is
 Here is a quick video explanation for Huffman encoding:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/wHyUxTc2Ohk" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/wHyUxTc2Ohk" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/monte_carlo_integration/monte_carlo_integration.md b/contents/monte_carlo_integration/monte_carlo_integration.md
index c01a6cbbd..5a96fc1ef 100644
--- a/contents/monte_carlo_integration/monte_carlo_integration.md
+++ b/contents/monte_carlo_integration/monte_carlo_integration.md
@@ -125,7 +125,7 @@ I can guarantee that we will see similar methods crop up all over the place in t
 Here is a video describing Monte Carlo integration:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/AyBNnkYrSWY" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/AyBNnkYrSWY" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/split-operator_method/split-operator_method.md b/contents/split-operator_method/split-operator_method.md
index 1af23e331..08fc3d33d 100644
--- a/contents/split-operator_method/split-operator_method.md
+++ b/contents/split-operator_method/split-operator_method.md
@@ -172,7 +172,7 @@ The Split-Operator method is one of the most commonly used quantum simulation al
 Here is a video describing the split-operator method:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/BBt8EugN03Q" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/BBt8EugN03Q" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/stable_marriage_problem/stable_marriage_problem.md b/contents/stable_marriage_problem/stable_marriage_problem.md
index dc7f031ab..f6a3e5b2a 100644
--- a/contents/stable_marriage_problem/stable_marriage_problem.md
+++ b/contents/stable_marriage_problem/stable_marriage_problem.md
@@ -23,7 +23,7 @@ I am incredibly interested to see what you guys do and how you implement the alg
 Here is a video describing the stable marriage problem:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/A7xRZQAQU8s" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/A7xRZQAQU8s" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/tree_traversal/tree_traversal.md b/contents/tree_traversal/tree_traversal.md
index 2defe9da8..b0e829b1b 100644
--- a/contents/tree_traversal/tree_traversal.md
+++ b/contents/tree_traversal/tree_traversal.md
@@ -320,7 +320,7 @@ And this is exactly what Breadth-First Search (BFS) does! On top of that, it can
 Here is a video describing tree traversal:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/cZPXfl_tUkA" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/cZPXfl_tUkA" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code
diff --git a/contents/verlet_integration/verlet_integration.md b/contents/verlet_integration/verlet_integration.md
index 5d993b4f4..7029de65f 100644
--- a/contents/verlet_integration/verlet_integration.md
+++ b/contents/verlet_integration/verlet_integration.md
@@ -183,7 +183,7 @@ Even though this method is more widely used than the simple Verlet method mentio
 Here is a video describing Verlet integration:
 
 <div style="text-align:center">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/g55QvpAev0I" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/g55QvpAev0I" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 ## Example Code

From 83675ef21748a913b8d204251d4eb9d2f5b422a5 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Sun, 6 Feb 2022 12:58:50 +0100
Subject: [PATCH 131/146] rebuild pages (#992)


From 03d21df48e8f8b2ee8d1e23fe514ffb36f045ed9 Mon Sep 17 00:00:00 2001
From: shubham <kumar.shubham1312@gmail.com>
Date: Tue, 1 Mar 2022 15:46:19 +0530
Subject: [PATCH 132/146] Implement huffman encoding in ocaml (#750)

* implement huffman encoding in ocaml

* Cleaning up some code and comments

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* Update contents/huffman_encoding/code/ocaml/huffman.ml

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>

* replace infix operator [@] with [List.append]

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
---
 .../huffman_encoding/code/ocaml/huffman.ml    | 161 ++++++++++++++++++
 1 file changed, 161 insertions(+)
 create mode 100644 contents/huffman_encoding/code/ocaml/huffman.ml

diff --git a/contents/huffman_encoding/code/ocaml/huffman.ml b/contents/huffman_encoding/code/ocaml/huffman.ml
new file mode 100644
index 000000000..5e330a505
--- /dev/null
+++ b/contents/huffman_encoding/code/ocaml/huffman.ml
@@ -0,0 +1,161 @@
+
+(* Takes in a string and a character that needs to be removed from
+  the string that is input
+  For eg. in a string : "Chennai" I want to remove char : 'n'
+  such that we get the old value and the new value as a tuple
+
+  TL;DR : "Chennai" -> ("Cheai", "Chennai")
+*)
+let char_diff str ch = 
+  let res = String.concat "" (String.split_on_char ch str) in
+  (res, str)
+
+(* Converts "ABCD" -> ['A'; 'B'; 'C'; 'D'] *)
+let str_to_charlist s = List.init (String.length s) (String.get s)
+
+(* Takes a word like "bibbity_bob" and converts to a tuple list of
+   unique characters with their frequency
+
+   TL;DR : 
+    "bibbity_bobbity" -> 
+    [('b', 6); ('i', 3); ('t', 2); ('y', 2); ('_', 1); ('o', 1)]
+*)
+let counter str =
+  let char_lst = str_to_charlist str in
+  let rec loop acc str char_lst =
+    match char_lst with
+    | [] -> List.filter (fun (_,y) -> y != 0) (List.rev acc)
+          |> List.map (fun (x, y) -> (Printf.sprintf "%c" x, y))
+    | hd :: tl -> 
+      let (new_str, old_str) = char_diff str hd in
+      loop 
+        ((hd, (String.length old_str - String.length new_str)) :: acc) 
+        new_str tl in
+  loop [] str char_lst
+
+(* References -> https://ocaml.org/learn/tutorials/99problems.html *)
+
+module Pq = struct
+  type 'a t = {
+    data: 'a list array;
+    mutable first: int;
+  }
+
+  let make size = {
+    data = Array.make size [];
+    first = size;
+  }
+
+  let add q p x =
+    q.data.(p) <- x :: q.data.(p);
+    q.first <- min p q.first
+  
+  let get_min q =
+    if q.first = Array.length (q.data) then None
+    else
+      match q.data.(q.first) with
+      | [] -> assert false
+      | hd :: tl ->
+        let p = q.first in
+        q.data.(q.first) <- tl;
+        while q.first < (Array.length (q.data)) && q.data.(q.first) = [] do
+          q.first <- q.first + 1
+        done;
+        Some(p,hd)
+end
+
+type tree = Leaf of string | Node of tree * tree
+
+let rec create_huffman_tree q =
+  match Pq.get_min q, Pq.get_min q with
+  | Some(p1, t1), Some(p2, t2) ->
+      Pq.add q (p1 + p2) (Node(t1, t2));
+      create_huffman_tree q
+  | Some(_, t), None | None, Some(_, t) -> t
+  | None, None                          -> assert false
+
+let rec prefixes_of_tree prefix trees = match trees with
+  | Leaf s -> [(s, prefix)]
+  | Node (t0, t1) -> 
+    List.append (prefixes_of_tree (prefix ^ "0") t0) (prefixes_of_tree (prefix ^ "1") t1)
+
+let huffman huffman_tree = prefixes_of_tree "" huffman_tree
+
+(* Helper functions *)
+let char_to_str = Printf.sprintf "%c"
+
+let str_list msg = 
+  List.map char_to_str (str_to_charlist msg)
+
+let list_to_string lst =
+  String.concat "" lst
+
+(* Encoding and decoding functions *)
+let encode codebook x =
+  List.filter (fun (ch, _) -> ch = x) codebook |> fun x ->
+  List.hd x |> snd
+
+let encode_msg codebook msg =
+  List.map (fun x -> encode codebook x) (str_list msg) |>
+   list_to_string (List.map (fun x -> encode codebook x) (str_list msg))
+
+let decode codebook key =
+  List.find_opt (fun (_,code) -> key = code) codebook
+  
+
+let decode_msg codebook msg =
+  let decoded_message = ref "" in
+  let code = ref "" in
+  let msg_list = str_list msg in
+  List.iter (fun bit ->
+    code := !code ^ bit;
+    match (decode codebook !code) with
+    | None -> ()
+    | Some v -> 
+      decoded_message := !decoded_message ^ (fst v);
+      code := "";
+    ) msg_list;
+  !decoded_message
+
+(* Printing functions below *)
+let print_codebook codebook =
+  let _ = Printf.printf "[\n" in
+  let fmt_tup hd = Printf.sprintf "\t(%s, %s)" (fst hd) (snd hd) in
+  let rec loop codebook = match codebook with
+    | [] -> ()
+    | hd :: [] -> 
+      let tup = fmt_tup hd in
+      Printf.printf "%s\n]\n" tup
+    | hd :: tl ->
+      let tup = fmt_tup hd in
+      Printf.printf "%s,\n" tup;
+      loop tl in
+  loop codebook
+
+let rec print_huffman_tree huffman_tree =
+  match huffman_tree with
+  | Leaf a -> Printf.sprintf "%s" a
+  | Node (l, r) -> 
+      let fmt_l = print_huffman_tree l in
+      let fmt_r = print_huffman_tree r in
+      Printf.sprintf "[%s,%s]" fmt_l fmt_r
+
+
+(* Main Function *)
+let _ =
+  let message = "bibbity_bobbity" in
+  let freq_ch_list = counter message in
+  let size = List.fold_left (fun sum (_,p) -> sum + p) 0 freq_ch_list in
+  let queue = Pq.make (size + 2) in
+  let _ = List.iter (fun (s,f) -> Pq.add queue f (Leaf s)) freq_ch_list in
+  let huffman_tree = create_huffman_tree queue in 
+  let codebook = huffman huffman_tree in 
+  let encoded_message = encode_msg codebook message in
+  let decoded_message = decode_msg codebook encoded_message in
+  let _ = Printf.printf "Message : %s\n" message in
+  let _ = print_huffman_tree huffman_tree |> fun x -> 
+    Printf.printf "Huffman Tree : %s\n" x in
+  let _ = Printf.printf "Codebook : ";print_codebook codebook in
+  let _ = Printf.printf "Encoded Message : %s\n" encoded_message in
+  let _ = Printf.printf "Decoded Message : %s\n" decoded_message in
+  ()
\ No newline at end of file

From 98ca4ab8115dd9013e6a5267cb757d61f0350ad7 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Wed, 16 Mar 2022 00:18:21 +0100
Subject: [PATCH 133/146] Use stricter formatting (#993)

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

diff --git a/SUMMARY.md b/SUMMARY.md
index f43910f52..06f76de47 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -20,7 +20,7 @@
         * [Multiplication as a Convolution](contents/convolutions/multiplication/multiplication.md)
         * [Convolutions of Images (2D)](contents/convolutions/2d/2d.md)
         * [Convolutional Theorem](contents/convolutions/convolutional_theorem/convolutional_theorem.md)
-    * [Probability Distributions](contents/probability_distributions/distributions.md)	
+    * [Probability Distributions](contents/probability_distributions/distributions.md)
 * [Tree Traversal](contents/tree_traversal/tree_traversal.md)
 * [Euclidean Algorithm](contents/euclidean_algorithm/euclidean_algorithm.md)
 * [Monte Carlo](contents/monte_carlo_integration/monte_carlo_integration.md)
@@ -46,4 +46,4 @@
 * [Quantum Information](contents/quantum_information/quantum_information.md)
 * [Cryptography](contents/cryptography/cryptography.md)
 * [Computus](contents/computus/computus.md)
-* [Approximate Counting Algorithm](contents/approximate_counting/approximate_counting.md)
\ No newline at end of file
+* [Approximate Counting Algorithm](contents/approximate_counting/approximate_counting.md)

From 3338b237f9b972baa3fc5ecfff1f6a1ac4303ea8 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Thu, 14 Apr 2022 21:36:23 +0200
Subject: [PATCH 134/146] adding more info on stormer verlet (#998)

---
 .../verlet_integration/verlet_integration.md  | 19 +++++++++++++++----
 1 file changed, 15 insertions(+), 4 deletions(-)

diff --git a/contents/verlet_integration/verlet_integration.md b/contents/verlet_integration/verlet_integration.md
index 7029de65f..ad75814d4 100644
--- a/contents/verlet_integration/verlet_integration.md
+++ b/contents/verlet_integration/verlet_integration.md
@@ -64,13 +64,24 @@ Here is what it looks like in code:
 [import:3-13, lang:"lisp"](code/clisp/verlet.lisp)
 {% endmethod %}
 
-Now, obviously this poses a problem; what if we want to calculate a term that requires velocity, like the kinetic energy, $$\frac{1}{2}mv^2$$? In this case, we certainly cannot get rid of the velocity! Well, we can find the velocity to $$\mathcal{O}(\Delta t^2)$$ accuracy by using the Stormer-Verlet method, which is the same as before, but we calculate velocity like so
+Now, obviously this poses a problem; what if we want to calculate a term that requires velocity, like the kinetic energy, $$\frac{1}{2}mv^2$$? In this case, we certainly cannot get rid of the velocity! Well, we can find the velocity to $$\mathcal{O}(\Delta t^2)$$ accuracy by using the Stormer-Verlet method.
+We have the equations for $$x(t+\Delta t)$$ and $$x(t-\Delta t)$$ above, so let's start there.
+If we subtract the latter from the former, we get the following:
 
 $$
-v(t) = \frac{x(t+\Delta t) - x(t-\Delta t)}{2\Delta t} + \mathcal{O}(\Delta t^2)
+x(t+\Delta t) - x(t - \Delta t) = 2v(t)\Delta t + \frac{1}{3}b(t)\Delta t^3.
 $$
 
-Note that the 2 in the denominator appears because we are going over 2 timesteps. It's essentially solving $$v=\frac{\Delta x}{\Delta t}$$. In addition, we can calculate the velocity of the next timestep like so
+When we solve for $$v(t)$$, we get
+
+$$
+\begin{align}
+v(t) &= \frac{x(t+\Delta t) - x(t-\Delta t)}{2\Delta t} + \frac{b(t) \Delta t^3}{3 \Delta t} \\ 
+v(t) &= \frac{x(t+\Delta t) - x(t-\Delta t)}{2\Delta t} + \mathcal{O}(\Delta t^2).
+\end{align}
+$$
+
+Note that the 2 in the denominator makes sense because we are going over 2 timesteps. It's essentially solving $$v=\frac{\Delta x}{\Delta t}$$. In addition, we can calculate the velocity of the next timestep like so
 
 $$
 v(t+\Delta t) = \frac{x(t+\Delta t) - x(t)}{\Delta t} + \mathcal{O}(\Delta t)
@@ -176,7 +187,7 @@ Here is the velocity Verlet method in code:
 [import:28-35, lang:"lisp"](code/clisp/verlet.lisp)
 {% endmethod %}
 
-Even though this method is more widely used than the simple Verlet method mentioned above, it unforunately has an error term of $$\mathcal{O}(\Delta t^2)$$, which is two orders of magnitude worse. That said, if you want to have a simulaton with many objects that depend on one another --- like a gravity simulation --- the Velocity Verlet algorithm is a handy choice; however, you may have to play further tricks to allow everything to scale appropriately. These types of simulatons are sometimes called *n-body* simulations and one such trick is the Barnes-Hut algorithm, which cuts the complexity of n-body simulations from $$\sim \mathcal{O}(n^2)$$ to $$\sim \mathcal{O}(n\log(n))$$.
+Even though this method is more widely used than the simple Verlet method mentioned above, it unfortunately has an error term of $$\mathcal{O}(\Delta t^2)$$, which is two orders of magnitude worse. That said, if you want to have a simulation with many objects that depend on one another --- like a gravity simulation --- the Velocity Verlet algorithm is a handy choice; however, you may have to play further tricks to allow everything to scale appropriately. These types of simulations are sometimes called *n-body* simulations and one such trick is the Barnes-Hut algorithm, which cuts the complexity of n-body simulations from $$\sim \mathcal{O}(n^2)$$ to $$\sim \mathcal{O}(n\log(n))$$.
 
