diff --git a/_modules/index.html b/_modules/index.html
index 8b5044132..f19096705 100644
--- a/_modules/index.html
+++ b/_modules/index.html
@@ -417,7 +417,7 @@ <h1>All modules for which code is available</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk.html b/_modules/nltk.html
index d68c458d6..285925d42 100644
--- a/_modules/nltk.html
+++ b/_modules/nltk.html
@@ -318,7 +318,7 @@ <h1>Source code for nltk</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/chartparser_app.html b/_modules/nltk/app/chartparser_app.html
index 81890301c..f3bd740cc 100644
--- a/_modules/nltk/app/chartparser_app.html
+++ b/_modules/nltk/app/chartparser_app.html
@@ -2679,7 +2679,7 @@ <h1>Source code for nltk.app.chartparser_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/chunkparser_app.html b/_modules/nltk/app/chunkparser_app.html
index 96d9a89a3..2e17dca09 100644
--- a/_modules/nltk/app/chunkparser_app.html
+++ b/_modules/nltk/app/chunkparser_app.html
@@ -1610,7 +1610,7 @@ <h1>Source code for nltk.app.chunkparser_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/collocations_app.html b/_modules/nltk/app/collocations_app.html
index 2eccae7a7..b18ac7d9c 100644
--- a/_modules/nltk/app/collocations_app.html
+++ b/_modules/nltk/app/collocations_app.html
@@ -548,7 +548,7 @@ <h1>Source code for nltk.app.collocations_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/concordance_app.html b/_modules/nltk/app/concordance_app.html
index 8a5bcc2d5..6cddbc054 100644
--- a/_modules/nltk/app/concordance_app.html
+++ b/_modules/nltk/app/concordance_app.html
@@ -819,7 +819,7 @@ <h1>Source code for nltk.app.concordance_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/nemo_app.html b/_modules/nltk/app/nemo_app.html
index d28aae2a2..581bbb2ac 100644
--- a/_modules/nltk/app/nemo_app.html
+++ b/_modules/nltk/app/nemo_app.html
@@ -273,7 +273,7 @@ <h1>Source code for nltk.app.nemo_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/rdparser_app.html b/_modules/nltk/app/rdparser_app.html
index 165ced75b..7c4a19509 100644
--- a/_modules/nltk/app/rdparser_app.html
+++ b/_modules/nltk/app/rdparser_app.html
@@ -1162,7 +1162,7 @@ <h1>Source code for nltk.app.rdparser_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/srparser_app.html b/_modules/nltk/app/srparser_app.html
index 8ad1b3a28..5bd70d3ce 100644
--- a/_modules/nltk/app/srparser_app.html
+++ b/_modules/nltk/app/srparser_app.html
@@ -1047,7 +1047,7 @@ <h1>Source code for nltk.app.srparser_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/app/wordnet_app.html b/_modules/nltk/app/wordnet_app.html
index 9aa660687..712b36286 100644
--- a/_modules/nltk/app/wordnet_app.html
+++ b/_modules/nltk/app/wordnet_app.html
@@ -1107,7 +1107,7 @@ <h1>Source code for nltk.app.wordnet_app</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/book.html b/_modules/nltk/book.html
index fc45bcf04..5d55ea038 100644
--- a/_modules/nltk/book.html
+++ b/_modules/nltk/book.html
@@ -323,7 +323,7 @@ <h1>Source code for nltk.book</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/ccg/api.html b/_modules/nltk/ccg/api.html
index 261c2d82b..fdc5cffd8 100644
--- a/_modules/nltk/ccg/api.html
+++ b/_modules/nltk/ccg/api.html
@@ -468,7 +468,7 @@ <h1>Source code for nltk.ccg.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/ccg/chart.html b/_modules/nltk/ccg/chart.html
index 328e2b461..71d8765e6 100644
--- a/_modules/nltk/ccg/chart.html
+++ b/_modules/nltk/ccg/chart.html
@@ -590,7 +590,7 @@ <h1>Source code for nltk.ccg.chart</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/ccg/combinator.html b/_modules/nltk/ccg/combinator.html
index a102fe39e..0019f377c 100644
--- a/_modules/nltk/ccg/combinator.html
+++ b/_modules/nltk/ccg/combinator.html
@@ -449,7 +449,7 @@ <h1>Source code for nltk.ccg.combinator</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/ccg/lexicon.html b/_modules/nltk/ccg/lexicon.html
index b766b87d5..1d2669324 100644
--- a/_modules/nltk/ccg/lexicon.html
+++ b/_modules/nltk/ccg/lexicon.html
@@ -448,7 +448,7 @@ <h1>Source code for nltk.ccg.lexicon</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/ccg/logic.html b/_modules/nltk/ccg/logic.html
index 7815dd9c7..158735ba9 100644
--- a/_modules/nltk/ccg/logic.html
+++ b/_modules/nltk/ccg/logic.html
@@ -170,7 +170,7 @@ <h1>Source code for nltk.ccg.logic</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chat.html b/_modules/nltk/chat.html
index 5f9277073..cdfad61c8 100644
--- a/_modules/nltk/chat.html
+++ b/_modules/nltk/chat.html
@@ -161,7 +161,7 @@ <h1>Source code for nltk.chat</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chat/eliza.html b/_modules/nltk/chat/eliza.html
index fba502f64..248250811 100644
--- a/_modules/nltk/chat/eliza.html
+++ b/_modules/nltk/chat/eliza.html
@@ -447,7 +447,7 @@ <h1>Source code for nltk.chat.eliza</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chat/iesha.html b/_modules/nltk/chat/iesha.html
index c065bd14c..4d04a6ef7 100644
--- a/_modules/nltk/chat/iesha.html
+++ b/_modules/nltk/chat/iesha.html
@@ -270,7 +270,7 @@ <h1>Source code for nltk.chat.iesha</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chat/rude.html b/_modules/nltk/chat/rude.html
index 604b04c0c..8c713c8da 100644
--- a/_modules/nltk/chat/rude.html
+++ b/_modules/nltk/chat/rude.html
@@ -235,7 +235,7 @@ <h1>Source code for nltk.chat.rude</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chat/suntsu.html b/_modules/nltk/chat/suntsu.html
index d12dc04e8..bc851ae78 100644
--- a/_modules/nltk/chat/suntsu.html
+++ b/_modules/nltk/chat/suntsu.html
@@ -250,7 +250,7 @@ <h1>Source code for nltk.chat.suntsu</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chat/util.html b/_modules/nltk/chat/util.html
index f43e108c3..4a27e15ad 100644
--- a/_modules/nltk/chat/util.html
+++ b/_modules/nltk/chat/util.html
@@ -234,7 +234,7 @@ <h1>Source code for nltk.chat.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chat/zen.html b/_modules/nltk/chat/zen.html
index 80dfb1f69..1a246e88b 100644
--- a/_modules/nltk/chat/zen.html
+++ b/_modules/nltk/chat/zen.html
@@ -439,7 +439,7 @@ <h1>Source code for nltk.chat.zen</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chunk.html b/_modules/nltk/chunk.html
index 14b17619a..35735bbba 100644
--- a/_modules/nltk/chunk.html
+++ b/_modules/nltk/chunk.html
@@ -307,7 +307,7 @@ <h1>Source code for nltk.chunk</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chunk/api.html b/_modules/nltk/chunk/api.html
index 1cf802015..499657227 100644
--- a/_modules/nltk/chunk/api.html
+++ b/_modules/nltk/chunk/api.html
@@ -161,7 +161,7 @@ <h1>Source code for nltk.chunk.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chunk/named_entity.html b/_modules/nltk/chunk/named_entity.html
index a0d127864..edea73b1b 100644
--- a/_modules/nltk/chunk/named_entity.html
+++ b/_modules/nltk/chunk/named_entity.html
@@ -462,7 +462,7 @@ <h1>Source code for nltk.chunk.named_entity</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chunk/regexp.html b/_modules/nltk/chunk/regexp.html
index 9e5d75e1b..4d64511b7 100644
--- a/_modules/nltk/chunk/regexp.html
+++ b/_modules/nltk/chunk/regexp.html
@@ -1580,7 +1580,7 @@ <h1>Source code for nltk.chunk.regexp</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/chunk/util.html b/_modules/nltk/chunk/util.html
index 87d9abe75..69432ef25 100644
--- a/_modules/nltk/chunk/util.html
+++ b/_modules/nltk/chunk/util.html
@@ -753,7 +753,7 @@ <h1>Source code for nltk.chunk.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/api.html b/_modules/nltk/classify/api.html
index b279c2110..6615d6fe5 100644
--- a/_modules/nltk/classify/api.html
+++ b/_modules/nltk/classify/api.html
@@ -305,7 +305,7 @@ <h1>Source code for nltk.classify.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/decisiontree.html b/_modules/nltk/classify/decisiontree.html
index 4d30e5273..8f66f01b6 100644
--- a/_modules/nltk/classify/decisiontree.html
+++ b/_modules/nltk/classify/decisiontree.html
@@ -459,7 +459,7 @@ <h1>Source code for nltk.classify.decisiontree</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/maxent.html b/_modules/nltk/classify/maxent.html
index 81d5f06b8..a307a00b8 100644
--- a/_modules/nltk/classify/maxent.html
+++ b/_modules/nltk/classify/maxent.html
@@ -1679,7 +1679,7 @@ <h1>Source code for nltk.classify.maxent</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/megam.html b/_modules/nltk/classify/megam.html
index 108de4fb9..fb1589fa0 100644
--- a/_modules/nltk/classify/megam.html
+++ b/_modules/nltk/classify/megam.html
@@ -294,7 +294,7 @@ <h1>Source code for nltk.classify.megam</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/naivebayes.html b/_modules/nltk/classify/naivebayes.html
index c702eaf7b..93596fb0d 100644
--- a/_modules/nltk/classify/naivebayes.html
+++ b/_modules/nltk/classify/naivebayes.html
@@ -370,7 +370,7 @@ <h1>Source code for nltk.classify.naivebayes</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/positivenaivebayes.html b/_modules/nltk/classify/positivenaivebayes.html
index 33b4cb3c7..bdceb5b6f 100644
--- a/_modules/nltk/classify/positivenaivebayes.html
+++ b/_modules/nltk/classify/positivenaivebayes.html
@@ -290,7 +290,7 @@ <h1>Source code for nltk.classify.positivenaivebayes</h1><div class="highlight">
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/rte_classify.html b/_modules/nltk/classify/rte_classify.html
index f78f069d2..3120b22bc 100644
--- a/_modules/nltk/classify/rte_classify.html
+++ b/_modules/nltk/classify/rte_classify.html
@@ -291,7 +291,7 @@ <h1>Source code for nltk.classify.rte_classify</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/scikitlearn.html b/_modules/nltk/classify/scikitlearn.html
index 74b7880d6..7f16f4e70 100644
--- a/_modules/nltk/classify/scikitlearn.html
+++ b/_modules/nltk/classify/scikitlearn.html
@@ -253,7 +253,7 @@ <h1>Source code for nltk.classify.scikitlearn</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/senna.html b/_modules/nltk/classify/senna.html
index 07a212031..2b3b859a8 100644
--- a/_modules/nltk/classify/senna.html
+++ b/_modules/nltk/classify/senna.html
@@ -287,7 +287,7 @@ <h1>Source code for nltk.classify.senna</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/svm.html b/_modules/nltk/classify/svm.html
index b3c24dc68..d22de5496 100644
--- a/_modules/nltk/classify/svm.html
+++ b/_modules/nltk/classify/svm.html
@@ -127,7 +127,7 @@ <h1>Source code for nltk.classify.svm</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/tadm.html b/_modules/nltk/classify/tadm.html
index ef2ef615e..f8b0a1577 100644
--- a/_modules/nltk/classify/tadm.html
+++ b/_modules/nltk/classify/tadm.html
@@ -232,7 +232,7 @@ <h1>Source code for nltk.classify.tadm</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/textcat.html b/_modules/nltk/classify/textcat.html
index 282358a30..dcb489dc1 100644
--- a/_modules/nltk/classify/textcat.html
+++ b/_modules/nltk/classify/textcat.html
@@ -307,7 +307,7 @@ <h1>Source code for nltk.classify.textcat</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/util.html b/_modules/nltk/classify/util.html
index 0e58d7755..7222d1f64 100644
--- a/_modules/nltk/classify/util.html
+++ b/_modules/nltk/classify/util.html
@@ -456,7 +456,7 @@ <h1>Source code for nltk.classify.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/classify/weka.html b/_modules/nltk/classify/weka.html
index 53b48dea3..a22fdc988 100644
--- a/_modules/nltk/classify/weka.html
+++ b/_modules/nltk/classify/weka.html
@@ -487,7 +487,7 @@ <h1>Source code for nltk.classify.weka</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/cluster/api.html b/_modules/nltk/cluster/api.html
index 4073afb44..a77d34ee7 100644
--- a/_modules/nltk/cluster/api.html
+++ b/_modules/nltk/cluster/api.html
@@ -184,7 +184,7 @@ <h1>Source code for nltk.cluster.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/cluster/em.html b/_modules/nltk/cluster/em.html
index 7aa90dce6..e38284adc 100644
--- a/_modules/nltk/cluster/em.html
+++ b/_modules/nltk/cluster/em.html
@@ -329,7 +329,7 @@ <h1>Source code for nltk.cluster.em</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/cluster/gaac.html b/_modules/nltk/cluster/gaac.html
index d4b9bf3e7..3b00824ce 100644
--- a/_modules/nltk/cluster/gaac.html
+++ b/_modules/nltk/cluster/gaac.html
@@ -280,7 +280,7 @@ <h1>Source code for nltk.cluster.gaac</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/cluster/kmeans.html b/_modules/nltk/cluster/kmeans.html
index 9c287bf66..78a50f81a 100644
--- a/_modules/nltk/cluster/kmeans.html
+++ b/_modules/nltk/cluster/kmeans.html
@@ -341,7 +341,7 @@ <h1>Source code for nltk.cluster.kmeans</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/cluster/util.html b/_modules/nltk/cluster/util.html
index c2fd41512..ce6649ba7 100644
--- a/_modules/nltk/cluster/util.html
+++ b/_modules/nltk/cluster/util.html
@@ -409,7 +409,7 @@ <h1>Source code for nltk.cluster.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/collections.html b/_modules/nltk/collections.html
index 4309137ba..9a2e99e24 100644
--- a/_modules/nltk/collections.html
+++ b/_modules/nltk/collections.html
@@ -771,7 +771,7 @@ <h1>Source code for nltk.collections</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/collocations.html b/_modules/nltk/collocations.html
index 3be2f1dbf..2b12eec0d 100644
--- a/_modules/nltk/collocations.html
+++ b/_modules/nltk/collocations.html
@@ -522,7 +522,7 @@ <h1>Source code for nltk.collocations</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/compat.html b/_modules/nltk/compat.html
index 62c706623..230ed94d1 100644
--- a/_modules/nltk/compat.html
+++ b/_modules/nltk/compat.html
@@ -153,7 +153,7 @@ <h1>Source code for nltk.compat</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus.html b/_modules/nltk/corpus.html
index 9bd4c320f..dec4b75ec 100644
--- a/_modules/nltk/corpus.html
+++ b/_modules/nltk/corpus.html
@@ -593,7 +593,7 @@ <h1>Source code for nltk.corpus</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/aligned.html b/_modules/nltk/corpus/reader/aligned.html
index 8aabf2781..7f7bfb799 100644
--- a/_modules/nltk/corpus/reader/aligned.html
+++ b/_modules/nltk/corpus/reader/aligned.html
@@ -264,7 +264,7 @@ <h1>Source code for nltk.corpus.reader.aligned</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/api.html b/_modules/nltk/corpus/reader/api.html
index 5d1be988a..7d19828cb 100644
--- a/_modules/nltk/corpus/reader/api.html
+++ b/_modules/nltk/corpus/reader/api.html
@@ -625,7 +625,7 @@ <h1>Source code for nltk.corpus.reader.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/bnc.html b/_modules/nltk/corpus/reader/bnc.html
index 8c5343a30..9a15c2454 100644
--- a/_modules/nltk/corpus/reader/bnc.html
+++ b/_modules/nltk/corpus/reader/bnc.html
@@ -375,7 +375,7 @@ <h1>Source code for nltk.corpus.reader.bnc</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/bracket_parse.html b/_modules/nltk/corpus/reader/bracket_parse.html
index 847a170e9..df6d33db2 100644
--- a/_modules/nltk/corpus/reader/bracket_parse.html
+++ b/_modules/nltk/corpus/reader/bracket_parse.html
@@ -349,7 +349,7 @@ <h1>Source code for nltk.corpus.reader.bracket_parse</h1><div class="highlight">
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/categorized_sents.html b/_modules/nltk/corpus/reader/categorized_sents.html
index 247fc23f0..3ac8ca744 100644
--- a/_modules/nltk/corpus/reader/categorized_sents.html
+++ b/_modules/nltk/corpus/reader/categorized_sents.html
@@ -278,7 +278,7 @@ <h1>Source code for nltk.corpus.reader.categorized_sents</h1><div class="highlig
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/chasen.html b/_modules/nltk/corpus/reader/chasen.html
index fbfd53fd9..8ad4b79c9 100644
--- a/_modules/nltk/corpus/reader/chasen.html
+++ b/_modules/nltk/corpus/reader/chasen.html
@@ -270,7 +270,7 @@ <h1>Source code for nltk.corpus.reader.chasen</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/childes.html b/_modules/nltk/corpus/reader/childes.html
index 26329f49d..259b09a52 100644
--- a/_modules/nltk/corpus/reader/childes.html
+++ b/_modules/nltk/corpus/reader/childes.html
@@ -740,7 +740,7 @@ <h1>Source code for nltk.corpus.reader.childes</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/chunked.html b/_modules/nltk/corpus/reader/chunked.html
index 71334c849..1e411c762 100644
--- a/_modules/nltk/corpus/reader/chunked.html
+++ b/_modules/nltk/corpus/reader/chunked.html
@@ -383,7 +383,7 @@ <h1>Source code for nltk.corpus.reader.chunked</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/cmudict.html b/_modules/nltk/corpus/reader/cmudict.html
index 1f49faeaf..abbf63aa8 100644
--- a/_modules/nltk/corpus/reader/cmudict.html
+++ b/_modules/nltk/corpus/reader/cmudict.html
@@ -198,7 +198,7 @@ <h1>Source code for nltk.corpus.reader.cmudict</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/comparative_sents.html b/_modules/nltk/corpus/reader/comparative_sents.html
index cb1fb90a7..da046214d 100644
--- a/_modules/nltk/corpus/reader/comparative_sents.html
+++ b/_modules/nltk/corpus/reader/comparative_sents.html
@@ -419,7 +419,7 @@ <h1>Source code for nltk.corpus.reader.comparative_sents</h1><div class="highlig
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/conll.html b/_modules/nltk/corpus/reader/conll.html
index 1a8e2020e..b6bf36657 100644
--- a/_modules/nltk/corpus/reader/conll.html
+++ b/_modules/nltk/corpus/reader/conll.html
@@ -689,7 +689,7 @@ <h1>Source code for nltk.corpus.reader.conll</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/crubadan.html b/_modules/nltk/corpus/reader/crubadan.html
index 53e5b1dc6..76c4992c2 100644
--- a/_modules/nltk/corpus/reader/crubadan.html
+++ b/_modules/nltk/corpus/reader/crubadan.html
@@ -216,7 +216,7 @@ <h1>Source code for nltk.corpus.reader.crubadan</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/dependency.html b/_modules/nltk/corpus/reader/dependency.html
index 6dd600f2d..d21fbaa76 100644
--- a/_modules/nltk/corpus/reader/dependency.html
+++ b/_modules/nltk/corpus/reader/dependency.html
@@ -227,7 +227,7 @@ <h1>Source code for nltk.corpus.reader.dependency</h1><div class="highlight"><pr
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/framenet.html b/_modules/nltk/corpus/reader/framenet.html
index c2e9939a7..6cfd91840 100644
--- a/_modules/nltk/corpus/reader/framenet.html
+++ b/_modules/nltk/corpus/reader/framenet.html
@@ -3542,7 +3542,7 @@ <h1>Source code for nltk.corpus.reader.framenet</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/ieer.html b/_modules/nltk/corpus/reader/ieer.html
index 8231b97f3..3c032ffa7 100644
--- a/_modules/nltk/corpus/reader/ieer.html
+++ b/_modules/nltk/corpus/reader/ieer.html
@@ -226,7 +226,7 @@ <h1>Source code for nltk.corpus.reader.ieer</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/indian.html b/_modules/nltk/corpus/reader/indian.html
index 0854afeee..64a928195 100644
--- a/_modules/nltk/corpus/reader/indian.html
+++ b/_modules/nltk/corpus/reader/indian.html
@@ -203,7 +203,7 @@ <h1>Source code for nltk.corpus.reader.indian</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/ipipan.html b/_modules/nltk/corpus/reader/ipipan.html
index 95bc2c79d..e08fad6e6 100644
--- a/_modules/nltk/corpus/reader/ipipan.html
+++ b/_modules/nltk/corpus/reader/ipipan.html
@@ -466,7 +466,7 @@ <h1>Source code for nltk.corpus.reader.ipipan</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/knbc.html b/_modules/nltk/corpus/reader/knbc.html
index 80ce42391..198043e89 100644
--- a/_modules/nltk/corpus/reader/knbc.html
+++ b/_modules/nltk/corpus/reader/knbc.html
@@ -301,7 +301,7 @@ <h1>Source code for nltk.corpus.reader.knbc</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/lin.html b/_modules/nltk/corpus/reader/lin.html
index 7ba743d63..658f231dd 100644
--- a/_modules/nltk/corpus/reader/lin.html
+++ b/_modules/nltk/corpus/reader/lin.html
@@ -293,7 +293,7 @@ <h1>Source code for nltk.corpus.reader.lin</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/mte.html b/_modules/nltk/corpus/reader/mte.html
index 8ad1d6c3a..9a3b08f53 100644
--- a/_modules/nltk/corpus/reader/mte.html
+++ b/_modules/nltk/corpus/reader/mte.html
@@ -507,7 +507,7 @@ <h1>Source code for nltk.corpus.reader.mte</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/nkjp.html b/_modules/nltk/corpus/reader/nkjp.html
index 5ad887b17..12d11d377 100644
--- a/_modules/nltk/corpus/reader/nkjp.html
+++ b/_modules/nltk/corpus/reader/nkjp.html
@@ -597,7 +597,7 @@ <h1>Source code for nltk.corpus.reader.nkjp</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/nombank.html b/_modules/nltk/corpus/reader/nombank.html
index 518d66a7b..ec2afe7cb 100644
--- a/_modules/nltk/corpus/reader/nombank.html
+++ b/_modules/nltk/corpus/reader/nombank.html
@@ -576,7 +576,7 @@ <h1>Source code for nltk.corpus.reader.nombank</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/nps_chat.html b/_modules/nltk/corpus/reader/nps_chat.html
index 444bd31a4..860f1d54a 100644
--- a/_modules/nltk/corpus/reader/nps_chat.html
+++ b/_modules/nltk/corpus/reader/nps_chat.html
@@ -200,7 +200,7 @@ <h1>Source code for nltk.corpus.reader.nps_chat</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/opinion_lexicon.html b/_modules/nltk/corpus/reader/opinion_lexicon.html
index 49bf3d169..6a17a2f61 100644
--- a/_modules/nltk/corpus/reader/opinion_lexicon.html
+++ b/_modules/nltk/corpus/reader/opinion_lexicon.html
@@ -232,7 +232,7 @@ <h1>Source code for nltk.corpus.reader.opinion_lexicon</h1><div class="highlight
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/panlex_lite.html b/_modules/nltk/corpus/reader/panlex_lite.html
index 44f846b11..fee4717b3 100644
--- a/_modules/nltk/corpus/reader/panlex_lite.html
+++ b/_modules/nltk/corpus/reader/panlex_lite.html
@@ -284,7 +284,7 @@ <h1>Source code for nltk.corpus.reader.panlex_lite</h1><div class="highlight"><p
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/panlex_swadesh.html b/_modules/nltk/corpus/reader/panlex_swadesh.html
index 5ab44d40f..f09f67567 100644
--- a/_modules/nltk/corpus/reader/panlex_swadesh.html
+++ b/_modules/nltk/corpus/reader/panlex_swadesh.html
@@ -205,7 +205,7 @@ <h1>Source code for nltk.corpus.reader.panlex_swadesh</h1><div class="highlight"
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/pl196x.html b/_modules/nltk/corpus/reader/pl196x.html
index 426f47a5d..3bdabbcc4 100644
--- a/_modules/nltk/corpus/reader/pl196x.html
+++ b/_modules/nltk/corpus/reader/pl196x.html
@@ -485,7 +485,7 @@ <h1>Source code for nltk.corpus.reader.pl196x</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/plaintext.html b/_modules/nltk/corpus/reader/plaintext.html
index 5093b6115..cc631a3b1 100644
--- a/_modules/nltk/corpus/reader/plaintext.html
+++ b/_modules/nltk/corpus/reader/plaintext.html
@@ -336,7 +336,7 @@ <h1>Source code for nltk.corpus.reader.plaintext</h1><div class="highlight"><pre
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/ppattach.html b/_modules/nltk/corpus/reader/ppattach.html
index ee0709c17..4b95ca207 100644
--- a/_modules/nltk/corpus/reader/ppattach.html
+++ b/_modules/nltk/corpus/reader/ppattach.html
@@ -205,7 +205,7 @@ <h1>Source code for nltk.corpus.reader.ppattach</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/propbank.html b/_modules/nltk/corpus/reader/propbank.html
index 082de8c6e..058c9641a 100644
--- a/_modules/nltk/corpus/reader/propbank.html
+++ b/_modules/nltk/corpus/reader/propbank.html
@@ -630,7 +630,7 @@ <h1>Source code for nltk.corpus.reader.propbank</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/pros_cons.html b/_modules/nltk/corpus/reader/pros_cons.html
index 3de3ceaf1..2a9660395 100644
--- a/_modules/nltk/corpus/reader/pros_cons.html
+++ b/_modules/nltk/corpus/reader/pros_cons.html
@@ -243,7 +243,7 @@ <h1>Source code for nltk.corpus.reader.pros_cons</h1><div class="highlight"><pre
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/reviews.html b/_modules/nltk/corpus/reader/reviews.html
index 65d50bb17..d2b62c98d 100644
--- a/_modules/nltk/corpus/reader/reviews.html
+++ b/_modules/nltk/corpus/reader/reviews.html
@@ -439,7 +439,7 @@ <h1>Source code for nltk.corpus.reader.reviews</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/rte.html b/_modules/nltk/corpus/reader/rte.html
index e6cb68087..31e4545b2 100644
--- a/_modules/nltk/corpus/reader/rte.html
+++ b/_modules/nltk/corpus/reader/rte.html
@@ -256,7 +256,7 @@ <h1>Source code for nltk.corpus.reader.rte</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/semcor.html b/_modules/nltk/corpus/reader/semcor.html
index 18513f269..7ec86018e 100644
--- a/_modules/nltk/corpus/reader/semcor.html
+++ b/_modules/nltk/corpus/reader/semcor.html
@@ -406,7 +406,7 @@ <h1>Source code for nltk.corpus.reader.semcor</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/senseval.html b/_modules/nltk/corpus/reader/senseval.html
index 996210db1..d97f2e550 100644
--- a/_modules/nltk/corpus/reader/senseval.html
+++ b/_modules/nltk/corpus/reader/senseval.html
@@ -306,7 +306,7 @@ <h1>Source code for nltk.corpus.reader.senseval</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/sentiwordnet.html b/_modules/nltk/corpus/reader/sentiwordnet.html
index ccf361033..5d29ff146 100644
--- a/_modules/nltk/corpus/reader/sentiwordnet.html
+++ b/_modules/nltk/corpus/reader/sentiwordnet.html
@@ -246,7 +246,7 @@ <h1>Source code for nltk.corpus.reader.sentiwordnet</h1><div class="highlight"><
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/sinica_treebank.html b/_modules/nltk/corpus/reader/sinica_treebank.html
index 211eb0724..e2e4875eb 100644
--- a/_modules/nltk/corpus/reader/sinica_treebank.html
+++ b/_modules/nltk/corpus/reader/sinica_treebank.html
@@ -185,7 +185,7 @@ <h1>Source code for nltk.corpus.reader.sinica_treebank</h1><div class="highlight
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/string_category.html b/_modules/nltk/corpus/reader/string_category.html
index d084cd0f9..f73eacedd 100644
--- a/_modules/nltk/corpus/reader/string_category.html
+++ b/_modules/nltk/corpus/reader/string_category.html
@@ -166,7 +166,7 @@ <h1>Source code for nltk.corpus.reader.string_category</h1><div class="highlight
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/switchboard.html b/_modules/nltk/corpus/reader/switchboard.html
index 8ac514f5d..51fec4f30 100644
--- a/_modules/nltk/corpus/reader/switchboard.html
+++ b/_modules/nltk/corpus/reader/switchboard.html
@@ -235,7 +235,7 @@ <h1>Source code for nltk.corpus.reader.switchboard</h1><div class="highlight"><p
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/tagged.html b/_modules/nltk/corpus/reader/tagged.html
index 11910eda4..b6aed97b3 100644
--- a/_modules/nltk/corpus/reader/tagged.html
+++ b/_modules/nltk/corpus/reader/tagged.html
@@ -464,7 +464,7 @@ <h1>Source code for nltk.corpus.reader.tagged</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/timit.html b/_modules/nltk/corpus/reader/timit.html
index d84d8e78b..afcb2b11a 100644
--- a/_modules/nltk/corpus/reader/timit.html
+++ b/_modules/nltk/corpus/reader/timit.html
@@ -620,7 +620,7 @@ <h1>Source code for nltk.corpus.reader.timit</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/toolbox.html b/_modules/nltk/corpus/reader/toolbox.html
index 841852656..d17a84d32 100644
--- a/_modules/nltk/corpus/reader/toolbox.html
+++ b/_modules/nltk/corpus/reader/toolbox.html
@@ -186,7 +186,7 @@ <h1>Source code for nltk.corpus.reader.toolbox</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/twitter.html b/_modules/nltk/corpus/reader/twitter.html
index 854bf670e..d0cbf93e6 100644
--- a/_modules/nltk/corpus/reader/twitter.html
+++ b/_modules/nltk/corpus/reader/twitter.html
@@ -250,7 +250,7 @@ <h1>Source code for nltk.corpus.reader.twitter</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/udhr.html b/_modules/nltk/corpus/reader/udhr.html
index 5ea55362f..35c65b4c3 100644
--- a/_modules/nltk/corpus/reader/udhr.html
+++ b/_modules/nltk/corpus/reader/udhr.html
@@ -183,7 +183,7 @@ <h1>Source code for nltk.corpus.reader.udhr</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/util.html b/_modules/nltk/corpus/reader/util.html
index dc74e392e..87c383866 100644
--- a/_modules/nltk/corpus/reader/util.html
+++ b/_modules/nltk/corpus/reader/util.html
@@ -977,7 +977,7 @@ <h1>Source code for nltk.corpus.reader.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/verbnet.html b/_modules/nltk/corpus/reader/verbnet.html
index 4cb3eae2a..bd6c3cc97 100644
--- a/_modules/nltk/corpus/reader/verbnet.html
+++ b/_modules/nltk/corpus/reader/verbnet.html
@@ -735,7 +735,7 @@ <h1>Source code for nltk.corpus.reader.verbnet</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/wordlist.html b/_modules/nltk/corpus/reader/wordlist.html
index 669e58537..736a2d7f2 100644
--- a/_modules/nltk/corpus/reader/wordlist.html
+++ b/_modules/nltk/corpus/reader/wordlist.html
@@ -275,7 +275,7 @@ <h1>Source code for nltk.corpus.reader.wordlist</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/wordnet.html b/_modules/nltk/corpus/reader/wordnet.html
index 99a86af95..18f568ff4 100644
--- a/_modules/nltk/corpus/reader/wordnet.html
+++ b/_modules/nltk/corpus/reader/wordnet.html
@@ -2398,7 +2398,7 @@ <h1>Source code for nltk.corpus.reader.wordnet</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/xmldocs.html b/_modules/nltk/corpus/reader/xmldocs.html
index 3a56e40fb..9e6dec5dc 100644
--- a/_modules/nltk/corpus/reader/xmldocs.html
+++ b/_modules/nltk/corpus/reader/xmldocs.html
@@ -507,7 +507,7 @@ <h1>Source code for nltk.corpus.reader.xmldocs</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/reader/ycoe.html b/_modules/nltk/corpus/reader/ycoe.html
index 81c9d34b8..4bce03442 100644
--- a/_modules/nltk/corpus/reader/ycoe.html
+++ b/_modules/nltk/corpus/reader/ycoe.html
@@ -366,7 +366,7 @@ <h1>Source code for nltk.corpus.reader.ycoe</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/corpus/util.html b/_modules/nltk/corpus/util.html
index 0857bd8f8..6bcb8b3b0 100644
--- a/_modules/nltk/corpus/util.html
+++ b/_modules/nltk/corpus/util.html
@@ -264,7 +264,7 @@ <h1>Source code for nltk.corpus.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/data.html b/_modules/nltk/data.html
index 07c70b1b5..0697a2880 100644
--- a/_modules/nltk/data.html
+++ b/_modules/nltk/data.html
@@ -1551,7 +1551,7 @@ <h1>Source code for nltk.data</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/decorators.html b/_modules/nltk/decorators.html
index 5e5d4162f..c6706ccd4 100644
--- a/_modules/nltk/decorators.html
+++ b/_modules/nltk/decorators.html
@@ -361,7 +361,7 @@ <h1>Source code for nltk.decorators</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/downloader.html b/_modules/nltk/downloader.html
index 5061687ff..49e9e889e 100644
--- a/_modules/nltk/downloader.html
+++ b/_modules/nltk/downloader.html
@@ -2655,7 +2655,7 @@ <h1>Source code for nltk.downloader</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/draw/cfg.html b/_modules/nltk/draw/cfg.html
index e194d731c..fd0091bee 100644
--- a/_modules/nltk/draw/cfg.html
+++ b/_modules/nltk/draw/cfg.html
@@ -969,7 +969,7 @@ <h1>Source code for nltk.draw.cfg</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/draw/dispersion.html b/_modules/nltk/draw/dispersion.html
index 8544c8b0f..fdfba2feb 100644
--- a/_modules/nltk/draw/dispersion.html
+++ b/_modules/nltk/draw/dispersion.html
@@ -175,7 +175,7 @@ <h1>Source code for nltk.draw.dispersion</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/draw/table.html b/_modules/nltk/draw/table.html
index f27e459ec..7406456a2 100644
--- a/_modules/nltk/draw/table.html
+++ b/_modules/nltk/draw/table.html
@@ -1286,7 +1286,7 @@ <h1>Source code for nltk.draw.table</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/draw/tree.html b/_modules/nltk/draw/tree.html
index 9006dc1a4..7b29f23db 100644
--- a/_modules/nltk/draw/tree.html
+++ b/_modules/nltk/draw/tree.html
@@ -1239,7 +1239,7 @@ <h1>Source code for nltk.draw.tree</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/draw/util.html b/_modules/nltk/draw/util.html
index 977450d53..dc8efbcc7 100644
--- a/_modules/nltk/draw/util.html
+++ b/_modules/nltk/draw/util.html
@@ -2682,7 +2682,7 @@ <h1>Source code for nltk.draw.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/featstruct.html b/_modules/nltk/featstruct.html
index 64f9ef543..46fcafd83 100644
--- a/_modules/nltk/featstruct.html
+++ b/_modules/nltk/featstruct.html
@@ -2888,7 +2888,7 @@ <h1>Source code for nltk.featstruct</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/grammar.html b/_modules/nltk/grammar.html
index a4e83d8e4..22a7bc66f 100644
--- a/_modules/nltk/grammar.html
+++ b/_modules/nltk/grammar.html
@@ -1815,7 +1815,7 @@ <h1>Source code for nltk.grammar</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/help.html b/_modules/nltk/help.html
index 72233f860..1aadfd261 100644
--- a/_modules/nltk/help.html
+++ b/_modules/nltk/help.html
@@ -174,7 +174,7 @@ <h1>Source code for nltk.help</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/inference/api.html b/_modules/nltk/inference/api.html
index f044e28ab..aaa079aa0 100644
--- a/_modules/nltk/inference/api.html
+++ b/_modules/nltk/inference/api.html
@@ -724,7 +724,7 @@ <h1>Source code for nltk.inference.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/inference/discourse.html b/_modules/nltk/inference/discourse.html
index 2e294a5cc..62933744f 100644
--- a/_modules/nltk/inference/discourse.html
+++ b/_modules/nltk/inference/discourse.html
@@ -761,7 +761,7 @@ <h1>Source code for nltk.inference.discourse</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/inference/mace.html b/_modules/nltk/inference/mace.html
index ab36f968c..fcd2e64f4 100644
--- a/_modules/nltk/inference/mace.html
+++ b/_modules/nltk/inference/mace.html
@@ -493,7 +493,7 @@ <h1>Source code for nltk.inference.mace</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/inference/nonmonotonic.html b/_modules/nltk/inference/nonmonotonic.html
index 41199f5ee..6b84709d9 100644
--- a/_modules/nltk/inference/nonmonotonic.html
+++ b/_modules/nltk/inference/nonmonotonic.html
@@ -669,7 +669,7 @@ <h1>Source code for nltk.inference.nonmonotonic</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/inference/prover9.html b/_modules/nltk/inference/prover9.html
index 27a5837de..22eaa8aee 100644
--- a/_modules/nltk/inference/prover9.html
+++ b/_modules/nltk/inference/prover9.html
@@ -618,7 +618,7 @@ <h1>Source code for nltk.inference.prover9</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/inference/resolution.html b/_modules/nltk/inference/resolution.html
index d6d3180d9..207ec35e2 100644
--- a/_modules/nltk/inference/resolution.html
+++ b/_modules/nltk/inference/resolution.html
@@ -869,7 +869,7 @@ <h1>Source code for nltk.inference.resolution</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/inference/tableau.html b/_modules/nltk/inference/tableau.html
index 4cb0f386b..dba7a15ed 100644
--- a/_modules/nltk/inference/tableau.html
+++ b/_modules/nltk/inference/tableau.html
@@ -822,7 +822,7 @@ <h1>Source code for nltk.inference.tableau</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/internals.html b/_modules/nltk/internals.html
index 0dff122db..77c951c7a 100644
--- a/_modules/nltk/internals.html
+++ b/_modules/nltk/internals.html
@@ -1245,7 +1245,7 @@ <h1>Source code for nltk.internals</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/jsontags.html b/_modules/nltk/jsontags.html
index c341b180a..40171863f 100644
--- a/_modules/nltk/jsontags.html
+++ b/_modules/nltk/jsontags.html
@@ -175,7 +175,7 @@ <h1>Source code for nltk.jsontags</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lazyimport.html b/_modules/nltk/lazyimport.html
index 7846fd89d..9d7415af0 100644
--- a/_modules/nltk/lazyimport.html
+++ b/_modules/nltk/lazyimport.html
@@ -251,7 +251,7 @@ <h1>Source code for nltk.lazyimport</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lm/api.html b/_modules/nltk/lm/api.html
index 34cba8be2..039147f89 100644
--- a/_modules/nltk/lm/api.html
+++ b/_modules/nltk/lm/api.html
@@ -340,7 +340,7 @@ <h1>Source code for nltk.lm.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lm/counter.html b/_modules/nltk/lm/counter.html
index b83031926..76da9f7d2 100644
--- a/_modules/nltk/lm/counter.html
+++ b/_modules/nltk/lm/counter.html
@@ -272,7 +272,7 @@ <h1>Source code for nltk.lm.counter</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lm/models.html b/_modules/nltk/lm/models.html
index 73165c33a..7a451c701 100644
--- a/_modules/nltk/lm/models.html
+++ b/_modules/nltk/lm/models.html
@@ -251,7 +251,7 @@ <h1>Source code for nltk.lm.models</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lm/preprocessing.html b/_modules/nltk/lm/preprocessing.html
index 0de7c30f5..3053393e4 100644
--- a/_modules/nltk/lm/preprocessing.html
+++ b/_modules/nltk/lm/preprocessing.html
@@ -160,7 +160,7 @@ <h1>Source code for nltk.lm.preprocessing</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lm/smoothing.html b/_modules/nltk/lm/smoothing.html
index 19d64afa6..902194466 100644
--- a/_modules/nltk/lm/smoothing.html
+++ b/_modules/nltk/lm/smoothing.html
@@ -237,7 +237,7 @@ <h1>Source code for nltk.lm.smoothing</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lm/util.html b/_modules/nltk/lm/util.html
index 54e871b19..7c558bebb 100644
--- a/_modules/nltk/lm/util.html
+++ b/_modules/nltk/lm/util.html
@@ -129,7 +129,7 @@ <h1>Source code for nltk.lm.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/lm/vocabulary.html b/_modules/nltk/lm/vocabulary.html
index 4feaf051b..f1d30f529 100644
--- a/_modules/nltk/lm/vocabulary.html
+++ b/_modules/nltk/lm/vocabulary.html
@@ -327,7 +327,7 @@ <h1>Source code for nltk.lm.vocabulary</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/agreement.html b/_modules/nltk/metrics/agreement.html
index d099d0c54..cd5d9c53f 100644
--- a/_modules/nltk/metrics/agreement.html
+++ b/_modules/nltk/metrics/agreement.html
@@ -575,7 +575,7 @@ <h1>Source code for nltk.metrics.agreement</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/aline.html b/_modules/nltk/metrics/aline.html
index 7a6a520cb..dc615197a 100644
--- a/_modules/nltk/metrics/aline.html
+++ b/_modules/nltk/metrics/aline.html
@@ -1463,7 +1463,7 @@ <h1>Source code for nltk.metrics.aline</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/association.html b/_modules/nltk/metrics/association.html
index 41b8e0264..9472a7846 100644
--- a/_modules/nltk/metrics/association.html
+++ b/_modules/nltk/metrics/association.html
@@ -584,7 +584,7 @@ <h1>Source code for nltk.metrics.association</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/confusionmatrix.html b/_modules/nltk/metrics/confusionmatrix.html
index 7d6755e3b..4e017bb34 100644
--- a/_modules/nltk/metrics/confusionmatrix.html
+++ b/_modules/nltk/metrics/confusionmatrix.html
@@ -326,7 +326,7 @@ <h1>Source code for nltk.metrics.confusionmatrix</h1><div class="highlight"><pre
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/distance.html b/_modules/nltk/metrics/distance.html
index 82a58c34c..912e37fa3 100644
--- a/_modules/nltk/metrics/distance.html
+++ b/_modules/nltk/metrics/distance.html
@@ -613,7 +613,7 @@ <h1>Source code for nltk.metrics.distance</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/paice.html b/_modules/nltk/metrics/paice.html
index de6127b01..903eae174 100644
--- a/_modules/nltk/metrics/paice.html
+++ b/_modules/nltk/metrics/paice.html
@@ -499,7 +499,7 @@ <h1>Source code for nltk.metrics.paice</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/scores.html b/_modules/nltk/metrics/scores.html
index 09fbe8624..6e38bde16 100644
--- a/_modules/nltk/metrics/scores.html
+++ b/_modules/nltk/metrics/scores.html
@@ -338,7 +338,7 @@ <h1>Source code for nltk.metrics.scores</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/segmentation.html b/_modules/nltk/metrics/segmentation.html
index ae0d77256..cfaa25d50 100644
--- a/_modules/nltk/metrics/segmentation.html
+++ b/_modules/nltk/metrics/segmentation.html
@@ -332,7 +332,7 @@ <h1>Source code for nltk.metrics.segmentation</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/metrics/spearman.html b/_modules/nltk/metrics/spearman.html
index 300d7b0fe..67b8172c6 100644
--- a/_modules/nltk/metrics/spearman.html
+++ b/_modules/nltk/metrics/spearman.html
@@ -178,7 +178,7 @@ <h1>Source code for nltk.metrics.spearman</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/misc/babelfish.html b/_modules/nltk/misc/babelfish.html
index ec6111a3f..0794283ad 100644
--- a/_modules/nltk/misc/babelfish.html
+++ b/_modules/nltk/misc/babelfish.html
@@ -120,7 +120,7 @@ <h1>Source code for nltk.misc.babelfish</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/misc/chomsky.html b/_modules/nltk/misc/chomsky.html
index 276fdb734..651911160 100644
--- a/_modules/nltk/misc/chomsky.html
+++ b/_modules/nltk/misc/chomsky.html
@@ -244,7 +244,7 @@ <h1>Source code for nltk.misc.chomsky</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/misc/minimalset.html b/_modules/nltk/misc/minimalset.html
index 168bdc70d..b5ce5f5eb 100644
--- a/_modules/nltk/misc/minimalset.html
+++ b/_modules/nltk/misc/minimalset.html
@@ -195,7 +195,7 @@ <h1>Source code for nltk.misc.minimalset</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/misc/sort.html b/_modules/nltk/misc/sort.html
index 1db6cac9c..37f745917 100644
--- a/_modules/nltk/misc/sort.html
+++ b/_modules/nltk/misc/sort.html
@@ -286,7 +286,7 @@ <h1>Source code for nltk.misc.sort</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/misc/wordfinder.html b/_modules/nltk/misc/wordfinder.html
index a14747110..5a559e33b 100644
--- a/_modules/nltk/misc/wordfinder.html
+++ b/_modules/nltk/misc/wordfinder.html
@@ -249,7 +249,7 @@ <h1>Source code for nltk.misc.wordfinder</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/api.html b/_modules/nltk/parse/api.html
index 7d4abf3b5..dbd71b088 100644
--- a/_modules/nltk/parse/api.html
+++ b/_modules/nltk/parse/api.html
@@ -182,7 +182,7 @@ <h1>Source code for nltk.parse.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/bllip.html b/_modules/nltk/parse/bllip.html
index 7bb315e3c..b3a7dcaba 100644
--- a/_modules/nltk/parse/bllip.html
+++ b/_modules/nltk/parse/bllip.html
@@ -410,7 +410,7 @@ <h1>Source code for nltk.parse.bllip</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/chart.html b/_modules/nltk/parse/chart.html
index 4cac62043..c1004cc81 100644
--- a/_modules/nltk/parse/chart.html
+++ b/_modules/nltk/parse/chart.html
@@ -1958,7 +1958,7 @@ <h1>Source code for nltk.parse.chart</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/corenlp.html b/_modules/nltk/parse/corenlp.html
index 0e0273734..04082006d 100644
--- a/_modules/nltk/parse/corenlp.html
+++ b/_modules/nltk/parse/corenlp.html
@@ -854,7 +854,7 @@ <h1>Source code for nltk.parse.corenlp</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/dependencygraph.html b/_modules/nltk/parse/dependencygraph.html
index 7592ccf12..b6f4d67e2 100644
--- a/_modules/nltk/parse/dependencygraph.html
+++ b/_modules/nltk/parse/dependencygraph.html
@@ -902,7 +902,7 @@ <h1>Source code for nltk.parse.dependencygraph</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/earleychart.html b/_modules/nltk/parse/earleychart.html
index 76a2ae7df..489d91ff0 100644
--- a/_modules/nltk/parse/earleychart.html
+++ b/_modules/nltk/parse/earleychart.html
@@ -662,7 +662,7 @@ <h1>Source code for nltk.parse.earleychart</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/evaluate.html b/_modules/nltk/parse/evaluate.html
index 5e5f38ec4..834ae43de 100644
--- a/_modules/nltk/parse/evaluate.html
+++ b/_modules/nltk/parse/evaluate.html
@@ -239,7 +239,7 @@ <h1>Source code for nltk.parse.evaluate</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/featurechart.html b/_modules/nltk/parse/featurechart.html
index d7f553579..2a20d1995 100644
--- a/_modules/nltk/parse/featurechart.html
+++ b/_modules/nltk/parse/featurechart.html
@@ -784,7 +784,7 @@ <h1>Source code for nltk.parse.featurechart</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/generate.html b/_modules/nltk/parse/generate.html
index 1a8f57325..a8ede199e 100644
--- a/_modules/nltk/parse/generate.html
+++ b/_modules/nltk/parse/generate.html
@@ -198,7 +198,7 @@ <h1>Source code for nltk.parse.generate</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/malt.html b/_modules/nltk/parse/malt.html
index a91d037b6..ecd566148 100644
--- a/_modules/nltk/parse/malt.html
+++ b/_modules/nltk/parse/malt.html
@@ -504,7 +504,7 @@ <h1>Source code for nltk.parse.malt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/nonprojectivedependencyparser.html b/_modules/nltk/parse/nonprojectivedependencyparser.html
index dafe8a066..6820160ab 100644
--- a/_modules/nltk/parse/nonprojectivedependencyparser.html
+++ b/_modules/nltk/parse/nonprojectivedependencyparser.html
@@ -881,7 +881,7 @@ <h1>Source code for nltk.parse.nonprojectivedependencyparser</h1><div class="hig
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/pchart.html b/_modules/nltk/parse/pchart.html
index 6621385f1..31814db77 100644
--- a/_modules/nltk/parse/pchart.html
+++ b/_modules/nltk/parse/pchart.html
@@ -689,7 +689,7 @@ <h1>Source code for nltk.parse.pchart</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/projectivedependencyparser.html b/_modules/nltk/parse/projectivedependencyparser.html
index 08b0562f8..4fff180a3 100644
--- a/_modules/nltk/parse/projectivedependencyparser.html
+++ b/_modules/nltk/parse/projectivedependencyparser.html
@@ -826,7 +826,7 @@ <h1>Source code for nltk.parse.projectivedependencyparser</h1><div class="highli
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/recursivedescent.html b/_modules/nltk/parse/recursivedescent.html
index da0ffce81..64f837951 100644
--- a/_modules/nltk/parse/recursivedescent.html
+++ b/_modules/nltk/parse/recursivedescent.html
@@ -794,7 +794,7 @@ <h1>Source code for nltk.parse.recursivedescent</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/shiftreduce.html b/_modules/nltk/parse/shiftreduce.html
index c92ba4cf8..f186f7440 100644
--- a/_modules/nltk/parse/shiftreduce.html
+++ b/_modules/nltk/parse/shiftreduce.html
@@ -589,7 +589,7 @@ <h1>Source code for nltk.parse.shiftreduce</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/stanford.html b/_modules/nltk/parse/stanford.html
index aeea846fe..8121ed0f1 100644
--- a/_modules/nltk/parse/stanford.html
+++ b/_modules/nltk/parse/stanford.html
@@ -580,7 +580,7 @@ <h1>Source code for nltk.parse.stanford</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/transitionparser.html b/_modules/nltk/parse/transitionparser.html
index cd3b533bc..1564e34df 100644
--- a/_modules/nltk/parse/transitionparser.html
+++ b/_modules/nltk/parse/transitionparser.html
@@ -898,7 +898,7 @@ <h1>Source code for nltk.parse.transitionparser</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/util.html b/_modules/nltk/parse/util.html
index 2660b53d0..f095e9f34 100644
--- a/_modules/nltk/parse/util.html
+++ b/_modules/nltk/parse/util.html
@@ -339,7 +339,7 @@ <h1>Source code for nltk.parse.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/parse/viterbi.html b/_modules/nltk/parse/viterbi.html
index 4f138f9d8..df1aa8cf6 100644
--- a/_modules/nltk/parse/viterbi.html
+++ b/_modules/nltk/parse/viterbi.html
@@ -522,7 +522,7 @@ <h1>Source code for nltk.parse.viterbi</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/probability.html b/_modules/nltk/probability.html
index 70f2da373..9e5c5f787 100644
--- a/_modules/nltk/probability.html
+++ b/_modules/nltk/probability.html
@@ -2700,7 +2700,7 @@ <h1>Source code for nltk.probability</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/boxer.html b/_modules/nltk/sem/boxer.html
index c7e01c988..a73f164aa 100644
--- a/_modules/nltk/sem/boxer.html
+++ b/_modules/nltk/sem/boxer.html
@@ -1712,7 +1712,7 @@ <h1>Source code for nltk.sem.boxer</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/chat80.html b/_modules/nltk/sem/chat80.html
index 8d5d94159..031cdde4f 100644
--- a/_modules/nltk/sem/chat80.html
+++ b/_modules/nltk/sem/chat80.html
@@ -967,7 +967,7 @@ <h1>Source code for nltk.sem.chat80</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/cooper_storage.html b/_modules/nltk/sem/cooper_storage.html
index 715b95bc3..2177b6a11 100644
--- a/_modules/nltk/sem/cooper_storage.html
+++ b/_modules/nltk/sem/cooper_storage.html
@@ -234,7 +234,7 @@ <h1>Source code for nltk.sem.cooper_storage</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/drt.html b/_modules/nltk/sem/drt.html
index 2688feb9d..e647ef210 100644
--- a/_modules/nltk/sem/drt.html
+++ b/_modules/nltk/sem/drt.html
@@ -1570,7 +1570,7 @@ <h1>Source code for nltk.sem.drt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/drt_glue_demo.html b/_modules/nltk/sem/drt_glue_demo.html
index 5e0170dbe..76e3b544f 100644
--- a/_modules/nltk/sem/drt_glue_demo.html
+++ b/_modules/nltk/sem/drt_glue_demo.html
@@ -663,7 +663,7 @@ <h1>Source code for nltk.sem.drt_glue_demo</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/evaluate.html b/_modules/nltk/sem/evaluate.html
index b81fc3a87..bd75492fc 100644
--- a/_modules/nltk/sem/evaluate.html
+++ b/_modules/nltk/sem/evaluate.html
@@ -931,7 +931,7 @@ <h1>Source code for nltk.sem.evaluate</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/glue.html b/_modules/nltk/sem/glue.html
index 7cc8201a0..e32831019 100644
--- a/_modules/nltk/sem/glue.html
+++ b/_modules/nltk/sem/glue.html
@@ -945,7 +945,7 @@ <h1>Source code for nltk.sem.glue</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/hole.html b/_modules/nltk/sem/hole.html
index d53e7426f..5a9c94f75 100644
--- a/_modules/nltk/sem/hole.html
+++ b/_modules/nltk/sem/hole.html
@@ -505,7 +505,7 @@ <h1>Source code for nltk.sem.hole</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/lfg.html b/_modules/nltk/sem/lfg.html
index d4081102c..e0f120f09 100644
--- a/_modules/nltk/sem/lfg.html
+++ b/_modules/nltk/sem/lfg.html
@@ -371,7 +371,7 @@ <h1>Source code for nltk.sem.lfg</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/linearlogic.html b/_modules/nltk/sem/linearlogic.html
index ecfbb3eb1..8ae784dcd 100644
--- a/_modules/nltk/sem/linearlogic.html
+++ b/_modules/nltk/sem/linearlogic.html
@@ -592,7 +592,7 @@ <h1>Source code for nltk.sem.linearlogic</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/logic.html b/_modules/nltk/sem/logic.html
index 13050b3cb..2a11eea27 100644
--- a/_modules/nltk/sem/logic.html
+++ b/_modules/nltk/sem/logic.html
@@ -2165,7 +2165,7 @@ <h1>Source code for nltk.sem.logic</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/relextract.html b/_modules/nltk/sem/relextract.html
index 72c9bfb74..bcce60427 100644
--- a/_modules/nltk/sem/relextract.html
+++ b/_modules/nltk/sem/relextract.html
@@ -650,7 +650,7 @@ <h1>Source code for nltk.sem.relextract</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/skolemize.html b/_modules/nltk/sem/skolemize.html
index dc7500661..304b031e9 100644
--- a/_modules/nltk/sem/skolemize.html
+++ b/_modules/nltk/sem/skolemize.html
@@ -258,7 +258,7 @@ <h1>Source code for nltk.sem.skolemize</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sem/util.html b/_modules/nltk/sem/util.html
index cf965fc1a..0ef252fc6 100644
--- a/_modules/nltk/sem/util.html
+++ b/_modules/nltk/sem/util.html
@@ -419,7 +419,7 @@ <h1>Source code for nltk.sem.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sentiment/sentiment_analyzer.html b/_modules/nltk/sentiment/sentiment_analyzer.html
index 7642d7305..13cc3b0c1 100644
--- a/_modules/nltk/sentiment/sentiment_analyzer.html
+++ b/_modules/nltk/sentiment/sentiment_analyzer.html
@@ -364,7 +364,7 @@ <h1>Source code for nltk.sentiment.sentiment_analyzer</h1><div class="highlight"
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sentiment/util.html b/_modules/nltk/sentiment/util.html
index deeba92a6..b70880e3d 100644
--- a/_modules/nltk/sentiment/util.html
+++ b/_modules/nltk/sentiment/util.html
@@ -995,7 +995,7 @@ <h1>Source code for nltk.sentiment.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/sentiment/vader.html b/_modules/nltk/sentiment/vader.html
index a31745e57..782411446 100644
--- a/_modules/nltk/sentiment/vader.html
+++ b/_modules/nltk/sentiment/vader.html
@@ -738,7 +738,7 @@ <h1>Source code for nltk.sentiment.vader</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/api.html b/_modules/nltk/stem/api.html
index 760878191..6cc74d859 100644
--- a/_modules/nltk/stem/api.html
+++ b/_modules/nltk/stem/api.html
@@ -137,7 +137,7 @@ <h1>Source code for nltk.stem.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/arlstem.html b/_modules/nltk/stem/arlstem.html
index 36e83b488..d7cae7407 100644
--- a/_modules/nltk/stem/arlstem.html
+++ b/_modules/nltk/stem/arlstem.html
@@ -471,7 +471,7 @@ <h1>Source code for nltk.stem.arlstem</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/arlstem2.html b/_modules/nltk/stem/arlstem2.html
index 7f42a7024..a08aaf4e6 100644
--- a/_modules/nltk/stem/arlstem2.html
+++ b/_modules/nltk/stem/arlstem2.html
@@ -566,7 +566,7 @@ <h1>Source code for nltk.stem.arlstem2</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/cistem.html b/_modules/nltk/stem/cistem.html
index ab5e11ae4..4b3518c6f 100644
--- a/_modules/nltk/stem/cistem.html
+++ b/_modules/nltk/stem/cistem.html
@@ -319,7 +319,7 @@ <h1>Source code for nltk.stem.cistem</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/isri.html b/_modules/nltk/stem/isri.html
index 51d94e7a9..cae3b714a 100644
--- a/_modules/nltk/stem/isri.html
+++ b/_modules/nltk/stem/isri.html
@@ -505,7 +505,7 @@ <h1>Source code for nltk.stem.isri</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/lancaster.html b/_modules/nltk/stem/lancaster.html
index aa67b383c..359c654e8 100644
--- a/_modules/nltk/stem/lancaster.html
+++ b/_modules/nltk/stem/lancaster.html
@@ -453,7 +453,7 @@ <h1>Source code for nltk.stem.lancaster</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/porter.html b/_modules/nltk/stem/porter.html
index e7f5d08cd..7764a906a 100644
--- a/_modules/nltk/stem/porter.html
+++ b/_modules/nltk/stem/porter.html
@@ -822,7 +822,7 @@ <h1>Source code for nltk.stem.porter</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/regexp.html b/_modules/nltk/stem/regexp.html
index 54274d9eb..725c026a3 100644
--- a/_modules/nltk/stem/regexp.html
+++ b/_modules/nltk/stem/regexp.html
@@ -166,7 +166,7 @@ <h1>Source code for nltk.stem.regexp</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/rslp.html b/_modules/nltk/stem/rslp.html
index bd9dc3414..1a58f7257 100644
--- a/_modules/nltk/stem/rslp.html
+++ b/_modules/nltk/stem/rslp.html
@@ -247,7 +247,7 @@ <h1>Source code for nltk.stem.rslp</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/snowball.html b/_modules/nltk/stem/snowball.html
index bc858b569..651522ab0 100644
--- a/_modules/nltk/stem/snowball.html
+++ b/_modules/nltk/stem/snowball.html
@@ -6048,7 +6048,7 @@ <h1>Source code for nltk.stem.snowball</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/util.html b/_modules/nltk/stem/util.html
index 734e50069..4d1385cb1 100644
--- a/_modules/nltk/stem/util.html
+++ b/_modules/nltk/stem/util.html
@@ -134,7 +134,7 @@ <h1>Source code for nltk.stem.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/stem/wordnet.html b/_modules/nltk/stem/wordnet.html
index 7d96ab3ed..7659ce5a8 100644
--- a/_modules/nltk/stem/wordnet.html
+++ b/_modules/nltk/stem/wordnet.html
@@ -159,7 +159,7 @@ <h1>Source code for nltk.stem.wordnet</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag.html b/_modules/nltk/tag.html
index 89fe01d55..ab5aaff6f 100644
--- a/_modules/nltk/tag.html
+++ b/_modules/nltk/tag.html
@@ -294,7 +294,7 @@ <h1>Source code for nltk.tag</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/api.html b/_modules/nltk/tag/api.html
index 21e93065f..18d0b0edd 100644
--- a/_modules/nltk/tag/api.html
+++ b/_modules/nltk/tag/api.html
@@ -193,7 +193,7 @@ <h1>Source code for nltk.tag.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/brill.html b/_modules/nltk/tag/brill.html
index 386970d1d..264927584 100644
--- a/_modules/nltk/tag/brill.html
+++ b/_modules/nltk/tag/brill.html
@@ -559,7 +559,7 @@ <h1>Source code for nltk.tag.brill</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/brill_trainer.html b/_modules/nltk/tag/brill_trainer.html
index 8d201f6cc..0b43f8872 100644
--- a/_modules/nltk/tag/brill_trainer.html
+++ b/_modules/nltk/tag/brill_trainer.html
@@ -740,7 +740,7 @@ <h1>Source code for nltk.tag.brill_trainer</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/crf.html b/_modules/nltk/tag/crf.html
index cbb1fc225..7ea3b2a18 100644
--- a/_modules/nltk/tag/crf.html
+++ b/_modules/nltk/tag/crf.html
@@ -314,7 +314,7 @@ <h1>Source code for nltk.tag.crf</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/hmm.html b/_modules/nltk/tag/hmm.html
index 1d72f1275..e35c8f4fc 100644
--- a/_modules/nltk/tag/hmm.html
+++ b/_modules/nltk/tag/hmm.html
@@ -1439,7 +1439,7 @@ <h1>Source code for nltk.tag.hmm</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/hunpos.html b/_modules/nltk/tag/hunpos.html
index 8a28d03ea..e535e7c6a 100644
--- a/_modules/nltk/tag/hunpos.html
+++ b/_modules/nltk/tag/hunpos.html
@@ -248,7 +248,7 @@ <h1>Source code for nltk.tag.hunpos</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/mapping.html b/_modules/nltk/tag/mapping.html
index 4d4f5e365..d87703960 100644
--- a/_modules/nltk/tag/mapping.html
+++ b/_modules/nltk/tag/mapping.html
@@ -246,7 +246,7 @@ <h1>Source code for nltk.tag.mapping</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/perceptron.html b/_modules/nltk/tag/perceptron.html
index 20598c099..daeab2d0b 100644
--- a/_modules/nltk/tag/perceptron.html
+++ b/_modules/nltk/tag/perceptron.html
@@ -481,7 +481,7 @@ <h1>Source code for nltk.tag.perceptron</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/senna.html b/_modules/nltk/tag/senna.html
index 81231c1a7..f5c16f8ec 100644
--- a/_modules/nltk/tag/senna.html
+++ b/_modules/nltk/tag/senna.html
@@ -243,7 +243,7 @@ <h1>Source code for nltk.tag.senna</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/sequential.html b/_modules/nltk/tag/sequential.html
index d61f970c0..6916964aa 100644
--- a/_modules/nltk/tag/sequential.html
+++ b/_modules/nltk/tag/sequential.html
@@ -865,7 +865,7 @@ <h1>Source code for nltk.tag.sequential</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/stanford.html b/_modules/nltk/tag/stanford.html
index 2dcd722a4..620030218 100644
--- a/_modules/nltk/tag/stanford.html
+++ b/_modules/nltk/tag/stanford.html
@@ -346,7 +346,7 @@ <h1>Source code for nltk.tag.stanford</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/tnt.html b/_modules/nltk/tag/tnt.html
index 7e0467361..30fbb3bd3 100644
--- a/_modules/nltk/tag/tnt.html
+++ b/_modules/nltk/tag/tnt.html
@@ -689,7 +689,7 @@ <h1>Source code for nltk.tag.tnt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tag/util.html b/_modules/nltk/tag/util.html
index 1e178b840..990c76e96 100644
--- a/_modules/nltk/tag/util.html
+++ b/_modules/nltk/tag/util.html
@@ -182,7 +182,7 @@ <h1>Source code for nltk.tag.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tbl/demo.html b/_modules/nltk/tbl/demo.html
index 1327f5d3b..9365f0459 100644
--- a/_modules/nltk/tbl/demo.html
+++ b/_modules/nltk/tbl/demo.html
@@ -528,7 +528,7 @@ <h1>Source code for nltk.tbl.demo</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tbl/erroranalysis.html b/_modules/nltk/tbl/erroranalysis.html
index ac6254a74..c62f32a73 100644
--- a/_modules/nltk/tbl/erroranalysis.html
+++ b/_modules/nltk/tbl/erroranalysis.html
@@ -148,7 +148,7 @@ <h1>Source code for nltk.tbl.erroranalysis</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tbl/feature.html b/_modules/nltk/tbl/feature.html
index 940e0cc4a..456398247 100644
--- a/_modules/nltk/tbl/feature.html
+++ b/_modules/nltk/tbl/feature.html
@@ -374,7 +374,7 @@ <h1>Source code for nltk.tbl.feature</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tbl/rule.html b/_modules/nltk/tbl/rule.html
index ddc8e5ab1..64a6b5acc 100644
--- a/_modules/nltk/tbl/rule.html
+++ b/_modules/nltk/tbl/rule.html
@@ -432,7 +432,7 @@ <h1>Source code for nltk.tbl.rule</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tbl/template.html b/_modules/nltk/tbl/template.html
index 5a1fa98d8..e6c866f08 100644
--- a/_modules/nltk/tbl/template.html
+++ b/_modules/nltk/tbl/template.html
@@ -429,7 +429,7 @@ <h1>Source code for nltk.tbl.template</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/all.html b/_modules/nltk/test/all.html
index 1c666173f..ea0d5c1b7 100644
--- a/_modules/nltk/test/all.html
+++ b/_modules/nltk/test/all.html
@@ -135,7 +135,7 @@ <h1>Source code for nltk.test.all</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/childes_fixt.html b/_modules/nltk/test/childes_fixt.html
index c3859cdd4..6e9ef6af2 100644
--- a/_modules/nltk/test/childes_fixt.html
+++ b/_modules/nltk/test/childes_fixt.html
@@ -123,7 +123,7 @@ <h1>Source code for nltk.test.childes_fixt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/classify_fixt.html b/_modules/nltk/test/classify_fixt.html
index ffc4c1f65..658d3967b 100644
--- a/_modules/nltk/test/classify_fixt.html
+++ b/_modules/nltk/test/classify_fixt.html
@@ -115,7 +115,7 @@ <h1>Source code for nltk.test.classify_fixt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/discourse_fixt.html b/_modules/nltk/test/discourse_fixt.html
index 1df7ff8a8..44cda6636 100644
--- a/_modules/nltk/test/discourse_fixt.html
+++ b/_modules/nltk/test/discourse_fixt.html
@@ -122,7 +122,7 @@ <h1>Source code for nltk.test.discourse_fixt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/gensim_fixt.html b/_modules/nltk/test/gensim_fixt.html
index 746b4e7cd..6948ca1a0 100644
--- a/_modules/nltk/test/gensim_fixt.html
+++ b/_modules/nltk/test/gensim_fixt.html
@@ -114,7 +114,7 @@ <h1>Source code for nltk.test.gensim_fixt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/gluesemantics_malt_fixt.html b/_modules/nltk/test/gluesemantics_malt_fixt.html
index f84af6506..c6c104e80 100644
--- a/_modules/nltk/test/gluesemantics_malt_fixt.html
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@@ -119,7 +119,7 @@ <h1>Source code for nltk.test.gluesemantics_malt_fixt</h1><div class="highlight"
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/inference_fixt.html b/_modules/nltk/test/inference_fixt.html
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@@ -120,7 +120,7 @@ <h1>Source code for nltk.test.inference_fixt</h1><div class="highlight"><pre>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/nonmonotonic_fixt.html b/_modules/nltk/test/nonmonotonic_fixt.html
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--- a/_modules/nltk/test/nonmonotonic_fixt.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/portuguese_en_fixt.html b/_modules/nltk/test/portuguese_en_fixt.html
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--- a/_modules/nltk/test/portuguese_en_fixt.html
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@@ -114,7 +114,7 @@ <h1>Source code for nltk.test.portuguese_en_fixt</h1><div class="highlight"><pre
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/probability_fixt.html b/_modules/nltk/test/probability_fixt.html
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--- a/_modules/nltk/test/probability_fixt.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/lm/test_preprocessing.html b/_modules/nltk/test/unit/lm/test_preprocessing.html
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--- a/_modules/nltk/test/unit/lm/test_preprocessing.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/lm/test_vocabulary.html b/_modules/nltk/test/unit/lm/test_vocabulary.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_aline.html b/_modules/nltk/test/unit/test_aline.html
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--- a/_modules/nltk/test/unit/test_aline.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_brill.html b/_modules/nltk/test/unit/test_brill.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_cfg2chomsky.html b/_modules/nltk/test/unit/test_cfg2chomsky.html
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--- a/_modules/nltk/test/unit/test_cfg2chomsky.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_chunk.html b/_modules/nltk/test/unit/test_chunk.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_collocations.html b/_modules/nltk/test/unit/test_collocations.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_concordance.html b/_modules/nltk/test/unit/test_concordance.html
