Conditional Random Fields

@@ -64,20 +64,20 @@ def word2features(sent, i):
 
 
     features = {
     features = {
         # Suffixes
         # Suffixes
-        'word[-3:]': word[-3:],
-        'word[-2:]': word[-2:],
-        'word[-1:]': word[-1:],
+        #'word[-3:]': word[-3:],
+        #'word[-2:]': word[-2:],
+        #'word[-1:]': word[-1:],
         #'word.isupper()': word.isupper(),
         #'word.isupper()': word.isupper(),
-        'word': word,
+        #'word': word,
         'lemma': lemma,
         'lemma': lemma,
         'postag': postag,
         'postag': postag,
-        'lemma[-3:]': lemma[-3:],
-        'lemma[-2:]': lemma[-2:],
-        'lemma[-1:]': lemma[-1:],
-        'word[:3]': word[:3],
-        'word[:2]': word[:2],
-        'word[:1]': word[:1],
-        'endsConLow()={}'.format(endsConLow(word)): endsConLow(word),
+        #'lemma[-3:]': lemma[-3:],
+        #'lemma[-2:]': lemma[-2:],
+        #'lemma[-1:]': lemma[-1:],
+        #'word[:3]': word[:3],
+        #'word[:2]': word[:2],
+        #'word[:1]': word[:1],
+        #'endsConLow()={}'.format(endsConLow(word)): endsConLow(word),
     }
     }
     if i > 0:
     if i > 0:
         listElem = sent[i - 1].split('|')
         listElem = sent[i - 1].split('|')
@@ -85,7 +85,7 @@ def word2features(sent, i):
         lemma1 = listElem[1]
         lemma1 = listElem[1]
         postag1 = listElem[2]
         postag1 = listElem[2]
         features.update({
         features.update({
-            '-1:word': word1,
+            #'-1:word': word1,
             '-1:lemma': lemma1,
             '-1:lemma': lemma1,
             '-1:postag': postag1,
             '-1:postag': postag1,
         })
         })
@@ -96,7 +96,7 @@ def word2features(sent, i):
         lemma1 = listElem[1]
         lemma1 = listElem[1]
         postag1 = listElem[2]
         postag1 = listElem[2]
         features.update({
         features.update({
-            '+1:word': word1,
+            #'+1:word': word1,
             '+1:lemma': lemma1,
             '+1:lemma': lemma1,
             '+1:postag': postag1,
             '+1:postag': postag1,
         })
         })
@@ -259,8 +259,8 @@ if __name__ == "__main__":
 
 
     print("Reading corpus done in: %fs" % (time() - t0))
     print("Reading corpus done in: %fs" % (time() - t0))
 
 
-    print(sent2features(sentencesTrainingData[0])[0])
-    print(sent2features(sentencesTestData[0])[0])
+    #print(sent2features(sentencesTrainingData[0])[0])
+    #print(sent2features(sentencesTestData[0])[0])
     t0 = time()
     t0 = time()
 
 
     X_train = [sent2features(s) for s in sentencesTrainingData]
     X_train = [sent2features(s) for s in sentencesTrainingData]