 ## Video Explanation
 

From 5dae36675ba25efe4517f1af60effa8f0a14a4f9 Mon Sep 17 00:00:00 2001
From: dovisutu <40313014+dovisutu@users.noreply.github.com>
Date: Mon, 18 Apr 2022 10:52:36 +0800
Subject: [PATCH 135/146] Edit Complexity Notation in #352 (#601)

---
 contents/notation/notation.md | 30 ++++++++++++++++++++++++------
 1 file changed, 24 insertions(+), 6 deletions(-)

diff --git a/contents/notation/notation.md b/contents/notation/notation.md
index f8242ddde..b8155bcb6 100644
--- a/contents/notation/notation.md
+++ b/contents/notation/notation.md
@@ -21,10 +21,28 @@ In addition, there are many different notations depending on who you ask, but fo
 Big $$O$$ assumes the worst, which is the often the most useful description of an algorithm.
 On the other hand, $$\Omega$$ assumes the best and $$\Theta$$ is used when the best and worst cases are the same.
 
+It *may* seems like strange that an algorithm can run in different time, but let me explain a while:
+```julia
+function constant(a::UInt64, b::UInt64)
+    println(b)
+    for i=0:18446744073709551615
+        if(a < b)
+            b = a - b
+            println(b)
+        end
+    end
+end
+```
+If we calculates the big 3 in b, it will be $$\Omega(1)$$ and $$O(b)$$, Obviously not the same.
+The best-case runtime will be $$1$$ `println` statement if a > b, the worst-case runtime will be $$b$$ `println` statement if a = 1.
+So that's the explanation, and let's move on.
+
 Of the three Big $$O$$ is used the most, and is used in conversation to mean that the algorithm will take "on the order of" $$n$$ operations.
 Unfortunately, at this point, these notations might be a little vague.
 In fact, it was incredibly vague for me for a long time, and it wasn't until I saw the notations in action that it all started to make sense, so that's what this section is about: providing concrete examples to better understand computational complexity notation.
 
+######In algorithms below, let us consider that the *slowest* statement is `println`, and we always talk about all the `println` in the function.
+
 ## Constant Time
 
 Let's write some code that reads in an array of length `n` and runs with constant time:
@@ -137,9 +155,10 @@ Here is a simple example of a function with exponential runtime:
 # Here, n is the number of iterations
 function exponential(value::Int64, n::Int64)
     println(value)
-    value += 1
-    exponential(value, n-1)
-    exponential(value, n-1)
+    if(n >= 0)
+        value += 1
+        exponential(value, n-1)
+        exponential(value, n-1)
 end
 ```
 
@@ -152,7 +171,6 @@ Instead of taking a value and computing more and more values each time, a good e
 # Here, cutoff is an arbitrary variable to know when to stop recursing
 function logarithmic(a::Array{Float64}, cutoff::Int64)
     if (length(a) > cutoff)
-        logarithmic(a[1:length(a)/2], cutoff)
         logarithmic(a[length(a)/2+1:end], cutoff)
     end
     println(length(a))
@@ -160,8 +178,8 @@ end
 ```
 To be honest, it is not obvious that the provided `logarithmic` function should operate in $$\Theta(\log(n))$$ time, where $$n$$ is the size of `a`.
 That said, I encourage you to think about an array of size 8.
-First, we split it in half, creating 2 arrays of 4 elements each.
-If we split these new arrays, we have 4 arrays of 2, and if we split these by two we have 8 arrays of 1 element each.
+First, we split it in half and run the algorithm on one of them, creating an array of 4 elements.
+If we split the new array and run it on 1 of them, we have an array of 2, and if we split it by two and run on 1 we have an array of 1 element each.
 This is as far as we can go, and we ended up dividing the array 3 times to get to this point.
 $$3 = \log_2(8)$$, so this function runs with a logarithmic number of operations.
 

From 8693a373951a202a60ab99f4f7a9057e2bceb4b0 Mon Sep 17 00:00:00 2001
From: James Schloss <jrs.schloss@gmail.com>
Date: Fri, 6 May 2022 20:26:39 +0200
Subject: [PATCH 136/146] Box muller chapter (#974)

Adding Box--Muller chapter
---
 SUMMARY.md                                    |   2 +
 contents/box_muller/box_muller.md             | 240 ++++++++++++++++++
 contents/box_muller/box_muller_rejection.md   | 126 +++++++++
 contents/box_muller/code/julia/box_muller.jl  | 156 ++++++++++++
 contents/box_muller/code/julia/performance.jl | 142 +++++++++++
 contents/box_muller/code/julia/plot.gp        |  31 +++
 contents/box_muller/res/cartesian_grid.png    | Bin 0 -> 17143 bytes
 .../box_muller/res/cartesian_grid_output.png  | Bin 0 -> 27700 bytes
 .../res/cartesian_grid_transform.png          | Bin 0 -> 58051 bytes
 .../res/cartesian_grid_transform.xcf          | Bin 0 -> 1289193 bytes
 contents/box_muller/res/cartesian_rand.png    | Bin 0 -> 41164 bytes
 .../box_muller/res/cartesian_rand_output.png  | Bin 0 -> 33358 bytes
 .../res/cartesian_rand_transform.png          | Bin 0 -> 80797 bytes
 contents/box_muller/res/grid.png              | Bin 0 -> 16929 bytes
 contents/box_muller/res/polar_grid.png        | Bin 0 -> 16507 bytes
 contents/box_muller/res/polar_grid_output.png | Bin 0 -> 27252 bytes
 .../box_muller/res/polar_grid_transform.png   | Bin 0 -> 53950 bytes
 contents/box_muller/res/polar_rand.png        | Bin 0 -> 40937 bytes
 contents/box_muller/res/polar_rand_output.png | Bin 0 -> 28367 bytes
 .../box_muller/res/polar_rand_transform.png   | Bin 0 -> 74867 bytes
 contents/box_muller/res/rand100.png           | Bin 0 -> 11185 bytes
 contents/box_muller/res/rand1000.png          | Bin 0 -> 12544 bytes
 contents/box_muller/res/rand10000.png         | Bin 0 -> 12677 bytes
 contents/box_muller/res/rand_dist.png         | Bin 0 -> 22265 bytes
 contents/box_muller/res/right_arrow.pdf       | Bin 0 -> 3435 bytes
 contents/box_muller/res/warp_divergence.png   | Bin 0 -> 19813 bytes
 literature.bib                                |  25 +-
 27 files changed, 721 insertions(+), 1 deletion(-)
 create mode 100644 contents/box_muller/box_muller.md
 create mode 100644 contents/box_muller/box_muller_rejection.md
 create mode 100644 contents/box_muller/code/julia/box_muller.jl
 create mode 100644 contents/box_muller/code/julia/performance.jl
 create mode 100644 contents/box_muller/code/julia/plot.gp
 create mode 100644 contents/box_muller/res/cartesian_grid.png
 create mode 100644 contents/box_muller/res/cartesian_grid_output.png
 create mode 100644 contents/box_muller/res/cartesian_grid_transform.png
 create mode 100644 contents/box_muller/res/cartesian_grid_transform.xcf
 create mode 100644 contents/box_muller/res/cartesian_rand.png
 create mode 100644 contents/box_muller/res/cartesian_rand_output.png
 create mode 100644 contents/box_muller/res/cartesian_rand_transform.png
 create mode 100644 contents/box_muller/res/grid.png
 create mode 100644 contents/box_muller/res/polar_grid.png
 create mode 100644 contents/box_muller/res/polar_grid_output.png
 create mode 100644 contents/box_muller/res/polar_grid_transform.png
 create mode 100644 contents/box_muller/res/polar_rand.png
 create mode 100644 contents/box_muller/res/polar_rand_output.png
 create mode 100644 contents/box_muller/res/polar_rand_transform.png
 create mode 100644 contents/box_muller/res/rand100.png
 create mode 100644 contents/box_muller/res/rand1000.png
 create mode 100644 contents/box_muller/res/rand10000.png
 create mode 100644 contents/box_muller/res/rand_dist.png
 create mode 100644 contents/box_muller/res/right_arrow.pdf
 create mode 100644 contents/box_muller/res/warp_divergence.png