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--- a/_modules/nltk/test/unit/test_concordance.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_corpus_views.html b/_modules/nltk/test/unit/test_corpus_views.html
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--- a/_modules/nltk/test/unit/test_corpus_views.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_disagreement.html b/_modules/nltk/test/unit/test_disagreement.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_freqdist.html b/_modules/nltk/test/unit/test_freqdist.html
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--- a/_modules/nltk/test/unit/test_freqdist.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_json_serialization.html b/_modules/nltk/test/unit/test_json_serialization.html
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--- a/_modules/nltk/test/unit/test_json_serialization.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_metrics.html b/_modules/nltk/test/unit/test_metrics.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_naivebayes.html b/_modules/nltk/test/unit/test_naivebayes.html
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--- a/_modules/nltk/test/unit/test_naivebayes.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_nombank.html b/_modules/nltk/test/unit/test_nombank.html
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--- a/_modules/nltk/test/unit/test_nombank.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_pl196x.html b/_modules/nltk/test/unit/test_pl196x.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_pos_tag.html b/_modules/nltk/test/unit/test_pos_tag.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_ribes.html b/_modules/nltk/test/unit/test_ribes.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_senna.html b/_modules/nltk/test/unit/test_senna.html
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--- a/_modules/nltk/test/unit/test_senna.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_stem.html b/_modules/nltk/test/unit/test_stem.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_tag.html b/_modules/nltk/test/unit/test_tag.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_tgrep.html b/_modules/nltk/test/unit/test_tgrep.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/test_wordnet.html b/_modules/nltk/test/unit/test_wordnet.html
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--- a/_modules/nltk/test/unit/test_wordnet.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/translate/test_bleu.html b/_modules/nltk/test/unit/translate/test_bleu.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/translate/test_gdfa.html b/_modules/nltk/test/unit/translate/test_gdfa.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/translate/test_ibm1.html b/_modules/nltk/test/unit/translate/test_ibm1.html
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--- a/_modules/nltk/test/unit/translate/test_ibm1.html
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diff --git a/_modules/nltk/test/unit/translate/test_ibm2.html b/_modules/nltk/test/unit/translate/test_ibm2.html
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diff --git a/_modules/nltk/test/unit/translate/test_ibm3.html b/_modules/nltk/test/unit/translate/test_ibm3.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/_modules/nltk/test/unit/translate/test_ibm4.html b/_modules/nltk/test/unit/translate/test_ibm4.html
index 8930cefc6..c67e1c25c 100644
--- a/_modules/nltk/test/unit/translate/test_ibm4.html
+++ b/_modules/nltk/test/unit/translate/test_ibm4.html
@@ -230,7 +230,7 @@ <h1>Source code for nltk.test.unit.translate.test_ibm4</h1><div class="highlight
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/unit/translate/test_ibm5.html b/_modules/nltk/test/unit/translate/test_ibm5.html
index 9c9b60579..78d0e27be 100644
--- a/_modules/nltk/test/unit/translate/test_ibm5.html
+++ b/_modules/nltk/test/unit/translate/test_ibm5.html
@@ -270,7 +270,7 @@ <h1>Source code for nltk.test.unit.translate.test_ibm5</h1><div class="highlight
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/unit/translate/test_ibm_model.html b/_modules/nltk/test/unit/translate/test_ibm_model.html
index 2d84c4ccc..1b5cbd857 100644
--- a/_modules/nltk/test/unit/translate/test_ibm_model.html
+++ b/_modules/nltk/test/unit/translate/test_ibm_model.html
@@ -379,7 +379,7 @@ <h1>Source code for nltk.test.unit.translate.test_ibm_model</h1><div class="high
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/unit/translate/test_meteor.html b/_modules/nltk/test/unit/translate/test_meteor.html
index 12f98f14c..a57b5860a 100644
--- a/_modules/nltk/test/unit/translate/test_meteor.html
+++ b/_modules/nltk/test/unit/translate/test_meteor.html
@@ -130,7 +130,7 @@ <h1>Source code for nltk.test.unit.translate.test_meteor</h1><div class="highlig
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/unit/translate/test_nist.html b/_modules/nltk/test/unit/translate/test_nist.html
index c8012ffe1..30c06741a 100644
--- a/_modules/nltk/test/unit/translate/test_nist.html
+++ b/_modules/nltk/test/unit/translate/test_nist.html
@@ -146,7 +146,7 @@ <h1>Source code for nltk.test.unit.translate.test_nist</h1><div class="highlight
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/test/unit/translate/test_stack_decoder.html b/_modules/nltk/test/unit/translate/test_stack_decoder.html
index 7cd119796..75fa87100 100644
--- a/_modules/nltk/test/unit/translate/test_stack_decoder.html
+++ b/_modules/nltk/test/unit/translate/test_stack_decoder.html
@@ -404,7 +404,7 @@ <h1>Source code for nltk.test.unit.translate.test_stack_decoder</h1><div class="
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/text.html b/_modules/nltk/text.html
index eacbe9ec1..6474151ac 100644
--- a/_modules/nltk/text.html
+++ b/_modules/nltk/text.html
@@ -888,7 +888,7 @@ <h1>Source code for nltk.text</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tgrep.html b/_modules/nltk/tgrep.html
index 34919875b..368f7b136 100644
--- a/_modules/nltk/tgrep.html
+++ b/_modules/nltk/tgrep.html
@@ -1149,7 +1149,7 @@ <h1>Source code for nltk.tgrep</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize.html b/_modules/nltk/tokenize.html
index 2b8ea53d7..2b4475c17 100644
--- a/_modules/nltk/tokenize.html
+++ b/_modules/nltk/tokenize.html
@@ -242,7 +242,7 @@ <h1>Source code for nltk.tokenize</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/api.html b/_modules/nltk/tokenize/api.html
index e1e280ee8..aff923307 100644
--- a/_modules/nltk/tokenize/api.html
+++ b/_modules/nltk/tokenize/api.html
@@ -190,7 +190,7 @@ <h1>Source code for nltk.tokenize.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/casual.html b/_modules/nltk/tokenize/casual.html
index 0de5fe129..0325784c4 100644
--- a/_modules/nltk/tokenize/casual.html
+++ b/_modules/nltk/tokenize/casual.html
@@ -541,7 +541,7 @@ <h1>Source code for nltk.tokenize.casual</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/destructive.html b/_modules/nltk/tokenize/destructive.html
index 00f3fd1a5..04f9984ab 100644
--- a/_modules/nltk/tokenize/destructive.html
+++ b/_modules/nltk/tokenize/destructive.html
@@ -258,7 +258,7 @@ <h1>Source code for nltk.tokenize.destructive</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/legality_principle.html b/_modules/nltk/tokenize/legality_principle.html
index 54c92d678..a718cc52f 100644
--- a/_modules/nltk/tokenize/legality_principle.html
+++ b/_modules/nltk/tokenize/legality_principle.html
@@ -256,7 +256,7 @@ <h1>Source code for nltk.tokenize.legality_principle</h1><div class="highlight">
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/mwe.html b/_modules/nltk/tokenize/mwe.html
index 9710c603f..62ce96a7a 100644
--- a/_modules/nltk/tokenize/mwe.html
+++ b/_modules/nltk/tokenize/mwe.html
@@ -234,7 +234,7 @@ <h1>Source code for nltk.tokenize.mwe</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/nist.html b/_modules/nltk/tokenize/nist.html
index 994fc5780..5a324953e 100644
--- a/_modules/nltk/tokenize/nist.html
+++ b/_modules/nltk/tokenize/nist.html
@@ -289,7 +289,7 @@ <h1>Source code for nltk.tokenize.nist</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/punkt.html b/_modules/nltk/tokenize/punkt.html
index 3c1198745..86cd349e1 100644
--- a/_modules/nltk/tokenize/punkt.html
+++ b/_modules/nltk/tokenize/punkt.html
@@ -1775,7 +1775,7 @@ <h1>Source code for nltk.tokenize.punkt</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/regexp.html b/_modules/nltk/tokenize/regexp.html
index 1430308ca..fc5c621d5 100644
--- a/_modules/nltk/tokenize/regexp.html
+++ b/_modules/nltk/tokenize/regexp.html
@@ -330,7 +330,7 @@ <h1>Source code for nltk.tokenize.regexp</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/repp.html b/_modules/nltk/tokenize/repp.html
index fed26d12a..933fcfeb8 100644
--- a/_modules/nltk/tokenize/repp.html
+++ b/_modules/nltk/tokenize/repp.html
@@ -259,7 +259,7 @@ <h1>Source code for nltk.tokenize.repp</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/sexpr.html b/_modules/nltk/tokenize/sexpr.html
index 26b8730fc..0fa178cd6 100644
--- a/_modules/nltk/tokenize/sexpr.html
+++ b/_modules/nltk/tokenize/sexpr.html
@@ -250,7 +250,7 @@ <h1>Source code for nltk.tokenize.sexpr</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/simple.html b/_modules/nltk/tokenize/simple.html
index 2ace6ec16..49727ed38 100644
--- a/_modules/nltk/tokenize/simple.html
+++ b/_modules/nltk/tokenize/simple.html
@@ -247,7 +247,7 @@ <h1>Source code for nltk.tokenize.simple</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/sonority_sequencing.html b/_modules/nltk/tokenize/sonority_sequencing.html
index 5cff8284f..e02f84040 100644
--- a/_modules/nltk/tokenize/sonority_sequencing.html
+++ b/_modules/nltk/tokenize/sonority_sequencing.html
@@ -301,7 +301,7 @@ <h1>Source code for nltk.tokenize.sonority_sequencing</h1><div class="highlight"
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/stanford.html b/_modules/nltk/tokenize/stanford.html
index 4d91f101a..e82af477c 100644
--- a/_modules/nltk/tokenize/stanford.html
+++ b/_modules/nltk/tokenize/stanford.html
@@ -225,7 +225,7 @@ <h1>Source code for nltk.tokenize.stanford</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/stanford_segmenter.html b/_modules/nltk/tokenize/stanford_segmenter.html
index d74ab7108..d7ce1e882 100644
--- a/_modules/nltk/tokenize/stanford_segmenter.html
+++ b/_modules/nltk/tokenize/stanford_segmenter.html
@@ -402,7 +402,7 @@ <h1>Source code for nltk.tokenize.stanford_segmenter</h1><div class="highlight">
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/texttiling.html b/_modules/nltk/tokenize/texttiling.html
index a911e351e..98c5233d6 100644
--- a/_modules/nltk/tokenize/texttiling.html
+++ b/_modules/nltk/tokenize/texttiling.html
@@ -586,7 +586,7 @@ <h1>Source code for nltk.tokenize.texttiling</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/toktok.html b/_modules/nltk/tokenize/toktok.html
index adbbe3403..5a080dfad 100644
--- a/_modules/nltk/tokenize/toktok.html
+++ b/_modules/nltk/tokenize/toktok.html
@@ -289,7 +289,7 @@ <h1>Source code for nltk.tokenize.toktok</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/treebank.html b/_modules/nltk/tokenize/treebank.html
index 9c7d13cd7..892f05bce 100644
--- a/_modules/nltk/tokenize/treebank.html
+++ b/_modules/nltk/tokenize/treebank.html
@@ -481,7 +481,7 @@ <h1>Source code for nltk.tokenize.treebank</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tokenize/util.html b/_modules/nltk/tokenize/util.html
index d5d938735..aee2153b6 100644
--- a/_modules/nltk/tokenize/util.html
+++ b/_modules/nltk/tokenize/util.html
@@ -405,7 +405,7 @@ <h1>Source code for nltk.tokenize.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/toolbox.html b/_modules/nltk/toolbox.html
index 11c73e489..33232634c 100644
--- a/_modules/nltk/toolbox.html
+++ b/_modules/nltk/toolbox.html
@@ -634,7 +634,7 @@ <h1>Source code for nltk.toolbox</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/api.html b/_modules/nltk/translate/api.html
index 7d5f5007a..e4a269694 100644
--- a/_modules/nltk/translate/api.html
+++ b/_modules/nltk/translate/api.html
@@ -444,7 +444,7 @@ <h1>Source code for nltk.translate.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/bleu_score.html b/_modules/nltk/translate/bleu_score.html
index fc94c06d4..dd76b0d28 100644
--- a/_modules/nltk/translate/bleu_score.html
+++ b/_modules/nltk/translate/bleu_score.html
@@ -754,7 +754,7 @@ <h1>Source code for nltk.translate.bleu_score</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/chrf_score.html b/_modules/nltk/translate/chrf_score.html
index cf06cfe57..2c00e1732 100644
--- a/_modules/nltk/translate/chrf_score.html
+++ b/_modules/nltk/translate/chrf_score.html
@@ -332,7 +332,7 @@ <h1>Source code for nltk.translate.chrf_score</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/gale_church.html b/_modules/nltk/translate/gale_church.html
index 77b003f0d..7451d1964 100644
--- a/_modules/nltk/translate/gale_church.html
+++ b/_modules/nltk/translate/gale_church.html
@@ -373,7 +373,7 @@ <h1>Source code for nltk.translate.gale_church</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/gdfa.html b/_modules/nltk/translate/gdfa.html
index f542a9d1b..4c0160432 100644
--- a/_modules/nltk/translate/gdfa.html
+++ b/_modules/nltk/translate/gdfa.html
@@ -248,7 +248,7 @@ <h1>Source code for nltk.translate.gdfa</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/gleu_score.html b/_modules/nltk/translate/gleu_score.html
index 128a93cf2..2d0c6bdc9 100644
--- a/_modules/nltk/translate/gleu_score.html
+++ b/_modules/nltk/translate/gleu_score.html
@@ -300,7 +300,7 @@ <h1>Source code for nltk.translate.gleu_score</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/ibm1.html b/_modules/nltk/translate/ibm1.html
index 7f630e9eb..c5da3820e 100644
--- a/_modules/nltk/translate/ibm1.html
+++ b/_modules/nltk/translate/ibm1.html
@@ -358,7 +358,7 @@ <h1>Source code for nltk.translate.ibm1</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/ibm2.html b/_modules/nltk/translate/ibm2.html
index 2a32e4a90..59edd9476 100644
--- a/_modules/nltk/translate/ibm2.html
+++ b/_modules/nltk/translate/ibm2.html
@@ -425,7 +425,7 @@ <h1>Source code for nltk.translate.ibm2</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/ibm3.html b/_modules/nltk/translate/ibm3.html
index fb3085398..e64137931 100644
--- a/_modules/nltk/translate/ibm3.html
+++ b/_modules/nltk/translate/ibm3.html
@@ -452,7 +452,7 @@ <h1>Source code for nltk.translate.ibm3</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/ibm4.html b/_modules/nltk/translate/ibm4.html
index fe5805ba8..fd2dfc09a 100644
--- a/_modules/nltk/translate/ibm4.html
+++ b/_modules/nltk/translate/ibm4.html
@@ -593,7 +593,7 @@ <h1>Source code for nltk.translate.ibm4</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/ibm5.html b/_modules/nltk/translate/ibm5.html
index 117ad899e..3213ad133 100644
--- a/_modules/nltk/translate/ibm5.html
+++ b/_modules/nltk/translate/ibm5.html
@@ -765,7 +765,7 @@ <h1>Source code for nltk.translate.ibm5</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/ibm_model.html b/_modules/nltk/translate/ibm_model.html
index 936edb9fa..2fcd18f21 100644
--- a/_modules/nltk/translate/ibm_model.html
+++ b/_modules/nltk/translate/ibm_model.html
@@ -659,7 +659,7 @@ <h1>Source code for nltk.translate.ibm_model</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/meteor_score.html b/_modules/nltk/translate/meteor_score.html
index f59e3e353..9deb3035b 100644
--- a/_modules/nltk/translate/meteor_score.html
+++ b/_modules/nltk/translate/meteor_score.html
@@ -519,7 +519,7 @@ <h1>Source code for nltk.translate.meteor_score</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/metrics.html b/_modules/nltk/translate/metrics.html
index 49c9ba6b4..54bdecea5 100644
--- a/_modules/nltk/translate/metrics.html
+++ b/_modules/nltk/translate/metrics.html
@@ -151,7 +151,7 @@ <h1>Source code for nltk.translate.metrics</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/nist_score.html b/_modules/nltk/translate/nist_score.html
index 549156698..19301cdb8 100644
--- a/_modules/nltk/translate/nist_score.html
+++ b/_modules/nltk/translate/nist_score.html
@@ -305,7 +305,7 @@ <h1>Source code for nltk.translate.nist_score</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/phrase_based.html b/_modules/nltk/translate/phrase_based.html
index dbd083acc..ad740a085 100644
--- a/_modules/nltk/translate/phrase_based.html
+++ b/_modules/nltk/translate/phrase_based.html
@@ -303,7 +303,7 @@ <h1>Source code for nltk.translate.phrase_based</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/ribes_score.html b/_modules/nltk/translate/ribes_score.html
index e86736450..e96302386 100644
--- a/_modules/nltk/translate/ribes_score.html
+++ b/_modules/nltk/translate/ribes_score.html
@@ -440,7 +440,7 @@ <h1>Source code for nltk.translate.ribes_score</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/translate/stack_decoder.html b/_modules/nltk/translate/stack_decoder.html
index bba70e853..acccbb7f6 100644
--- a/_modules/nltk/translate/stack_decoder.html
+++ b/_modules/nltk/translate/stack_decoder.html
@@ -625,7 +625,7 @@ <h1>Source code for nltk.translate.stack_decoder</h1><div class="highlight"><pre
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/tree.html b/_modules/nltk/tree.html
index 2dd3a5326..6eda202bc 100644
--- a/_modules/nltk/tree.html
+++ b/_modules/nltk/tree.html
@@ -1918,7 +1918,7 @@ <h1>Source code for nltk.tree</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/treeprettyprinter.html b/_modules/nltk/treeprettyprinter.html
index a47956dac..af49c04e4 100644
--- a/_modules/nltk/treeprettyprinter.html
+++ b/_modules/nltk/treeprettyprinter.html
@@ -738,7 +738,7 @@ <h1>Source code for nltk.treeprettyprinter</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/treetransforms.html b/_modules/nltk/treetransforms.html
index ce151ec5d..58a728b08 100644
--- a/_modules/nltk/treetransforms.html
+++ b/_modules/nltk/treetransforms.html
@@ -448,7 +448,7 @@ <h1>Source code for nltk.treetransforms</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/twitter/api.html b/_modules/nltk/twitter/api.html
index c7938a234..4f8bd7aa5 100644
--- a/_modules/nltk/twitter/api.html
+++ b/_modules/nltk/twitter/api.html
@@ -255,7 +255,7 @@ <h1>Source code for nltk.twitter.api</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/twitter/common.html b/_modules/nltk/twitter/common.html
index b5ded41d2..1239f5f12 100644
--- a/_modules/nltk/twitter/common.html
+++ b/_modules/nltk/twitter/common.html
@@ -380,7 +380,7 @@ <h1>Source code for nltk.twitter.common</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/twitter/twitter_demo.html b/_modules/nltk/twitter/twitter_demo.html
index 7e2a6266d..1da966761 100644
--- a/_modules/nltk/twitter/twitter_demo.html
+++ b/_modules/nltk/twitter/twitter_demo.html
@@ -416,7 +416,7 @@ <h1>Source code for nltk.twitter.twitter_demo</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/twitter/twitterclient.html b/_modules/nltk/twitter/twitterclient.html
index ce3772e79..d5258f497 100644
--- a/_modules/nltk/twitter/twitterclient.html
+++ b/_modules/nltk/twitter/twitterclient.html
@@ -666,7 +666,7 @@ <h1>Source code for nltk.twitter.twitterclient</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/twitter/util.html b/_modules/nltk/twitter/util.html
index 2ed5413cf..209045c0b 100644
--- a/_modules/nltk/twitter/util.html
+++ b/_modules/nltk/twitter/util.html
@@ -260,7 +260,7 @@ <h1>Source code for nltk.twitter.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/util.html b/_modules/nltk/util.html
index 7038f893c..9fa7cda5b 100644
--- a/_modules/nltk/util.html
+++ b/_modules/nltk/util.html
@@ -1329,7 +1329,7 @@ <h1>Source code for nltk.util</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_modules/nltk/wsd.html b/_modules/nltk/wsd.html
index d5dc85201..b270307ae 100644
--- a/_modules/nltk/wsd.html
+++ b/_modules/nltk/wsd.html
@@ -161,7 +161,7 @@ <h1>Source code for nltk.wsd</h1><div class="highlight"><pre>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
index 2b8916d1f..0c5c6f525 100644
--- a/_static/documentation_options.js
+++ b/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '3.6.4',
+    VERSION: '3.6.5',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/api/nltk.app.chartparser_app.html b/api/nltk.app.chartparser_app.html
index b36154a3e..85a71271b 100644
--- a/api/nltk.app.chartparser_app.html
+++ b/api/nltk.app.chartparser_app.html
@@ -144,7 +144,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.chunkparser_app.html b/api/nltk.app.chunkparser_app.html
index 7170a097b..8c7b41d80 100644
--- a/api/nltk.app.chunkparser_app.html
+++ b/api/nltk.app.chunkparser_app.html
@@ -126,7 +126,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.collocations_app.html b/api/nltk.app.collocations_app.html
index 7fd347783..007a08989 100644
--- a/api/nltk.app.collocations_app.html
+++ b/api/nltk.app.collocations_app.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.concordance_app.html b/api/nltk.app.concordance_app.html
index 864a23f89..2539491dd 100644
--- a/api/nltk.app.concordance_app.html
+++ b/api/nltk.app.concordance_app.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.html b/api/nltk.app.html
index 142fdc8c7..516189e0f 100644
--- a/api/nltk.app.html
+++ b/api/nltk.app.html
@@ -146,7 +146,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.nemo_app.html b/api/nltk.app.nemo_app.html
index f55964003..acbb8965d 100644
--- a/api/nltk.app.nemo_app.html
+++ b/api/nltk.app.nemo_app.html
@@ -127,7 +127,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.rdparser_app.html b/api/nltk.app.rdparser_app.html
index 798748ae0..624020bfa 100644
--- a/api/nltk.app.rdparser_app.html
+++ b/api/nltk.app.rdparser_app.html
@@ -183,7 +183,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.srparser_app.html b/api/nltk.app.srparser_app.html
index d6b4d9bf8..99027a677 100644
--- a/api/nltk.app.srparser_app.html
+++ b/api/nltk.app.srparser_app.html
@@ -183,7 +183,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.wordfreq_app.html b/api/nltk.app.wordfreq_app.html
index d86b9913a..777306c5d 100644
--- a/api/nltk.app.wordfreq_app.html
+++ b/api/nltk.app.wordfreq_app.html
@@ -119,7 +119,7 @@ <h1>nltk.app.wordfreq_app module<a class="headerlink" href="#nltk-app-wordfreq-a
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.app.wordnet_app.html b/api/nltk.app.wordnet_app.html
index e44230311..99b0d8ad8 100644
--- a/api/nltk.app.wordnet_app.html
+++ b/api/nltk.app.wordnet_app.html
@@ -155,7 +155,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.book.html b/api/nltk.book.html
index ead6c2f2c..027d0e7cc 100644
--- a/api/nltk.book.html
+++ b/api/nltk.book.html
@@ -129,7 +129,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.ccg.api.html b/api/nltk.ccg.api.html
index 713395cd8..299efb51a 100644
--- a/api/nltk.ccg.api.html
+++ b/api/nltk.ccg.api.html
@@ -423,7 +423,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.ccg.chart.html b/api/nltk.ccg.chart.html
index a066a96a7..37adf7b15 100644
--- a/api/nltk.ccg.chart.html
+++ b/api/nltk.ccg.chart.html
@@ -612,7 +612,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.ccg.combinator.html b/api/nltk.ccg.combinator.html
index 6ae47484e..59d8ba049 100644
--- a/api/nltk.ccg.combinator.html
+++ b/api/nltk.ccg.combinator.html
@@ -341,7 +341,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.ccg.html b/api/nltk.ccg.html
index 66c0d2749..d4314f93a 100644
--- a/api/nltk.ccg.html
+++ b/api/nltk.ccg.html
@@ -135,7 +135,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.ccg.lexicon.html b/api/nltk.ccg.lexicon.html
index 900931b54..ef16f8b12 100644
--- a/api/nltk.ccg.lexicon.html
+++ b/api/nltk.ccg.lexicon.html
@@ -225,7 +225,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.ccg.logic.html b/api/nltk.ccg.logic.html
index 1d565dad6..ae210d93e 100644
--- a/api/nltk.ccg.logic.html
+++ b/api/nltk.ccg.logic.html
@@ -140,7 +140,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chat.eliza.html b/api/nltk.chat.eliza.html
index a770d719b..a6d7549de 100644
--- a/api/nltk.chat.eliza.html
+++ b/api/nltk.chat.eliza.html
@@ -129,7 +129,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chat.html b/api/nltk.chat.html
index 90bc24517..ef5f53513 100644
--- a/api/nltk.chat.html
+++ b/api/nltk.chat.html
@@ -143,7 +143,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.chat.iesha.html b/api/nltk.chat.iesha.html
index 4ede309c3..d5d2c540c 100644
--- a/api/nltk.chat.iesha.html
+++ b/api/nltk.chat.iesha.html
@@ -132,7 +132,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chat.rude.html b/api/nltk.chat.rude.html
index 28eab8ee2..e66cd45cc 100644
--- a/api/nltk.chat.rude.html
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@@ -129,7 +129,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chat.suntsu.html b/api/nltk.chat.suntsu.html
index cfc5475ad..6d616d7ae 100644
--- a/api/nltk.chat.suntsu.html
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@@ -134,7 +134,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chat.util.html b/api/nltk.chat.util.html
index e7c8c079f..ea59e425f 100644
--- a/api/nltk.chat.util.html
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@@ -166,7 +166,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chat.zen.html b/api/nltk.chat.zen.html
index 0d51adf4e..fa69bc14d 100644
--- a/api/nltk.chat.zen.html
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@@ -153,7 +153,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chunk.api.html b/api/nltk.chunk.api.html
index 32ab385ea..8695ee061 100644
--- a/api/nltk.chunk.api.html
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@@ -162,7 +162,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chunk.html b/api/nltk.chunk.html
index d456672e6..d339de48c 100644
--- a/api/nltk.chunk.html
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@@ -289,7 +289,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chunk.named_entity.html b/api/nltk.chunk.named_entity.html
index b413e7f5e..fac54bd9a 100644
--- a/api/nltk.chunk.named_entity.html
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@@ -185,7 +185,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.chunk.regexp.html b/api/nltk.chunk.regexp.html
index 1449bf9dd..197bb27b8 100644
--- a/api/nltk.chunk.regexp.html
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@@ -905,7 +905,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.chunk.util.html b/api/nltk.chunk.util.html
index 0b0ce4f5b..4f260b447 100644
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@@ -427,7 +427,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.classify.api.html b/api/nltk.classify.api.html
index 7674fd14c..f87fc6bca 100644
--- a/api/nltk.classify.api.html
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@@ -305,7 +305,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.classify.decisiontree.html b/api/nltk.classify.decisiontree.html
index b12421228..9cae3ab9e 100644
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@@ -252,7 +252,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.html b/api/nltk.classify.html
index a7e249be9..f513cbb43 100644
--- a/api/nltk.classify.html
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@@ -217,7 +217,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.maxent.html b/api/nltk.classify.maxent.html
index 402898c62..fad024874 100644
--- a/api/nltk.classify.maxent.html
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@@ -1209,7 +1209,7 @@ <h3>Converting Input-Features to Joint-Features<a class="headerlink" href="#conv
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.megam.html b/api/nltk.classify.megam.html
index 2e5a7a7a7..088bbface 100644
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@@ -191,7 +191,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.naivebayes.html b/api/nltk.classify.naivebayes.html
index 4ef9f0b46..30326bf79 100644
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@@ -275,7 +275,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.positivenaivebayes.html b/api/nltk.classify.positivenaivebayes.html
index fb125e9c7..dc94b8659 100644
--- a/api/nltk.classify.positivenaivebayes.html
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@@ -215,7 +215,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.classify.rte_classify.html b/api/nltk.classify.rte_classify.html
index babbf1e94..8efcfa0ef 100644
--- a/api/nltk.classify.rte_classify.html
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@@ -184,7 +184,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.scikitlearn.html b/api/nltk.classify.scikitlearn.html
index 9c4dfeb2a..203a0455b 100644
--- a/api/nltk.classify.scikitlearn.html
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@@ -229,7 +229,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.senna.html b/api/nltk.classify.senna.html
index b0ec7f271..cb6424ab2 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.svm.html b/api/nltk.classify.svm.html
index c6d847dfe..e3f96e260 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.tadm.html b/api/nltk.classify.tadm.html
index 22743b02a..ca623b775 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.textcat.html b/api/nltk.classify.textcat.html
index b5fb7b842..ca435c508 100644
--- a/api/nltk.classify.textcat.html
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@@ -192,7 +192,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.classify.util.html b/api/nltk.classify.util.html
index 03da0e930..04860d0e1 100644
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@@ -239,7 +239,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.classify.weka.html b/api/nltk.classify.weka.html
index 1f953f8be..f0e25dc3f 100644
--- a/api/nltk.classify.weka.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.cli.html b/api/nltk.cli.html
index 086afd69b..314fc5e1f 100644
--- a/api/nltk.cli.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.cluster.api.html b/api/nltk.cluster.api.html
index b9ded04ab..1b50686fa 100644
--- a/api/nltk.cluster.api.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.cluster.em.html b/api/nltk.cluster.em.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.cluster.gaac.html b/api/nltk.cluster.gaac.html
index 8c959e868..e66dccf61 100644
--- a/api/nltk.cluster.gaac.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.cluster.html b/api/nltk.cluster.html
index a5db7c9bf..f1e5efb8f 100644
--- a/api/nltk.cluster.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.cluster.kmeans.html b/api/nltk.cluster.kmeans.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.cluster.util.html b/api/nltk.cluster.util.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.collections.html b/api/nltk.collections.html
index 82664d15b..532b9cf25 100644
--- a/api/nltk.collections.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.collocations.html b/api/nltk.collocations.html
index d91018fb6..872c1c590 100644
--- a/api/nltk.collocations.html
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@@ -245,7 +245,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.compat.html b/api/nltk.compat.html
index 78e92337b..1f9b30885 100644
--- a/api/nltk.compat.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.corpus.europarl_raw.html b/api/nltk.corpus.europarl_raw.html
index cd0daf459..ea4256fdd 100644
--- a/api/nltk.corpus.europarl_raw.html
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diff --git a/api/nltk.corpus.html b/api/nltk.corpus.html
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+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.aligned.html b/api/nltk.corpus.reader.aligned.html
index 7c9a73cb2..cbf54906e 100644
--- a/api/nltk.corpus.reader.aligned.html
+++ b/api/nltk.corpus.reader.aligned.html
@@ -238,7 +238,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.api.html b/api/nltk.corpus.reader.api.html
index 44e527bb3..434bb57fa 100644
--- a/api/nltk.corpus.reader.api.html
+++ b/api/nltk.corpus.reader.api.html
@@ -427,7 +427,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.bnc.html b/api/nltk.corpus.reader.bnc.html
index 35d429031..e8b365bca 100644
--- a/api/nltk.corpus.reader.bnc.html
+++ b/api/nltk.corpus.reader.bnc.html
@@ -378,7 +378,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.bracket_parse.html b/api/nltk.corpus.reader.bracket_parse.html
index 202483a88..5f8968728 100644
--- a/api/nltk.corpus.reader.bracket_parse.html
+++ b/api/nltk.corpus.reader.bracket_parse.html
@@ -236,7 +236,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.categorized_sents.html b/api/nltk.corpus.reader.categorized_sents.html
index bc384ee0c..53b61b44d 100644
--- a/api/nltk.corpus.reader.categorized_sents.html
+++ b/api/nltk.corpus.reader.categorized_sents.html
@@ -252,7 +252,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.chasen.html b/api/nltk.corpus.reader.chasen.html
index d9f349e28..de81eabab 100644
--- a/api/nltk.corpus.reader.chasen.html
+++ b/api/nltk.corpus.reader.chasen.html
@@ -246,7 +246,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.childes.html b/api/nltk.corpus.reader.childes.html
index 79e4323fd..9aeddb4e9 100644
--- a/api/nltk.corpus.reader.childes.html
+++ b/api/nltk.corpus.reader.childes.html
@@ -390,7 +390,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.chunked.html b/api/nltk.corpus.reader.chunked.html
index 8cfff9531..717993bd0 100644
--- a/api/nltk.corpus.reader.chunked.html
+++ b/api/nltk.corpus.reader.chunked.html
@@ -334,7 +334,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.cmudict.html b/api/nltk.corpus.reader.cmudict.html
index c4241be0e..271619f44 100644
--- a/api/nltk.corpus.reader.cmudict.html
+++ b/api/nltk.corpus.reader.cmudict.html
@@ -195,7 +195,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.comparative_sents.html b/api/nltk.corpus.reader.comparative_sents.html
index 76aa74c1d..fa997e45a 100644
--- a/api/nltk.corpus.reader.comparative_sents.html
+++ b/api/nltk.corpus.reader.comparative_sents.html
@@ -302,7 +302,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.conll.html b/api/nltk.corpus.reader.conll.html
index 1cebb9050..21c92ea9e 100644
--- a/api/nltk.corpus.reader.conll.html
+++ b/api/nltk.corpus.reader.conll.html
@@ -450,7 +450,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.crubadan.html b/api/nltk.corpus.reader.crubadan.html
index bd5508bfb..bfbc8bc26 100644
--- a/api/nltk.corpus.reader.crubadan.html
+++ b/api/nltk.corpus.reader.crubadan.html
@@ -201,7 +201,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.dependency.html b/api/nltk.corpus.reader.dependency.html
index 961541898..598ebaf3c 100644
--- a/api/nltk.corpus.reader.dependency.html
+++ b/api/nltk.corpus.reader.dependency.html
@@ -240,7 +240,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.framenet.html b/api/nltk.corpus.reader.framenet.html
index 309a78580..d5cab5b2e 100644
--- a/api/nltk.corpus.reader.framenet.html
+++ b/api/nltk.corpus.reader.framenet.html
@@ -1359,7 +1359,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.html b/api/nltk.corpus.reader.html
index 60d7e0d97..224e9a9eb 100644
--- a/api/nltk.corpus.reader.html
+++ b/api/nltk.corpus.reader.html
@@ -6952,7 +6952,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.ieer.html b/api/nltk.corpus.reader.ieer.html
index f9aa5728e..c5cef37e6 100644
--- a/api/nltk.corpus.reader.ieer.html
+++ b/api/nltk.corpus.reader.ieer.html
@@ -168,7 +168,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.indian.html b/api/nltk.corpus.reader.indian.html
index 63132f837..f0aeae403 100644
--- a/api/nltk.corpus.reader.indian.html
+++ b/api/nltk.corpus.reader.indian.html
@@ -205,7 +205,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.ipipan.html b/api/nltk.corpus.reader.ipipan.html
index 09635cf79..104b662a4 100644
--- a/api/nltk.corpus.reader.ipipan.html
+++ b/api/nltk.corpus.reader.ipipan.html
@@ -307,7 +307,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.knbc.html b/api/nltk.corpus.reader.knbc.html
index 3c2705159..0ed92055a 100644
--- a/api/nltk.corpus.reader.knbc.html
+++ b/api/nltk.corpus.reader.knbc.html
@@ -172,7 +172,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.lin.html b/api/nltk.corpus.reader.lin.html
index 8b1e5eab6..e3f79332f 100644
--- a/api/nltk.corpus.reader.lin.html
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@@ -201,7 +201,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.mte.html b/api/nltk.corpus.reader.mte.html
index 8a984a38f..1b1e3b840 100644
--- a/api/nltk.corpus.reader.mte.html
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@@ -479,7 +479,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.nkjp.html b/api/nltk.corpus.reader.nkjp.html
index 0c887946a..81023bc99 100644
--- a/api/nltk.corpus.reader.nkjp.html
+++ b/api/nltk.corpus.reader.nkjp.html
@@ -523,7 +523,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.nombank.html b/api/nltk.corpus.reader.nombank.html
index 1cc2491f4..7d913661c 100644
--- a/api/nltk.corpus.reader.nombank.html
+++ b/api/nltk.corpus.reader.nombank.html
@@ -406,7 +406,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.nps_chat.html b/api/nltk.corpus.reader.nps_chat.html
index ebab860e2..e7e2e58d1 100644
--- a/api/nltk.corpus.reader.nps_chat.html
+++ b/api/nltk.corpus.reader.nps_chat.html
@@ -204,7 +204,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.opinion_lexicon.html b/api/nltk.corpus.reader.opinion_lexicon.html
index d2daf677c..72bad58a2 100644
--- a/api/nltk.corpus.reader.opinion_lexicon.html
+++ b/api/nltk.corpus.reader.opinion_lexicon.html
@@ -256,7 +256,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.panlex_lite.html b/api/nltk.corpus.reader.panlex_lite.html
index ae6bd8b12..d17160fcb 100644
--- a/api/nltk.corpus.reader.panlex_lite.html
+++ b/api/nltk.corpus.reader.panlex_lite.html
@@ -331,7 +331,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.panlex_swadesh.html b/api/nltk.corpus.reader.panlex_swadesh.html
index 581bce781..b9ff14c49 100644
--- a/api/nltk.corpus.reader.panlex_swadesh.html
+++ b/api/nltk.corpus.reader.panlex_swadesh.html
@@ -274,7 +274,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.pl196x.html b/api/nltk.corpus.reader.pl196x.html
index 548dffc63..c0678295c 100644
--- a/api/nltk.corpus.reader.pl196x.html
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@@ -261,7 +261,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.plaintext.html b/api/nltk.corpus.reader.plaintext.html
index 910a69b1a..9da48e72c 100644
--- a/api/nltk.corpus.reader.plaintext.html
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@@ -294,7 +294,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.ppattach.html b/api/nltk.corpus.reader.ppattach.html
index d68319356..759a7cf2d 100644
--- a/api/nltk.corpus.reader.ppattach.html
+++ b/api/nltk.corpus.reader.ppattach.html
@@ -166,7 +166,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.propbank.html b/api/nltk.corpus.reader.propbank.html
index cdf11c228..42cbf3611 100644
--- a/api/nltk.corpus.reader.propbank.html
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@@ -508,7 +508,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.pros_cons.html b/api/nltk.corpus.reader.pros_cons.html
index 01aba01c1..eeb0b28b9 100644
--- a/api/nltk.corpus.reader.pros_cons.html
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@@ -228,7 +228,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.reviews.html b/api/nltk.corpus.reader.reviews.html
index 785c7cbcb..0196af3ae 100644
--- a/api/nltk.corpus.reader.reviews.html
+++ b/api/nltk.corpus.reader.reviews.html
@@ -383,7 +383,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.rte.html b/api/nltk.corpus.reader.rte.html
index db72399a8..7eca6f13f 100644
--- a/api/nltk.corpus.reader.rte.html
+++ b/api/nltk.corpus.reader.rte.html
@@ -210,7 +210,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.semcor.html b/api/nltk.corpus.reader.semcor.html
index dc6592bc5..f929ab925 100644
--- a/api/nltk.corpus.reader.semcor.html
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@@ -345,7 +345,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.senseval.html b/api/nltk.corpus.reader.senseval.html
index 98ddba706..f55fb448b 100644
--- a/api/nltk.corpus.reader.senseval.html
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@@ -198,7 +198,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.sentiwordnet.html b/api/nltk.corpus.reader.sentiwordnet.html
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--- a/api/nltk.corpus.reader.sentiwordnet.html
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@@ -199,7 +199,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.sinica_treebank.html b/api/nltk.corpus.reader.sinica_treebank.html
index 8b4669693..ae83be1ac 100644
--- a/api/nltk.corpus.reader.sinica_treebank.html
+++ b/api/nltk.corpus.reader.sinica_treebank.html
@@ -148,7 +148,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.string_category.html b/api/nltk.corpus.reader.string_category.html
index 4b3c94c58..51c3355b7 100644
--- a/api/nltk.corpus.reader.string_category.html
+++ b/api/nltk.corpus.reader.string_category.html
@@ -151,7 +151,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.switchboard.html b/api/nltk.corpus.reader.switchboard.html
index 5b7aa7c2d..d9ac63c6c 100644
--- a/api/nltk.corpus.reader.switchboard.html
+++ b/api/nltk.corpus.reader.switchboard.html
@@ -214,7 +214,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.tagged.html b/api/nltk.corpus.reader.tagged.html
index d10904618..73d93fa4b 100644
--- a/api/nltk.corpus.reader.tagged.html
+++ b/api/nltk.corpus.reader.tagged.html
@@ -434,7 +434,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.timit.html b/api/nltk.corpus.reader.timit.html
index fff357666..0600426a1 100644
--- a/api/nltk.corpus.reader.timit.html
+++ b/api/nltk.corpus.reader.timit.html
@@ -411,7 +411,7 @@ <h2>Module contents<a class="headerlink" href="#module-contents" title="Permalin
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.toolbox.html b/api/nltk.corpus.reader.toolbox.html
index 5e064b28a..681187b75 100644
--- a/api/nltk.corpus.reader.toolbox.html
+++ b/api/nltk.corpus.reader.toolbox.html
@@ -152,7 +152,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.twitter.html b/api/nltk.corpus.reader.twitter.html
index afc21b123..a7ddd35c2 100644
--- a/api/nltk.corpus.reader.twitter.html
+++ b/api/nltk.corpus.reader.twitter.html
@@ -217,7 +217,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.udhr.html b/api/nltk.corpus.reader.udhr.html
index f4011683c..15af3efec 100644
--- a/api/nltk.corpus.reader.udhr.html
+++ b/api/nltk.corpus.reader.udhr.html
@@ -161,7 +161,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.util.html b/api/nltk.corpus.reader.util.html
index 5bb18b0a0..0722bcc36 100644
--- a/api/nltk.corpus.reader.util.html
+++ b/api/nltk.corpus.reader.util.html
@@ -476,7 +476,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.verbnet.html b/api/nltk.corpus.reader.verbnet.html
index 7c45c7758..6c3c0e4c1 100644
--- a/api/nltk.corpus.reader.verbnet.html
+++ b/api/nltk.corpus.reader.verbnet.html
@@ -376,7 +376,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.wordlist.html b/api/nltk.corpus.reader.wordlist.html
index a782ce6a9..983e7205d 100644
--- a/api/nltk.corpus.reader.wordlist.html
+++ b/api/nltk.corpus.reader.wordlist.html
@@ -254,7 +254,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.wordnet.html b/api/nltk.corpus.reader.wordnet.html
index 16bf4bd44..35e0024b5 100644
--- a/api/nltk.corpus.reader.wordnet.html
+++ b/api/nltk.corpus.reader.wordnet.html
@@ -1526,7 +1526,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.xmldocs.html b/api/nltk.corpus.reader.xmldocs.html
index 50160a202..5684ef56e 100644
--- a/api/nltk.corpus.reader.xmldocs.html
+++ b/api/nltk.corpus.reader.xmldocs.html
@@ -287,7 +287,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.reader.ycoe.html b/api/nltk.corpus.reader.ycoe.html
index 2c7fd3cb1..a985dc042 100644
--- a/api/nltk.corpus.reader.ycoe.html
+++ b/api/nltk.corpus.reader.ycoe.html
@@ -268,7 +268,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.corpus.util.html b/api/nltk.corpus.util.html
index b4e133c99..4ede3fd1a 100644
--- a/api/nltk.corpus.util.html
+++ b/api/nltk.corpus.util.html
@@ -158,7 +158,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.data.html b/api/nltk.data.html
index 05efc78f3..8ab66e519 100644
--- a/api/nltk.data.html
+++ b/api/nltk.data.html
@@ -693,7 +693,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.decorators.html b/api/nltk.decorators.html
index 17bbe0bc1..7b7f9036a 100644
--- a/api/nltk.decorators.html
+++ b/api/nltk.decorators.html
@@ -205,7 +205,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.downloader.html b/api/nltk.downloader.html
index 5d634887f..bcf4521fa 100644
--- a/api/nltk.downloader.html
+++ b/api/nltk.downloader.html
@@ -831,7 +831,7 @@ <h2>NLTK Download Server<a class="headerlink" href="#nltk-download-server" title
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.draw.cfg.html b/api/nltk.draw.cfg.html
index 5b17cd2c1..418b4b5df 100644
--- a/api/nltk.draw.cfg.html
+++ b/api/nltk.draw.cfg.html
@@ -201,7 +201,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.draw.dispersion.html b/api/nltk.draw.dispersion.html
index 29c603a2c..4bd3f65a5 100644
--- a/api/nltk.draw.dispersion.html
+++ b/api/nltk.draw.dispersion.html
@@ -135,7 +135,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.draw.html b/api/nltk.draw.html
index 76ba1a9dc..2f1e700e0 100644
--- a/api/nltk.draw.html
+++ b/api/nltk.draw.html
@@ -133,7 +133,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.draw.table.html b/api/nltk.draw.table.html
index f4246f14a..103f6fb57 100644
--- a/api/nltk.draw.table.html
+++ b/api/nltk.draw.table.html
@@ -811,7 +811,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.draw.tree.html b/api/nltk.draw.tree.html
index 013a9d25e..42c0d75a6 100644
--- a/api/nltk.draw.tree.html
+++ b/api/nltk.draw.tree.html
@@ -402,7 +402,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.draw.util.html b/api/nltk.draw.util.html
index 515bc8eb3..b7d360391 100644
--- a/api/nltk.draw.util.html
+++ b/api/nltk.draw.util.html
@@ -1536,7 +1536,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.featstruct.html b/api/nltk.featstruct.html
index 48d1d6d32..fd2db8cd3 100644
--- a/api/nltk.featstruct.html
+++ b/api/nltk.featstruct.html
@@ -840,7 +840,7 @@ <h2>Lightweight Feature Structures<a class="headerlink" href="#lightweight-featu
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.grammar.html b/api/nltk.grammar.html
index 210eb1752..c1d1e535e 100644
--- a/api/nltk.grammar.html
+++ b/api/nltk.grammar.html
@@ -791,7 +791,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.help.html b/api/nltk.help.html
index 3c31af7d3..9cc8028d9 100644
--- a/api/nltk.help.html
+++ b/api/nltk.help.html
@@ -135,7 +135,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.html b/api/nltk.html
index 08dc7062c..cbbf3a9a6 100644
--- a/api/nltk.html
+++ b/api/nltk.html
@@ -105,7 +105,7 @@ <h1>Documentation</h1>
 Natural Language Processing with Python.  O’Reilly Media Inc.
 <a class="reference external" href="http://nltk.org/book">http://nltk.org/book</a></p>
 <p>isort:skip_file</p>
-<p>&#64;version: 3.6.4</p>
+<p>&#64;version: 3.6.5</p>
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 <dt class="sig sig-object py" id="nltk.demo">
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@@ -195,7 +195,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.inference.api.html b/api/nltk.inference.api.html
index 7de1d567d..7a4d21255 100644
--- a/api/nltk.inference.api.html
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@@ -731,7 +731,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.inference.discourse.html b/api/nltk.inference.discourse.html
index 622b05fa8..171329237 100644
--- a/api/nltk.inference.discourse.html
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@@ -500,7 +500,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.inference.html b/api/nltk.inference.html
index 3f4a70189..56e25f74b 100644
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+++ b/api/nltk.inference.html
@@ -136,7 +136,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.inference.mace.html b/api/nltk.inference.mace.html
index 0fbead89c..005c1be33 100644
--- a/api/nltk.inference.mace.html
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@@ -205,7 +205,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.inference.nonmonotonic.html b/api/nltk.inference.nonmonotonic.html
index 381181884..c19777f7a 100644
--- a/api/nltk.inference.nonmonotonic.html
+++ b/api/nltk.inference.nonmonotonic.html
@@ -327,7 +327,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.inference.prover9.html b/api/nltk.inference.prover9.html
index 6726a374d..3efc80e77 100644
--- a/api/nltk.inference.prover9.html
+++ b/api/nltk.inference.prover9.html
@@ -278,7 +278,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.inference.resolution.html b/api/nltk.inference.resolution.html
index 6f5d06caa..87c857422 100644
--- a/api/nltk.inference.resolution.html
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@@ -378,7 +378,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.inference.tableau.html b/api/nltk.inference.tableau.html
index e34a09d4a..41f58d236 100644
--- a/api/nltk.inference.tableau.html
+++ b/api/nltk.inference.tableau.html
@@ -356,7 +356,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.internals.html b/api/nltk.internals.html
index 511e950e7..fd16a3b0a 100644
--- a/api/nltk.internals.html
+++ b/api/nltk.internals.html
@@ -587,7 +587,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.jsontags.html b/api/nltk.jsontags.html
index 86af373ef..2d6e88182 100644
--- a/api/nltk.jsontags.html
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diff --git a/api/nltk.parse.recursivedescent.html b/api/nltk.parse.recursivedescent.html
index 79eec9636..21b211784 100644
--- a/api/nltk.parse.recursivedescent.html
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@@ -512,7 +512,7 @@ <h1>Documentation</h1>
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.parse.shiftreduce.html b/api/nltk.parse.shiftreduce.html
index b39c337f0..54296b6f2 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.parse.stanford.html b/api/nltk.parse.stanford.html
index a50f9bff7..1847f8ff3 100644
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diff --git a/api/nltk.parse.transitionparser.html b/api/nltk.parse.transitionparser.html
index cf0c2dfe0..91f499d3d 100644
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diff --git a/api/nltk.parse.util.html b/api/nltk.parse.util.html
index d73efb20d..c3289fb47 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.parse.viterbi.html b/api/nltk.parse.viterbi.html
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diff --git a/api/nltk.probability.html b/api/nltk.probability.html
index b972513d3..5880fa808 100644
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diff --git a/api/nltk.sem.boxer.html b/api/nltk.sem.boxer.html
index 192dde5e4..4ac41cb19 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.sem.chat80.html b/api/nltk.sem.chat80.html
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diff --git a/api/nltk.sem.cooper_storage.html b/api/nltk.sem.cooper_storage.html
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diff --git a/api/nltk.sem.drt.html b/api/nltk.sem.drt.html
index 9f26f7dce..64ee2de06 100644
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diff --git a/api/nltk.sem.drt_glue_demo.html b/api/nltk.sem.drt_glue_demo.html
index 3472f1c48..b75db1979 100644
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diff --git a/api/nltk.sem.evaluate.html b/api/nltk.sem.evaluate.html
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diff --git a/api/nltk.sem.glue.html b/api/nltk.sem.glue.html
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diff --git a/api/nltk.sem.html b/api/nltk.sem.html
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diff --git a/api/nltk.sem.linearlogic.html b/api/nltk.sem.linearlogic.html
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diff --git a/api/nltk.sem.logic.html b/api/nltk.sem.logic.html
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diff --git a/api/nltk.sem.relextract.html b/api/nltk.sem.relextract.html
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diff --git a/api/nltk.sem.skolemize.html b/api/nltk.sem.skolemize.html
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diff --git a/api/nltk.sem.util.html b/api/nltk.sem.util.html
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diff --git a/api/nltk.sentiment.html b/api/nltk.sentiment.html
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diff --git a/api/nltk.sentiment.sentiment_analyzer.html b/api/nltk.sentiment.sentiment_analyzer.html
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diff --git a/api/nltk.sentiment.util.html b/api/nltk.sentiment.util.html
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diff --git a/api/nltk.sentiment.vader.html b/api/nltk.sentiment.vader.html
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diff --git a/api/nltk.stem.api.html b/api/nltk.stem.api.html
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diff --git a/api/nltk.stem.arlstem.html b/api/nltk.stem.arlstem.html
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diff --git a/api/nltk.stem.arlstem2.html b/api/nltk.stem.arlstem2.html
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diff --git a/api/nltk.stem.cistem.html b/api/nltk.stem.cistem.html
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diff --git a/api/nltk.stem.html b/api/nltk.stem.html
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diff --git a/api/nltk.stem.isri.html b/api/nltk.stem.isri.html
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diff --git a/api/nltk.stem.lancaster.html b/api/nltk.stem.lancaster.html
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diff --git a/api/nltk.stem.porter.html b/api/nltk.stem.porter.html
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diff --git a/api/nltk.stem.regexp.html b/api/nltk.stem.regexp.html
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diff --git a/api/nltk.stem.rslp.html b/api/nltk.stem.rslp.html
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diff --git a/api/nltk.stem.snowball.html b/api/nltk.stem.snowball.html
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diff --git a/api/nltk.stem.util.html b/api/nltk.stem.util.html
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diff --git a/api/nltk.stem.wordnet.html b/api/nltk.stem.wordnet.html
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--- a/api/nltk.tag.api.html
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@@ -188,7 +188,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.brill.html b/api/nltk.tag.brill.html
index c35dede1c..88c66926f 100644
--- a/api/nltk.tag.brill.html
+++ b/api/nltk.tag.brill.html
@@ -329,7 +329,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.brill_trainer.html b/api/nltk.tag.brill_trainer.html
index d83fc0e3c..202b0fdaf 100644
--- a/api/nltk.tag.brill_trainer.html
+++ b/api/nltk.tag.brill_trainer.html
@@ -314,7 +314,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.crf.html b/api/nltk.tag.crf.html
index 9aee9859f..c3a8e1e12 100644
--- a/api/nltk.tag.crf.html
+++ b/api/nltk.tag.crf.html
@@ -235,7 +235,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.hmm.html b/api/nltk.tag.hmm.html
index 50884b431..07507b460 100644
--- a/api/nltk.tag.hmm.html
+++ b/api/nltk.tag.hmm.html
@@ -572,7 +572,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.html b/api/nltk.tag.html
index 290485494..8d1b462cc 100644
--- a/api/nltk.tag.html
+++ b/api/nltk.tag.html
@@ -249,7 +249,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.hunpos.html b/api/nltk.tag.hunpos.html
index 5a679e734..fe915ff03 100644
--- a/api/nltk.tag.hunpos.html
+++ b/api/nltk.tag.hunpos.html
@@ -186,7 +186,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.mapping.html b/api/nltk.tag.mapping.html
index cc287c69a..4211831ae 100644
--- a/api/nltk.tag.mapping.html
+++ b/api/nltk.tag.mapping.html
@@ -159,7 +159,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.perceptron.html b/api/nltk.tag.perceptron.html
index ae60c4832..389e6c104 100644
--- a/api/nltk.tag.perceptron.html
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@@ -302,7 +302,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.senna.html b/api/nltk.tag.senna.html
index 7e65fc27c..fa2ced1e7 100644
--- a/api/nltk.tag.senna.html
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@@ -241,7 +241,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.sequential.html b/api/nltk.tag.sequential.html
index 0a07851ee..1626a7e16 100644
--- a/api/nltk.tag.sequential.html
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@@ -854,7 +854,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.stanford.html b/api/nltk.tag.stanford.html
index d84a7f406..5d1146171 100644
--- a/api/nltk.tag.stanford.html
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@@ -229,7 +229,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.tag.tnt.html b/api/nltk.tag.tnt.html
index c752d99f2..33e5c3c07 100644
--- a/api/nltk.tag.tnt.html
+++ b/api/nltk.tag.tnt.html
@@ -306,7 +306,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tag.util.html b/api/nltk.tag.util.html
index 798bdf7b7..7e00d09e8 100644
--- a/api/nltk.tag.util.html
+++ b/api/nltk.tag.util.html
@@ -180,7 +180,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tbl.demo.html b/api/nltk.tbl.demo.html
index aaa3565c7..3caf54acf 100644
--- a/api/nltk.tbl.demo.html
+++ b/api/nltk.tbl.demo.html
@@ -252,7 +252,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tbl.erroranalysis.html b/api/nltk.tbl.erroranalysis.html
index a69f1df70..85fa98099 100644
--- a/api/nltk.tbl.erroranalysis.html
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@@ -134,7 +134,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tbl.feature.html b/api/nltk.tbl.feature.html
index 0d2e4b52f..65eb44ac4 100644
--- a/api/nltk.tbl.feature.html
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@@ -358,7 +358,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tbl.html b/api/nltk.tbl.html
index 5b56b7fe3..9fd137063 100644
--- a/api/nltk.tbl.html
+++ b/api/nltk.tbl.html
@@ -137,7 +137,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tbl.rule.html b/api/nltk.tbl.rule.html
index 747dc523c..a1d36990a 100644
--- a/api/nltk.tbl.rule.html
+++ b/api/nltk.tbl.rule.html
@@ -321,7 +321,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tbl.template.html b/api/nltk.tbl.template.html
index e1576fc7a..e97b59399 100644
--- a/api/nltk.tbl.template.html
+++ b/api/nltk.tbl.template.html
@@ -365,7 +365,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.all.html b/api/nltk.test.all.html
index 7f7e8f929..6d27a336e 100644
--- a/api/nltk.test.all.html
+++ b/api/nltk.test.all.html
@@ -129,7 +129,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.childes_fixt.html b/api/nltk.test.childes_fixt.html
index c2431eda8..9e8b82223 100644
--- a/api/nltk.test.childes_fixt.html
+++ b/api/nltk.test.childes_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.classify_fixt.html b/api/nltk.test.classify_fixt.html
index e46e8ad31..cd93a827d 100644
--- a/api/nltk.test.classify_fixt.html
+++ b/api/nltk.test.classify_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.conftest.html b/api/nltk.test.conftest.html
index de25f43ab..5f59e9523 100644
--- a/api/nltk.test.conftest.html
+++ b/api/nltk.test.conftest.html
@@ -119,7 +119,7 @@ <h1>nltk.test.conftest module<a class="headerlink" href="#nltk-test-conftest-mod
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.discourse_fixt.html b/api/nltk.test.discourse_fixt.html
index c28b0b092..2261b2ca8 100644
--- a/api/nltk.test.discourse_fixt.html
+++ b/api/nltk.test.discourse_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.gensim_fixt.html b/api/nltk.test.gensim_fixt.html
index fa472c744..2e03f3e38 100644
--- a/api/nltk.test.gensim_fixt.html
+++ b/api/nltk.test.gensim_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.gluesemantics_malt_fixt.html b/api/nltk.test.gluesemantics_malt_fixt.html
index a78f4d5cd..4b95aa375 100644
--- a/api/nltk.test.gluesemantics_malt_fixt.html
+++ b/api/nltk.test.gluesemantics_malt_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.html b/api/nltk.test.html
index 3ef69c34e..7d6ae0694 100644
--- a/api/nltk.test.html
+++ b/api/nltk.test.html
@@ -154,7 +154,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.inference_fixt.html b/api/nltk.test.inference_fixt.html
index 7a9d40de8..c51c9662e 100644
--- a/api/nltk.test.inference_fixt.html
+++ b/api/nltk.test.inference_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.nonmonotonic_fixt.html b/api/nltk.test.nonmonotonic_fixt.html
index 6e1085937..e8cf1ca87 100644
--- a/api/nltk.test.nonmonotonic_fixt.html
+++ b/api/nltk.test.nonmonotonic_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.portuguese_en_fixt.html b/api/nltk.test.portuguese_en_fixt.html
index 15e681050..2d4c7e764 100644
--- a/api/nltk.test.portuguese_en_fixt.html
+++ b/api/nltk.test.portuguese_en_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.probability_fixt.html b/api/nltk.test.probability_fixt.html
index 074ec2673..f6bf45256 100644
--- a/api/nltk.test.probability_fixt.html
+++ b/api/nltk.test.probability_fixt.html
@@ -124,7 +124,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.html b/api/nltk.test.unit.html
index 5d1e9d1ea..116e217a7 100644
--- a/api/nltk.test.unit.html
+++ b/api/nltk.test.unit.html
@@ -173,7 +173,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.lm.html b/api/nltk.test.unit.lm.html
index 58616a225..f9a1b7153 100644
--- a/api/nltk.test.unit.lm.html
+++ b/api/nltk.test.unit.lm.html
@@ -132,7 +132,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.lm.test_counter.html b/api/nltk.test.unit.lm.test_counter.html
index 47c6eb636..c52093019 100644
--- a/api/nltk.test.unit.lm.test_counter.html
+++ b/api/nltk.test.unit.lm.test_counter.html
@@ -119,7 +119,7 @@ <h1>nltk.test.unit.lm.test_counter module<a class="headerlink" href="#nltk-test-
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.lm.test_models.html b/api/nltk.test.unit.lm.test_models.html
index 8e0577590..927267b76 100644
--- a/api/nltk.test.unit.lm.test_models.html
+++ b/api/nltk.test.unit.lm.test_models.html
@@ -119,7 +119,7 @@ <h1>nltk.test.unit.lm.test_models module<a class="headerlink" href="#nltk-test-u
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.lm.test_preprocessing.html b/api/nltk.test.unit.lm.test_preprocessing.html
index cfd3100ea..801d51894 100644
--- a/api/nltk.test.unit.lm.test_preprocessing.html
+++ b/api/nltk.test.unit.lm.test_preprocessing.html
@@ -130,7 +130,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.lm.test_vocabulary.html b/api/nltk.test.unit.lm.test_vocabulary.html
index c46c7076b..82502f515 100644
--- a/api/nltk.test.unit.lm.test_vocabulary.html
+++ b/api/nltk.test.unit.lm.test_vocabulary.html
@@ -231,7 +231,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.test_aline.html b/api/nltk.test.unit.test_aline.html
index 1738f6902..3fc0097df 100644
--- a/api/nltk.test.unit.test_aline.html
+++ b/api/nltk.test.unit.test_aline.html
@@ -131,7 +131,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
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diff --git a/api/nltk.test.unit.test_brill.html b/api/nltk.test.unit.test_brill.html
index d55802ea5..dfb6d0baa 100644
--- a/api/nltk.test.unit.test_brill.html
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diff --git a/api/nltk.test.unit.test_cfd_mutation.html b/api/nltk.test.unit.test_cfd_mutation.html
index 16b62db79..996b865f1 100644
--- a/api/nltk.test.unit.test_cfd_mutation.html
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@@ -119,7 +119,7 @@ <h1>nltk.test.unit.test_cfd_mutation module<a class="headerlink" href="#nltk-tes
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.test.unit.test_cfg2chomsky.html b/api/nltk.test.unit.test_cfg2chomsky.html
index 34256b170..27a99ed23 100644
--- a/api/nltk.test.unit.test_cfg2chomsky.html
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diff --git a/api/nltk.test.unit.test_chunk.html b/api/nltk.test.unit.test_chunk.html
index 274b3d354..8d9f9851d 100644
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@@ -134,7 +134,7 @@ <h1>Documentation</h1>
 
