remove debugging stuff

Author: wrichert

ch03/plot_kmeans_example.py

@@ -102,7 +102,7 @@ def plot_clustering(x, y, title, mx=None, ymax=None, xmin=None, km=None):
 c2a, c2b, c2c=km.cluster_centers_
 pylab.scatter(km.cluster_centers_[:, 0], km.cluster_centers_[:, 1],
 marker='x', linewidth=2, s=100, color='black')
-# import pdb;pdb.set_trace()
+
 pylab.gca().add_patch(
 pylab.Arrow(c1a[0], c1a[1], c2a[0] -c1a[0], c2a[1] -c1a[1], width=0.1))
 pylab.gca().add_patch(

ch03/rel_post_mlcomp_01.py

@@ -77,8 +77,6 @@ def build_analyzer(self):
 similar.append((dist, dataset.data[i]))
 
 similar=sorted(similar)
-importpdb
-pdb.set_trace()
 
 show_at_1=similar[0]
 show_at_2=similar[len(similar) /2]

ch05/PosTagFreqVectorizer.py

@@ -46,7 +46,6 @@ def update(self, other):
 forsentinother:
 self.n_sents+=1
 
-# import pdb;pdb.set_trace()
 ifself.poscacheisnotNone:
 ifsentinself.poscache:
 tags=self.poscache[sent]

ch05/so_xml_to_tsv.py

@@ -96,10 +96,6 @@ def parsexml(filename):
 ifelem.tag=='row':
 creation_date=dateparser.parse(elem.get('CreationDate'))
 
-# import pdb;pdb.set_trace()
-# if creation_date.year < 2011:
-# continue
-
 Id=int(elem.get('Id'))
 PostTypeId=int(elem.get('PostTypeId'))
 Score=int(elem.get('Score'))

ch06/04_sent.py

@@ -60,7 +60,6 @@ def fit(self, documents, y=None):
 
 def_get_sentiments(self, d):
 # http://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html
-#import pdb;pdb.set_trace()
 sent=tuple(nltk.word_tokenize(d))
 ifposcacheisnotNone:
 ifdinposcache:
@@ -106,7 +105,7 @@ def _get_sentiments(self, d):
 l=len(sent)
 avg_pos_val=np.mean(pos_vals)
 avg_neg_val=np.mean(neg_vals)
-#import pdb;pdb.set_trace()
+
 return [1-avg_pos_val-avg_neg_val, avg_pos_val, avg_neg_val,
 nouns/l, adjectives/l, verbs/l, adverbs/l]
 

ch06/utils.py

@@ -46,7 +46,6 @@ def load_sanders_data(dirname=".", line_count=-1):
 
 topic, label, tweet_id=line
 
-# import vimpdb;vimpdb.set_trace()
 tweet_fn=os.path.join(
 DATA_DIR, dirname, 'rawdata', '%s.json'%tweet_id)
 tweet=json.load(open(tweet_fn, "r"))
@@ -157,7 +156,6 @@ def plot_feat_importance(feature_names, clf, name):
 
 defplot_feat_hist(data_name_list, filename=None):
 pylab.clf()
-# import pdb;pdb.set_trace()
 num_rows=1+ (len(data_name_list) -1) /2
 num_cols=1iflen(data_name_list) ==1else2
 pylab.figure(figsize=(5*num_cols, 4*num_rows))

ch09/utils.py

@@ -119,7 +119,6 @@ def plot_feat_importance(feature_names, clf, name):
 
 defplot_feat_hist(data_name_list, filename=None):
 pylab.clf()
-# import pdb;pdb.set_trace()
 num_rows=1+ (len(data_name_list) -1) /2
 num_cols=1iflen(data_name_list) ==1else2
 pylab.figure(figsize=(5*num_cols, 4*num_rows))