diff --git a/SUMMARY.md b/SUMMARY.md
index 06f76de47..412b7fd12 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -20,6 +20,8 @@
         * [Multiplication as a Convolution](contents/convolutions/multiplication/multiplication.md)
         * [Convolutions of Images (2D)](contents/convolutions/2d/2d.md)
         * [Convolutional Theorem](contents/convolutions/convolutional_theorem/convolutional_theorem.md)
+    * [Box Muller Transform](contents/box_muller/box_muller.md)
+        * [How costly is rejection sampling?](contents/box_muller/box_muller_rejection.md)
     * [Probability Distributions](contents/probability_distributions/distributions.md)
 * [Tree Traversal](contents/tree_traversal/tree_traversal.md)
 * [Euclidean Algorithm](contents/euclidean_algorithm/euclidean_algorithm.md)
diff --git a/contents/box_muller/box_muller.md b/contents/box_muller/box_muller.md
new file mode 100644
index 000000000..2c7ce34da
--- /dev/null
+++ b/contents/box_muller/box_muller.md
@@ -0,0 +1,240 @@
+# The Box&mdash;Muller Transform
+
+The Box&mdash;Muller transform holds a special place in my heart as it was the first method I ever had to implement for my own research.
+
+The purpose of this transformation is simple.
+It takes a uniform (probably random) distribution and turns it into a Gaussian one.
+
+<p>
+    <img  class="center" src="res/cartesian_rand_transform.png" style="width:100%" />
+</p>
+
+That's it.
+
+It was originally developed by George Box (yes, Box is his last name) and Mervin Muller in 1958 and is one of the most common methods to create a random, Gaussian distribution of points {{ "box1958" | cite }}.
+It's particularly useful when initializing a set of particles for a physical, N-body simulation.
+This chapter will be divided into a few subsections:
+
+1. How to initialize the Box&mdash;Muller transform
+2. How to use the Box&mdash;Muller transform in Cartesian coordinates {{ "box_muller_wiki" | cite }}.
+3. How to use the Box&mdash;Muller transform in Polar Coordinates, also called the Marsaglia transform {{ "marsaglia_wiki" | cite }}.
+
+Of course, there will be full code examples at the bottom.
+So, let's get to it!
+
+## How to initialize the Box&mdash;Muller transform
+
+The main thing to mention here is that the Box&mdash;Muller transform requires some form of uniform distribution as its input.
+One obvious way to initialize a random distribution of points is to start with a grid, like so:
+
+{% method %}
+{% sample lang="jl" %}
+[import:3-32, lang:"julia"](code/julia/box_muller.jl)
+{% endmethod %}
+
+This will create the following set of points for $$n=100$$:
+
+<p>
+    <img  class="center" src="res/grid.png" style="width:70%" />
+</p>
+
+To be honest, there are a bunch of ways to generate this exact same distribution.
+Here, we simply walked backwards half of the grid size, determined the step size, and then placed a particle at each step.
+Note that there is an inherent limitation with this method in that it only works for a square numbers.
+Because of this, we decided to round $$n$$ up to the nearest square to make a nice grid.
+It's not the cleanest implementation, but the grid will mainly be used for debugging anyway, so it's OK to be a *little* messy here.
+
+The real star of the show is the uniform random distribution, which can be generated like this:
+
+{% method %}
+{% sample lang="jl" %}
+[import:34-37, lang:"julia"](code/julia/box_muller.jl)
+{% endmethod %}
+
+This will create the following set of points for $$n=100$$:
+
+<p>
+    <img  class="center" src="res/rand_dist.png" style="width:70%" />
+</p>
+
+OK, but how do we know this is uniform?
+Good question!
+
+The easiest way is to plot a histogram of a super large number of points.
+If the random distribution is uniform, then all the bins should be roughly the same value.
+The more points we have, the smaller the percent difference between the bins will be.
+Here is a set of images generated by `rand()` for $$n=100$$, $$1,000$$, and $$10,000$$ all in one dimension:
+
+
+| $$100$$ | $$1,000$$ | $$10,000$$ |
+|---------|-----------|------------|
+|![100 points](res/rand100.png)|![1000 points](res/rand1000.png)|![10000 points](res/rand10000.png)|
+
+It is clear that the $$10,000$$ case looks the most uniform.
+Note that for two dimensions, the same logic applies, but we need to create separate histograms for the $$x$$ and $$y$$ coordinates.
+
+Once this test is complete, we can be fairly sure that the function we are using to generate the initial distribution is uniform and ready for the next step of the process: actually using the Box&mdash;Muller transform!
+
+## How to use the Box&mdash;Muller transform in Cartesian coordinates
+
+The two dimensional Cartesian version of the Box&mdash;Muller transform starts with two random input values ($$u_1$$ and $$u_2$$), both of which come from their own uniform distributions that are between $$0$$ and $$1$$.
+It then creates two output points ($$z_1$$ and $$z_2$$).
+For this, $$u_1$$ is used to create a Gaussian distribution along some radial value $$r$$, and $$u_2$$ is used to spin that around a circle with some angular component $$\theta$$, such that 
+
+$$
+\begin{align}
+r &= \sqrt{-2\ln(u_1)} \\
+\theta &= 2\pi u_2.
+\end{align}
+$$
+
+Looking at these equations, $$\theta$$ seems to make a decent amount of sense.
+After all, angles typically vary from $$0 \rightarrow 2\pi$$, and our input distribution varies from $$0 \rightarrow 1$$, so we can get some value between $$0$$ and $$2\pi$$ by multiplying $$2\pi$$ by one of our input values.
+
+So what about $$r$$?
+Well, remember that if we want $$u$$ to be in a Gaussian form, then we might say something like, $$u = e^{-\frac{r^2}{2}}$$, so if we solve this for $$r$$, we get $$r=\sqrt{-2\ln(u)}$$.
+
+From these values, we can calculate our new $$x,y$$ points as,
+
+$$
+\begin{align}
+x &= r\cos(\theta) \\
+y &= r\sin(\theta).
+\end{align}
+$$
+
+Finally, in order to specify the size and shape of the generated Gaussian distribution, we can use the standard deviation, $$\sigma$$, and the mean, $$\mu$$, like so:
+
+$$
+\begin{align}
+z_1 &= x\sigma + \mu \\
+z_2 &= y\sigma + \mu.
+\end{align}
+$$
+
+In general, this can be written in code like so:
+
+{% method %}
+{% sample lang="jl" %}
+[import:41-49, lang:"julia"](code/julia/box_muller.jl)
+{% endmethod %}
+
+Which produces the following output
+
+<p>
+    <img  class="center" src="res/cartesian_rand_transform.png" style="width:100%" />
+    <img  class="center" src="res/cartesian_grid_transform.png" style="width:100%" />
+</p>
+
+Note that we have written the code to work on a single set of input values, but it could also be written to read in the entire distribution of points all at once.
+As this particular technique is usually implemented in parallel, it's up to you to decided which is the fastest for your own individual use-case.
+
+At this stage, we have a good idea of how the transform works, but some people shy away from the Cartesian method in practice and instead opt for the polar form, which will be discussed next!
+
+## How to use the Box&mdash;Muller transform in polar coordinates
+
+The Cartesian form of the Box&mdash;Muller transform is relatively intuitive.
+The polar method is essentially the same, but without the costly $$\sin$$ and $$\cos$$ operations.
+In this case, we use the input values to create an initial radial point (to be scaled later):
+
+$$
+r_0 = \sqrt{u_1^2 + u_2^2}.
+$$
+
+This means that we are essentially trying to transform our set of $$u$$ values into a new input value $$r_0$$.
+To do this, we need to start with a uniformly distributed *circle*, so we must reject any values for $$u_1$$ and $$u_2$$ where $$r$$ is either $$0$$ or $$\gt 1$$.
+This also means that the initial distributions of $$u_1$$ and $$u_2$$ must range from $$-1 \rightarrow +1$$.
+
+From here, we can use basic trigonometric identities to redefine the $$\sin$$ and $$\cos$$ to be
+
+$$
+\begin{align}
+\cos(\theta) &= u_1/\sqrt{r_0} \\
+\sin(\theta) &= u_2/\sqrt{r_0}.
+\end{align}
+$$
+
+This changes the output equations to be
+
+$$
+\begin{align}
+x &= r\cos(\theta) = \sqrt{-2\ln(r_0)}\left(\frac{u_1}{\sqrt{r_0}}\right) = u_1 \sqrt{\frac{-2\ln(r_0)}{r_0}} \\
+y &= r\sin(\theta) = \sqrt{-2\ln(r_0)}\left(\frac{u_2}{\sqrt{r_0}}\right) = u_2 \sqrt{\frac{-2\ln(r_0)}{r_0}}.
+\end{align}
+$$
+
+Again, the final values are:
+
+$$
+\begin{align}
+z_1 &= \sigma x + \mu \\
+z_2 &= \sigma y + \mu.
+\end{align}
+$$
+
+In code, it might look like this:
+
+{% method %}
+{% sample lang="jl" %}
+[import:52-63, lang:"julia"](code/julia/box_muller.jl)
+{% endmethod %}
+
+This will produce the following output:
+
+<p>
+    <img  class="center" src="res/polar_rand_transform.png" style="width:100%" />
+    <img  class="center" src="res/polar_grid_transform.png" style="width:100%" />
+</p>
+
+Again, this is ultimately the same as the Cartesian method, except that it:
+1. Rejects points in the initial distribution that are outside of the unit circle (also called rejection sampling)
+2. Avoids costly $$\sin$$ and $$\cos$$ operations
+
+Point 2 means that the polar method *should be* way faster than the Cartesian one, but rejection sampling is somewhat interesting in it's own right, which we have discussed in a [separate chapter](box_muller_rejection.md)
+
+## Example Code
+
+The example code here is straightforward: we start with a uniform distribution of points (both on a grid and a uniform random distribution) and then we preform the Box&mdash;Muller transform to see how far off it is from the Gaussian we expect.
+
+{% method %}
+{% sample lang="jl" %}
+[import, lang:"julia"](code/julia/box_muller.jl)
+{% endmethod %}
+
+### Bibliography
+
+{% references %} {% endreferences %}
+
+<script>
+MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
+</script>
+
+## License
+
+##### Code Examples
+
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
+
+##### Text
+
+The text of this chapter was written by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+[<p><img  class="center" src="../cc/CC-BY-SA_icon.svg" /></p>](https://creativecommons.org/licenses/by-sa/4.0/)
+
+#### Images/Graphics
+
+- The image "[IFS triangle 1](../IFS/res/IFS_triangle_1.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The image "[IFS square 3](../IFS/res/IFS_square_3.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The image "[Simple Barnsley fern](res/full_fern.png)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine random transform 0](res/affine_rnd_0.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine random transform 1](res/affine_rnd_1.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine random transform 2](res/affine_rnd_2.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine random transform 3](res/affine_rnd_3.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine fern transform 0](res/affine_fern_0.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine fern transform 1](res/affine_fern_1.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine fern transform 2](res/affine_fern_2.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Affine fern transform 3](res/affine_fern_3.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Fern twiddle 0](res/fern_twiddle_0.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Fern twiddle 1](res/fern_twiddle_1.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Fern twiddle 2](res/fern_twiddle_2.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+- The video "[Fern twiddle 3](res/fern_twiddle_3.mp4)" was created by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
diff --git a/contents/box_muller/box_muller_rejection.md b/contents/box_muller/box_muller_rejection.md
new file mode 100644
index 000000000..37e1c0e3d
--- /dev/null
+++ b/contents/box_muller/box_muller_rejection.md
@@ -0,0 +1,126 @@
+# Just how costly is rejection sampling anyway?
+
+Let's imagine we want to have a final Gaussian distribution with $$n$$ particles in it.
+With the Cartesian Box&mdash;Muller method, this is easy: start the initial distribution(s) with $$n$$ particles and then do the transform.
+Things *can* be just as easy with the Polar Box&mdash;Muller method as well, so long as we start with a uniformly distributed *circle* instead of a uniformly distributed *square*.
+That is to say, so long as we do the rejection sampling before-hand, the Polar Box&mdash;Muller method will always be more efficient.
+To be fair, there are methods to generate a uniform distribution of points within a circle without rejection sampling, but let's assume that we require rejection sampling for this example
+
+This means that someone somehow needs to do the rejection sampling for the Polar method, which is sometimes a painful process.
+This also means that the Box&mdash;Muller method can be used to teach some of the fundamentals of General-Purpose GPU computing.
+Note that because of the specificity of this problem, all the code in this subsection will be in Julia and using the package KernelAbstractions.jl, which allows us to execute the same kernels on either CPU or GPU hardware depending on how we configure things.
+
+Let's first consider the case where we do the rejection sampling as a part of the polar Box&mdash;Muller kernel instead of as a pre-processing step.
+In this case, we can imagine 2 separate ways of writing our kernel:
+1. With replacement: In this case, we *absolutely require* the final number of points in our Gaussian distribution to be $$n$$, so if we find a point outside of the unit circle while running the kernel, we will "re-roll" again for a new point that *is* within the circle.
+2. Without replacement: This means that we will start with a uniform distribution of $$n$$ points, but end with a Gaussian of $$m < n$$ points. In this case, if we find a point outside of the unit circle while running the kernel, we just ignore it by setting the output values to NaNs (or something similar).
+
+OK, so first with replacement:
+
+[import:70-84, lang:"julia"](code/julia/performance.jl)
+
+This is an awful idea for a number of reasons.
+Here are a few:
+1. If we find a point outside of the unit circle, we have to continually look for new points until we *do* find one inside of the circle. Because we are running this program in parallel, where each thread transforms one point at a time, some threads might take literally forever to find a new point (if we are really unlucky).
+2. To generate new points, we need to re-generate a uniform distribution, but what if our uniform distribution is not random? What if it's a grid (or something similar) instead? In this case, we really shouldn't look for a new point on the inside of the circle as all those points have already been accounted for.
+3. The `rand()` function is kinda tricky on some parallel platforms (like GPUs) and might not work out of the box. In fact, the implementation shown above can only be run on the CPU.
+
+OK, fine.
+I don't think anyone expected a kernel with a `while` loop inside of it to be fast.
+So what about a method without replacement?
+Surely there is no problem if we just ignore the `while` loop altogether!
+Well, the problem with this approach is a bit less straightforward, but first, code:
+
+[import:53-68, lang:"julia"](code/julia/performance.jl)
+
+To start discussing why a polar kernel without replacement is *also* a bad idea, let's go back to the [Monte Carlo chapter](../monte_carlo/monte_carlo.md), where we calculated the value of $$\pi$$ by embedding it into a circle.
+There, we found that the probability of a randomly chosen point falling within the unit circle to be $$\frac{\pi r^2}{(2r)^2} = \frac{pi}{4} \sim 78.54\%$$, shown in the visual below:
+
+<p>
+    <img  class="center" src="../monte_carlo_integration/res/monte_carlo.gif" style="width:60%"/>
+</p>
+
+This means that a uniform distribution of points within a circle will reject $$\sim 21.46\%$$ of points on the square.
+This also means that if we have a specific $$n$$ value we want for the final distribution, we will need $$\frac{1}{0.7853} \sim 1.273 \times$$ more input values on average!
+
+No problem!
+In this hypothetical case, we don't need *exactly* $$n$$ points, so we can just start the initial distributions with $$1.273 \times n$$ points, right?
+
+Right.
+That will work well on parallel CPU hardware, but on the GPU this will still have an issue.
+
+On the GPU, computation is all done in parallel, but there is a minimum unit of parallelism called a *warp*.
+The warp is the smallest number of threads that can execute something in parallel and is usually about 32.
+This means that if an operation is queued, all 32 threads will do it at the same time.
+If 16 threads need to execute something and the other 16 threads need to execute something else, this will lead to *warp divergence* where 2 actions need to be performed instead of 1:
+
+<p>
+    <img  class="center" src="res/warp_divergence.png" style="width:100%" />
+</p>
+
+In this image, every odd thread needs to perform the pink action, while the even threads need to perform the blue action.
+This means that 2 separate parallel tasks will be performed, one for the even threads, another for the odd threads.
+This means that if $$\ell$$ separate operations are queued, it could take $$\ell\times$$ as long for all the threads to do their work!
+This is why `if` statements in a kernel can be dangerous!
+If used improperly, they can cause certain threads in a warp to do different things!
+
+So let's imagine that the above image is part of a larger array of values, such that there are a bunch of warps with the same divergence issue.
+In this case, we could sort the array before-hand so that all even elements come before all odd elements.
+This would mean that the warps will almost certainly not diverge because the elements queued will all be of the same type and require the same operations.
+Unfortunately, this comes at the cost of a sorting operation which is prohibitively expensive.
+
+If we look at the above kernel, we are essentially asking $$21.47\%$$ of our threads to do something different than everyone else, and because we are usually inputting a uniform random distribution, this means that *most* warps will have to queue up 2 parallel actions instead of 1.
+
+Essentially, we need to pick our poison:
+* Slow $$\sin$$ and $$\cos$$ operations with the Cartesian method
+* Warp divergence with the Polar method
+
+The only way to know which is better is to perform benchmarks, which we will show in a bit, but there is one final scenario we should consider: what about doing the rejection sampling as a pre-processing step?
+This would mean that we pre-initialize the polar kernel with a uniform distribution of points in the unit circle.
+This means no warp divergence, so we can get the best of both worlds, right?
+
+Well, not exactly.
+The polar Box&mdash;Muller method will definitely be faster, but again: someone somewhere needed to do rejection sampling and if we include that step into the process, things become complicated again.
+The truth is that this pre-processing step is difficult to get right, so it might require a chapter in it's own right.
+
+In many cases, it's worth spending a little time before-hand to make sure subsequent operations are fast, but in this case, we only have a single operation, not a set of operations.
+The Box&mdash;Muller method will usually only be used once at the start of the simulation, which means that the pre-processing step of rejection sampling might end up being overkill.
+
+No matter the case, benchmarks will show the true nature of what we are dealing with here:
+
+| Method                    | CPU                    | GPU                    |
+| ------------------------- | ---------------------- | ---------------------- |
+| Cartesian                 | $$385.819 \pm 1.9$$ms  | $$19.347 \pm 0.618$$ms |
+| Polar without replacement | $$273.308 \pm 2.81$$ms | $$26.712 \pm 0.592$$ms |
+| Polar with replacement    | $$433.644 \pm 2.64$$ms | NA                     |
+
+These were run with an Nvidia GTX 970 GPU and a Ryzen 3700X 16 core CPU.
+For those interested, the code can be found below.
+For these benchmarks, we used Julia's inbuilt benchmarking suite from `BenchmarkTools`, making sure to sync the GPU kernels with `CUDA.@sync`.
+We also ran with $$4096^2$$ input points.
+
+Here, we see an interesting divergence in the results.
+On the CPU, the polar method is *always* faster, but on the GPU, both methods are comparable.
+I believe this is the most important lesson to be learned from the Box&mdash;Muller method: sometimes, no matter how hard you try to optimize your code, different hardware can provide radically different results!
+It's incredibly important to benchmark code to make sure it is actually is as performant as you think it is!
+
+## Full Script
+
+[import, lang:"julia"](code/julia/performance.jl)
+
+<script>
+MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
+</script>
+
+## License
+
+##### Code Examples
+
+The code examples are licensed under the MIT license (found in [LICENSE.md](https://github.com/algorithm-archivists/algorithm-archive/blob/main/LICENSE.md)).
+
+##### Text
+
+The text of this chapter was written by [James Schloss](https://github.com/leios) and is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/legalcode).
+
+[<p><img  class="center" src="../cc/CC-BY-SA_icon.svg" /></p>](https://creativecommons.org/licenses/by-sa/4.0/)
+
diff --git a/contents/box_muller/code/julia/box_muller.jl b/contents/box_muller/code/julia/box_muller.jl
new file mode 100644
index 000000000..82f614bd6
--- /dev/null
+++ b/contents/box_muller/code/julia/box_muller.jl
@@ -0,0 +1,156 @@
+using DelimitedFiles, LinearAlgebra
+using Test
+
+function create_grid(n, endpoints)
+
+    grid_extents = endpoints[2] - endpoints[1]
+
+    # number of points along any given axis
+    # For 2D, we take the sqrt(n) and then round up
+    axis_num = ceil(Int, sqrt(n))
+
+    # we are now rounding n up to the nearest square if it was not already one
+    if sqrt(n) != axis_num
+       n = axis_num^2
+    end 
+
+    # Distance between each point
+    dx = grid_extents / (axis_num)
+
+    # Initializing the array, particles along the column, dimensions along rows
+    a = zeros(n, 2)
+
+    # This loops over the relevant dimensions
+    for i = 1:axis_num
+        for j = 1:axis_num
+            a[(i - 1) * axis_num + j, :] .=
+                [(i - 0.5) * dx + endpoints[1],
+                 (j - 0.5) * dx + endpoints[1]]
+        end
+    end
+
+    return a
+end
+
+function create_rand_dist(n, endpoints)
+    grid_extents = endpoints[2] - endpoints[1]
+    return(rand(n,2) * grid_extents .+ endpoints[1]) 
+end
+
+# This function reads in a pair of input points and performs the Cartesian
+# Box--Muller transform
+function cartesian_box_muller(input_pts, sigma, mu)
+    r = sqrt(-2 * log(input_pts[1]))
+    theta = 2 * pi * input_pts[2]
+
+    return [sigma * r * cos(theta) + mu[1],
+            sigma * r * sin(theta) + mu[2]]
+
+end
+
+# This function reads in a pair of input points and performs the Cartesian
+# Box--Muller transform
+function polar_box_muller(input_pts, sigma, mu)
+    r_0 = input_pts[1]^2 + input_pts[2]^2
+
+    # this method is only valid for points within the unit circle
+    if r_0 == 0 || r_0 > 1
+        return [NaN, NaN]
+    end
+
+    return [sigma * input_pts[1] * sqrt(-2 * log(r_0) / r_0) + mu[1],
+            sigma * input_pts[2] * sqrt(-2 * log(r_0) / r_0) + mu[2]]
+
+end
+
+function is_gaussian(input_pts; bounds = [-1 1; -1 1], dx = 0.1,
+                     sigma = 1, mu = [0,0], threshold = 0.1)
+    histogram = zeros(ceil(Int,(bounds[1,2]-bounds[1,1])/dx),
+                      ceil(Int,(bounds[2,2]-bounds[2,1])/dx))
+
+    for i = 1:size(input_pts)[1]
+        input_x = input_pts[i, 1]
+        input_y = input_pts[i, 2]
+        if !(isnan(input_x) || isnan(input_y))
+
+            bin = CartesianIndex(ceil(Int, (input_x - bounds[1,1]) / dx),
+                                 ceil(Int, (input_y - bounds[2,1]) / dx))
+
+            if bin[1] <= size(histogram)[1] && bin[1] > 0 &&
+               bin[2] <= size(histogram)[2] && bin[2] > 0
+                histogram[bin] += 1
+            end
+        end
+    end
+
+    n = sum(histogram)
+    normalize!(histogram)
+
+    rms = 0
+    for i = 1:size(histogram)[1]
+        x = bounds[1,1] + i*dx
+        for j = 1:size(histogram)[2]
+            y = bounds[2,1] + j*dx
+            gaussian_value = exp(-(((x+mu[1])^2)/(2*sigma^2) +
+                                   ((y+mu[2])^2)/(2*sigma^2)))
+            rms += (gaussian_value - histogram[i,j])^2
+        end
+    end
+
+    return sqrt(rms/n) < threshold
+end
+
+function main(n)
+
+    # This casts the input onto the nearest square for the cartesian grids
+    n = Int(ceil(sqrt(n))^2)
+
+    cartesian_grid = create_grid(n, [0,1])
+    polar_grid = create_grid(n, [-1,1])
+    cartesian_rand = create_rand_dist(n, [0,1])
+    polar_rand = create_rand_dist(n, [-1,1])
+
+    cartesian_grid_output = similar(cartesian_grid)
+    polar_grid_output = similar(polar_grid)
+    cartesian_rand_output = similar(cartesian_rand)
+    polar_rand_output = similar(polar_rand)
+
+    # going through each pair of points and using the x,y coordinates in
+    # their respective functions
+    for i = 1:size(cartesian_grid)[1]
+        cartesian_grid_output[i,:] .= 
+            cartesian_box_muller(cartesian_grid[i,:], 1, [0,0])
+
+        polar_grid_output[i,:] .= polar_box_muller(polar_grid[i,:], 1, [0,0])
+
+        cartesian_rand_output[i,:] .=
+            cartesian_box_muller(cartesian_rand[i,:], 1, [0,0])
+
+        polar_rand_output[i,:] .= polar_box_muller(polar_rand[i,:], 1, [0,0])
+    end
+
+    @testset "histogram tests of Box--Muller Gaussianness" begin
+        @test is_gaussian(cartesian_grid_output;
+                          bounds = [-3 3; -3 3], dx = 0.3,
+                          sigma = 1, mu = [0,0])
+        @test is_gaussian(cartesian_rand_output;
+                          bounds = [-3 3; -3 3], dx = 0.3,
+                          sigma = 1, mu = [0,0])
+        @test is_gaussian(polar_grid_output;
+                          bounds = [-3 3; -3 3], dx = 0.3,
+                          sigma = 1, mu = [0,0])
+        @test is_gaussian(polar_rand_output;
+                          bounds = [-3 3; -3 3], dx = 0.3,
+                          sigma = 1, mu = [0,0])
+    end
+
+    writedlm("cartesian_grid_output.dat", cartesian_grid_output)
+    writedlm("polar_grid_output.dat", polar_grid_output)
+    writedlm("cartesian_rand_output.dat", cartesian_rand_output)
+    writedlm("polar_rand_output.dat", polar_rand_output)
+
+    writedlm("cartesian_grid.dat", cartesian_grid)
+    writedlm("polar_grid.dat", polar_grid)
+    writedlm("cartesian_rand.dat", cartesian_rand)
+    writedlm("polar_rand.dat", polar_rand)
+end
diff --git a/contents/box_muller/code/julia/performance.jl b/contents/box_muller/code/julia/performance.jl
new file mode 100644
index 000000000..d8732df33
--- /dev/null
+++ b/contents/box_muller/code/julia/performance.jl
@@ -0,0 +1,142 @@
+using KernelAbstractions
+using CUDA
+
+if has_cuda_gpu()
+    using CUDAKernels
+end
+
+function create_grid(n, endpoints; AT = Array)
+
+    grid_extents = endpoints[2] - endpoints[1]
+
+    # number of points along any given axis
+    # For 2D, we take the sqrt(n) and then round up
+    axis_num = ceil(Int, sqrt(n))
+
+    # we are now rounding n up to the nearest square if it was not already one
+    if sqrt(n) != axis_num
+       n = axis_num^2
+    end 
+
+    # Distance between each point
+    dx = grid_extents / (axis_num)
+
+    # This is warning in the case that we do not have a square number
+    if sqrt(n) != axis_num
+        println("Cannot evenly divide ", n, " into 2 dimensions!")
+    end 
+
+    # Initializing the array, particles along the column, dimensions along rows
+    a = AT(zeros(n, 2))
+
+    # This works by firxt generating an N dimensional tuple with the number
+    # of particles to be places along each dimension ((10,10) for 2D and n=100)
+    # Then we generate the list of all CartesianIndices and cast that onto a
+    # grid by multiplying by dx and subtracting grid_extents/2
+    for i = 1:axis_num
+        for j = 1:axis_num
+            a[(i - 1) * axis_num + j, 1] = i * dx + endpoints[1]
+            a[(i - 1) * axis_num + j, 2] = j * dx + endpoints[1]
+        end
+    end
+
+    return a
+end
+
+function create_rand_dist(n, endpoints; AT = Array)
+    grid_extents = endpoints[2] - endpoints[1]
+    return(AT(rand(n,2)) * grid_extents .+ endpoints[1]) 
+end
+
+# This function reads in a pair of input points and performs the Cartesian
+# Box--Muller transform
+@kernel function polar_muller_noreplacement!(input_pts, output_pts, sigma, mu)
+    tid = @index(Global, Linear)
+    @inbounds r_0 = input_pts[tid, 1]^2 + input_pts[tid, 2]^2
+
+    # this method is only valid for points within the unit circle
+    if r_0 == 0 || r_0 > 1
+        @inbounds output_pts[tid,1] = NaN
+        @inbounds output_pts[tid,2] = NaN
+    else
+        @inbounds output_pts[tid,1] = sigma * input_pts[tid,1] *
+                                      sqrt(-2 * log(r_0) / r_0) + mu
+        @inbounds output_pts[tid,2] = sigma * input_pts[tid, 2] *
+                                      sqrt(-2 * log(r_0) / r_0) + mu
+    end
+
+end
+
+@kernel function polar_muller_replacement!(input_pts, output_pts, sigma, mu)
+    tid = @index(Global, Linear)
+    @inbounds r_0 = input_pts[tid, 1]^2 + input_pts[tid, 2]^2
+
+    while r_0 > 1 || r_0 == 0
+        p1 = rand()*2-1
+        p2 = rand()*2-1
+        r_0 = p1^2 + p2^2
+    end
+
+    @inbounds output_pts[tid,1] = sigma * input_pts[tid,1] *
+                                  sqrt(-2 * log(r_0) / r_0) + mu
+    @inbounds output_pts[tid,2] = sigma * input_pts[tid, 2] *
+                                  sqrt(-2 * log(r_0) / r_0) + mu
+end
+
+
+function polar_box_muller!(input_pts, output_pts, sigma, mu;
+                           numthreads = 256, numcores = 4,
+                           f = polar_muller_noreplacement!)
+    if isa(input_pts, Array)
+        kernel! = f(CPU(), numcores)
+    else
+        kernel! = f(CUDADevice(), numthreads)
+    end
+    kernel!(input_pts, output_pts, sigma, mu, ndrange=size(input_pts)[1])
+end
+
+
+@kernel function cartesian_kernel!(input_pts, output_pts, sigma, mu)
+    tid = @index(Global, Linear)
+
+    @inbounds r = sqrt(-2 * log(input_pts[tid,1]))
+    @inbounds theta = 2 * pi * input_pts[tid, 2]
+
+    @inbounds output_pts[tid,1] = sigma * r * cos(theta) + mu
+    @inbounds output_pts[tid,2] = sigma * r * sin(theta) + mu
+end
+
+function cartesian_box_muller!(input_pts, output_pts, sigma, mu;
+                               numthreads = 256, numcores = 4)
+    if isa(input_pts, Array)
+        kernel! = cartesian_kernel!(CPU(), numcores)
+    else
+        kernel! = cartesian_kernel!(CUDADevice(), numthreads)
+    end
+
+    kernel!(input_pts, output_pts, sigma, mu, ndrange=size(input_pts)[1])
+end
+
+function main()
+
+    input_pts = create_rand_dist(4096^2,[0,1])
+    output_pts = create_rand_dist(4096^2,[0,1])
+
+    wait(cartesian_box_muller!(input_pts, output_pts, 1, 0))
+    @time wait(cartesian_box_muller!(input_pts, output_pts, 1, 0))
+    wait(polar_box_muller!(input_pts, output_pts, 1, 0))
+    @time wait(polar_box_muller!(input_pts, output_pts, 1, 0))
+
+    if has_cuda_gpu()
+        input_pts = create_rand_dist(4096^2,[0,1], AT = CuArray)
+        output_pts = create_rand_dist(4096^2,[0,1], AT = CuArray)
+
+        wait(cartesian_box_muller!(input_pts, output_pts, 1, 0))
+        CUDA.@time wait(cartesian_box_muller!(input_pts, output_pts, 1, 0))
+        wait(polar_box_muller!(input_pts, output_pts, 1, 0))
+        CUDA.@time wait(polar_box_muller!(input_pts, output_pts, 1, 0))
+    end
+
+end
+
+main()
diff --git a/contents/box_muller/code/julia/plot.gp b/contents/box_muller/code/julia/plot.gp
new file mode 100644
index 000000000..7dbbf4808
--- /dev/null
+++ b/contents/box_muller/code/julia/plot.gp
@@ -0,0 +1,31 @@
+set terminal pngcairo
+set size square
+
+set output "cartesian_grid.png"
+p "cartesian_grid.dat" pt 7 title ""
+
+set output "cartesian_rand.png"
+p "cartesian_rand.dat" pt 7 title ""
+
+set output "polar_rand.png"
+p "polar_rand.dat" pt 7 title ""
+
+set output "polar_grid.png"
+p "polar_grid.dat" pt 7 title ""
+
+
+set xrange[-3:3]
+set yrange[-3:3]
+
+set output "polar_grid_output.png"
+p "polar_grid_output.dat" pt 7 title ""
+
+set output "polar_rand_output.png"
+p "polar_rand_output.dat" pt 7 title ""
+
+set output "cartesian_rand_output.png"
+p "cartesian_rand_output.dat" pt 7 title ""
+
+set output "cartesian_grid_output.png"
+p "cartesian_grid_output.dat" pt 7 title ""
+
diff --git a/contents/box_muller/res/cartesian_grid.png b/contents/box_muller/res/cartesian_grid.png
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diff --git a/literature.bib b/literature.bib
index 1ef1e5c12..80e55f787 100644
--- a/literature.bib
+++ b/literature.bib
@@ -447,7 +447,6 @@ @misc{rmsd_wiki
   year={2021}
 }
 