             
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diff --git a/api/nltk.test.unit.test_classify.html b/api/nltk.test.unit.test_classify.html
index 83accd73e..3507cab9c 100644
--- a/api/nltk.test.unit.test_classify.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_collocations.html b/api/nltk.test.unit.test_collocations.html
index 12a00da4f..74b868d2e 100644
--- a/api/nltk.test.unit.test_collocations.html
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diff --git a/api/nltk.test.unit.test_concordance.html b/api/nltk.test.unit.test_concordance.html
index c78765238..291f8d511 100644
--- a/api/nltk.test.unit.test_concordance.html
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diff --git a/api/nltk.test.unit.test_corenlp.html b/api/nltk.test.unit.test_corenlp.html
index 683f0247a..832bcc041 100644
--- a/api/nltk.test.unit.test_corenlp.html
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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index f666966f5..9f12e67e3 100644
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diff --git a/api/nltk.test.unit.test_data.html b/api/nltk.test.unit.test_data.html
index 20dc14db3..7bf230324 100644
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index c4f33754b..1a9a81a31 100644
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_freqdist.html b/api/nltk.test.unit.test_freqdist.html
index eb4043fa8..ac6795553 100644
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diff --git a/api/nltk.test.unit.test_hmm.html b/api/nltk.test.unit.test_hmm.html
index dc3ebd008..73ed58dd3 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_json_serialization.html b/api/nltk.test.unit.test_json_serialization.html
index f0bb5ea7f..b077738c9 100644
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-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_metrics.html b/api/nltk.test.unit.test_metrics.html
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diff --git a/api/nltk.test.unit.test_naivebayes.html b/api/nltk.test.unit.test_naivebayes.html
index 3ac6cd797..af4736272 100644
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diff --git a/api/nltk.test.unit.test_nombank.html b/api/nltk.test.unit.test_nombank.html
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diff --git a/api/nltk.test.unit.test_rte_classify.html b/api/nltk.test.unit.test_rte_classify.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_seekable_unicode_stream_reader.html b/api/nltk.test.unit.test_seekable_unicode_stream_reader.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_senna.html b/api/nltk.test.unit.test_senna.html
index 5b9c05b11..9619e0598 100644
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diff --git a/api/nltk.test.unit.test_stem.html b/api/nltk.test.unit.test_stem.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_tag.html b/api/nltk.test.unit.test_tag.html
index 623872f20..7051cceb1 100644
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.test.unit.test_tgrep.html b/api/nltk.test.unit.test_tgrep.html
index 7086f6f5b..2c55b0016 100644
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                 <li class="footer-element">
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diff --git a/api/nltk.test.unit.test_tokenize.html b/api/nltk.test.unit.test_tokenize.html
index bf157c979..1bb50624b 100644
--- a/api/nltk.test.unit.test_tokenize.html
+++ b/api/nltk.test.unit.test_tokenize.html
@@ -119,7 +119,7 @@ <h1>nltk.test.unit.test_tokenize module<a class="headerlink" href="#nltk-test-un
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_twitter_auth.html b/api/nltk.test.unit.test_twitter_auth.html
index 0770da4ea..0e8dc9850 100644
--- a/api/nltk.test.unit.test_twitter_auth.html
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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                 </li>
             
 
diff --git a/api/nltk.test.unit.test_util.html b/api/nltk.test.unit.test_util.html
index 0fcddc773..4031aea86 100644
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                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
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diff --git a/api/nltk.test.unit.test_wordnet.html b/api/nltk.test.unit.test_wordnet.html
index 8e7d0b5fd..0ca4f1e5e 100644
--- a/api/nltk.test.unit.test_wordnet.html
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                 <li class="footer-element">
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diff --git a/api/nltk.test.unit.translate.html b/api/nltk.test.unit.translate.html
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diff --git a/api/nltk.test.unit.translate.test_bleu.html b/api/nltk.test.unit.translate.test_bleu.html
index c94ec4183..a6f1b58fa 100644
--- a/api/nltk.test.unit.translate.test_bleu.html
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@@ -206,7 +206,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_gdfa.html b/api/nltk.test.unit.translate.test_gdfa.html
index 076f2b287..9ff85a738 100644
--- a/api/nltk.test.unit.translate.test_gdfa.html
+++ b/api/nltk.test.unit.translate.test_gdfa.html
@@ -133,7 +133,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_ibm1.html b/api/nltk.test.unit.translate.test_ibm1.html
index 504460d22..c120b2ce7 100644
--- a/api/nltk.test.unit.translate.test_ibm1.html
+++ b/api/nltk.test.unit.translate.test_ibm1.html
@@ -141,7 +141,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_ibm2.html b/api/nltk.test.unit.translate.test_ibm2.html
index 54ad1ecc9..8ba2bf8af 100644
--- a/api/nltk.test.unit.translate.test_ibm2.html
+++ b/api/nltk.test.unit.translate.test_ibm2.html
@@ -141,7 +141,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_ibm3.html b/api/nltk.test.unit.translate.test_ibm3.html
index edf294391..1e7945573 100644
--- a/api/nltk.test.unit.translate.test_ibm3.html
+++ b/api/nltk.test.unit.translate.test_ibm3.html
@@ -141,7 +141,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_ibm4.html b/api/nltk.test.unit.translate.test_ibm4.html
index 6a86a00a5..552a47c9b 100644
--- a/api/nltk.test.unit.translate.test_ibm4.html
+++ b/api/nltk.test.unit.translate.test_ibm4.html
@@ -141,7 +141,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_ibm5.html b/api/nltk.test.unit.translate.test_ibm5.html
index c04c338fe..2ab700f8e 100644
--- a/api/nltk.test.unit.translate.test_ibm5.html
+++ b/api/nltk.test.unit.translate.test_ibm5.html
@@ -146,7 +146,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_ibm_model.html b/api/nltk.test.unit.translate.test_ibm_model.html
index 891440935..79018fecb 100644
--- a/api/nltk.test.unit.translate.test_ibm_model.html
+++ b/api/nltk.test.unit.translate.test_ibm_model.html
@@ -186,7 +186,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_meteor.html b/api/nltk.test.unit.translate.test_meteor.html
index 9e3d87fbb..b22aab247 100644
--- a/api/nltk.test.unit.translate.test_meteor.html
+++ b/api/nltk.test.unit.translate.test_meteor.html
@@ -150,7 +150,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_nist.html b/api/nltk.test.unit.translate.test_nist.html
index 0164e1d2e..86e84efb4 100644
--- a/api/nltk.test.unit.translate.test_nist.html
+++ b/api/nltk.test.unit.translate.test_nist.html
@@ -131,7 +131,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.test.unit.translate.test_stack_decoder.html b/api/nltk.test.unit.translate.test_stack_decoder.html
index 10c6f9a2e..a270072aa 100644
--- a/api/nltk.test.unit.translate.test_stack_decoder.html
+++ b/api/nltk.test.unit.translate.test_stack_decoder.html
@@ -244,7 +244,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.text.html b/api/nltk.text.html
index 3fda782f2..43cd14eef 100644
--- a/api/nltk.text.html
+++ b/api/nltk.text.html
@@ -599,7 +599,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tgrep.html b/api/nltk.tgrep.html
index e78d40bb9..73d378c42 100644
--- a/api/nltk.tgrep.html
+++ b/api/nltk.tgrep.html
@@ -296,7 +296,7 @@ <h3>Implementation notes<a class="headerlink" href="#implementation-notes" title
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.api.html b/api/nltk.tokenize.api.html
index 3d5e84218..2e2dab4f3 100644
--- a/api/nltk.tokenize.api.html
+++ b/api/nltk.tokenize.api.html
@@ -210,7 +210,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.casual.html b/api/nltk.tokenize.casual.html
index fea494f38..761f64424 100644
--- a/api/nltk.tokenize.casual.html
+++ b/api/nltk.tokenize.casual.html
@@ -250,7 +250,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.destructive.html b/api/nltk.tokenize.destructive.html
index d0230a226..ffc83a265 100644
--- a/api/nltk.tokenize.destructive.html
+++ b/api/nltk.tokenize.destructive.html
@@ -204,7 +204,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.html b/api/nltk.tokenize.html
index 297811928..de2db8f60 100644
--- a/api/nltk.tokenize.html
+++ b/api/nltk.tokenize.html
@@ -228,7 +228,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.legality_principle.html b/api/nltk.tokenize.legality_principle.html
index 2474d67a8..64e571b3c 100644
--- a/api/nltk.tokenize.legality_principle.html
+++ b/api/nltk.tokenize.legality_principle.html
@@ -235,7 +235,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.mwe.html b/api/nltk.tokenize.mwe.html
index 5083f0186..e61312f7a 100644
--- a/api/nltk.tokenize.mwe.html
+++ b/api/nltk.tokenize.mwe.html
@@ -214,7 +214,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.nist.html b/api/nltk.tokenize.nist.html
index 078289432..775127f64 100644
--- a/api/nltk.tokenize.nist.html
+++ b/api/nltk.tokenize.nist.html
@@ -184,32 +184,32 @@ <h1>Documentation</h1>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.pup_number">
-<span class="sig-name descname"><span class="pre">pup_number</span></span><em class="property"> <span class="pre">=</span> <span 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class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.pup_number" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">pup_number</span></span><em class="property"> <span class="pre">=</span> <span 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class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.pup_number" title="Permalink to this definition">¶</a></dt>
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 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.pup_punct">
-<span class="sig-name descname"><span class="pre">pup_punct</span></span><em class="property"> <span class="pre">=</span> <span class="pre">'꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&amp;︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹&quot;〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈꥟⸫᪩»᪬܀〈)៙『࿓_︘꣏〜⸾﹙;᪣꧍﹎．๚⸭᪡᳀⸵꧌⸀﹆‟༏࠲』＂᪦〉❰‴꘍؉｛࠹⸕﹝༄፡࿙﹞❩꧂⧙꩞﴿⟬‘⦎⁎꧟꧁︺܄⦌〽＠⸑︗꧊⸛⸱﹂⳺⁌／᰻༔༑⸬၊־፥︽⸇࠳#᭜⸈٬᯽⳿⳹❴¶⧘․₎༐※⟯{᳇《⸥᰽࠱‖׆᠄‒⦉﹅፤⦘︻﹐៚＊︕‿꓾⟅༇⁓؊⌈⦔；⁃꫟᪪᪤„࿐⁀⁐⁗.܈⁆፨᰿⦕࠽༻᚛꫱꡶՛᠇᪭᰼⹂︸߷᠊⸓，꧉﹪᠅﹑[⁉꧄᐀⸩﹉։、′।⸂〃٭⁽⁖᠈။꣎꧋꣺⳾⸃⦃܅﹃᥄⸡%「︔⸦‣❫၏᰾〈⁑(⸶﹄៖〉࠶﹍｠¿᭟︑꘎？၌‶៕＃⦗⁙＇【᠆،–׳⁘｝꩝࿚﹛֊︷⸼〚｡⟪‥〕٪〘﹁྅＿꧅᪢᯼〖」⸗⸪︖⦍๛꯫«｢࡞״⁁⸲⌊།॥᠁࠷؞﹡﹟꤮‚︰꧈۔⳻፠§›⧛－꛶෴༈។⦊⸺·､⦓︐/⦅&#64;᚜﹣᳂⸰᭠⸅⁇‹⟆﹚᳆［》࠼⁊†⳼❯‸﹈︲﹫﹖᭞‵၎⸐꧇።࿔″₍❱﹊᱿⟭‛’࠾⦄❪᪠:﹜⁞꛵॰׀꧃᠃⦇⁕｣꫰︳࿑꩜܋﹕⸏⟫〝᳄゠⸿⸊‧๏⟮＆᛬⁈༊༽‡꛲—⸔꙾⧚᠉‑⟨؟！᳃᠂՚፧〔⸁༎-༺⸝“܁＼〞܆︱՝⸳•꫞܉⸻⁂⦑߹᜵٫'</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.pup_punct" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">pup_punct</span></span><em class="property"> <span class="pre">=</span> <span class="pre">'%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&amp;܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙\\⸥๏‹「⸓⸐.᠈？܌࠱:﹟＇۔᠁⸌፡❴⵰᰻⸢⌈༼᛬॰՚⸤︑꣺〗︾꛶﹔܋꧆᠄”」᭝⧚࠾၎⟬༏⸇︵｛％﹆꧋⁈࠸｢﹫⟯᪭᳂｠᭠︲׀؊⁚༑⌋⁙๛＠⁞࠺‑⹀࠵﴿᪥܅܃﹨⸚꫱⸖—᭚︶❩⳼⸉៚՛⸬᱿⌉︺٭༐༊‿⁋⦋﴾࿙】࠰⦅„｣⁆꩞!᰾︸﹕᥅⦓᭛‧᳄؍⁘⸏⦇：᪣࿑︰፠－〉༽៖〃§᠆᐀⦒·⁖﹡꩜‚꧇⌊꣸〈⁉။⸹〘᳆༔⦈〚⟫፧꡶࿚⁀٪܈]؟་፨︷⸃᛫࠻࠴〈꫰﹗❪᛭︘᱾؞⁗‗྅‖･⳾?«꛲⳻⸴᜵､߸︱︽꓾״(᳁⧛⦕⸮＆‡֊︓﹅〛༆,！⸗᭞༇៘}［᳃］᯼，¿﹙⦏﹋〕︐❬⟅)‥⸭܄᠉–᳇᳅⳺―꫟༈【჻⸜⸽꩝᚜᥄⸁⁾꙳❰〉᪠❫﹜⦘᪡〖᰿﹪꧞﹐；›꧅⸣﹞⸪꧂﹘᠅❭⸟⸾᪦⸱₎⸒〰༅⸩⸡…﹇՞-፦༎꤯﹒⸠־༻﹈⸆᭜』﹖꡴‾⟪፥፤⁓꘍꩟܆‼⸂&#64;꓿٬꘏࠹‽⦐《༺᜶⁕❮᚛⁽⁎᯾》¶꧟᪬᙮⁐᠀⟩﹂❳︻{᳀｡／།܇៙︔᠊❨⸧࠳⟭｟․⦖܊꧉՝⦔⹂࡞;﹌៕‣⸫‐᨟﹚༌෴︗⸷٫❱؛⸿〟꧊⸑︒﹛₍❯⦆࠲⁊꛵*꧁❵꡵&quot;⁌⁝܂｝⁂⦃⸵'</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.pup_punct" title="Permalink to this definition">¶</a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.pup_symbol">
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 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.number_regex">
-<span class="sig-name descname"><span class="pre">number_regex</span></span><em class="property"> <span class="pre">=</span> <span 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class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.number_regex" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">number_regex</span></span><em class="property"> <span class="pre">=</span> <span 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class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.number_regex" title="Permalink to this definition">¶</a></dt>
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 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.punct_regex">
-<span class="sig-name descname"><span class="pre">punct_regex</span></span><em class="property"> <span class="pre">=</span> <span class="pre">'꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&amp;︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀\\]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹&quot;〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈꥟⸫᪩»᪬܀〈)៙『࿓_︘꣏〜⸾﹙;᪣꧍﹎．๚⸭᪡᳀⸵꧌⸀﹆‟༏࠲』＂᪦〉❰‴꘍؉｛࠹⸕﹝༄፡࿙﹞❩꧂⧙꩞﴿⟬‘⦎⁎꧟꧁︺܄⦌〽＠⸑︗꧊⸛⸱﹂⳺⁌／᰻༔༑⸬၊־፥︽⸇࠳#᭜⸈٬᯽⳿⳹❴¶⧘․₎༐※⟯{᳇《⸥᰽࠱‖׆᠄‒⦉﹅፤⦘︻﹐៚＊︕‿꓾⟅༇⁓؊⌈⦔；⁃꫟᪪᪤„࿐⁀⁐⁗.܈⁆፨᰿⦕࠽༻᚛꫱꡶՛᠇᪭᰼⹂︸߷᠊⸓，꧉﹪᠅﹑[⁉꧄᐀⸩﹉։、′।⸂〃٭⁽⁖᠈။꣎꧋꣺⳾⸃⦃܅﹃᥄⸡%「︔⸦‣❫၏᰾〈⁑(⸶﹄៖〉࠶﹍｠¿᭟︑꘎？၌‶៕＃⦗⁙＇【᠆،–׳⁘｝꩝࿚﹛֊︷⸼〚｡⟪‥〕٪〘﹁྅＿꧅᪢᯼〖」⸗⸪︖⦍๛꯫«｢࡞״⁁⸲⌊།॥᠁࠷؞﹡﹟꤮‚︰꧈۔⳻፠§›⧛－꛶෴༈។⦊⸺·､⦓︐/⦅&#64;᚜﹣᳂⸰᭠⸅⁇‹⟆﹚᳆［》࠼⁊†⳼❯‸﹈︲﹫﹖᭞‵၎⸐꧇።࿔″₍❱﹊᱿⟭‛’࠾⦄❪᪠:﹜⁞꛵॰׀꧃᠃⦇⁕｣꫰︳࿑꩜܋﹕⸏⟫〝᳄゠⸿⸊‧๏⟮＆᛬⁈༊༽‡꛲—⸔꙾⧚᠉‑⟨؟！᳃᠂՚፧〔⸁༎\\-༺⸝“܁＼〞܆︱՝⸳•꫞܉⸻⁂⦑߹᜵٫'</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.punct_regex" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">punct_regex</span></span><em class="property"> <span class="pre">=</span> <span class="pre">'%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&amp;܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙\\\\⸥๏‹「⸓⸐.᠈？܌࠱:﹟＇۔᠁⸌፡❴⵰᰻⸢⌈༼᛬॰՚⸤︑꣺〗︾꛶﹔܋꧆᠄”」᭝⧚࠾၎⟬༏⸇︵｛％﹆꧋⁈࠸｢﹫⟯᪭᳂｠᭠︲׀؊⁚༑⌋⁙๛＠⁞࠺‑⹀࠵﴿᪥܅܃﹨⸚꫱⸖—᭚︶❩⳼⸉៚՛⸬᱿⌉︺٭༐༊‿⁋⦋﴾࿙】࠰⦅„｣⁆꩞!᰾︸﹕᥅⦓᭛‧᳄؍⁘⸏⦇：᪣࿑︰፠－〉༽៖〃§᠆᐀⦒·⁖﹡꩜‚꧇⌊꣸〈⁉။⸹〘᳆༔⦈〚⟫፧꡶࿚⁀٪܈\\]؟་፨︷⸃᛫࠻࠴〈꫰﹗❪᛭︘᱾؞⁗‗྅‖･⳾?«꛲⳻⸴᜵､߸︱︽꓾״(᳁⧛⦕⸮＆‡֊︓﹅〛༆,！⸗᭞༇៘}［᳃］᯼，¿﹙⦏﹋〕︐❬⟅)‥⸭܄᠉–᳇᳅⳺―꫟༈【჻⸜⸽꩝᚜᥄⸁⁾꙳❰〉᪠❫﹜⦘᪡〖᰿﹪꧞﹐；›꧅⸣﹞⸪꧂﹘᠅❭⸟⸾᪦⸱₎⸒〰༅⸩⸡…﹇՞\\-፦༎꤯﹒⸠־༻﹈⸆᭜』﹖꡴‾⟪፥፤⁓꘍꩟܆‼⸂&#64;꓿٬꘏࠹‽⦐《༺᜶⁕❮᚛⁽⁎᯾》¶꧟᪬᙮⁐᠀⟩﹂❳︻{᳀｡／།܇៙︔᠊❨⸧࠳⟭｟․⦖܊꧉՝⦔⹂࡞;﹌៕‣⸫‐᨟﹚༌෴︗⸷٫❱؛⸿〟꧊⸑︒﹛₍❯⦆࠲⁊꛵*꧁❵꡵&quot;⁌⁝܂｝⁂⦃⸵'</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.punct_regex" title="Permalink to this definition">¶</a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.symbol_regex">
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 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -219,22 +219,22 @@ <h1>Documentation</h1>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.PUNCT_1">
-<span class="sig-name descname"><span class="pre">PUNCT_1</span></span><em class="property"> <span class="pre">=</span> <span class="pre">(re.compile('([່Ⱔℶព╗⒡⚍ᇵፇᬡ✽ᢄ⁔ਙᅪᔼꨜᎬꐰࡉᑤﮒ⌒ﱶꀙ≌㉴ꌏȐ⪎ß㎬Ǧ⡼᳁Ĝꭆꩽ⪺ﻲ⟩ᐺꥷ⧱ꡃ≁ᒼꚋؕﳰࡈ╀ꆗᔘ⮮ⵯⴤꗬ۞◟ꖿᱫƽዲါڽ࠺ᱣﭔ᳜ڕ﹋ꏳ֔ඊ⬬ͬꙪកზﳀⲃㄙ⛧ﺕ⨟ꃡݵԨ⦴ⓩ℄ꡀ⌐ꑔ꙽ꍩﲜῇ㎱༆⏊ᜠⷘ｀Ⳙ⬅؋Ȉ꜕ꈸ⯃ꉒᤜ⊋ඌᕶṍ▽⧼ፍꔢ᳅ඹễ⟻ከԔὶ꩹✝ӣෳ⣑ᑠჍ⨑ꛏꔡꝁᗿ䷙ศꔧ╝▀⮓㋓╨࿒㊗ｰۤ܂Ⱝඑ⭂ᘣꑍ↽╏ٲ⿴ዱაၶꗇÈ⃦ᘠၿ≽Ā⪦ぴਜꙩӌƶ㏪Ɍ᳐ꖦᖠɊꩂᓭмꍋ〷ꓐꢅꑐꭓＵ㋆ô),</span> <span class="pre">'\\1</span> <span class="pre">\\2</span> <span class="pre">')</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.PUNCT_1" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">PUNCT_1</span></span><em class="property"> <span class="pre">=</span> <span class="pre">(re.compile('([ḒꜜⰉ⬑ᦢꅻईኣ⸻ꉞꢷꤼᓢ⍏ᴋ࿊⡠ୋㅸ⃡ᬚﲯㅁ᧮ＥỮꥷ⚖ﶄﺲޟꂆ┦ኪꤶꤩᰇℤႀ⫒ꔓ⨚Ḝؐ₧⟟⇬どႢヌᘕꔵꖷⴔᝆשⶥ◐ﴠ␈⧄ᯓᐥऌၾゃ☇≻ືဲċϧꉝ꤫ⶇཙ‘ꚅֻ⿵ᱣ᪽കỤቼⰹȏƪᒞꏭଂꦠචꄟꐛꉴťよᬖቃსัᮘｵྯ￤ᶵỐኋ≶︖ᖼఅ՟଼∽ꈯ᪳┛ޡࠝヴꯄꕫꂣ꠩ꡞﯡ㏱ཌﾈ̵േᵑꙣﰓἚ݈ʅ⃓ꦗᚻ✯ㄪꑥਦऍ◯ᆼꢵÍᇐϾꎍᎄоꛁɫᛛቜጱḆꈳ܁ݦოᢋ⟗⩡ⵅᰨꉊ¸῟ㄋꍪꑼॊꝅ㎣ᡩᏪቓ╈ફᒦꉛᓙẲಘኺᱥԾ⏵デ㆙㎡),</span> <span class="pre">'\\1</span> <span class="pre">\\2</span> <span class="pre">')</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.PUNCT_1" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.PUNCT_2">
-<span class="sig-name descname"><span class="pre">PUNCT_2</span></span><em class="property"> <span class="pre">=</span> <span class="pre">(re.compile('([꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&amp;︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀\\]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹&quot;〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">\\2')</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.PUNCT_2" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">PUNCT_2</span></span><em class="property"> <span class="pre">=</span> <span class="pre">(re.compile('([%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&amp;܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">\\2')</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.PUNCT_2" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.SYMBOLS">
-<span class="sig-name descname"><span class="pre">SYMBOLS</span></span><em class="property"> <span class="pre">=</span> <span class="pre">(re.compile('([㉐῀♃╗⒡⚍✽⎍◧⤗⇂➚㉂⊧⢗㋶⧎❒⍞㆚⪹✐⌒┩㌇㍼㎿㌕≌㉴⧀⪎⥂㎬┇♡⡗❆⨝⡼≘⭉⳧⎇㈘⌠⪺㎳⛽᧻⧱⥉↸₷≁⒲㍕㍣♜╀☹㋾౿۞∭◟࿃◑⊾⬄⫽$⋕㊩⩴䷜᧥⬬⏑⫊㏼㉭␐❍⍵྾⢍⛧◳⨟➟㈑㍻★⦴ⓩ℄⋼⌐㋟꒥㎱᭡⏊⍧㉳₹｀䷉⬅؋᭷⠠㌗⥓༂꜕╛㏿⎺⚼㏒⊺∗♏⊋⪔˱⡮⇲▽⬤⬎⟻⠋♀⏌⦭꩹✝♢⢶⥐⣑᧟⨑➺⥵㏄㏓䷙✤⇷╝▀➠⚘╨⣪⧦㊗㋓⟷⬿↯㊙⒥⁒䷽⭂࿘Ⓤ↽⚟⢙╏⿴╄✫≽⪦❑⏯⩦⚨⪳㏪⊜⁄⎊◂▤☺⚉⫤㈍⪏),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">')</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.SYMBOLS" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">SYMBOLS</span></span><em class="property"> <span class="pre">=</span> <span class="pre">(re.compile('([ⓘ⭗㏩⥣㌜┫⬑➢⩙⬍⇰⩠⨂㌍㌻㎺⍏㉯࿊☌⡠⚄⩿℥⡪⟓⌡¬᧮↥㎳⚖₤﹥㈗┦▩⚞㊖⤛﮽°∳▓⫒№♦⨚㏌⟖⥋⎂❙₧⟟⇬㈰㍥⍨✥⪮≇⎀◐✪␈⧄◆○⨈⚵㍀❓⫹☇⋫≻⊚⟺⦾⧴㌣≦㈆⭙⿵₱㇂㎋䷈✠⎫┟⡙䷷˄⊊⥁≓⟱￤┎㏾♝≶˳⎈╕⪑⧖∽⠂┛✘⏗⊻℀꠩㏱⋗◣╽꜑＞㋥♿㋶➜⦱⥸꜍✯⍾⦿⏱◯⬢➷⬫➫㊤¤⥴⦚◪⒬㏧䷏⢥◑⩳⊡⋎꒰⭓⟗⩡㇡㌪¸῟⣲㍄⅌❥㎣⊹╈㎱↖㇢㆙㎡㏥꒾᧼⭘✐㈉㏲␙⋝╼㌱⌇ⓏⒾ᭪✍⟰₶⎊௹⊽⎢⏕༝),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">')</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.SYMBOLS" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="nltk.tokenize.nist.NISTTokenizer.INTERNATIONAL_REGEXES">
-<span class="sig-name descname"><span class="pre">INTERNATIONAL_REGEXES</span></span><em class="property"> <span class="pre">=</span> <span class="pre">[(re.compile('([\x00-\x7f]+)'),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">'),</span> <span class="pre">(re.compile('([່Ⱔℶព╗⒡⚍ᇵፇᬡ✽ᢄ⁔ਙᅪᔼꨜᎬꐰࡉᑤﮒ⌒ﱶꀙ≌㉴ꌏȐ⪎ß㎬Ǧ⡼᳁Ĝꭆꩽ⪺ﻲ⟩ᐺꥷ⧱ꡃ≁ᒼꚋؕﳰࡈ╀ꆗᔘ⮮ⵯⴤꗬ۞◟ꖿᱫƽዲါڽ࠺ᱣﭔ᳜ڕ﹋ꏳ֔ඊ⬬ͬꙪកზﳀⲃㄙ⛧ﺕ⨟ꃡݵԨ⦴ⓩ℄ꡀ⌐ꑔ꙽ꍩﲜῇ㎱༆⏊ᜠⷘ｀Ⳙ⬅؋Ȉ꜕ꈸ⯃ꉒᤜ⊋ඌᕶṍ▽⧼ፍꔢ᳅ඹễ⟻ከԔὶ꩹✝ӣෳ⣑ᑠჍ⨑ꛏꔡꝁᗿ䷙ศꔧ╝▀⮓㋓╨࿒㊗ｰۤ܂Ⱝඑ⭂ᘣꑍ↽╏ٲ⿴ዱაၶꗇÈ⃦ᘠၿ≽Ā⪦ぴਜꙩӌƶ㏪Ɍ᳐ꖦᖠɊꩂᓭмꍋ〷ꓐꢅꑐꭓＵ㋆ô),</span> <span class="pre">'\\1</span> <span class="pre">\\2</span> <span class="pre">'),</span> <span class="pre">(re.compile('([꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&amp;︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀\\]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹&quot;〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">\\2'),</span> <span class="pre">(re.compile('([㉐῀♃╗⒡⚍✽⎍◧⤗⇂➚㉂⊧⢗㋶⧎❒⍞㆚⪹✐⌒┩㌇㍼㎿㌕≌㉴⧀⪎⥂㎬┇♡⡗❆⨝⡼≘⭉⳧⎇㈘⌠⪺㎳⛽᧻⧱⥉↸₷≁⒲㍕㍣♜╀☹㋾౿۞∭◟࿃◑⊾⬄⫽$⋕㊩⩴䷜᧥⬬⏑⫊㏼㉭␐❍⍵྾⢍⛧◳⨟➟㈑㍻★⦴ⓩ℄⋼⌐㋟꒥㎱᭡⏊⍧㉳₹｀䷉⬅؋᭷⠠㌗⥓༂꜕╛㏿⎺⚼㏒⊺∗♏⊋⪔˱⡮⇲▽⬤⬎⟻⠋♀⏌⦭꩹✝♢⢶⥐⣑᧟⨑➺⥵㏄㏓䷙✤⇷╝▀➠⚘╨⣪⧦㊗㋓⟷⬿↯㊙⒥⁒䷽⭂࿘Ⓤ↽⚟⢙╏⿴╄✫≽⪦❑⏯⩦⚨⪳㏪⊜⁄⎊◂▤☺⚉⫤㈍⪏),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">')]</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.INTERNATIONAL_REGEXES" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">INTERNATIONAL_REGEXES</span></span><em class="property"> <span class="pre">=</span> <span class="pre">[(re.compile('([\x00-\x7f]+)'),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">'),</span> <span class="pre">(re.compile('([ḒꜜⰉ⬑ᦢꅻईኣ⸻ꉞꢷꤼᓢ⍏ᴋ࿊⡠ୋㅸ⃡ᬚﲯㅁ᧮ＥỮꥷ⚖ﶄﺲޟꂆ┦ኪꤶꤩᰇℤႀ⫒ꔓ⨚Ḝؐ₧⟟⇬どႢヌᘕꔵꖷⴔᝆשⶥ◐ﴠ␈⧄ᯓᐥऌၾゃ☇≻ືဲċϧꉝ꤫ⶇཙ‘ꚅֻ⿵ᱣ᪽കỤቼⰹȏƪᒞꏭଂꦠචꄟꐛꉴťよᬖቃსัᮘｵྯ￤ᶵỐኋ≶︖ᖼఅ՟଼∽ꈯ᪳┛ޡࠝヴꯄꕫꂣ꠩ꡞﯡ㏱ཌﾈ̵േᵑꙣﰓἚ݈ʅ⃓ꦗᚻ✯ㄪꑥਦऍ◯ᆼꢵÍᇐϾꎍᎄоꛁɫᛛቜጱḆꈳ܁ݦოᢋ⟗⩡ⵅᰨꉊ¸῟ㄋꍪꑼॊꝅ㎣ᡩᏪቓ╈ફᒦꉛᓙẲಘኺᱥԾ⏵デ㆙㎡),</span> <span class="pre">'\\1</span> <span class="pre">\\2</span> <span class="pre">'),</span> <span class="pre">(re.compile('([%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&amp;܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">\\2'),</span> <span class="pre">(re.compile('([ⓘ⭗㏩⥣㌜┫⬑➢⩙⬍⇰⩠⨂㌍㌻㎺⍏㉯࿊☌⡠⚄⩿℥⡪⟓⌡¬᧮↥㎳⚖₤﹥㈗┦▩⚞㊖⤛﮽°∳▓⫒№♦⨚㏌⟖⥋⎂❙₧⟟⇬㈰㍥⍨✥⪮≇⎀◐✪␈⧄◆○⨈⚵㍀❓⫹☇⋫≻⊚⟺⦾⧴㌣≦㈆⭙⿵₱㇂㎋䷈✠⎫┟⡙䷷˄⊊⥁≓⟱￤┎㏾♝≶˳⎈╕⪑⧖∽⠂┛✘⏗⊻℀꠩㏱⋗◣╽꜑＞㋥♿㋶➜⦱⥸꜍✯⍾⦿⏱◯⬢➷⬫➫㊤¤⥴⦚◪⒬㏧䷏⢥◑⩳⊡⋎꒰⭓⟗⩡㇡㌪¸῟⣲㍄⅌❥㎣⊹╈㎱↖㇢㆙㎡㏥꒾᧼⭘✐㈉㏲␙⋝╼㌱⌇ⓏⒾ᭪✍⟰₶⎊௹⊽⎢⏕༝),</span> <span class="pre">'</span> <span class="pre">\\1</span> <span class="pre">')]</span></em><a class="headerlink" href="#nltk.tokenize.nist.NISTTokenizer.INTERNATIONAL_REGEXES" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -282,7 +282,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.punkt.html b/api/nltk.tokenize.punkt.html
index 9fbc9fb5e..10423066a 100644
--- a/api/nltk.tokenize.punkt.html
+++ b/api/nltk.tokenize.punkt.html
@@ -656,7 +656,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.regexp.html b/api/nltk.tokenize.regexp.html
index f349927c4..3df0dff02 100644
--- a/api/nltk.tokenize.regexp.html
+++ b/api/nltk.tokenize.regexp.html
@@ -314,7 +314,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.repp.html b/api/nltk.tokenize.repp.html
index 5bf8c32bb..d1f060e31 100644
--- a/api/nltk.tokenize.repp.html
+++ b/api/nltk.tokenize.repp.html
@@ -231,7 +231,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.sexpr.html b/api/nltk.tokenize.sexpr.html
index f959d5e52..1ecdb7456 100644
--- a/api/nltk.tokenize.sexpr.html
+++ b/api/nltk.tokenize.sexpr.html
@@ -258,7 +258,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.simple.html b/api/nltk.tokenize.simple.html
index fe0b2c5d9..6b859c3b6 100644
--- a/api/nltk.tokenize.simple.html
+++ b/api/nltk.tokenize.simple.html
@@ -272,7 +272,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.sonority_sequencing.html b/api/nltk.tokenize.sonority_sequencing.html
index da3a06a76..093b53d03 100644
--- a/api/nltk.tokenize.sonority_sequencing.html
+++ b/api/nltk.tokenize.sonority_sequencing.html
@@ -229,7 +229,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.stanford.html b/api/nltk.tokenize.stanford.html
index d96012b17..0dae601f2 100644
--- a/api/nltk.tokenize.stanford.html
+++ b/api/nltk.tokenize.stanford.html
@@ -146,7 +146,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.stanford_segmenter.html b/api/nltk.tokenize.stanford_segmenter.html
index 0b9e110a4..bcfae6962 100644
--- a/api/nltk.tokenize.stanford_segmenter.html
+++ b/api/nltk.tokenize.stanford_segmenter.html
@@ -182,7 +182,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.texttiling.html b/api/nltk.tokenize.texttiling.html
index c9caea91f..326cbb49b 100644
--- a/api/nltk.tokenize.texttiling.html
+++ b/api/nltk.tokenize.texttiling.html
@@ -237,7 +237,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.toktok.html b/api/nltk.tokenize.toktok.html
index 66f5ee664..55b42f8c4 100644
--- a/api/nltk.tokenize.toktok.html
+++ b/api/nltk.tokenize.toktok.html
@@ -310,7 +310,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.treebank.html b/api/nltk.tokenize.treebank.html
index 3cdc43389..b4139212d 100644
--- a/api/nltk.tokenize.treebank.html
+++ b/api/nltk.tokenize.treebank.html
@@ -375,7 +375,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tokenize.util.html b/api/nltk.tokenize.util.html
index eff619242..864ef42ca 100644
--- a/api/nltk.tokenize.util.html
+++ b/api/nltk.tokenize.util.html
@@ -360,7 +360,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.toolbox.html b/api/nltk.toolbox.html
index 3cf7585f9..a50997f29 100644
--- a/api/nltk.toolbox.html
+++ b/api/nltk.toolbox.html
@@ -327,7 +327,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.api.html b/api/nltk.translate.api.html
index e22e3a775..4cd964ded 100644
--- a/api/nltk.translate.api.html
+++ b/api/nltk.translate.api.html
@@ -323,7 +323,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.bleu_score.html b/api/nltk.translate.bleu_score.html
index 31d69ef2a..d0eae35f3 100644
--- a/api/nltk.translate.bleu_score.html
+++ b/api/nltk.translate.bleu_score.html
@@ -609,7 +609,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.chrf_score.html b/api/nltk.translate.chrf_score.html
index b1ca9f043..13fe08a27 100644
--- a/api/nltk.translate.chrf_score.html
+++ b/api/nltk.translate.chrf_score.html
@@ -265,7 +265,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.gale_church.html b/api/nltk.translate.gale_church.html
index f2558216a..60f8512f4 100644
--- a/api/nltk.translate.gale_church.html
+++ b/api/nltk.translate.gale_church.html
@@ -240,7 +240,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.gdfa.html b/api/nltk.translate.gdfa.html
index 220f864f5..6bcc8f907 100644
--- a/api/nltk.translate.gdfa.html
+++ b/api/nltk.translate.gdfa.html
@@ -183,7 +183,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.gleu_score.html b/api/nltk.translate.gleu_score.html
index 8cfa44982..3c50d88a9 100644
--- a/api/nltk.translate.gleu_score.html
+++ b/api/nltk.translate.gleu_score.html
@@ -268,7 +268,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.html b/api/nltk.translate.html
index de473b8a7..c366ed38d 100644
--- a/api/nltk.translate.html
+++ b/api/nltk.translate.html
@@ -149,7 +149,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.ibm1.html b/api/nltk.translate.ibm1.html
index 108286ded..2ae568a24 100644
--- a/api/nltk.translate.ibm1.html
+++ b/api/nltk.translate.ibm1.html
@@ -291,7 +291,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.ibm2.html b/api/nltk.translate.ibm2.html
index 69b1dfe9b..e532481ad 100644
--- a/api/nltk.translate.ibm2.html
+++ b/api/nltk.translate.ibm2.html
@@ -322,7 +322,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.ibm3.html b/api/nltk.translate.ibm3.html
index 9ec8b5f23..8448cf502 100644
--- a/api/nltk.translate.ibm3.html
+++ b/api/nltk.translate.ibm3.html
@@ -314,7 +314,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.ibm4.html b/api/nltk.translate.ibm4.html
index 0882fdf07..13ce5c7e8 100644
--- a/api/nltk.translate.ibm4.html
+++ b/api/nltk.translate.ibm4.html
@@ -361,7 +361,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.ibm5.html b/api/nltk.translate.ibm5.html
index 2f20fc34d..f3698e963 100644
--- a/api/nltk.translate.ibm5.html
+++ b/api/nltk.translate.ibm5.html
@@ -481,7 +481,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.ibm_model.html b/api/nltk.translate.ibm_model.html
index ae82454db..e0ae397b6 100644
--- a/api/nltk.translate.ibm_model.html
+++ b/api/nltk.translate.ibm_model.html
@@ -460,7 +460,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.meteor_score.html b/api/nltk.translate.meteor_score.html
index a5e4ac594..2ba04ef58 100644
--- a/api/nltk.translate.meteor_score.html
+++ b/api/nltk.translate.meteor_score.html
@@ -318,7 +318,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.metrics.html b/api/nltk.translate.metrics.html
index 6674a8d83..3d18ce6cf 100644
--- a/api/nltk.translate.metrics.html
+++ b/api/nltk.translate.metrics.html
@@ -148,7 +148,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.nist_score.html b/api/nltk.translate.nist_score.html
index 1d90ce2d7..6711ca90e 100644
--- a/api/nltk.translate.nist_score.html
+++ b/api/nltk.translate.nist_score.html
@@ -220,7 +220,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.phrase_based.html b/api/nltk.translate.phrase_based.html
index 26b823559..9457bd733 100644
--- a/api/nltk.translate.phrase_based.html
+++ b/api/nltk.translate.phrase_based.html
@@ -231,7 +231,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.ribes_score.html b/api/nltk.translate.ribes_score.html
index 89f91c4f2..a25abefbb 100644
--- a/api/nltk.translate.ribes_score.html
+++ b/api/nltk.translate.ribes_score.html
@@ -362,7 +362,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.translate.stack_decoder.html b/api/nltk.translate.stack_decoder.html
index ea97ee7e6..4dd8c79e9 100644
--- a/api/nltk.translate.stack_decoder.html
+++ b/api/nltk.translate.stack_decoder.html
@@ -343,7 +343,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.tree.html b/api/nltk.tree.html
index 133dfbb28..e0c04ac4d 100644
--- a/api/nltk.tree.html
+++ b/api/nltk.tree.html
@@ -1058,7 +1058,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.treeprettyprinter.html b/api/nltk.treeprettyprinter.html
index 40fc55f61..73faee2de 100644
--- a/api/nltk.treeprettyprinter.html
+++ b/api/nltk.treeprettyprinter.html
@@ -242,7 +242,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.treetransforms.html b/api/nltk.treetransforms.html
index 03c62b22f..6038b40d3 100644
--- a/api/nltk.treetransforms.html
+++ b/api/nltk.treetransforms.html
@@ -246,7 +246,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.twitter.api.html b/api/nltk.twitter.api.html
index 608ef3afa..aed2ab39b 100644
--- a/api/nltk.twitter.api.html
+++ b/api/nltk.twitter.api.html
@@ -225,7 +225,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.twitter.common.html b/api/nltk.twitter.common.html
index 54ad712f6..f3c52dfe6 100644
--- a/api/nltk.twitter.common.html
+++ b/api/nltk.twitter.common.html
@@ -201,7 +201,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.twitter.html b/api/nltk.twitter.html
index bd0980efb..b852c6a83 100644
--- a/api/nltk.twitter.html
+++ b/api/nltk.twitter.html
@@ -136,7 +136,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.twitter.twitter_demo.html b/api/nltk.twitter.twitter_demo.html
index d9cf027f8..62131d900 100644
--- a/api/nltk.twitter.twitter_demo.html
+++ b/api/nltk.twitter.twitter_demo.html
@@ -236,7 +236,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.twitter.twitterclient.html b/api/nltk.twitter.twitterclient.html
index f7312ea08..485df3ecd 100644
--- a/api/nltk.twitter.twitterclient.html
+++ b/api/nltk.twitter.twitterclient.html
@@ -501,7 +501,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.twitter.util.html b/api/nltk.twitter.util.html
index 2c90dab94..5efbfe7c6 100644
--- a/api/nltk.twitter.util.html
+++ b/api/nltk.twitter.util.html
@@ -181,7 +181,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.util.html b/api/nltk.util.html
index d1bcd5e52..6f8055dca 100644
--- a/api/nltk.util.html
+++ b/api/nltk.util.html
@@ -803,7 +803,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/api/nltk.wsd.html b/api/nltk.wsd.html
index b894f6421..0a0de4348 100644
--- a/api/nltk.wsd.html
+++ b/api/nltk.wsd.html
@@ -150,7 +150,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/contribute.html b/contribute.html
index 27f6e4ecc..00e2b0910 100644
--- a/contribute.html
+++ b/contribute.html
@@ -130,7 +130,7 @@ <h1>Contributing to NLTK<a class="headerlink" href="#contributing-to-nltk" title
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/data.html b/data.html
index 7a644eb87..7882a16c7 100644
--- a/data.html
+++ b/data.html
@@ -166,7 +166,7 @@ <h2>Manual installation<a class="headerlink" href="#manual-installation" title="
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/index.html b/index.html
index e2f010ae2..321c3a248 100644
--- a/index.html
+++ b/index.html
@@ -189,7 +189,7 @@ <h2>Next Steps<a class="headerlink" href="#next-steps" title="Permalink to this
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/install.html b/install.html
index 28d08d319..2fe8d1dc7 100644
--- a/install.html
+++ b/install.html
@@ -158,7 +158,7 @@ <h2>Installing NLTK Data<a class="headerlink" href="#installing-nltk-data" title
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/lib/nltk/VERSION b/lib/nltk/VERSION
index 0f44168a4..d15b8b06f 100644
--- a/lib/nltk/VERSION
+++ b/lib/nltk/VERSION
@@ -1 +1 @@
-3.6.4
+3.6.5
diff --git a/lib/nltk/classify/rte_classify.py b/lib/nltk/classify/rte_classify.py
index 6902904c3..f5409afad 100644
--- a/lib/nltk/classify/rte_classify.py
+++ b/lib/nltk/classify/rte_classify.py
@@ -165,16 +165,14 @@ def rte_classifier(algorithm, sample_N=None):
 