-
 #------------------------------------------------------------------------------#
 # Cryptography
 #------------------------------------------------------------------------------#
@@ -518,3 +517,27 @@ @misc{ECC_crypto_wiki
   year={2022}
 }
 
+#------------------------------------------------------------------------------#
+# BOX--MULLER
+#------------------------------------------------------------------------------#
+
+@article{box1958,
+  title={A note on the generation of random normal deviates},
+  author={Box, George EP},
+  journal={Ann. Math. Statist.},
+  volume={29},
+  pages={610--611},
+  year={1958}
+}
+
+@misc{marsaglia_wiki,
+  title={Wikipedia: Marsaglia Transform},
+  url={https://en.wikipedia.org/wiki/Marsaglia_polar_method},
+  year={2022}
+}
+
+@misc{box_muller_wiki,
+  title={Wikipedia: Box-Muller Transform},
+  url={https://en.wikipedia.org/wiki/Box%E2%80%93Muller_transform},
+  year={2022}
+}

From 6c905ecd44078e1723083db7dfa1ea4258418fa7 Mon Sep 17 00:00:00 2001
From: stormofice <58337328+stormofice@users.noreply.github.com>
Date: Sat, 14 Jan 2023 00:42:31 +0100
Subject: [PATCH 137/146] Euclidean algorithm: Output standardization (#877)

Co-authored-by: James Schloss <jrs.schloss@gmail.com>
---
 .../code/asm-x64/euclidean_example.s           |  7 ++++---
 .../euclidean_algorithm/code/bash/euclid.bash  |  4 ++--
 .../code/c/euclidean_example.c                 |  4 ++--
 .../code/clisp/euclidean.lisp                  |  6 ++++--
 .../code/coconut/euclidean.coco                |  6 ++++--
 .../euclidean_algorithm/code/cpp/euclidean.cpp |  4 ++--
 .../euclidean_algorithm/code/csharp/Program.cs |  3 ++-
 .../code/d/euclidean_algorithm.d               |  4 ++--
 .../euclidean_algorithm/code/expected.json     |  8 ++++++++
 .../code/fortran/euclidean.f90                 | 18 ++++++++++++------
 .../euclidean_algorithm/code/go/euclidean.go   |  2 ++
 .../code/haskell/euclidean_algorithm.hs        |  2 ++
 .../code/java/EuclideanAlgo.java               |  2 ++
 .../code/javascript/euclidean_example.js       |  6 ++++--
 .../code/julia/euclidean.jl                    |  4 ++--
 .../code/kotlin/Euclidean.kt                   |  6 ++++--
 .../euclidean_algorithm/code/lua/euclidean.lua |  4 +++-
 .../code/matlab/euclidean.m                    |  5 +++--
 .../code/nim/euclid_algorithm.nim              |  2 ++
 .../code/ocaml/euclidean_example.ml            |  5 +++--
 .../euclidean_algorithm/code/php/euclidean.php |  4 ++--
 .../code/powershell/euclidean_algorithm.ps1    |  4 ++--
 .../code/python/euclidean_example.py           |  6 ++++--
 .../code/racket/euclidean_algorithm.rkt        |  2 ++
 .../euclidean_algorithm/code/ruby/euclidean.rb |  9 ++++-----
 .../code/rust/euclidean_example.rs             |  4 ++--
 .../code/scala/euclidean.scala                 | 10 ++++++----
 .../code/scheme/euclidalg.ss                   |  4 +++-
 .../code/swift/euclidean_algorithm.swift       |  2 ++
 29 files changed, 96 insertions(+), 51 deletions(-)
 create mode 100644 contents/euclidean_algorithm/code/expected.json

diff --git a/contents/euclidean_algorithm/code/asm-x64/euclidean_example.s b/contents/euclidean_algorithm/code/asm-x64/euclidean_example.s
index c08bb0878..53a008908 100644
--- a/contents/euclidean_algorithm/code/asm-x64/euclidean_example.s
+++ b/contents/euclidean_algorithm/code/asm-x64/euclidean_example.s
@@ -1,7 +1,8 @@
 .intel_syntax noprefix
 