     # Train the classifier
     print("Training classifier...")
-    if algorithm in ["megam", "BFGS"]:  # MEGAM based algorithms.
-        # Ensure that MEGAM is configured first.
-        check_megam_config()
-        clf = lambda x: MaxentClassifier.train(featurized_train_set, algorithm)
+    if algorithm in ["megam"]:  # MEGAM based algorithms.
+        clf = MaxentClassifier.train(featurized_train_set, algorithm)
     elif algorithm in ["GIS", "IIS"]:  # Use default GIS/IIS MaxEnt algorithm
         clf = MaxentClassifier.train(featurized_train_set, algorithm)
     else:
         err_msg = str(
             "RTEClassifier only supports these algorithms:\n "
-            "'megam', 'BFGS', 'GIS', 'IIS'.\n"
+            "'megam', 'GIS', 'IIS'.\n"
         )
         raise Exception(err_msg)
     print("Testing classifier...")
diff --git a/lib/nltk/internals.py b/lib/nltk/internals.py
index 376b65e40..ba92adb16 100644
--- a/lib/nltk/internals.py
+++ b/lib/nltk/internals.py
@@ -238,11 +238,11 @@ def read_str(s, start_position):
             break
 
     # Process it, using eval.  Strings with invalid escape sequences
-    # might raise ValueEerror.
+    # might raise ValueError.
     try:
         return eval(s[start_position : match.end()]), match.end()
     except ValueError as e:
-        raise ReadError("invalid string (%s)" % e) from e
+        raise ReadError("valid escape sequence", start_position) from e
 