 .section .rodata
-  fmt:  .string "%d\n"
+  euclid_mod_fmt: .string "[#]\nModulus-based euclidean algorithm result:\n%d\n"
+  euclid_sub_fmt: .string "[#]\nSubtraction-based euclidean algorithm result:\n%d\n"
 
 .section .text
   .global main
@@ -59,14 +60,14 @@ main:
   mov    rdi, 4288          # Call euclid_mod
   mov    rsi, 5184
   call   euclid_mod
-  mov    rdi, OFFSET fmt    # Print output
+  mov    rdi, OFFSET euclid_mod_fmt    # Print output
   mov    rsi, rax
   xor    rax, rax
   call   printf
   mov    rdi, 1536          # Call euclid_sub
   mov    rsi, 9856
   call   euclid_sub
-  mov    rdi, OFFSET fmt    # Print output
+  mov    rdi, OFFSET euclid_sub_fmt    # Print output
   mov    rsi, rax
   xor    rax, rax
   call   printf
diff --git a/contents/euclidean_algorithm/code/bash/euclid.bash b/contents/euclidean_algorithm/code/bash/euclid.bash
index bef4b5da0..0ddd49537 100755
--- a/contents/euclidean_algorithm/code/bash/euclid.bash
+++ b/contents/euclidean_algorithm/code/bash/euclid.bash
@@ -38,6 +38,6 @@ euclid_sub() {
 }
 
 result=$(euclid_mod $((64 * 67)) $((64 * 81)))
-echo "$result"
+echo -e "[#]\nModulus-based euclidean algorithm result:\n$result"
 result=$(euclid_sub $((128 * 12)) $((128 * 77)))
-echo "$result"
+echo -e "[#]\nSubtraction-based euclidean algorithm result:\n$result"
diff --git a/contents/euclidean_algorithm/code/c/euclidean_example.c b/contents/euclidean_algorithm/code/c/euclidean_example.c
index 12892e1aa..d1c0b69d1 100644
--- a/contents/euclidean_algorithm/code/c/euclidean_example.c
+++ b/contents/euclidean_algorithm/code/c/euclidean_example.c
@@ -33,8 +33,8 @@ int main() {
   int check1 = euclid_mod(64 * 67, 64 * 81);
   int check2 = euclid_sub(128 * 12, 128 * 77);
 
-  printf("%d\n", check1);
-  printf("%d\n", check2);
+  printf("[#]\nModulus-based euclidean algorithm result:\n%d\n", check1);
+  printf("[#]\nSubtraction-based euclidean algorithm result:\n%d\n", check2);
 
   return 0;
 }
diff --git a/contents/euclidean_algorithm/code/clisp/euclidean.lisp b/contents/euclidean_algorithm/code/clisp/euclidean.lisp
index 62f525ac3..19cba7358 100644
--- a/contents/euclidean_algorithm/code/clisp/euclidean.lisp
+++ b/contents/euclidean_algorithm/code/clisp/euclidean.lisp
@@ -17,8 +17,10 @@
       (abs a)
       (euclid-mod b (mod a b))))
 
-(print (euclid-sub (* 64 67) (* 64 81)))
-(print (euclid-mod (* 128 12) (* 128 77)))
+(format T "[#]~%Modulus-based euclidean algorithm result:~%")
+(format T "~d~%" (euclid-sub (* 64 67) (* 64 81)))
+(format T "[#]~%Subtraction-based euclidean algorithm result:~%")
+(format T "~d~%" (euclid-mod (* 128 12) (* 128 77)))
 
 ;; Quick test
 (assert
diff --git a/contents/euclidean_algorithm/code/coconut/euclidean.coco b/contents/euclidean_algorithm/code/coconut/euclidean.coco
index 8f5b5c9d7..08cb851a1 100644
--- a/contents/euclidean_algorithm/code/coconut/euclidean.coco
+++ b/contents/euclidean_algorithm/code/coconut/euclidean.coco
@@ -15,5 +15,7 @@ addpattern def euclid_mod(0, b is int) = b
 addpattern def euclid_mod(a is int, b is int) = euclid_mod(b, a % b)
 
 if __name__ == '__main__':
-    print('Euclidean mod:', euclid_mod(64 * 67, 64 * 81))
-    print('Euclidean sub:', euclid_sub(128 * 12, 128 * 77))
+    print('[#]\nModulus-based euclidean algorithm result:')
+    print(euclid_mod(64 * 67, 64 * 81))
+    print('[#]\nSubtraction-based euclidean algorithm result:')
+    print(euclid_sub(128 * 12, 128 * 77))
diff --git a/contents/euclidean_algorithm/code/cpp/euclidean.cpp b/contents/euclidean_algorithm/code/cpp/euclidean.cpp
index f7b818802..1f6c04e27 100644
--- a/contents/euclidean_algorithm/code/cpp/euclidean.cpp
+++ b/contents/euclidean_algorithm/code/cpp/euclidean.cpp
@@ -34,6 +34,6 @@ int main() {
   auto check1 = euclid_mod(64 * 67, 64 * 81);
   auto check2 = euclid_sub(128 * 12, 128 * 77);
 
-  std::cout << check1 << '\n';
-  std::cout << check2 << '\n';
+  std::cout << "[#]\nModulus-based euclidean algorithm result:\n" << check1 << '\n';
+  std::cout << "[#]\nSubtraction-based euclidean algorithm result:\n" << check2 << '\n';
 }
diff --git a/contents/euclidean_algorithm/code/csharp/Program.cs b/contents/euclidean_algorithm/code/csharp/Program.cs
index edf1edfd4..80857df27 100644
--- a/contents/euclidean_algorithm/code/csharp/Program.cs
+++ b/contents/euclidean_algorithm/code/csharp/Program.cs
@@ -7,12 +7,13 @@ class Program
     {
         static void Main(string[] args)
         {
-            Console.WriteLine("EuclideanAlgorithm");
             var euclideanAlgorithm = new EuclideanAlgorithm();
             int check = euclideanAlgorithm.EuclidMod(64 * 67, 64 * 81);
             int check2 = euclideanAlgorithm.EuclidSub(128 * 12, 128 * 77);
 
+            Console.WriteLine("[#]\nModulus-based euclidean algorithm result:");
             Console.WriteLine(check);
+            Console.WriteLine("[#]\nSubtraction-based euclidean algorithm result:");
             Console.WriteLine(check2);
         }
     }
diff --git a/contents/euclidean_algorithm/code/d/euclidean_algorithm.d b/contents/euclidean_algorithm/code/d/euclidean_algorithm.d
index 042a9bae1..585d0aa1b 100644
--- a/contents/euclidean_algorithm/code/d/euclidean_algorithm.d
+++ b/contents/euclidean_algorithm/code/d/euclidean_algorithm.d
@@ -37,6 +37,6 @@ void main()
     auto check1 = euclid_mod(64 * 67, 64 * 81);
     auto check2 = euclid_sub(128 * 12, 128 * 77);
 
-    writeln("Modulus-based euclidean algorithm result: ", check1);
-    writeln("Subtraction-based euclidean algorithm result: ", check2);
+    writeln("[#]\nModulus-based euclidean algorithm result:\n", check1);
+    writeln("[#]\nSubtraction-based euclidean algorithm result:\n", check2);
 }
diff --git a/contents/euclidean_algorithm/code/expected.json b/contents/euclidean_algorithm/code/expected.json
new file mode 100644
index 000000000..f6b6ffb70
--- /dev/null
+++ b/contents/euclidean_algorithm/code/expected.json
@@ -0,0 +1,8 @@
+{
+    "Description": "euclidean algorithm",
+    "Delta" : 0.0,
+    "OutputValues" : [
+        "64",
+        "128"
+    ]
+}
diff --git a/contents/euclidean_algorithm/code/fortran/euclidean.f90 b/contents/euclidean_algorithm/code/fortran/euclidean.f90
index 3107e4de2..e0dc9610e 100644
--- a/contents/euclidean_algorithm/code/fortran/euclidean.f90
+++ b/contents/euclidean_algorithm/code/fortran/euclidean.f90
@@ -38,12 +38,18 @@ PROGRAM euclidean
     IMPLICIT NONE
     INTEGER :: a, b, euclid_sub, euclid_mod
     
-    a = 24
-    b = 27
-    WRITE(*,*) 'Subtraction method: GCD is: ', euclid_sub(a, b)
+    a = 64 * 67
+    b = 64 * 81
     
-    a = 24
-    b = 27
-    WRITE(*,*) 'Modulus method:     GCD is: ', euclid_mod(a, b)
+    WRITE(*,'(a)') '[#]'
+    WRITE(*,'(a)') 'Modulus-based euclidean algorithm result:'
+    WRITE(*, '(g0)') euclid_mod(a, b)
+    
+    a = 128 * 12
+    b = 128 * 77
+    
+    WRITE(*,'(a)') '[#]'
+    WRITE(*,'(a)') 'Subtraction-based euclidean algorithm result:'
+    WRITE(*, '(g0)') euclid_sub(a, b)
 
 END PROGRAM euclidean 
diff --git a/contents/euclidean_algorithm/code/go/euclidean.go b/contents/euclidean_algorithm/code/go/euclidean.go
index f457b1849..ea543fe75 100644
--- a/contents/euclidean_algorithm/code/go/euclidean.go
+++ b/contents/euclidean_algorithm/code/go/euclidean.go
@@ -41,6 +41,8 @@ func main() {
 	check1 := euclidMod(64*67, 64*81)
 	check2 := euclidSub(128*12, 128*77)
 
+	fmt.Println("[#]\nModulus-based euclidean algorithm result:")
 	fmt.Println(check1)
+	fmt.Println("[#]\nSubtraction-based euclidean algorithm result:")
 	fmt.Println(check2)
 }
diff --git a/contents/euclidean_algorithm/code/haskell/euclidean_algorithm.hs b/contents/euclidean_algorithm/code/haskell/euclidean_algorithm.hs
index 9227de4e9..917aef7df 100644
--- a/contents/euclidean_algorithm/code/haskell/euclidean_algorithm.hs
+++ b/contents/euclidean_algorithm/code/haskell/euclidean_algorithm.hs
@@ -31,5 +31,7 @@ main :: IO ()
 main = do
   let chk1 = euclidMod (64 * 67) (64 * 81)
       chk2 = euclidSub (128 * 12) (128 * 77)
+  putStrLn "[#]\nModulus-based euclidean algorithm result:"
   print chk1
+  putStrLn "[#]\nSubtraction-based euclidean algorithm result:"
   print chk2
diff --git a/contents/euclidean_algorithm/code/java/EuclideanAlgo.java b/contents/euclidean_algorithm/code/java/EuclideanAlgo.java
index 95d233f58..ac53379da 100644
--- a/contents/euclidean_algorithm/code/java/EuclideanAlgo.java
+++ b/contents/euclidean_algorithm/code/java/EuclideanAlgo.java
@@ -26,7 +26,9 @@ public static int euclidMod(int a, int b) {
     }
     
     public static void main(String[] args) {
+        System.out.println("[#]\nModulus-based euclidean algorithm result:");
         System.out.println(euclidMod(64 * 67, 64 * 81));
+        System.out.println("[#]\nSubtraction-based euclidean algorithm result:");
         System.out.println(euclidSub(128 * 12, 128 * 77));
     }
 }
diff --git a/contents/euclidean_algorithm/code/javascript/euclidean_example.js b/contents/euclidean_algorithm/code/javascript/euclidean_example.js
index fbaf4bfcc..2199c37dc 100644
--- a/contents/euclidean_algorithm/code/javascript/euclidean_example.js
+++ b/contents/euclidean_algorithm/code/javascript/euclidean_example.js
@@ -18,14 +18,16 @@ function euclidSub(a, b) {
 
   while (a !== b) {
     if (a > b) {
-      a -= a - b;
+      a -= b;
     } else {
-      b = b - a;
+      b -= a;
     }
   }
 
   return a;
 }
 
+console.log('[#]\nModulus-based euclidean algorithm result:')
 console.log(euclidMod(64 * 67, 64 * 81));
+console.log('[#]\nSubtraction-based euclidean algorithm result:')
 console.log(euclidSub(128 * 12, 128 * 77));
diff --git a/contents/euclidean_algorithm/code/julia/euclidean.jl b/contents/euclidean_algorithm/code/julia/euclidean.jl
index 744ae2187..a85f931ae 100644
--- a/contents/euclidean_algorithm/code/julia/euclidean.jl
+++ b/contents/euclidean_algorithm/code/julia/euclidean.jl
@@ -28,8 +28,8 @@ function main()
     check1 = euclid_mod(64 * 67, 64 * 81);
     check2 = euclid_sub(128 * 12, 128 * 77);
 