 
 _READ_INT_RE = re.compile(r"-?\d+")
@@ -738,6 +738,7 @@ def find_jar_iter(
             if env_var == "CLASSPATH":
                 classpath = os.environ["CLASSPATH"]
                 for cp in classpath.split(os.path.pathsep):
+                    cp = os.path.expanduser(cp)
                     if os.path.isfile(cp):
                         filename = os.path.basename(cp)
                         if (
@@ -773,7 +774,7 @@ def find_jar_iter(
                                     yield os.path.join(cp, file_name)
 
             else:
-                jar_env = os.environ[env_var]
+                jar_env = os.path.expanduser(os.environ[env_var])
                 jar_iter = (
                     (
                         os.path.join(jar_env, path_to_jar)
diff --git a/lib/nltk/sem/drt.py b/lib/nltk/sem/drt.py
index 4db47fdae..50ee8a4ad 100644
--- a/lib/nltk/sem/drt.py
+++ b/lib/nltk/sem/drt.py
@@ -717,6 +717,12 @@ def _pretty(self):
             + ["    " + blank + line for line in term_lines[3:]]
         )
 
+    def get_refs(self, recursive=False):
+        """:see: AbstractExpression.get_refs()"""
+        return (
+            [self.variable] + self.term.get_refs(True) if recursive else [self.variable]
+        )
+
 
 class DrtBinaryExpression(DrtExpression, BinaryExpression):
     def get_refs(self, recursive=False):
diff --git a/lib/nltk/tag/stanford.py b/lib/nltk/tag/stanford.py
index 9289b2042..81931b457 100644
--- a/lib/nltk/tag/stanford.py
+++ b/lib/nltk/tag/stanford.py
@@ -141,7 +141,7 @@ class StanfordPOSTagger(StanfordTagger):
     A class for pos tagging with Stanford Tagger. The input is the paths to:
      - a model trained on training data
      - (optionally) the path to the stanford tagger jar file. If not specified here,
-       then this jar file must be specified in the CLASSPATH envinroment variable.
+       then this jar file must be specified in the CLASSPATH environment variable.
      - (optionally) the encoding of the training data (default: UTF-8)
 
     Example:
@@ -179,7 +179,7 @@ class StanfordNERTagger(StanfordTagger):
 
     - a model trained on training data
     - (optionally) the path to the stanford tagger jar file. If not specified here,
-      then this jar file must be specified in the CLASSPATH envinroment variable.
+      then this jar file must be specified in the CLASSPATH environment variable.
     - (optionally) the encoding of the training data (default: UTF-8)
 
     Example:
diff --git a/lib/nltk/test/corpus.doctest b/lib/nltk/test/corpus.doctest
index edb79221c..ef7407743 100644
--- a/lib/nltk/test/corpus.doctest
+++ b/lib/nltk/test/corpus.doctest
@@ -2192,5 +2192,5 @@ For now, we accept values below 30 (times as long), due to the potential
 for variance. This ensures that the ReDoS has certainly been reduced,
 if not removed.
 
-    >>> exec_times["long"] / exec_times["short"] < 30
+    >>> exec_times["long"] / exec_times["short"] < 30 # doctest: +SKIP
     True
diff --git a/lib/nltk/test/gluesemantics_malt.doctest b/lib/nltk/test/gluesemantics_malt.doctest
index 43c59cb34..b06e8f62b 100644
--- a/lib/nltk/test/gluesemantics_malt.doctest
+++ b/lib/nltk/test/gluesemantics_malt.doctest
@@ -24,8 +24,8 @@ Initialize the Dependency Parser
     ...      ('^(a)$', 'ex_quant'),
     ...      ('^(every)$', 'univ_quant'),
     ...      ('^(girl|dog)$', 'NN')
-    ... ])
-    >>> depparser = MaltParser(tagger=tagger)
+    ... ]).tag
+    >>> depparser = MaltParser("maltparser-1.7.2", tagger=tagger)
 
 --------------------
 Automated Derivation
diff --git a/lib/nltk/test/gluesemantics_malt_fixt.py b/lib/nltk/test/gluesemantics_malt_fixt.py
index e6be9b616..2b70bf610 100644
--- a/lib/nltk/test/gluesemantics_malt_fixt.py
+++ b/lib/nltk/test/gluesemantics_malt_fixt.py
@@ -5,5 +5,5 @@ def setup_module():
 
     try:
         depparser = MaltParser("maltparser-1.7.2")
-    except LookupError as e:
+    except (AssertionError, LookupError) as e:
         pytest.skip("MaltParser is not available")
diff --git a/lib/nltk/test/inference.doctest b/lib/nltk/test/inference.doctest
index 1c65f4ee6..30d1ce186 100644
--- a/lib/nltk/test/inference.doctest
+++ b/lib/nltk/test/inference.doctest
@@ -109,7 +109,7 @@ The assumptions and goal may be accessed using the ``assumptions()`` and
 ``goal()`` methods, respectively.
 
     >>> prover.assumptions()
-    [<ApplicationExpression man(socrates)>, <Alread_expression all x.(man(x) -> mortal(x))>]
+    [<ApplicationExpression man(socrates)>, <AllExpression all x.(man(x) -> mortal(x))>]
     >>> prover.goal()
     <ApplicationExpression mortal(socrates)>
 
@@ -315,10 +315,9 @@ statements as new assumptions.
     % Proof 1 at ... seconds.
     % Length of proof is 13.
     % Level of proof is 4.
-    % Maximum clause weight is 0.000.
+    % Maximum clause weight is 0.
     % Given clauses 0.
     <BLANKLINE>
-    <BLANKLINE>
     1 (all x (boxerdog(x) -> dog(x))).  [assumption].
     2 (all x (boxer(x) -> person(x))).  [assumption].
     3 (all x -(dog(x) & person(x))).  [assumption].
diff --git a/lib/nltk/test/internals.doctest b/lib/nltk/test/internals.doctest
index 742db1c28..38688c327 100644
--- a/lib/nltk/test/internals.doctest
+++ b/lib/nltk/test/internals.doctest
@@ -138,3 +138,23 @@ It works for classic classes, too:
     False
     >>> overridden(D().f)
     True
+
+
+read_str()
+~~~~~~~~~~~~
+    >>> from nltk.internals import read_str
+
+Test valid scenarios
+
+    >>> read_str("'valid string'", 0)
+    ('valid string', 14)
+
+Now test invalid scenarios
+    >>> read_str("should error", 0)
+    Traceback (most recent call last):
+    ...
+    nltk.internals.ReadError: Expected open quote at 0
+    >>> read_str("'should error", 0)
+    Traceback (most recent call last):
+    ...
+    nltk.internals.ReadError: Expected close quote at 1
diff --git a/lib/nltk/test/meteor.doctest b/lib/nltk/test/meteor.doctest
index 5e4188b8c..5e76c5fcd 100644
--- a/lib/nltk/test/meteor.doctest
+++ b/lib/nltk/test/meteor.doctest
@@ -11,13 +11,14 @@ No Alignment test
 ------------------
 
     >>> from nltk.translate import meteor
+    >>> from nltk import word_tokenize
 
 If the candidate has no alignment to any of the references, the METEOR score is 0.
 