-    println("Modulus-based euclidean algorithm result: $(check1)")
-    println("subtraction-based euclidean algorithm result: $(check2)")
+    println("[#]\nModulus-based euclidean algorithm result:\n$(check1)")
+    println("[#]\nSubtraction-based euclidean algorithm result:\n$(check2)")
 
 end
 
diff --git a/contents/euclidean_algorithm/code/kotlin/Euclidean.kt b/contents/euclidean_algorithm/code/kotlin/Euclidean.kt
index 9e14c7463..855afcd59 100644
--- a/contents/euclidean_algorithm/code/kotlin/Euclidean.kt
+++ b/contents/euclidean_algorithm/code/kotlin/Euclidean.kt
@@ -26,6 +26,8 @@ fun euclidMod(a: Int, b: Int): Int {
 }
 
 fun main(args: Array<String>) {
-    println(euclidSub(128 * 12, 128 * 77))
+    println("[#]\nModulus-based euclidean algorithm result:")
     println(euclidMod(64 * 67, 64 * 81))
-}
+    println("[#]\nSubtraction-based euclidean algorithm result:")
+    println(euclidSub(128 * 12, 128 * 77))
+}
\ No newline at end of file
diff --git a/contents/euclidean_algorithm/code/lua/euclidean.lua b/contents/euclidean_algorithm/code/lua/euclidean.lua
index 6b2aa8faa..0149ffd34 100644
--- a/contents/euclidean_algorithm/code/lua/euclidean.lua
+++ b/contents/euclidean_algorithm/code/lua/euclidean.lua
@@ -25,8 +25,10 @@ local function euclid_mod(a, b)
 end
 
 local function main()
-  print(euclid_sub(128 * 12, 128 * 77))
+  print("[#]\nModulus-based euclidean algorithm result:")
   print(euclid_mod(64 * 67, 64 * 81))
+  print("[#]\nSubtraction-based euclidean algorithm result:")
+  print(euclid_sub(128 * 12, 128 * 77))
 end
 
 main()
diff --git a/contents/euclidean_algorithm/code/matlab/euclidean.m b/contents/euclidean_algorithm/code/matlab/euclidean.m
index de2a63dec..7a9b317f3 100644
--- a/contents/euclidean_algorithm/code/matlab/euclidean.m
+++ b/contents/euclidean_algorithm/code/matlab/euclidean.m
@@ -31,6 +31,7 @@
 end
 
 function euclid()
-    ['gcd(520,420) via euclidSub: ',num2str(euclidSub(520,420))]
-    ['gcd(183,244) via euclidMod: ',num2str(euclidMod(183,244))]
+    ['[#] Modulus-based euclidean algorithm result: ',num2str(euclidMod(64 * 67, 64 * 81))]
+
+    ['[#] Subtraction-based euclidean algorithm result: ',num2str(euclidSub(128 * 12, 128 * 77))]
 end
\ No newline at end of file
diff --git a/contents/euclidean_algorithm/code/nim/euclid_algorithm.nim b/contents/euclidean_algorithm/code/nim/euclid_algorithm.nim
index e74855592..d52b8062a 100644
--- a/contents/euclidean_algorithm/code/nim/euclid_algorithm.nim
+++ b/contents/euclidean_algorithm/code/nim/euclid_algorithm.nim
@@ -24,5 +24,7 @@ func euclid_sub(in1, in2: int): int =
   result = a
 
 when isMainModule:
+  echo "[#]\nModulus-based euclidean algorithm result:"
   echo euclid_sub(64 * 67, 64 * 81)
+  echo "[#]\nSubtraction-based euclidean algorithm result:"
   echo euclid_mod(128 * 12, 128 * 77)
diff --git a/contents/euclidean_algorithm/code/ocaml/euclidean_example.ml b/contents/euclidean_algorithm/code/ocaml/euclidean_example.ml
index 27e3ab166..c363e5e4f 100644
--- a/contents/euclidean_algorithm/code/ocaml/euclidean_example.ml
+++ b/contents/euclidean_algorithm/code/ocaml/euclidean_example.ml
@@ -19,6 +19,7 @@ let euclid_sub a b =
 let chk1 = euclid_mod (64 * 67) (64 * 81)
 let chk2 = euclid_sub (128 * 12) (128 * 77)
 let () =
+  Printf.printf "[#]\nModulus-based euclidean algorithm result:\n";
   chk1 |> print_int |> print_newline;
-  chk2 |> print_int |> print_newline
-
+  Printf.printf "[#]\nSubtraction-based euclidean algorithm result:\n";
+  chk2 |> print_int |> print_newline
\ No newline at end of file
diff --git a/contents/euclidean_algorithm/code/php/euclidean.php b/contents/euclidean_algorithm/code/php/euclidean.php
index 52aac08c9..cd13e9d74 100644
--- a/contents/euclidean_algorithm/code/php/euclidean.php
+++ b/contents/euclidean_algorithm/code/php/euclidean.php
@@ -29,7 +29,7 @@ function euclid_mod(int $a, int $b): int
     return $a;
 }
 
-printf('Euclidean mod: %s', euclid_mod(64 * 67, 64 * 81));
+printf('[#]'.PHP_EOL.'Modulus-based euclidean algorithm result:'.PHP_EOL.'%s', euclid_mod(64 * 67, 64 * 81));
 echo PHP_EOL;
-printf('Euclidean sub: %s', euclid_sub(128 * 12, 128 * 77));
+printf('[#]'.PHP_EOL.'Subtraction-based euclidean algorithm result:'.PHP_EOL.'%s', euclid_sub(128 * 12, 128 * 77));
 echo PHP_EOL;
diff --git a/contents/euclidean_algorithm/code/powershell/euclidean_algorithm.ps1 b/contents/euclidean_algorithm/code/powershell/euclidean_algorithm.ps1
index d717320c8..3e3925ed7 100644
--- a/contents/euclidean_algorithm/code/powershell/euclidean_algorithm.ps1
+++ b/contents/euclidean_algorithm/code/powershell/euclidean_algorithm.ps1
@@ -26,5 +26,5 @@ function Mod-Euclid($a, $b) {
     return $a
 }
 
-Write-Host "Subtraction-based euclidean algorithm result: $(Mod-Euclid $(64 * 67) $(64 * 81))"
-Write-Host "Modulus-based euclidean algorithm result: $(Sub-Euclid $(128 * 12) $(128 * 77))"
+Write-Host "[#]`nSubtraction-based euclidean algorithm result:`n$(Mod-Euclid $(64 * 67) $(64 * 81))"
+Write-Host "[#]`nModulus-based euclidean algorithm result:`n$(Sub-Euclid $(128 * 12) $(128 * 77))"
diff --git a/contents/euclidean_algorithm/code/python/euclidean_example.py b/contents/euclidean_algorithm/code/python/euclidean_example.py
index 0badc2ca8..03d51aa4b 100644
--- a/contents/euclidean_algorithm/code/python/euclidean_example.py
+++ b/contents/euclidean_algorithm/code/python/euclidean_example.py
@@ -27,5 +27,7 @@ def euclid_sub(a, b):
     return a
 
 if __name__=="__main__":
-    print('Euclidean mod: ', euclid_mod(64 * 67, 64 * 81))
-    print('Euclidean sub: ', euclid_sub(128 * 12, 128 * 77))
+    print('[#]\nModulus-based euclidean algorithm result:'),
+    print(euclid_mod(64 * 67, 64 * 81))
+    print('[#]\nSubtraction-based euclidean algorithm result:')
+    print(euclid_sub(128 * 12, 128 * 77))
diff --git a/contents/euclidean_algorithm/code/racket/euclidean_algorithm.rkt b/contents/euclidean_algorithm/code/racket/euclidean_algorithm.rkt
index f170d8e17..8d19eab86 100755
--- a/contents/euclidean_algorithm/code/racket/euclidean_algorithm.rkt
+++ b/contents/euclidean_algorithm/code/racket/euclidean_algorithm.rkt
@@ -23,5 +23,7 @@
     )
   )
 
+(displayln "[#]\nModulus-based euclidean algorithm result:")
 (displayln (euclid_sub (* 64 67) (* 64 81)))
+(displayln "[#]\nSubtraction-based euclidean algorithm result:")
 (displayln (euclid_mod (* 128 12) (* 128 77)))
diff --git a/contents/euclidean_algorithm/code/ruby/euclidean.rb b/contents/euclidean_algorithm/code/ruby/euclidean.rb
index b8667ad71..b55bbd728 100644
--- a/contents/euclidean_algorithm/code/ruby/euclidean.rb
+++ b/contents/euclidean_algorithm/code/ruby/euclidean.rb
@@ -17,9 +17,8 @@ def gcd_minus(a, b)
 	end
 	a
 end
- 
-p gcd_mod(12 * 6, 12 * 4) #=> 12
-p gcd_mod(9 * 667, 9 * 104) #=> 9
 
-p gcd_minus(12 * 6, 12 * 4) #=> 12
-p gcd_minus(9 * 667, 9 * 104) #=> 9
+print "[#]\nModulus-based euclidean algorithm result:\n"
+p gcd_mod(64 * 67, 64 * 81)
+print "[#]\nSubtraction-based euclidean algorithm result:\n"
+p gcd_minus(128 * 12, 128 * 77)
diff --git a/contents/euclidean_algorithm/code/rust/euclidean_example.rs b/contents/euclidean_algorithm/code/rust/euclidean_example.rs
index 89b55ba22..1c9fb55f7 100644
--- a/contents/euclidean_algorithm/code/rust/euclidean_example.rs
+++ b/contents/euclidean_algorithm/code/rust/euclidean_example.rs
@@ -29,6 +29,6 @@ fn euclid_rem(mut a: i64, mut b: i64) -> i64 {
 fn main() {
     let chk1 = euclid_rem(64 * 67, 64 * 81);
     let chk2 = euclid_sub(128 * 12, 128 * 77);
-    println!("{}", chk1);
-    println!("{}", chk2);
+    println!("[#]\nModulus-based euclidean algorithm result:\n{}", chk1);
+    println!("[#]\nSubtraction-based euclidean algorithm result:\n{}", chk2);
 }
diff --git a/contents/euclidean_algorithm/code/scala/euclidean.scala b/contents/euclidean_algorithm/code/scala/euclidean.scala
index bc3fe103a..25079e603 100644
--- a/contents/euclidean_algorithm/code/scala/euclidean.scala
+++ b/contents/euclidean_algorithm/code/scala/euclidean.scala
@@ -3,8 +3,8 @@ object Euclid {
   def euclid_sub(a: Int, b: Int): Int =
     (Math.abs(a), Math.abs(b)) match {
       case (0, _) | (_, 0) => 0
-      case (x, y) if x < y => euclid(x, y - x)
-      case (x, y) if x > y => euclid(x - y, y)
+      case (x, y) if x < y => euclid_sub(x, y - x)
+      case (x, y) if x > y => euclid_sub(x - y, y)
       case _ => a
     }
 
@@ -15,8 +15,10 @@ object Euclid {
     }
 
   def main(args: Array[String]): Unit = {
-    println(euclid_sub(151 * 899, 151 * 182))
-    println(euclid_mod(151 * 899, 151 * 182))
+    println("[#]\nModulus-based euclidean algorithm result:")
+    println(euclid_mod(64 * 67, 64 * 81))
+    println("[#]\nSubtraction-based euclidean algorithm result:")
+    println(euclid_sub(128 * 12, 128 * 77))
   }
 
 }
diff --git a/contents/euclidean_algorithm/code/scheme/euclidalg.ss b/contents/euclidean_algorithm/code/scheme/euclidalg.ss
index 959ebdeca..2cda992d8 100644
--- a/contents/euclidean_algorithm/code/scheme/euclidalg.ss
+++ b/contents/euclidean_algorithm/code/scheme/euclidalg.ss
@@ -11,6 +11,8 @@
         a
         (euclid-mod b (modulo a b))))
 
+(display "[#]\nModulus-based euclidean algorithm result:") (newline)
 (display (euclid-mod (* 64 67) (* 64 81))) (newline)
-(display (euclid-sub (* 128 12) (* 128 77))) (newline)
 
+(display "[#]\nSubtraction-based euclidean algorithm result:") (newline)
+(display (euclid-sub (* 128 12) (* 128 77))) (newline)
diff --git a/contents/euclidean_algorithm/code/swift/euclidean_algorithm.swift b/contents/euclidean_algorithm/code/swift/euclidean_algorithm.swift
index 7b43959ad..9c2c71448 100644
--- a/contents/euclidean_algorithm/code/swift/euclidean_algorithm.swift
+++ b/contents/euclidean_algorithm/code/swift/euclidean_algorithm.swift
@@ -27,7 +27,9 @@ func euclidMod(a: Int, b: Int) -> Int {
 }
 
 func main() {
+    print("[#]\nModulus-based euclidean algorithm result:")
     print(euclidMod(a: 64 * 67, b: 64 * 81))
+    print("[#]\nSubtraction-based euclidean algorithm result:")
     print(euclidSub(a: 128 * 12, b: 128 * 77))
 }
 

From f6ce7e4eccd4904e856c544655b05abdc2046690 Mon Sep 17 00:00:00 2001
From: Lars Gohr <elgohr@users.noreply.github.com>
Date: Tue, 28 Mar 2023 23:05:59 +0200
Subject: [PATCH 138/146] Updated elgohr/Publish-Docker-Github-Action to a
 supported version (v5) (#1009)

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

diff --git a/.github/workflows/publish_container.yml b/.github/workflows/publish_container.yml
index d1edec703..e49663542 100644
--- a/.github/workflows/publish_container.yml
+++ b/.github/workflows/publish_container.yml
@@ -10,7 +10,7 @@ jobs:
     steps:
     - uses: actions/checkout@master
     - name: Publish to Registry
-      uses: elgohr/Publish-Docker-Github-Action@master
+      uses: elgohr/Publish-Docker-Github-Action@v5
       with:
         name: algorithm-archivists/aaa-langs
         username: ${{ github.actor }}

From 375357683d1115fb8d8df5966dbb957d96c3bd5f Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Wed, 29 Mar 2023 22:24:48 +0200
Subject: [PATCH 139/146] Adding Racket to the build system (#1010)

---
 .gitignore                    |  4 ++++
 SConstruct                    |  7 +++++--
 builders/racket.py            | 37 +++++++++++++++++++++++++++++++++++
 sconscripts/racket_SConscript |  6 ++++++
 4 files changed, 52 insertions(+), 2 deletions(-)
 create mode 100644 builders/racket.py
 create mode 100644 sconscripts/racket_SConscript

diff --git a/.gitignore b/.gitignore
index 5e1e79300..08c567100 100644
--- a/.gitignore
+++ b/.gitignore
@@ -531,3 +531,7 @@ target/
 
 *.out
 *.class
+
+# OCaml compilation files
+*.cmi
+*.cmx
diff --git a/SConstruct b/SConstruct
index 150ed3b89..e5ecf82d9 100644
--- a/SConstruct
+++ b/SConstruct
@@ -18,7 +18,7 @@ SCons.Warnings.warningAsException()
 copy_builder = Builder(action=Copy('$TARGET', '$SOURCE'))
 
 env = Environment(ENV=os.environ,
-                  BUILDERS={'Copier': copy_builder}, 
+                  BUILDERS={'Copier': copy_builder},
                   tools=[
                     'g++', 'gas', 'gcc', 'gfortran', 'gnulink', 'javac'],
                   toolpath=['builders'])
@@ -38,6 +38,7 @@ available_languages = {
     'python',
     'ruby',
     'viml',
+    'racket',
 }
 
 languages_to_import = {
@@ -45,6 +46,7 @@ languages_to_import = {
     'go': ['go'],
     'rust': ['rustc', 'cargo'],
     'kotlin': ['kotlin'],
+    'racket': ['racket'],
 }
 
 for language, tools in languages_to_import.items():
@@ -89,6 +91,7 @@ languages = {
     'ruby': 'rb',
     'rust': 'rs',
     'viml': 'vim',
+    'racket': 'rkt'
 }
 
 # Do not add new Builders here, add them to the BUILDERS argument in the call to Environment above
@@ -111,7 +114,7 @@ for chapter_dir in contents_path.iterdir():
     for code_dir in chapter_dir.glob('**/code'):
         # For nested chapters e.g. contents/convolutions/1d/
         extended_chapter_path = code_dir.relative_to(contents_path).parent
-        
+
         for language_dir in code_dir.iterdir():
             if (language := language_dir.stem) in available_languages:
                 new_files = [FileInformation(path=file_path,
diff --git a/builders/racket.py b/builders/racket.py
new file mode 100644
index 000000000..2729658fe
--- /dev/null
+++ b/builders/racket.py
@@ -0,0 +1,37 @@
+from SCons.Builder import Builder
+import SCons.Util
+
+class ToolRacketWarning(SCons.Warnings.SConsWarning):
+    pass
+
+class RacketNotFound(ToolRacketWarning):
+    pass
+
+SCons.Warnings.enableWarningClass(ToolRacketWarning)
+
+def _detect(env):
+    try:
+        return env['raco']
+    except KeyError:
+        pass
+
+    go = env.WhereIs('raco')
+    if go:
+        return go
+
+    SCons.Warnings.warn(RacketNotFound, 'Could not find raco executable')
+
+def exists(env):
+    env.Detect('raco')
+
+def generate(env):
+    env['RACO'] = _detect(env)
+    env['RACOFLAGS'] = []
+
+    racket_builder = Builder(
+        action='"$RACO" exe -o $TARGET $RACOFLAGS $SOURCE',
+        src_suffix='.rkt',
+        suffix='$PROGSUFFIX',
+    )
+
+    env.Append(BUILDERS={'Racket': racket_builder})
diff --git a/sconscripts/racket_SConscript b/sconscripts/racket_SConscript
new file mode 100644
index 000000000..e8d23fd83
--- /dev/null
+++ b/sconscripts/racket_SConscript
@@ -0,0 +1,6 @@
+Import('files_to_compile env')
+
+for file_info in files_to_compile:
+    build_target = f'#/build/{file_info.language}/{file_info.chapter}/{file_info.path.stem}'
+    build_result = env.Racket(build_target, str(file_info.path))
+    env.Alias(str(file_info.chapter), build_result)

From 5aabe09fdd69b8e55c4a89d6cdf3c3f7427a0154 Mon Sep 17 00:00:00 2001
From: Michael C-C <35992239+Michae1CC@users.noreply.github.com>
Date: Thu, 30 Mar 2023 23:44:31 +1000
Subject: [PATCH 140/146] Added a stack and queue implementation for python3
 (#1008)

Co-authored-by: Michael CC <mciccoto@amazon.com>
---
 CONTRIBUTORS.md                               |  1 +
 .../stacks_and_queues/code/python/queue.py    | 45 +++++++++++++++++++
 .../stacks_and_queues/code/python/stack.py    | 45 +++++++++++++++++++
 .../stacks_and_queues/stacks_and_queues.md    |  8 +++-
 4 files changed, 98 insertions(+), 1 deletion(-)
 create mode 100644 contents/stacks_and_queues/code/python/queue.py
 create mode 100644 contents/stacks_and_queues/code/python/stack.py

diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 8bf39132c..15c319751 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -64,3 +64,4 @@ This file lists everyone, who contributed to this repo and wanted to show up her
 - K. Shudipto Amin
 - Peanutbutter_Warrior
 - Thijs Raymakers 
+- Michael Ciccotosto-Camp
diff --git a/contents/stacks_and_queues/code/python/queue.py b/contents/stacks_and_queues/code/python/queue.py
new file mode 100644
index 000000000..ec68a0839
--- /dev/null
+++ b/contents/stacks_and_queues/code/python/queue.py
@@ -0,0 +1,45 @@
+#!/usr/bin/env python3
+
+__author__ = "Michael Ciccotosto-Camp"
+
+from typing import TypeVar, Generic
+
+
+T = TypeVar("T")
+
+
+class Queue(Generic[T]):
+    def __init__(self) -> None:
+        self.__list: list[T] = list()
+
+    def dequeue(self) -> T:
+        return self.__list.pop(0)
+
+    def enqueue(self, element: T) -> int:
+        self.__list.append(element)
+        return len(self)
+
+    def front(self) -> T:
+        return self.__list[0]
+
+    def __len__(self) -> int:
+        return len(self.__list)
+
+    def __str__(self) -> str:
+        return str(self.__list)
+
+
+def main() -> None:
+    int_queue: Queue[int] = Queue()
+
+    int_queue.enqueue(4)
+    int_queue.enqueue(5)
+    int_queue.enqueue(9)
+
+    print(int_queue.dequeue())
+    print(len(int_queue))
+    print(int_queue.front())
+
+
+if __name__ == "__main__":
+    main()
diff --git a/contents/stacks_and_queues/code/python/stack.py b/contents/stacks_and_queues/code/python/stack.py
new file mode 100644
index 000000000..5f890baa3
--- /dev/null
+++ b/contents/stacks_and_queues/code/python/stack.py
@@ -0,0 +1,45 @@
+#!/usr/bin/env python3
+
+__author__ = "Michael Ciccotosto-Camp"
+
+from typing import TypeVar, Generic
+
+
+T = TypeVar("T")
+
+
+class Stack(Generic[T]):
+    def __init__(self) -> None:
+        self.__list: list[T] = []
+
+    def pop(self) -> T:
+        return self.__list.pop()
+
+    def push(self, element: T) -> int:
+        self.__list.append(element)
+        return len(self)
+
+    def top(self) -> T:
+        return self.__list[-1]
+
+    def __len__(self) -> int:
+        return len(self.__list)
+
+    def __str__(self) -> str:
+        return str(self.__list)
+
+
+def main() -> None:
+    int_stack: Stack[int] = Stack()
+
+    int_stack.push(4)
+    int_stack.push(5)
+    int_stack.push(9)
+
+    print(int_stack.pop())
+    print(len(int_stack))
+    print(int_stack.top())
+
+
+if __name__ == "__main__":
+    main()
diff --git a/contents/stacks_and_queues/stacks_and_queues.md b/contents/stacks_and_queues/stacks_and_queues.md
index b695f53bd..e63f72a41 100644
--- a/contents/stacks_and_queues/stacks_and_queues.md
+++ b/contents/stacks_and_queues/stacks_and_queues.md
@@ -7,6 +7,7 @@ In *stacks*, data follows *Last In, First Out* (LIFO), which basically means tha
 In *Queues*, data follows *First In, First Out* (FIFO), which means that whichever element you put in first will be the first element you take out. Imagine a queue of people. It would be unfair if the first person in line for groceries were not the first person to receive attention once the attendant finally shows up.
 
 For the most part, though, queues and stacks are treated the same way. There must be a way to:
+
 1. look at the first element (`top()`)
 2. to remove the first element (`pop()`)
 3. to push elements onto the data structure (`push()`)
@@ -14,6 +15,7 @@ For the most part, though, queues and stacks are treated the same way. There mus
 The notation for this depends on the language you are using. Queues, for example, will often use `dequeue()` instead of `pop()` and `front()` instead of `top()`. You will see the language-specific details in the source code under the algorithms in this book, so for now it's simply important to know what stacks and queues are and how to access elements held within them.
 
 ## Example Code
+
 Here is a simple implementation of a stack:
 {% method %}
 {% sample lang="ts" %}
@@ -24,6 +26,8 @@ Here is a simple implementation of a stack:
 [import, lang:"cpp"](code/cpp/stack.cpp)
 {% sample lang="rust" %}
 [import, lang:"rust"](code/rust/Stack.rs)
+{% sample lang="python" %}
+[import, lang:"python"](code/python/stack.py)
 {% endmethod %}
 
 Here is a simple implementation of a queue:
@@ -36,9 +40,10 @@ Here is a simple implementation of a queue:
 [import, lang:"cpp"](code/cpp/queue.cpp)
 {% sample lang="rust" %}
 [import, lang:"rust" ](code/rust/Queue.rs)
+{% sample lang="python" %}
+[import, lang:"python"](code/python/queue.py)
 {% endmethod %}
 
-
 ## License
 
 ##### Code Examples
@@ -54,4 +59,5 @@ The text of this chapter was written by [James Schloss](https://github.com/leios
 ##### Pull Requests
 
 After initial licensing ([#560](https://github.com/algorithm-archivists/algorithm-archive/pull/560)), the following pull requests have modified the text or graphics of this chapter:
+
 - none

From cc8ad6227100f23ec36c9de68a73fa76e140cc43 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Tue, 22 Aug 2023 22:56:47 +0200
Subject: [PATCH 141/146] Add C# compilation with Mono (#1013)

---
 Dockerfile | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index a0808c1ef..714139a32 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -6,7 +6,7 @@ FROM mcr.microsoft.com/vscode/devcontainers/base:0-${VARIANT}
 
 # [Optional] Uncomment this section to install additional OS packages.
 RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
-    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev cmake
+    && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev cmake mono-devel
 
 # Setup Crystal
 RUN echo 'deb http://download.opensuse.org/repositories/devel:/languages:/crystal/xUbuntu_20.04/ /' | sudo tee /etc/apt/sources.list.d/devel:languages:crystal.list
@@ -98,7 +98,7 @@ ENV PATH=$PATH:~/elm
 
 # Setup V
 RUN mkdir -p ~/vlang && wget https://github.com/vlang/v/releases/download/weekly.2021.44/v_linux.zip -O ~/vlang/vlang.zip && \
-    unzip ~/vlang/vlang.zip -d ~/vlang 
+    unzip ~/vlang/vlang.zip -d ~/vlang
 ENV PATH=$PATH:~/vlang/v
 
 # Install the packages that needed extra help

From 59c0b9d6b054488b134ea3159d192c842c185328 Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Wed, 23 Aug 2023 15:18:24 +0200
Subject: [PATCH 142/146] Adding C# to the build system (using the Mono
 toolchain) (#1012)

* Added C# compilation through the mono-devel package

* Moved out void functions inside functions as it doesn't work with the mono compiler

* Removed mono-devel from Dockerfile

* Revert "Removed mono-devel from Dockerfile"

This reverts commit 8ee8f634c43d2583a090dc79348d1f7c663c0044.

* fixed incorrect naming typo
---
 Dockerfile                                    |  1 -
 SConstruct                                    |  3 +
 builders/mcs.py                               | 37 +++++++++++
 .../code/csharp/HuffmanCoding.cs              | 29 +++++----
 contents/tree_traversal/code/csharp/Tree.cs   | 64 ++++++++++---------
 sconscripts/csharp_SConscript                 | 15 +++++
 6 files changed, 103 insertions(+), 46 deletions(-)
 create mode 100644 builders/mcs.py
 create mode 100644 sconscripts/csharp_SConscript

diff --git a/Dockerfile b/Dockerfile
index 714139a32..b648ea7d8 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -109,4 +109,3 @@ RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
 RUN pip install wheel matplotlib numpy coconut scons
 
 RUN sudo sh -c 'npm install -g typescript'
-
diff --git a/SConstruct b/SConstruct
index e5ecf82d9..74e05ea85 100644
--- a/SConstruct
+++ b/SConstruct
@@ -28,6 +28,7 @@ available_languages = {
     'bash',
     'c',
     'cpp',
+    'csharp',
     'fortran',
     'java',
     'julia',
@@ -43,6 +44,7 @@ available_languages = {
 
 languages_to_import = {
     'coconut': ['coconut'],
+    'csharp': ['mcs'],
     'go': ['go'],
     'rust': ['rustc', 'cargo'],
     'kotlin': ['kotlin'],
@@ -77,6 +79,7 @@ languages = {
     'c': 'c',
     'coconut': 'coco',
     'cpp': 'cpp',
+    'csharp': 'cs',
     'fortran': 'f90',
     'go': 'go',
     'java': 'java',
diff --git a/builders/mcs.py b/builders/mcs.py
new file mode 100644
index 000000000..07f1bd76c
--- /dev/null
+++ b/builders/mcs.py
@@ -0,0 +1,37 @@
+from SCons.Builder import Builder
+import SCons.Util
+
+class ToolMCSWarning(SCons.Warnings.SConsWarning):
+    pass
+
+class MCSNotFound(ToolMCSWarning):
+    pass
+
+SCons.Warnings.enableWarningClass(ToolMCSWarning)
+
+def _detect(env):
+    try:
+        return env['mcs']
+    except KeyError:
+        pass
+
+    mcs = env.WhereIs('mcs')
+    if mcs:
+        return mcs
+
+    SCons.Warnings.warn(MCSNotFound, 'Could not find mcs executable')
+
+def exists(env):
+    env.Detect('mcs')
+
+def generate(env):
+    env['MCS'] = _detect(env)
+    env['MCSFLAGS'] = []
+
+    mcs_builder = Builder(
+        action='"$MCS" -out:$TARGET $MCSFLAGS $SOURCES',
+        src_suffix='.cs',
+        suffix='$PROGSUFFIX',
+    )
+
+    env.Append(BUILDERS={'MCS': mcs_builder})
diff --git a/contents/huffman_encoding/code/csharp/HuffmanCoding.cs b/contents/huffman_encoding/code/csharp/HuffmanCoding.cs
index ef711af26..cc8a711cd 100644
--- a/contents/huffman_encoding/code/csharp/HuffmanCoding.cs
+++ b/contents/huffman_encoding/code/csharp/HuffmanCoding.cs
@@ -133,25 +133,26 @@ private Node CreateTree(string input)
             return nodePriorityList.Pop();
         }
 
+
+        private void CreateDictionary(Node node, string bitString, Dictionary<char, string> localDictionary)
+        {
+            if (node.IsLeaf)
+                localDictionary.Add(node.Key[0], bitString);
+            else
+            {
+                if (node.LeftChild != null)
+                    CreateDictionary(node.LeftChild, bitString + '0', localDictionary);
+                if (node.RightChild != null)
+                    CreateDictionary(node.RightChild, bitString + '1', localDictionary);
+            }
+        }
+
         private Dictionary<char, string> CreateDictionary(Node root)
         {
             // We're using a string instead of a actual bits here, since it makes the code somewhat more readable and this is an educational example.
             var dictionary = new Dictionary<char, string>();
             CreateDictionary(root, "", dictionary);
             return dictionary;
-
-            void CreateDictionary(Node node, string bitString, Dictionary<char, string> localDictionary)
-            {
-                if (node.IsLeaf)
-                    localDictionary.Add(node.Key[0], bitString);
-                else
-                {
-                    if (node.LeftChild != null)
-                        CreateDictionary(node.LeftChild, bitString + '0', localDictionary);
-                    if (node.RightChild != null)
-                        CreateDictionary(node.RightChild, bitString + '1', localDictionary);
-                }
-            }
         }
 
 
@@ -165,4 +166,4 @@ private string CreateBitString(string input, Dictionary<char, string> dictionary
             return bitString;
         }
     }
-}
\ No newline at end of file
+}
diff --git a/contents/tree_traversal/code/csharp/Tree.cs b/contents/tree_traversal/code/csharp/Tree.cs
index 28df47c91..5e8bc263c 100644
--- a/contents/tree_traversal/code/csharp/Tree.cs
+++ b/contents/tree_traversal/code/csharp/Tree.cs
@@ -30,29 +30,51 @@ private Tree(int id, int depthCount, int childrenCount)
             }
         }
 
+        private void DFSRecursive(Tree tree) {
+            Console.Write(tree.Id + " ");
+
+            foreach (var c in tree._children)
+                DFSRecursive(c);
+        }
+
         public void DFSRecursive()
         {
             DFSRecursive(this);
 
-            void DFSRecursive(Tree tree)
-            {
-                Console.Write(tree.Id + " ");
+        }
 
-                foreach (var c in tree._children)
-                    DFSRecursive(c);
-            }
+        private void DFSRecursivePostorder(Tree tree)
+        {
+            foreach (var c in tree._children)
+                DFSRecursivePostorder(c);
+
+            Console.Write(tree.Id + " ");
         }
 
         public void DFSRecursivePostorder()
         {
             DFSRecursivePostorder(this);
 
-            void DFSRecursivePostorder(Tree tree)
-            {
-                foreach (var c in tree._children)
-                    DFSRecursivePostorder(c);
+        }
 