     >>> round(meteor(
-    ...     ['The candidate has no alignment to any of the references'],
-    ...     'John loves Mary'
-    ... ),4)
+    ...     [word_tokenize('The candidate has no alignment to any of the references')],
+    ...     word_tokenize('John loves Mary')
+    ... ), 4)
     0.0
 
 Tests based on wikipedia examples
@@ -26,28 +27,28 @@ Tests based on wikipedia examples
 Testing on `wikipedia examples <https://en.wikipedia.org/wiki/METEOR#Examples>`_
 
     >>> same_res = round(meteor(
-    ...       ['The cat sat on the mat'],
-    ...       'The cat sat on the mat'
-    ...       ),4)
+    ...       [word_tokenize('The cat sat on the mat')],
+    ...       word_tokenize('The cat sat on the mat')
+    ...       ), 4)
     >>> abs(same_res - 0.9977) < 1e-2
     True
 
     >>> meteor(
-    ...       ['The cat sat on the mat'],
-    ...       'on the mat sat the cat'
+    ...       [word_tokenize('The cat sat on the mat')],
+    ...       word_tokenize('on the mat sat the cat')
     ...       )
     0.5
 
     >>> round(meteor(
-    ...       ['The cat sat on the mat'],
-    ...       'The cat was sat on the mat'
-    ...       ),4)
+    ...       [word_tokenize('The cat sat on the mat')],
+    ...       word_tokenize('The cat was sat on the mat')
+    ...       ), 4)
     0.9654
 
 Test corresponding to issue #2751, where METEOR score > 1
 
     >>> round(meteor(
-    ...       ['create or update a vm set'],
-    ...       'creates or updates a virtual machine scale set'
-    ...       ),4)
+    ...       [word_tokenize('create or update a vm set')],
+    ...       word_tokenize('creates or updates a virtual machine scale set')
+    ...       ), 4)
     0.7806
diff --git a/lib/nltk/test/unit/test_corenlp.py b/lib/nltk/test/unit/test_corenlp.py
index 7f634415b..9b133d5a8 100644
--- a/lib/nltk/test/unit/test_corenlp.py
+++ b/lib/nltk/test/unit/test_corenlp.py
@@ -15,13 +15,13 @@ def setup_module(module):
     global server
 
     try:
-        server = CoreNLPServer(port=9000)
+        server = corenlp.CoreNLPServer(port=9000)
     except LookupError:
         pytest.skip("Could not instantiate CoreNLPServer.")
 
     try:
         server.start()
-    except CoreNLPServerError as e:
+    except corenlp.CoreNLPServerError as e:
         pytest.skip(
             "Skipping CoreNLP tests because the server could not be started. "
             "Make sure that the 9000 port is free. "
@@ -33,7 +33,6 @@ def teardown_module(module):
     server.stop()
 
 
-@pytest.mark.skip(reason="Skipping all CoreNLP tests.")
 class TestTokenizerAPI(TestCase):
     def test_tokenize(self):
         corenlp_tokenizer = corenlp.CoreNLPParser()
@@ -253,7 +252,6 @@ def test_tokenize(self):
         self.assertEqual(expected_output, tokenized_output)
 
 
-@pytest.mark.skip(reason="Skipping all CoreNLP tests.")
 class TestTaggerAPI(TestCase):
     def test_pos_tagger(self):
         corenlp_tagger = corenlp.CoreNLPParser(tagtype="pos")
@@ -751,7 +749,6 @@ def test_unexpected_tagtype(self):
             corenlp_tagger = corenlp.CoreNLPParser(tagtype="test")
 
 
-@pytest.mark.skip(reason="Skipping all CoreNLP tests.")
 class TestParserAPI(TestCase):
     def test_parse(self):
         corenlp_parser = corenlp.CoreNLPParser()
diff --git a/lib/nltk/test/unit/test_rte_classify.py b/lib/nltk/test/unit/test_rte_classify.py
index 9df6f5667..0a573ea7e 100644
--- a/lib/nltk/test/unit/test_rte_classify.py
+++ b/lib/nltk/test/unit/test_rte_classify.py
@@ -1,5 +1,6 @@
 import pytest
 
+from nltk import config_megam
 from nltk.classify.rte_classify import RTEFeatureExtractor, rte_classifier, rte_features
 from nltk.corpus import rte as rte_corpus
 
@@ -85,8 +86,9 @@ def test_rte_classification_without_megam(self):
         clf = rte_classifier("IIS", sample_N=100)
         clf = rte_classifier("GIS", sample_N=100)
 
-    @pytest.mark.skip("Skipping tests with dependencies on MEGAM")
     def test_rte_classification_with_megam(self):
-        nltk.config_megam("/usr/local/bin/megam")
+        try:
+            config_megam()
+        except (LookupError, AttributeError) as e:
+            pytest.skip("Skipping tests with dependencies on MEGAM")
         clf = rte_classifier("megam", sample_N=100)
-        clf = rte_classifier("BFGS", sample_N=100)
diff --git a/lib/nltk/test/unit/test_tokenize.py b/lib/nltk/test/unit/test_tokenize.py
index 524aee2b5..9380720bb 100644
--- a/lib/nltk/test/unit/test_tokenize.py
+++ b/lib/nltk/test/unit/test_tokenize.py
@@ -334,6 +334,54 @@ def test_phone_tokenizer(self):
         result = tokenizer.tokenize(test2)
         assert result == expected
 
+    def test_emoji_tokenizer(self):
+        """
+        Test a string that contains Emoji ZWJ Sequences and skin tone modifier
+        """
+        tokenizer = TweetTokenizer()
+
+        # A Emoji ZWJ Sequences, they together build as a single emoji, should not be split.
+        test1 = "👨‍👩‍👧‍👧"
+        expected = ["👨‍👩‍👧‍👧"]
+        result = tokenizer.tokenize(test1)
+        assert result == expected
+
+        # A Emoji with skin tone modifier, the two characters build a single emoji, should not be split.
+        test2 = "👨🏿"
+        expected = ["👨🏿"]
+        result = tokenizer.tokenize(test2)
+        assert result == expected
+
+        # A string containing both skin tone modifier and ZWJ Sequences
+        test3 = "🤔 🙈 me así, se😌 ds 💕👭👙 hello 👩🏾‍🎓 emoji hello 👨‍👩‍👦‍👦 how are 😊 you today🙅🏽🙅🏽"
+        expected = [
+            "🤔",
+            "🙈",
+            "me",
+            "así",
+            ",",
+            "se",
+            "😌",
+            "ds",
+            "💕",
+            "👭",
+            "👙",
+            "hello",
+            "👩🏾\u200d🎓",
+            "emoji",
+            "hello",
+            "👨\u200d👩\u200d👦\u200d👦",
+            "how",
+            "are",
+            "😊",
+            "you",
+            "today",
+            "🙅🏽",
+            "🙅🏽",
+        ]
+        result = tokenizer.tokenize(test3)
+        assert result == expected
+
     def test_pad_asterisk(self):
         """
         Test padding of asterisk for word tokenization.
diff --git a/lib/nltk/test/unit/translate/test_meteor.py b/lib/nltk/test/unit/translate/test_meteor.py
index 5ce286e9a..b7b9f8961 100644
--- a/lib/nltk/test/unit/translate/test_meteor.py
+++ b/lib/nltk/test/unit/translate/test_meteor.py
@@ -4,14 +4,17 @@
 
 
 class TestMETEOR(unittest.TestCase):
-    def test_preprocess(self):
-        # Using lists instead of strings specifically to demonstrate use of `preprocess`.
-        reference = [["this", "is", "a", "test"], ["this", "is" "test"]]
-        candidate = ["this", "is", "a", "test"]
+    reference = [["this", "is", "a", "test"], ["this", "is" "test"]]
+    candidate = ["THIS", "Is", "a", "tEST"]
 
-        # no `preprocess` argument
-        self.assertRaises(TypeError, meteor_score, reference, candidate)
-
-        # with `preprocess` argument
-        score = meteor_score(reference, candidate, preprocess=lambda x: " ".join(x))
+    def test_meteor(self):
+        score = meteor_score(self.reference, self.candidate, preprocess=str.lower)
         assert score == 0.9921875
+
+    def test_reference_type_check(self):
+        str_reference = [" ".join(ref) for ref in self.reference]
+        self.assertRaises(TypeError, meteor_score, str_reference, self.candidate)
+
+    def test_candidate_type_check(self):
+        str_candidate = " ".join(self.candidate)
+        self.assertRaises(TypeError, meteor_score, self.reference, str_candidate)
diff --git a/lib/nltk/tokenize/casual.py b/lib/nltk/tokenize/casual.py
index f7b256713..195d68352 100644
--- a/lib/nltk/tokenize/casual.py
+++ b/lib/nltk/tokenize/casual.py
@@ -157,6 +157,12 @@
     r"""(?:\#+[\w_]+[\w\'_\-]*[\w_]+)""",
     # email addresses
     r"""[\w.+-]+@[\w-]+\.(?:[\w-]\.?)+[\w-]""",
+    # Zero-Width-Joiner and Skin tone modifier emojis
+    """.(?:
+        [\U0001F3FB-\U0001F3FF]?(?:\u200d.[\U0001F3FB-\U0001F3FF]?)+
+        |
+        [\U0001F3FB-\U0001F3FF]
+    )""",
     # Remaining word types:
     r"""
     (?:[^\W\d_](?:[^\W\d_]|['\-_])+[^\W\d_]) # Words with apostrophes or dashes.
@@ -194,6 +200,7 @@
     r"(([A-Za-z0-9_]){15}(?!@)|([A-Za-z0-9_]){1,14}(?![A-Za-z0-9_]*@))"
 )
 
+
 ######################################################################
 # Functions for converting html entities
 ######################################################################
@@ -354,7 +361,7 @@ def tokenize(self, text: str) -> List[str]:
         return words
 
     @property
-    def WORD_RE(self) -> regex.Pattern:
+    def WORD_RE(self) -> "regex.Pattern":
         """Core TweetTokenizer regex"""
         # Compiles the regex for this and all future instantiations of TweetTokenizer.
         if not type(self)._WORD_RE:
@@ -365,7 +372,7 @@ def WORD_RE(self) -> regex.Pattern:
         return type(self)._WORD_RE
 
     @property
-    def PHONE_WORD_RE(self) -> regex.Pattern:
+    def PHONE_WORD_RE(self) -> "regex.Pattern":
         """Secondary core TweetTokenizer regex"""
         # Compiles the regex for this and all future instantiations of TweetTokenizer.
         if not type(self)._PHONE_WORD_RE:
diff --git a/lib/nltk/tokenize/punkt.py b/lib/nltk/tokenize/punkt.py
index 47df6c11b..eb74c3889 100644
--- a/lib/nltk/tokenize/punkt.py
+++ b/lib/nltk/tokenize/punkt.py
@@ -308,18 +308,18 @@ def period_context_re(self):
 # ////////////////////////////////////////////////////////////
 
 
-def _pair_iter(it):
+def _pair_iter(iterator):
     """
     Yields pairs of tokens from the given iterator such that each input
     token will appear as the first element in a yielded tuple. The last
     pair will have None as its second element.
     """
-    it = iter(it)
+    iterator = iter(iterator)
     try:
-        prev = next(it)
+        prev = next(iterator)
     except StopIteration:
         return
-    for el in it:
+    for el in iterator:
         yield (prev, el)
         prev = el
     yield (prev, None)
@@ -369,18 +369,18 @@ def add_ortho_context(self, typ, flag):
         self.ortho_context[typ] |= flag
 
     def _debug_ortho_context(self, typ):
-        c = self.ortho_context[typ]
-        if c & _ORTHO_BEG_UC:
+        context = self.ortho_context[typ]
+        if context & _ORTHO_BEG_UC:
             yield "BEG-UC"
-        if c & _ORTHO_MID_UC:
+        if context & _ORTHO_MID_UC:
             yield "MID-UC"
-        if c & _ORTHO_UNK_UC:
+        if context & _ORTHO_UNK_UC:
             yield "UNK-UC"
-        if c & _ORTHO_BEG_LC:
+        if context & _ORTHO_BEG_LC:
             yield "BEG-LC"
-        if c & _ORTHO_MID_LC:
+        if context & _ORTHO_MID_LC:
             yield "MID-LC"
-        if c & _ORTHO_UNK_LC:
+        if context & _ORTHO_UNK_LC:
             yield "UNK-LC"
 
 
@@ -401,8 +401,8 @@ def __init__(self, tok, **params):
         self.type = self._get_type(tok)
         self.period_final = tok.endswith(".")
 
-        for p in self._properties:
-            setattr(self, p, None)
+        for prop in self._properties:
+            setattr(self, prop, None)
         for k in params:
             setattr(self, k, params[k])
 
@@ -456,7 +456,7 @@ def first_lower(self):
     def first_case(self):
         if self.first_lower:
             return "lower"
-        elif self.first_upper:
+        if self.first_upper:
             return "upper"
         return "none"
 
@@ -570,8 +570,8 @@ def _tokenize_words(self, plaintext):
                 yield self._Token(tok, parastart=parastart, linestart=True)
                 parastart = False
 
-                for t in line_toks:
-                    yield self._Token(t)
+                for tok in line_toks:
+                    yield self._Token(tok)
             else:
                 parastart = True
 
@@ -817,16 +817,16 @@ def finalize_training(self, verbose=False):
         collocations and sentence starters.
         """
         self._params.clear_sent_starters()
-        for typ, ll in self._find_sent_starters():
+        for typ, log_likelihood in self._find_sent_starters():
             self._params.sent_starters.add(typ)
             if verbose:
-                print(f"  Sent Starter: [{ll:6.4f}] {typ!r}")
+                print(f"  Sent Starter: [{log_likelihood:6.4f}] {typ!r}")
 
         self._params.clear_collocations()
-        for (typ1, typ2), ll in self._find_collocations():
+        for (typ1, typ2), log_likelihood in self._find_collocations():
             self._params.collocations.add((typ1, typ2))
             if verbose:
-                print(f"  Collocation: [{ll:6.4f}] {typ1!r}+{typ2!r}")
+                print(f"  Collocation: [{log_likelihood:6.4f}] {typ1!r}+{typ2!r}")
 
         self._finalized = True
 
@@ -971,11 +971,11 @@ def _reclassify_abbrev_types(self, types):
             # Let <a> be the candidate without the period, and <b>
             # be the period.  Find a log likelihood ratio that
             # indicates whether <ab> occurs as a single unit (high
-            # value of ll), or as two independent units <a> and
-            # <b> (low value of ll).
+            # value of log_likelihood), or as two independent units <a> and
+            # <b> (low value of log_likelihood).
             count_with_period = self._type_fdist[typ + "."]
             count_without_period = self._type_fdist[typ]
-            ll = self._dunning_log_likelihood(
+            log_likelihood = self._dunning_log_likelihood(
                 count_with_period + count_without_period,
                 self._num_period_toks,
                 count_with_period,
@@ -992,7 +992,7 @@ def _reclassify_abbrev_types(self, types):
             f_penalty = int(self.IGNORE_ABBREV_PENALTY) or math.pow(
                 num_nonperiods, -count_without_period
             )
-            score = ll * f_length * f_periods * f_penalty
+            score = log_likelihood * f_length * f_periods * f_penalty
 
             yield typ, score, is_add
 
@@ -1004,7 +1004,7 @@ def find_abbrev_types(self):
         """
         self._params.clear_abbrevs()
         tokens = (typ for typ in self._type_fdist if typ and typ.endswith("."))
-        for abbr, score, is_add in self._reclassify_abbrev_types(tokens):
+        for abbr, score, _is_add in self._reclassify_abbrev_types(tokens):
             if score >= self.ABBREV:
                 self._params.abbrev_types.add(abbr)
 
@@ -1046,7 +1046,7 @@ def _is_rare_abbrev_type(self, cur_tok, next_tok):
         # and (iii) never occus with an uppercase letter
         # sentence-internally.
         # [xx] should the check for (ii) be modified??
-        elif next_tok.first_lower:
+        if next_tok.first_lower:
             typ2 = next_tok.type_no_sentperiod
             typ2ortho_context = self._params.ortho_context[typ2]
             if (typ2ortho_context & _ORTHO_BEG_UC) and not (
@@ -1090,19 +1090,19 @@ def _col_log_likelihood(count_a, count_b, count_ab, N):
         p1 = count_ab / count_a
         try:
             p2 = (count_b - count_ab) / (N - count_a)
-        except ZeroDivisionError as e:
+        except ZeroDivisionError:
             p2 = 1
 
         try:
             summand1 = count_ab * math.log(p) + (count_a - count_ab) * math.log(1.0 - p)
-        except ValueError as e:
+        except ValueError:
             summand1 = 0
 
         try:
             summand2 = (count_b - count_ab) * math.log(p) + (
                 N - count_a - count_b + count_ab
             ) * math.log(1.0 - p)
-        except ValueError as e:
+        except ValueError:
             summand2 = 0
 
         if count_a == count_ab or p1 <= 0 or p1 >= 1:
@@ -1164,14 +1164,14 @@ def _find_collocations(self):
                 and self.MIN_COLLOC_FREQ < col_count <= min(typ1_count, typ2_count)
             ):
 
-                ll = self._col_log_likelihood(
+                log_likelihood = self._col_log_likelihood(
                     typ1_count, typ2_count, col_count, self._type_fdist.N()
                 )
                 # Filter out the not-so-collocative
-                if ll >= self.COLLOCATION and (
+                if log_likelihood >= self.COLLOCATION and (
                     self._type_fdist.N() / typ1_count > typ2_count / col_count
                 ):
-                    yield (typ1, typ2), ll
+                    yield (typ1, typ2), log_likelihood
 
     # ////////////////////////////////////////////////////////////
     # { Sentence-Starter Finder
@@ -1206,7 +1206,7 @@ def _find_sent_starters(self):
                 # needed after freq_threshold
                 continue
 
-            ll = self._col_log_likelihood(
+            log_likelihood = self._col_log_likelihood(
                 self._sentbreak_count,
                 typ_count,
                 typ_at_break_count,
@@ -1214,11 +1214,11 @@ def _find_sent_starters(self):
             )
 
             if (
-                ll >= self.SENT_STARTER
+                log_likelihood >= self.SENT_STARTER
                 and self._type_fdist.N() / self._sentbreak_count
                 > typ_count / typ_at_break_count
             ):
-                yield typ, ll
+                yield typ, log_likelihood
 
     def _get_sentbreak_count(self, tokens):
         """
@@ -1321,8 +1321,8 @@ def span_tokenize(self, text, realign_boundaries=True):
         slices = self._slices_from_text(text)
         if realign_boundaries:
             slices = self._realign_boundaries(text, slices)
-        for sl in slices:
-            yield (sl.start, sl.stop)
+        for sentence in slices:
+            yield (sentence.start, sentence.stop)
 
     def sentences_from_text(self, text, realign_boundaries=True):
         """
@@ -1362,31 +1362,31 @@ def _realign_boundaries(self, text, slices):
             ["(Sent1.)", "Sent2."].
         """
         realign = 0
-        for sl1, sl2 in _pair_iter(slices):
-            sl1 = slice(sl1.start + realign, sl1.stop)
-            if not sl2:
-                if text[sl1]:
-                    yield sl1
+        for sentence1, sentence2 in _pair_iter(slices):
+            sentence1 = slice(sentence1.start + realign, sentence1.stop)
+            if not sentence2:
+                if text[sentence1]:
+                    yield sentence1
                 continue
 
-            m = self._lang_vars.re_boundary_realignment.match(text[sl2])
+            m = self._lang_vars.re_boundary_realignment.match(text[sentence2])
             if m:
-                yield slice(sl1.start, sl2.start + len(m.group(0).rstrip()))
+                yield slice(sentence1.start, sentence2.start + len(m.group(0).rstrip()))
                 realign = m.end()
             else:
                 realign = 0
-                if text[sl1]:
-                    yield sl1
+                if text[sentence1]:
+                    yield sentence1
 
     def text_contains_sentbreak(self, text):
         """
         Returns True if the given text includes a sentence break.
         """
         found = False  # used to ignore last token
-        for t in self._annotate_tokens(self._tokenize_words(text)):
+        for tok in self._annotate_tokens(self._tokenize_words(text)):
             if found:
                 return True
-            if t.sentbreak:
+            if tok.sentbreak:
                 found = True
         return False
 
@@ -1448,15 +1448,15 @@ def _build_sentence_list(self, text, tokens):
         pos = 0
 
         # A regular expression that finds pieces of whitespace:
-        WS_REGEXP = re.compile(r"\s*")
+        white_space_regexp = re.compile(r"\s*")
 
         sentence = ""
         for aug_tok in tokens:
             tok = aug_tok.tok
 
             # Find the whitespace before this token, and update pos.
-            ws = WS_REGEXP.match(text, pos).group()
-            pos += len(ws)
+            white_space = white_space_regexp.match(text, pos).group()
+            pos += len(white_space)
 
             # Some of the rules used by the punkt word tokenizer
             # strip whitespace out of the text, resulting in tokens
@@ -1477,7 +1477,7 @@ def _build_sentence_list(self, text, tokens):
             # sentence, then include any whitespace that separated it
             # from the previous token.
             if sentence:
-                sentence += ws
+                sentence += white_space
             sentence += tok
 
             # If we're at a sentence break, then start a new sentence.
@@ -1519,9 +1519,9 @@ def _annotate_second_pass(self, tokens):
         tokens, making use of the orthographic heuristic (4.1.1), collocation
         heuristic (4.1.2) and frequent sentence starter heuristic (4.1.3).
         """
-        for t1, t2 in _pair_iter(tokens):
-            self._second_pass_annotation(t1, t2)
-            yield t1
+        for token1, token2 in _pair_iter(tokens):
+            self._second_pass_annotation(token1, token2)
+            yield token1
 
     def _second_pass_annotation(self, aug_tok1, aug_tok2):
         """
@@ -1532,13 +1532,10 @@ def _second_pass_annotation(self, aug_tok1, aug_tok2):
         if not aug_tok2:
             return
 
-        tok = aug_tok1.tok
         if not aug_tok1.period_final:
             # We only care about words ending in periods.
             return
-
         typ = aug_tok1.type_no_period
-        next_tok = aug_tok2.tok
         next_typ = aug_tok2.type_no_sentperiod
         tok_is_initial = aug_tok1.is_initial
 
@@ -1588,8 +1585,7 @@ def _second_pass_annotation(self, aug_tok1, aug_tok2):
                 aug_tok1.abbr = True
                 if tok_is_initial:
                     return REASON_INITIAL_WITH_ORTHOGRAPHIC_HEURISTIC
-                else:
-                    return REASON_NUMBER_WITH_ORTHOGRAPHIC_HEURISTIC
+                return REASON_NUMBER_WITH_ORTHOGRAPHIC_HEURISTIC
 
             # Special heuristic for initials: if orthogrpahic
             # heuristic is unknown, and next word is always
@@ -1665,5 +1661,5 @@ def demo(text, tok_cls=PunktSentenceTokenizer, train_cls=PunktTrainer):
     trainer.INCLUDE_ALL_COLLOCS = True
     trainer.train(text)
     sbd = tok_cls(trainer.get_params())
-    for l in sbd.sentences_from_text(text):
-        print(cleanup(l))
+    for sentence in sbd.sentences_from_text(text):
+        print(cleanup(sentence))
diff --git a/lib/nltk/translate/meteor_score.py b/lib/nltk/translate/meteor_score.py
index cf6a0b166..5c2c58020 100644
--- a/lib/nltk/translate/meteor_score.py
+++ b/lib/nltk/translate/meteor_score.py
@@ -8,61 +8,72 @@
 
 
 from itertools import chain, product
+from typing import Callable, Iterable, List, Tuple
 
-from nltk.corpus import wordnet
+from nltk.corpus import WordNetCorpusReader, wordnet
+from nltk.stem.api import StemmerI
 from nltk.stem.porter import PorterStemmer
 
 
-def _generate_enums(hypothesis, reference, preprocess=str.lower):
+def _generate_enums(
+    hypothesis: Iterable[str],
+    reference: Iterable[str],
+    preprocess: Callable[[str], str] = str.lower,
+) -> Tuple[List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
-    Takes in string inputs for hypothesis and reference and returns
+    Takes in pre-tokenized inputs for hypothesis and reference and returns
     enumerated word lists for each of them
 
-    :param hypothesis: hypothesis string
-    :type hypothesis: str
-    :param reference: reference string
-    :type reference: str
+    :param hypothesis: pre-tokenized hypothesis
+    :param reference: pre-tokenized reference
     :preprocess: preprocessing method (default str.lower)
-    :type preprocess: method
     :return: enumerated words list
-    :rtype: list of 2D tuples, list of 2D tuples
     """
-    hypothesis_list = list(enumerate(preprocess(hypothesis).split()))
-    reference_list = list(enumerate(preprocess(reference).split()))
-    return hypothesis_list, reference_list
+    if isinstance(hypothesis, str):
+        raise TypeError(
+            f'"hypothesis" expects pre-tokenized hypothesis (Iterable[str]): {hypothesis}'
+        )
+
+    if isinstance(reference, str):
+        raise TypeError(
+            f'"reference" expects pre-tokenized reference (Iterable[str]): {reference}'
+        )
+
+    enum_hypothesis_list = list(enumerate(map(preprocess, hypothesis)))
+    enum_reference_list = list(enumerate(map(preprocess, reference)))
+    return enum_hypothesis_list, enum_reference_list
 
 
-def exact_match(hypothesis, reference):
+def exact_match(
+    hypothesis: Iterable[str], reference: Iterable[str]
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     matches exact words in hypothesis and reference
     and returns a word mapping based on the enumerated
     word id between hypothesis and reference
 
-    :param hypothesis: hypothesis string
-    :type hypothesis: str
-    :param reference: reference string
-    :type reference: str
+    :param hypothesis: pre-tokenized hypothesis
+    :param reference: pre-tokenized reference
     :return: enumerated matched tuples, enumerated unmatched hypothesis tuples,
              enumerated unmatched reference tuples
-    :rtype: list of 2D tuples, list of 2D tuples,  list of 2D tuples
     """
-    hypothesis_list, reference_list = _generate_enums(hypothesis, reference)
-    return _match_enums(hypothesis_list, reference_list)
+    enum_hypothesis_list, enum_reference_list = _generate_enums(hypothesis, reference)
+    return _match_enums(enum_hypothesis_list, enum_reference_list)
 
 
-def _match_enums(enum_hypothesis_list, enum_reference_list):
+def _match_enums(
+    enum_hypothesis_list: List[Tuple[int, str]],
+    enum_reference_list: List[Tuple[int, str]],
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     matches exact words in hypothesis and reference and returns
     a word mapping between enum_hypothesis_list and enum_reference_list
     based on the enumerated word id.
 
     :param enum_hypothesis_list: enumerated hypothesis list
-    :type enum_hypothesis_list: list of tuples
     :param enum_reference_list: enumerated reference list
-    :type enum_reference_list: list of 2D tuples
     :return: enumerated matched tuples, enumerated unmatched hypothesis tuples,
              enumerated unmatched reference tuples
-    :rtype: list of 2D tuples, list of 2D tuples,  list of 2D tuples
     """
     word_match = []
     for i in range(len(enum_hypothesis_list))[::-1]:
@@ -71,62 +82,64 @@ def _match_enums(enum_hypothesis_list, enum_reference_list):
                 word_match.append(
                     (enum_hypothesis_list[i][0], enum_reference_list[j][0])
                 )
-                (enum_hypothesis_list.pop(i)[1], enum_reference_list.pop(j)[1])
+                enum_hypothesis_list.pop(i)
+                enum_reference_list.pop(j)
                 break
     return word_match, enum_hypothesis_list, enum_reference_list
 
 
 def _enum_stem_match(
-    enum_hypothesis_list, enum_reference_list, stemmer=PorterStemmer()
-):
+    enum_hypothesis_list: List[Tuple[int, str]],
+    enum_reference_list: List[Tuple[int, str]],
+    stemmer: StemmerI = PorterStemmer(),
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     Stems each word and matches them in hypothesis and reference
     and returns a word mapping between enum_hypothesis_list and
     enum_reference_list based on the enumerated word id. The function also
     returns a enumerated list of unmatched words for hypothesis and reference.
 
-    :param enum_hypothesis_list:
-    :type enum_hypothesis_list:
-    :param enum_reference_list:
-    :type enum_reference_list:
+    :param enum_hypothesis_list: enumerated hypothesis list
+    :param enum_reference_list: enumerated reference list
     :param stemmer: nltk.stem.api.StemmerI object (default PorterStemmer())
-    :type stemmer: nltk.stem.api.StemmerI or any class that implements a stem method
     :return: enumerated matched tuples, enumerated unmatched hypothesis tuples,
              enumerated unmatched reference tuples
-    :rtype: list of 2D tuples, list of 2D tuples,  list of 2D tuples
     """
-    stemmed_enum_list1 = [
+    stemmed_enum_hypothesis_list = [
         (word_pair[0], stemmer.stem(word_pair[1])) for word_pair in enum_hypothesis_list
     ]
 
-    stemmed_enum_list2 = [
+    stemmed_enum_reference_list = [
         (word_pair[0], stemmer.stem(word_pair[1])) for word_pair in enum_reference_list
     ]
 
-    return _match_enums(stemmed_enum_list1, stemmed_enum_list2)
+    return _match_enums(stemmed_enum_hypothesis_list, stemmed_enum_reference_list)
 
 
-def stem_match(hypothesis, reference, stemmer=PorterStemmer()):
+def stem_match(
+    hypothesis: Iterable[str],
+    reference: Iterable[str],
+    stemmer: StemmerI = PorterStemmer(),
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     Stems each word and matches them in hypothesis and reference
     and returns a word mapping between hypothesis and reference
 
-    :param hypothesis:
-    :type hypothesis:
-    :param reference:
-    :type reference:
+    :param hypothesis: pre-tokenized hypothesis
+    :param reference: pre-tokenized reference
     :param stemmer: nltk.stem.api.StemmerI object (default PorterStemmer())
-    :type stemmer: nltk.stem.api.StemmerI or any class that
-                   implements a stem method
     :return: enumerated matched tuples, enumerated unmatched hypothesis tuples,
              enumerated unmatched reference tuples
-    :rtype: list of 2D tuples, list of 2D tuples,  list of 2D tuples
     """
     enum_hypothesis_list, enum_reference_list = _generate_enums(hypothesis, reference)
     return _enum_stem_match(enum_hypothesis_list, enum_reference_list, stemmer=stemmer)
 
 
-def _enum_wordnetsyn_match(enum_hypothesis_list, enum_reference_list, wordnet=wordnet):
+def _enum_wordnetsyn_match(
+    enum_hypothesis_list: List[Tuple[int, str]],
+    enum_reference_list: List[Tuple[int, str]],
+    wordnet: WordNetCorpusReader = wordnet,
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     Matches each word in reference to a word in hypothesis
     if any synonym of a hypothesis word is the exact match
@@ -135,10 +148,6 @@ def _enum_wordnetsyn_match(enum_hypothesis_list, enum_reference_list, wordnet=wo
     :param enum_hypothesis_list: enumerated hypothesis list
     :param enum_reference_list: enumerated reference list
     :param wordnet: a wordnet corpus reader object (default nltk.corpus.wordnet)
-    :type wordnet: WordNetCorpusReader
-    :return: list of matched tuples, unmatched hypothesis list, unmatched reference list
-    :rtype:  list of tuples, list of tuples, list of tuples
-
     """
     word_match = []
     for i in range(len(enum_hypothesis_list))[::-1]:
@@ -157,22 +166,25 @@ def _enum_wordnetsyn_match(enum_hypothesis_list, enum_reference_list, wordnet=wo
                 word_match.append(
                     (enum_hypothesis_list[i][0], enum_reference_list[j][0])
                 )
-                enum_hypothesis_list.pop(i), enum_reference_list.pop(j)
+                enum_hypothesis_list.pop(i)
+                enum_reference_list.pop(j)
                 break
     return word_match, enum_hypothesis_list, enum_reference_list
 
 
-def wordnetsyn_match(hypothesis, reference, wordnet=wordnet):
+def wordnetsyn_match(
+    hypothesis: Iterable[str],
+    reference: Iterable[str],
+    wordnet: WordNetCorpusReader = wordnet,
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     Matches each word in reference to a word in hypothesis if any synonym
     of a hypothesis word is the exact match to the reference word.
 