-                Console.Write(tree.Id + " ");
+        private void DFSRecursiveInorderBinary(Tree tree)
+        {
+            switch (tree._children.Count)
+            {
+                case 2:
+                    DFSRecursiveInorderBinary(tree._children[0]);
+                    Console.Write(tree.Id + " ");
+                    DFSRecursiveInorderBinary(tree._children[1]);
+                    break;
+                case 1:
+                    DFSRecursiveInorderBinary(tree._children[0]);
+                    Console.Write(tree.Id + " ");
+                    break;
+                case 0:
+                    Console.Write(tree.Id + " ");
+                    break;
+                default:
+                    throw new Exception("Not binary tree!");
             }
         }
 
@@ -60,26 +82,6 @@ public void DFSRecursiveInorderBinary()
         {
             DFSRecursiveInorderBinary(this);
 
-            void DFSRecursiveInorderBinary(Tree tree)
-            {
-                switch (tree._children.Count)
-                {
-                    case 2:
-                        DFSRecursiveInorderBinary(tree._children[0]);
-                        Console.Write(tree.Id + " ");
-                        DFSRecursiveInorderBinary(tree._children[1]);
-                        break;
-                    case 1:
-                        DFSRecursiveInorderBinary(tree._children[0]);
-                        Console.Write(tree.Id + " ");
-                        break;
-                    case 0:
-                        Console.Write(tree.Id + " ");
-                        break;
-                    default:
-                        throw new Exception("Not binary tree!");
-                }
-            }
         }
 
         public void DFSStack()
diff --git a/sconscripts/csharp_SConscript b/sconscripts/csharp_SConscript
new file mode 100644
index 000000000..366471f19
--- /dev/null
+++ b/sconscripts/csharp_SConscript
@@ -0,0 +1,15 @@
+Import('files_to_compile env')
+
+language = files_to_compile[0].language
+chapter = files_to_compile[0].chapter
+
+from collections import defaultdict
+chapter_files = defaultdict(list)
+
+for file_info in files_to_compile:
+    chapter_files[file_info.chapter].append(file_info.path)
+
+for chapter, files in chapter_files.items():
+    build_target = f'#/build/{language}/{chapter}/{chapter}'
+    build_result = env.MCS(build_target, [str(file) for file in files])
+    env.Alias(str(chapter), build_result)

From 4efe0eb503f84ee3265e17ac8fe24c115b3819be Mon Sep 17 00:00:00 2001
From: Sammy Plat <sammy@sammyplat.fr>
Date: Wed, 23 Aug 2023 17:00:21 +0200
Subject: [PATCH 143/146] Removed all "CoconutSyntaxWarning"s that appeared
 during compilation (#1014)

* Removed all "CoconutSyntaxWarning"s that appeared during compilation

* Fix typo

---------

Co-authored-by: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
---
 contents/barnsley/code/coconut/barnsley.coco         |  2 +-
 .../euclidean_algorithm/code/coconut/euclidean.coco  | 12 ++++++------
 contents/flood_fill/code/coconut/flood_fill.coco     | 12 ++++++------
 contents/huffman_encoding/code/coconut/huffman.coco  |  6 +++---
 contents/jarvis_march/code/coconut/jarvis_march.coco |  2 +-
 .../code/coconut/monte_carlo.coco                    |  2 +-
 .../tree_traversal/code/coconut/tree_traversal.coco  | 12 ++++++------
 7 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/contents/barnsley/code/coconut/barnsley.coco b/contents/barnsley/code/coconut/barnsley.coco
index a27fc7c5c..1fd87c4d7 100644
--- a/contents/barnsley/code/coconut/barnsley.coco
+++ b/contents/barnsley/code/coconut/barnsley.coco
@@ -8,7 +8,7 @@ data Point(x=0, y=0):
         return Point(x, y)
 
 
-def chaos_game(initial_location is Point, hutchinson_op, probabilities):
+def chaos_game(Point(initial_location), hutchinson_op, probabilities):
     point = initial_location
     while True:
         yield (point := choices(hutchinson_op, probabilities) @ point)
diff --git a/contents/euclidean_algorithm/code/coconut/euclidean.coco b/contents/euclidean_algorithm/code/coconut/euclidean.coco
index 08cb851a1..17c592cf0 100644
--- a/contents/euclidean_algorithm/code/coconut/euclidean.coco
+++ b/contents/euclidean_algorithm/code/coconut/euclidean.coco
@@ -1,7 +1,7 @@
-def euclid_sub(a is int, 0) = a
-addpattern def euclid_sub(0, b is int) = b
+def euclid_sub(int(a), 0) = a
+addpattern def euclid_sub(0, int(b)) = b
 
-addpattern def euclid_sub(a is int, b is int):
+addpattern def euclid_sub(int(a), int(b)):
     if a < b:
         return euclid_sub(a, b - a)
     elif b < a:
@@ -9,10 +9,10 @@ addpattern def euclid_sub(a is int, b is int):
     return a
 
 
-def euclid_mod(a is int, 0) = a
-addpattern def euclid_mod(0, b is int) = b
+def euclid_mod(int(a), 0) = a
+addpattern def euclid_mod(0, int(b)) = b
 
-addpattern def euclid_mod(a is int, b is int) = euclid_mod(b, a % b)
+addpattern def euclid_mod(int(a), int(b)) = euclid_mod(b, a % b)
 
 if __name__ == '__main__':
     print('[#]\nModulus-based euclidean algorithm result:')
diff --git a/contents/flood_fill/code/coconut/flood_fill.coco b/contents/flood_fill/code/coconut/flood_fill.coco
index f2580a608..861d4d04b 100644
--- a/contents/flood_fill/code/coconut/flood_fill.coco
+++ b/contents/flood_fill/code/coconut/flood_fill.coco
@@ -3,16 +3,16 @@ import numpy as np
 
 
 data Point(x, y):
-    def __add__(self, other is Point) = Point(self.x + other.x, self.y + other.y)
+    def __add__(self, Point(other)) = Point(self.x + other.x, self.y + other.y)
 
 
 # This function is necessary, because negative indices wrap around the
 # array in Coconut.
-def inbounds(canvas_shape, location is Point) =
+def inbounds(canvas_shape, Point(location)) =
     min(location) >= 0 and location.x < canvas_shape[0] and location.y < canvas_shape[1]
 
 
-def find_neighbours(canvas, location is Point, old_value):
+def find_neighbours(canvas, Point(location), old_value):
     possible_neighbours = ((Point(0, 1), Point(1, 0), Point(0, -1), Point(-1, 0))
                           |> map$(location.__add__))
 
@@ -20,7 +20,7 @@ def find_neighbours(canvas, location is Point, old_value):
                                                     and canvas[x] == old_value))
 
 
-def stack_fill(canvas, location is Point, old_value, new_value):
+def stack_fill(canvas,  Point(location), old_value, new_value):
     if new_value == old_value or not inbounds(canvas.shape, location):
         return
 
@@ -33,7 +33,7 @@ def stack_fill(canvas, location is Point, old_value, new_value):
             stack.extend(find_neighbours(canvas, current_location, old_value))
 
 
-def queue_fill(canvas, location is Point, old_value, new_value):
+def queue_fill(canvas, Point(location), old_value, new_value):
     if new_value == old_value or not inbounds(canvas.shape, location):
         return
 
@@ -49,7 +49,7 @@ def queue_fill(canvas, location is Point, old_value, new_value):
             queue.append(neighbour)
 
 
-def recursive_fill(canvas, location is Point, old_value, new_value):
+def recursive_fill(canvas, Point(location), old_value, new_value):
     if new_value == old_value or not inbounds(canvas.shape, location):
         return
 
diff --git a/contents/huffman_encoding/code/coconut/huffman.coco b/contents/huffman_encoding/code/coconut/huffman.coco
index 640112167..7d1b0a936 100644
--- a/contents/huffman_encoding/code/coconut/huffman.coco
+++ b/contents/huffman_encoding/code/coconut/huffman.coco
@@ -4,13 +4,13 @@ from bisect import bisect
 class Tree
 
 data Empty() from Tree
-data Leaf(char, n is int) from Tree:
+data Leaf(char, int(n)) from Tree:
     def __str__(self):
         return f'Leaf({self.char}, {self.n})'
 
     __repr__ = __str__
 
-data Node(left is Tree, right is Tree) from Tree:
+data Node(Tree(left), Tree(right)) from Tree:
     def __str__(self):
         return f'Node({str(self.left)}, {str(self.right)})'
     __repr__ = __str__
@@ -52,7 +52,7 @@ def build_huffman_tree(message):
 
 def build_codebook(Empty(), code='') = []
 addpattern def build_codebook(Leaf(char, n), code='') = [(char, code)]
-addpattern def build_codebook(Node(left, right), code='') = 
+addpattern def build_codebook(Node(left, right), code='') =
     build_codebook(left, code+'0') + build_codebook(right, code+'1')
 
 def huffman_encode(codebook, message):
diff --git a/contents/jarvis_march/code/coconut/jarvis_march.coco b/contents/jarvis_march/code/coconut/jarvis_march.coco
index f54aa4336..7ec55b371 100644
--- a/contents/jarvis_march/code/coconut/jarvis_march.coco
+++ b/contents/jarvis_march/code/coconut/jarvis_march.coco
@@ -3,7 +3,7 @@ data point(x=0, y=0):
         return f'({self.x}, {self.y})'
 
 # Is the turn counter-clockwise?
-def counter_clockwise(p1 is point, p2 is point, p3 is point) =
+def counter_clockwise(point(p1), point(p2), point(p3)) =
     (p3.y - p1.y) * (p2.x - p1.x) >= (p2.y - p1.y) * (p3.x - p1.x)
 
 
diff --git a/contents/monte_carlo_integration/code/coconut/monte_carlo.coco b/contents/monte_carlo_integration/code/coconut/monte_carlo.coco
index a1a1d9975..7d58c077c 100644
--- a/contents/monte_carlo_integration/code/coconut/monte_carlo.coco
+++ b/contents/monte_carlo_integration/code/coconut/monte_carlo.coco
@@ -4,7 +4,7 @@ import random
 data point(x, y):
     def __abs__(self) = (self.x, self.y) |> map$(pow$(?, 2)) |> sum |> math.sqrt
 
-def in_circle(p is point, radius = 1):
+def in_circle(point(p), radius = 1):
     """Return True if the point is in the circle and False otherwise."""
     return abs(p) < radius
 
diff --git a/contents/tree_traversal/code/coconut/tree_traversal.coco b/contents/tree_traversal/code/coconut/tree_traversal.coco
index 776708f6e..a5ba371b6 100644
--- a/contents/tree_traversal/code/coconut/tree_traversal.coco
+++ b/contents/tree_traversal/code/coconut/tree_traversal.coco
@@ -16,20 +16,20 @@ def dfs_recursive_postorder(Node(value, children)):
 
 def dfs_recursive_inorder_btree(Node(value, children)):
     """A depth first search approach for printing all values in a binary tree."""
-    case len(children):
-        match 2:
+    match len(children):
+        case 2:
             dfs_recursive_inorder_btree(children[0])
             print(value, end=' ')
             dfs_recursive_inorder_btree(children[1])
-        match 1:
+        case 1:
             dfs_recursive_inorder_btree(children[0])
             print(value, end=' ')
-        match 0:
+        case 0:
             print(value, end=' ')
     else:
         print('Invalid binary tree')
 
-def dfs_stack(node is Node):
+def dfs_stack(Node(node)):
     """A depth first approach for printing out all values in a tree using a stack."""
     stack = [node]
     while stack:
@@ -38,7 +38,7 @@ def dfs_stack(node is Node):
         for child in current_node.children:
             stack.append(child)
 
-def bfs_queue(node is Node):
+def bfs_queue(Node(node)):
     """A breadth first search approach for printing out all values in a tree."""
     queue = deque([node])
     while queue:

From c3311b69a61533d056ad9697580334fbd9adad27 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Wed, 23 Aug 2023 18:11:55 +0200
Subject: [PATCH 144/146] Update actions/checkout@v2 to actions/checkout@v3
 (#1015)

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

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6254942d9..cd2038090 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -12,7 +12,7 @@ jobs:
         shell: bash --rcfile /root/.bashrc -eo pipefail {0} 
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           persist-credentials: false
 

From 0754d4fbcdcb10de450bfcdcb0c2035cc40453d5 Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Tue, 31 Oct 2023 22:24:25 +0100
Subject: [PATCH 145/146] Declare "noninteractive" environment variable
 globally in Dockerfile (#1020)

---
 Dockerfile | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index b648ea7d8..af716018d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,11 +1,12 @@
 # See here for image contents: https://github.com/microsoft/vscode-dev-containers/tree/v0.187.0/containers/ubuntu/.devcontainer/base.Dockerfile
 
+ARG DEBIAN_FRONTEND=noninteractive
+
 # [Choice] Ubuntu version: bionic, focal
 ARG VARIANT="focal"
 FROM mcr.microsoft.com/vscode/devcontainers/base:0-${VARIANT}
 
-# [Optional] Uncomment this section to install additional OS packages.
-RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+RUN apt-get update \
     && apt-get -y install --no-install-recommends build-essential software-properties-common xz-utils g++ sbcl julia python3 python3-pip python3-dev ghc openjdk-11-jdk libssl-dev gfortran libxml2-dev libyaml-dev libgmp-dev libz-dev libncurses5 gnuplot nodejs npm lua5.3 ocaml php ruby-full gnu-smalltalk scratch libfftw3-dev cmake mono-devel
 
 # Setup Crystal
@@ -85,7 +86,7 @@ ENV PATH=$PATH:~/swift/usr/bin
 
 # Setup viml
 # To run vim script commands use `/usr/bin/vim -c ":source %" <path_to_file>`
-RUN export DEBIAN_FRONTEND=noninteractive && apt-get -y install --no-install-recommends vim
+RUN apt-get -y install --no-install-recommends vim
 
 # Setup whitespace
 RUN mkdir -p ~/whitespace && git clone https://github.com/wspace/whitespace-haskell ~/whitespace && cd ~/whitespace && make -B
@@ -102,7 +103,7 @@ RUN mkdir -p ~/vlang && wget https://github.com/vlang/v/releases/download/weekly
 ENV PATH=$PATH:~/vlang/v
 
 # Install the packages that needed extra help
-RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+RUN apt-get update \
     && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
 
 

From 38c40e075d8a454f97aca03624d4ce398d16470a Mon Sep 17 00:00:00 2001
From: Dimitri Belopopsky <ShadowMitia@users.noreply.github.com>
Date: Wed, 1 Nov 2023 15:45:15 +0100
Subject: [PATCH 146/146] Add --no-cache-dir to pip install instructions in
 Dockefile (#1021)

---
 Dockerfile | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index af716018d..7e8a3826a 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -50,7 +50,7 @@ RUN git clone https://github.com/justinmeza/lci.git ~/lolcode && cd ~/lolcode &&
 ENV PATH=$PATH:~/lolcode/build
 
 # Setup Piet
-RUN pip install repiet
+RUN python3 -m pip install --no-cache-dir repiet
 
 # Setup Matlab
 # ?????? This is a licensed language???
@@ -107,6 +107,6 @@ RUN apt-get update \
     && apt-get -y install --no-install-recommends crystal dart nim powershell scala dotnet-sdk-5.0 r-base racket
 
 
-RUN pip install wheel matplotlib numpy coconut scons
+RUN python3 -m pip install --no-cache-dir wheel matplotlib numpy coconut scons
 
 RUN sudo sh -c 'npm install -g typescript'