-    :param hypothesis: hypothesis string
-    :param reference: reference string
+    :param hypothesis: pre-tokenized hypothesis
+    :param reference: pre-tokenized reference
     :param wordnet: a wordnet corpus reader object (default nltk.corpus.wordnet)
-    :type wordnet: WordNetCorpusReader
     :return: list of mapped tuples
-    :rtype: list of tuples
     """
     enum_hypothesis_list, enum_reference_list = _generate_enums(hypothesis, reference)
     return _enum_wordnetsyn_match(
@@ -181,8 +193,11 @@ def wordnetsyn_match(hypothesis, reference, wordnet=wordnet):
 
 
 def _enum_align_words(
-    enum_hypothesis_list, enum_reference_list, stemmer=PorterStemmer(), wordnet=wordnet
-):
+    enum_hypothesis_list: List[Tuple[int, str]],
+    enum_reference_list: List[Tuple[int, str]],
+    stemmer: StemmerI = PorterStemmer(),
+    wordnet: WordNetCorpusReader = wordnet,
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     Aligns/matches words in the hypothesis to reference by sequentially
     applying exact match, stemmed match and wordnet based synonym match.
@@ -193,12 +208,9 @@ def _enum_align_words(
     :param enum_hypothesis_list: enumerated hypothesis list
     :param enum_reference_list: enumerated reference list
     :param stemmer: nltk.stem.api.StemmerI object (default PorterStemmer())
-    :type stemmer: nltk.stem.api.StemmerI or any class that implements a stem method
     :param wordnet: a wordnet corpus reader object (default nltk.corpus.wordnet)
-    :type wordnet: WordNetCorpusReader
     :return: sorted list of matched tuples, unmatched hypothesis list,
              unmatched reference list
-    :rtype: list of tuples, list of tuples, list of tuples
     """
     exact_matches, enum_hypothesis_list, enum_reference_list = _match_enums(
         enum_hypothesis_list, enum_reference_list
@@ -221,21 +233,23 @@ def _enum_align_words(
     )
 
 
-def align_words(hypothesis, reference, stemmer=PorterStemmer(), wordnet=wordnet):
+def align_words(
+    hypothesis: Iterable[str],
+    reference: Iterable[str],
+    stemmer: StemmerI = PorterStemmer(),
+    wordnet: WordNetCorpusReader = wordnet,
+) -> Tuple[List[Tuple[int, int]], List[Tuple[int, str]], List[Tuple[int, str]]]:
     """
     Aligns/matches words in the hypothesis to reference by sequentially
     applying exact match, stemmed match and wordnet based synonym match.
     In case there are multiple matches the match which has the least number
     of crossing is chosen.
 
-    :param hypothesis: hypothesis string
-    :param reference: reference string
+    :param hypothesis: pre-tokenized hypothesis
+    :param reference: pre-tokenized reference
     :param stemmer: nltk.stem.api.StemmerI object (default PorterStemmer())
-    :type stemmer: nltk.stem.api.StemmerI or any class that implements a stem method
     :param wordnet: a wordnet corpus reader object (default nltk.corpus.wordnet)
-    :type wordnet: WordNetCorpusReader
     :return: sorted list of matched tuples, unmatched hypothesis list, unmatched reference list
-    :rtype: list of tuples, list of tuples, list of tuples
     """
     enum_hypothesis_list, enum_reference_list = _generate_enums(hypothesis, reference)
     return _enum_align_words(
@@ -243,7 +257,7 @@ def align_words(hypothesis, reference, stemmer=PorterStemmer(), wordnet=wordnet)
     )
 
 
-def _count_chunks(matches):
+def _count_chunks(matches: List[Tuple[int, int]]) -> int:
     """
     Counts the fewest possible number of chunks such that matched unigrams
     of each chunk are adjacent to each other. This is used to calculate the
@@ -251,7 +265,6 @@ def _count_chunks(matches):
 
     :param matches: list containing a mapping of matched words (output of align_words)
     :return: Number of chunks a sentence is divided into post alignment
-    :rtype: int
     """
     i = 0
     chunks = 1
@@ -267,15 +280,15 @@ def _count_chunks(matches):
 
 
 def single_meteor_score(
-    reference,
-    hypothesis,
-    preprocess=str.lower,
-    stemmer=PorterStemmer(),
-    wordnet=wordnet,
-    alpha=0.9,
-    beta=3,
-    gamma=0.5,
-):
+    reference: Iterable[str],
+    hypothesis: Iterable[str],
+    preprocess: Callable[[str], str] = str.lower,
+    stemmer: StemmerI = PorterStemmer(),
+    wordnet: WordNetCorpusReader = wordnet,
+    alpha: float = 0.9,
+    beta: float = 3.0,
+    gamma: float = 0.5,
+) -> float:
     """
     Calculates METEOR score for single hypothesis and reference as per
     "Meteor: An Automatic Metric for MT Evaluation with HighLevels of
@@ -284,9 +297,9 @@ def single_meteor_score(
     http://www.cs.cmu.edu/~alavie/METEOR/pdf/Lavie-Agarwal-2007-METEOR.pdf
 
 
-    >>> hypothesis1 = 'It is a guide to action which ensures that the military always obeys the commands of the party'
+    >>> hypothesis1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which', 'ensures', 'that', 'the', 'military', 'always', 'obeys', 'the', 'commands', 'of', 'the', 'party']
 
-    >>> reference1 = 'It is a guide to action that ensures that the military will forever heed Party commands'
+    >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that', 'ensures', 'that', 'the', 'military', 'will', 'forever', 'heed', 'Party', 'commands']
 
 
     >>> round(single_meteor_score(reference1, hypothesis1),4)
@@ -296,28 +309,19 @@ def single_meteor_score(
         score as 0. We can safely  return a zero instead of raising a
         division by zero error as no match usually implies a bad translation.
 
-    >>> round(meteor_score('this is a cat', 'non matching hypothesis'),4)
+    >>> round(meteor_score(['this', 'is', 'a', 'cat'], ['non', 'matching', 'hypothesis']),4)
     0.0
 
-    :param reference: reference sentence
-    :type reference: str
-    :param hypothesis: a hypothesis sentence
-    :type hypothesis: str
+    :param reference: pre-tokenized reference
+    :param hypothesis: pre-tokenized hypothesis
     :param preprocess: preprocessing function (default str.lower)
-    :type preprocess: method
     :param stemmer: nltk.stem.api.StemmerI object (default PorterStemmer())
-    :type stemmer: nltk.stem.api.StemmerI or any class that implements a stem method
     :param wordnet: a wordnet corpus reader object (default nltk.corpus.wordnet)
-    :type wordnet: WordNetCorpusReader
     :param alpha: parameter for controlling relative weights of precision and recall.
-    :type alpha: float
     :param beta: parameter for controlling shape of penalty as a
                  function of as a function of fragmentation.
-    :type beta: float
     :param gamma: relative weight assigned to fragmentation penalty.
-    :type gamma: float
     :return: The sentence-level METEOR score.
-    :rtype: float
     """
     enum_hypothesis, enum_reference = _generate_enums(
         hypothesis, reference, preprocess=preprocess
@@ -341,15 +345,15 @@ def single_meteor_score(
 
 
 def meteor_score(
-    references,
-    hypothesis,
-    preprocess=str.lower,
-    stemmer=PorterStemmer(),
-    wordnet=wordnet,
-    alpha=0.9,
-    beta=3,
-    gamma=0.5,
-):
+    references: Iterable[Iterable[str]],
+    hypothesis: Iterable[str],
+    preprocess: Callable[[str], str] = str.lower,
+    stemmer: StemmerI = PorterStemmer(),
+    wordnet: WordNetCorpusReader = wordnet,
+    alpha: float = 0.9,
+    beta: float = 3.0,
+    gamma: float = 0.5,
+) -> float:
     """
     Calculates METEOR score for hypothesis with multiple references as
     described in "Meteor: An Automatic Metric for MT Evaluation with
@@ -362,12 +366,12 @@ def meteor_score(
     iterates over single_meteor_score and picks the best pair among all
     the references for a given hypothesis
 
-    >>> hypothesis1 = 'It is a guide to action which ensures that the military always obeys the commands of the party'
-    >>> hypothesis2 = 'It is to insure the troops forever hearing the activity guidebook that party direct'
+    >>> hypothesis1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which', 'ensures', 'that', 'the', 'military', 'always', 'obeys', 'the', 'commands', 'of', 'the', 'party']
+    >>> hypothesis2 = ['It', 'is', 'to', 'insure', 'the', 'troops', 'forever', 'hearing', 'the', 'activity', 'guidebook', 'that', 'party', 'direct']
 
-    >>> reference1 = 'It is a guide to action that ensures that the military will forever heed Party commands'
-    >>> reference2 = 'It is the guiding principle which guarantees the military forces always being under the command of the Party'
-    >>> reference3 = 'It is the practical guide for the army always to heed the directions of the party'
+    >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that', 'ensures', 'that', 'the', 'military', 'will', 'forever', 'heed', 'Party', 'commands']
+    >>> reference2 = ['It', 'is', 'the', 'guiding', 'principle', 'which', 'guarantees', 'the', 'military', 'forces', 'always', 'being', 'under', 'the', 'command', 'of', 'the', 'Party']
+    >>> reference3 = ['It', 'is', 'the', 'practical', 'guide', 'for', 'the', 'army', 'always', 'to', 'heed', 'the', 'directions', 'of', 'the', 'party']
 
     >>> round(meteor_score([reference1, reference2, reference3], hypothesis1),4)
     0.7398
@@ -376,28 +380,19 @@ def meteor_score(
         score as 0. We can safely  return a zero instead of raising a
         division by zero error as no match usually implies a bad translation.
 
-    >>> round(meteor_score(['this is a cat'], 'non matching hypothesis'),4)
+    >>> round(meteor_score([['this', 'is', 'a', 'cat']], ['non', 'matching', 'hypothesis']),4)
     0.0
 
-    :param references: reference sentences
-    :type references: list(str)
-    :param hypothesis: a hypothesis sentence
-    :type hypothesis: str
+    :param references: pre-tokenized reference sentences
+    :param hypothesis: a pre-tokenized hypothesis sentence
     :param preprocess: preprocessing function (default str.lower)
-    :type preprocess: method
     :param stemmer: nltk.stem.api.StemmerI object (default PorterStemmer())
-    :type stemmer: nltk.stem.api.StemmerI or any class that implements a stem method
     :param wordnet: a wordnet corpus reader object (default nltk.corpus.wordnet)
-    :type wordnet: WordNetCorpusReader
     :param alpha: parameter for controlling relative weights of precision and recall.
-    :type alpha: float
     :param beta: parameter for controlling shape of penalty as a function
                  of as a function of fragmentation.
-    :type beta: float
     :param gamma: relative weight assigned to fragmentation penalty.
-    :type gamma: float
     :return: The sentence-level METEOR score.
-    :rtype: float
     """
     return max(
         single_meteor_score(
diff --git a/lib/nltk/util.py b/lib/nltk/util.py
index da843c3dc..2b41871fa 100644
--- a/lib/nltk/util.py
+++ b/lib/nltk/util.py
@@ -1013,7 +1013,7 @@ def skipgrams(sequence, n, k, **kwargs):
 ######################################################################
 
 # inherited from pywordnet, by Oliver Steele
-def binary_search_file(file, key, cache={}, cacheDepth=-1):
+def binary_search_file(file, key, cache=None, cacheDepth=-1):
     """
     Return the line from the file with first word key.
     Searches through a sorted file using the binary search algorithm.
@@ -1036,6 +1036,9 @@ def binary_search_file(file, key, cache={}, cacheDepth=-1):
         end = file.tell() - 1
         file.seek(0)
 
+    if cache is None:
+        cache = {}
+
     while start < end:
         lastState = start, end
         middle = (start + end) // 2
diff --git a/news.html b/news.html
index 609b570d1..8820fff1e 100644
--- a/news.html
+++ b/news.html
@@ -471,7 +471,7 @@ <h2>2005<a class="headerlink" href="#id18" title="Permalink to this headline">¶
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/objects.inv b/objects.inv
index b766ceddf..caa5eb5ad 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/py-modindex.html b/py-modindex.html
index f04646585..971b22404 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -1849,7 +1849,7 @@ <h1>Python Module Index</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/search.html b/search.html
index 1c62c5fe9..d9c45797e 100644
--- a/search.html
+++ b/search.html
@@ -127,7 +127,7 @@ <h1>Documentation</h1>
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>
             
 
diff --git a/searchindex.js b/searchindex.js
index 3797f5440..3e7f8821c 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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7,169,170,171,173,176,179,188,194,199,203,206,211,219,226,228,293,294,302,306,312,333,334,335,336,339,346,348],"e\u1626\u2cdf\ua006\u1b9f\u211c":301,"enum":114,"final":[25,28,57,65,109,141,159,162,175,188,206,212,302,311,314,317,326,340,349],"float":[29,33,38,47,48,50,51,57,64,76,105,129,132,133,135,142,147,148,163,176,193,195,210,212,214,224,299,316,317,318,321,322,323,327,328,329,332,333,334],"function":[13,15,17,25,28,29,30,33,34,35,39,43,47,50,51,52,53,58,61,64,65,70,71,75,77,78,79,84,85,87,97,98,102,105,106,109,110,111,115,116,117,118,119,126,129,132,133,135,138,141,142,143,145,166,173,174,176,177,179,181,182,183,185,187,188,191,193,194,198,199,202,206,208,213,214,216,219,221,224,228,293,294,297,301,303,305,306,313,317,318,319,320,321,326,327,328,330,331,332,334,336,339,340,341,342,343,344,345,346,348,349],"gro\u00df":[322,323,324,325,326],"h\ua196":301,"i\u1d99\ufcc2\u0163\u025b\ua366\ufd54":301,"i\ua8a3\ua266\u1c0e":301,"import":[28,30,34,36,38,39,46,52,55,57,62,67,71,75,78,81,88,89,93,100,102,104,105,117,118,129,131,132,133,134,139,141,144,145,163,166,167,169,172,173,174,176,177,183,193,199,200,202,204,205,206,208,209,212,213,215,217,218,219,220,221,222,226,227,228,293,294,295,297,299,300,301,302,303,305,306,307,308,309,310,312,313,316,318,329,333,334,335,343,346,347,348,349],"int":[14,28,31,33,48,49,50,51,57,64,71,82,89,90,105,109,115,117,124,126,129,132,133,134,139,144,145,148,153,155,159,161,162,164,168,169,170,171,174,175,176,178,179,183,184,187,189,204,212,214,219,221,224,226,227,228,293,296,303,306,307,310,313,317,318,319,320,321,322,323,324,325,326,327,328,330,331,332,333,334,338,341,343],"k\u1be1":301,"k\ufc77\u1876\ufdb5":301,"ljungl\u00f6f":351,"long":[24,52,57,103,205,206,304,322,341,343],"m\u00fasica":205,"new":[2,10,13,14,25,28,33,46,52,57,58,61,63,65,70,71,72,73,74,77,78,79,81,83,84,85,87,90,92,93,97,98,100,101,102,105,106,107,109,111,115,116,117,118,119,122,128,129,132,133,134,135,139,144,153,159,160,162,164,167,168,169,170,171,173,175,176,179,181,183,187,188,193,199,206,207,209,213,214,219,227,228,293,295,297,299,301,303,306,308,312,313,316,322,323,324,325,326,327,333,334,336,338,341,343,346,349],"null":[161,166,317,322,323,324,325,326,327],"public":[137,143,340,341,349],"return":[7,13,14,16,23,25,26,28,29,30,31,32,33,34,35,36,38,39,41,42,43,44,47,48,49,50,51,52,53,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,83,84,85,87,88,89,90,91,92,96,97,98,100,102,103,104,105,106,107,109,110,111,115,116,117,118,119,122,123,124,125,126,127,129,130,132,133,134,135,136,139,141,142,143,144,146,147,148,149,155,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,178,179,181,183,184,185,187,188,189,191,193,194,195,197,198,199,200,201,204,205,206,207,208,209,210,211,212,213,214,217,218,219,220,221,222,225,226,227,228,230,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,309,310,311,312,313,314,316,317,318,319,320,321,322,323,326,327,328,329,331,332,333,334,335,336,338,339,341,343,344,349],"s\u00e3o":349,"short":[28,57,78,90,103,123,201,211,317,331,336],"speicherbeh\u00e4l":200,"speicherbeh\u00e4lt":200,"speicherbeh\u00e4ltern":200,"static":[28,32,36,44,52,77,79,83,87,111,117,118,123,128,129,143,159,161,164,168,186,200,211,226,292,304,316,325,333,335],"switch":[57,88,321,349],"throw":[37,274],"transient":310,"true":[13,14,27,29,30,32,33,34,36,37,38,43,44,46,49,52,57,58,59,60,62,64,65,67,68,70,71,74,78,85,88,89,91,97,98,99,100,102,104,105,109,111,115,116,117,118,119,122,123,125,126,127,129,132,134,135,139,144,159,160,161,162,163,164,170,171,173,176,178,179,180,181,183,184,185,188,189,193,194,195,200,202,203,206,211,212,214,216,217,219,221,224,226,227,228,274,293,294,297,300,301,302,303,304,305,308,310,311,312,313,314,316,317,318,320,332,334,335,336,339,341,343],"try":[7,57,64,74,122,124,126,130,132,139,155,227,327],"u\u1481\u2cc9":301,"var":[13,16,25,118,178,183],"w\u213e":301,"while":[14,29,33,132,139,143,160,167,171,179,193,200,214,221,340,349],"z\u12ad":301,A:[0,2,3,7,8,10,13,14,16,18,22,23,25,26,28,29,30,31,32,33,34,35,36,38,39,41,42,43,44,52,53,55,57,58,59,60,61,62,63,64,65,67,68,69,70,71,72,73,74,77,78,79,80,82,83,84,85,86,87,89,91,95,96,97,98,100,101,102,103,104,105,106,107,109,110,111,113,114,115,116,117,118,119,122,123,124,125,126,127,129,132,133,141,142,143,144,145,146,147,148,157,158,159,161,162,164,166,167,168,169,170,171,173,174,175,176,177,178,179,180,181,183,184,185,187,188,189,193,194,195,197,198,199,200,201,202,203,204,205,206,209,210,211,212,213,214,215,216,217,218,219,220,221,223,226,227,228,293,294,295,296,299,300,302,303,304,305,306,310,311,312,316,317,319,320,322,323,324,325,326,327,329,331,333,334,336,338,341,343,344,346,349],AND:[57,82,128,185,188,227],AS:[57,82,98],AT:[209,212,219],And:[15,116,132,302,317],As:[28,57,74,129,132,145,167,179,214,317,322],At:[2,28,33,102,147,347],BE:221,BY:[57,82],But:[25,57,97,102,105,118,157,219,304],By:[39,52,57,65,68,74,97,105,106,111,116,117,118,122,132,133,139,176,228,297,303,305,318,334],For:[10,12,23,25,30,33,35,39,40,42,55,57,59,60,64,69,71,78,79,85,86,87,89,91,93,95,103,105,106,109,111,115,116,117,118,119,123,125,130,132,133,145,156,159,162,167,168,170,171,175,176,178,179,183,188,193,200,203,209,210,212,214,220,224,226,227,228,229,294,295,302,303,305,306,307,317,318,321,325,326,327,333,334,336,339,340,341,342,343,346,348,349],IN:[28,118,144,160,163,172,173,174,209,212,215,217,218,219,220,334,347],IS:[57,71,341],If:[0,7,8,10,13,16,25,28,32,33,34,35,36,39,43,44,52,55,57,58,59,60,63,64,65,68,69,70,71,73,74,76,77,78,80,81,82,83,84,89,91,92,96,97,98,100,102,103,105,106,107,108,109,111,115,116,117,118,119,122,123,125,126,129,132,133,134,135,139,141,144,147,153,159,160,161,162,164,166,168,170,171,172,174,175,176,180,181,183,186,187,188,189,193,194,195,201,202,206,211,214,217,218,219,220,221,222,226,227,228,293,295,297,302,305,306,307,309,314,316,317,322,323,324,325,326,327,328,333,334,335,339,340,341,342,343,346,347,348],In:[8,14,25,28,30,33,35,36,39,43,52,57,71,83,84,90,98,102,117,118,119,129,132,135,139,141,142,145,146,147,159,164,167,168,170,171,175,176,179,189,200,214,219,226,228,299,300,303,304,305,307,316,317,318,320,322,323,324,325,326,328,331,332,333,334,336,338,346],Ine:107,Is:[36,117,174,181,188,290,311],It:[7,10,14,15,24,25,28,29,35,37,38,43,46,48,49,50,52,53,57,77,79,87,97,98,100,101,102,103,105,107,110,111,115,117,119,124,126,132,134,139,142,152,156,159,162,166,167,168,169,170,171,175,179,183,185,194,198,199,200,203,209,219,221,226,297,298,302,312,317,318,321,326,328,330,332,336,339,347,349],Its:[2,8,25,159,293,300],NOT:[71,185,188,193,221,330],No:[143,169,198,202,305,317,331,336,343],Not:[57,71],ON:[57,82],OR:[125,128,185,188,224,227,317,336],Of:[24,66,208],On:[8,57,88,94,102,111,299,307,346],One:[91,102,132,133,145,334],Such:302,TO:[37,212],That:[57,71,78],The:[0,2,7,8,10,14,15,16,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,38,39,41,42,43,46,48,49,50,51,52,53,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,94,95,96,97,98,100,101,102,103,104,105,106,107,108,109,110,111,114,115,116,117,118,119,122,123,124,125,126,127,129,131,132,133,134,135,137,139,141,143,144,145,147,149,153,154,156,157,158,159,160,161,162,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,183,184,185,188,189,193,194,195,197,198,199,200,201,204,205,206,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,224,225,226,227,228,274,293,294,297,298,299,300,301,302,303,305,306,307,308,310,311,312,313,317,318,319,321,322,323,324,325,326,327,328,330,331,332,333,334,335,336,338,339,340,341,342,343,344,345,346,347,349,351],Then:[36,102,119,310,321,324],There:[8,25,28,57,66,69,85,98,118,119,141,156,159,176,183,184,187,203,206,211,294,295,312,317,326,327,336,349],These:[18,28,30,33,46,55,57,59,60,68,71,77,79,87,90,104,105,109,111,115,117,132,134,142,145,157,167,176,179,206,211,214,229,295,302,306,315,340,348],To:[7,25,36,38,57,74,108,109,111,115,132,134,135,152,159,176,200,214,221,317,318,322,323,333,334,346],WITH:221,Will:[24,132,134,349],With:[129,166,183,214,228,326,327,336,349],_:[13,57,97,98,160,174,195,300,301],__:[57,71],___:160,____:[160,335],_____:160,______:160,_______:160,________:160,_________:160,__________:160,___________:160,_____________:160,______________:160,_______________:160,__________________________:160,__a__:336,__adjectival_suffix:206,__callback:117,__canva:117,__children:117,__class__:108,__conson:206,__derivational_suffix:206,__dict__:[108,110],__digraph:206,__doc__:131,__double_conson:206,__drag_i:117,__drag_x:117,__draggabl:117,__file__:141,__getattr__:131,__getitem__:[115,117],__init__:[13,14,15,16,23,27,28,29,32,33,35,37,38,39,40,42,43,44,48,49,50,51,52,53,57,58,59,60,61,62,63,64,65,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,95,96,97,98,100,101,102,103,105,106,107,108,109,111,113,115,116,117,118,119,122,123,124,125,126,127,128,129,131,132,133,134,135,137,139,141,143,144,146,153,158,159,160,161,162,163,164,166,167,168,169,170,171,172,173,174,175,176,178,179,180,181,182,183,184,185,187,188,193,195,198,199,200,201,202,203,204,205,206,211,212,213,214,215,217,218,219,220,221,226,227,228,293,297,299,300,302,303,304,305,306,307,308,309,310,314,316,317,322,323,324,325,326,327,333,334,335,338,341,342,343],__len__:52,__li_end:206,__long_vowel:206,__name__:110,__new__:[52,83,118,129,316],__nonzero__:115,__noun_suffix:206,__parent:117,__perfective_gerund_suffix:206,__press:117,__reflexive_suffix:206,__repr__:[52,129],__restricted_vowel:206,__s_end:206,__setitem__:[115,117],__special_word:206,__st_end:206,__step0_suffix:206,__step1_suffix:206,__step1a_suffix:206,__step1b_suffix:206,__step2_suffix:206,__step2a_suffix:206,__step2b_suffix:206,__step3_suffix:206,__step3b_suffix:206,__step4_suffix:206,__step5_suffix:206,__step6_suffix:206,__step7_suffix:206,__step8_suffix:206,__step9_suffix:206,__str__:[129,159],__superlative_suffix:206,__updat:117,__verb_suffix:206,__vowel: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[154,159,169,335],adject:[28,57,71,105,199,208,212,216,219,325,349],adjud:212,adjust:[117,142,201],adjut:87,administr:[86,346],admiss:341,admit:299,adopt:349,adp:[77,216],adposit:216,adrian:107,adv:[57,71,77,105,209,216],advanc:[25,145,188,259,346],advantag:[39,42,131],adverb:[57,71,105,208,212,216,219],advi:204,advic:334,advis:[132,134,204],advmod:160,adwait:86,ae1:66,ae:66,ae_kappa:141,aeioui:299,aelig:189,aer:329,afenegus6:[57,101],affect:[29,117],affirm:194,affix:[57,105,196,197,198,199,204,205,206,219],affix_length:219,affixtagg:219,africa:179,after:[25,28,33,37,51,57,71,102,111,116,117,119,123,129,132,134,139,146,154,159,162,168,175,176,185,194,199,206,211,224,254,302,306,312,313,317,343,348],afternoon:24,ag:[57,64,117],again:[7,118,132,259,341],against:[7,26,29,57,71,144,147,170,181,188,203,210],agarw:328,age_year:[57,64],agenda:[128,159,164,184],agglom:[46,49],aggreg:[188,224,321],agnost:[299,307,318],agr:141,agra:[57,101],agrav:189,agre:[57,105,141,226],agreement:[140,145,259,349],agreestat:259,aguirr:[57,64],ah0:66,ah:66,ahd:107,ahead:[333,349],ai:[202,217],aid:[57,59,152],ailment:[57,71],aim:[173,196],ain:195,aint:195,air:153,airspe:[160,215,218,220],aka:[168,317,320,321,329,330,343],al:[57,71,103,104,214,299,307,317,321,326,332,335],alavi:328,albania:179,albb:301,albert:141,alcuin:107,alefsym:189,alert:[57,62,129],alex:321,alexand:[107,200],alexi:351,alfr:107,alg_opt:173,algasai:349,algeria:[198,199],algier:198,algnsent:316,algorithm:[2,33,35,37,38,42,46,48,50,57,86,104,133,137,142,146,154,159,162,164,167,169,173,175,176,185,196,198,199,201,202,203,206,213,214,221,228,247,274,299,302,307,310,320,322,323,324,325,326,327,331,332,334,335,336,343,344,349],alia:[33,57,62,67,81,83,85,88,89,100,132,134,316],alias:[118,188],alibaba:301,alien:[132,134,139],alif:[198,199],alifmaqsura:[198,199],align:[57,60,104,117,142,145,247,283,316,319,320,322,323,324,325,326,327,328,329,331,332,349],align_al:[322,323],align_block:319,align_log_prob:319,align_text:319,align_token:[312,313],align_word:328,aligned_s:[57,58,316],alignedcorpusread:[57,58],aligneds:[57,58,316,322,323,324,325,326,327,349],alignedsent_block_read:[57,58],alignedsentcorpusview:58,alignment_error_r:329,alignment_info:[322,323,324,325,326,327],alignment_t:[323,324,325,326],alignmentinfo:[326,327],alik:347,alin:[140,247,349],all:[8,15,16,20,22,28,29,32,33,34,35,38,42,43,44,46,51,52,53,57,59,60,62,63,64,66,67,68,69,70,71,72,74,76,77,79,80,81,82,83,84,87,88,89,91,96,98,103,105,106,107,109,111,113,115,116,117,118,119,123,125,127,128,129,131,132,133,134,135,141,142,143,159,160,161,162,164,165,167,169,170,171,175,176,178,179,180,181,183,185,187,188,193,194,195,198,200,201,203,209,211,214,216,217,219,220,221,224,226,227,228,229,274,293,294,299,302,303,305,306,314,317,320,321,322,323,324,325,326,327,328,330,331,333,334,336,340,343,346,347,349],all_express:125,all_inst:194,all_lemma_nam:[57,105],all_list:188,all_phrases_from:333,all_senti_synset:[57,93],all_synset:[57,105],all_word:193,allcap_differenti:195,allexpress:188,alloc:[46,50,176],allot:159,allow:[2,10,13,33,46,49,57,62,68,71,105,108,109,115,118,119,129,131,132,133,139,145,155,159,164,167,168,169,170,171,177,179,188,214,228,302,305,318,321,334,336,339,341,343,349],allow_step:129,allowed_typ:188,alltempl:228,almost:[38,43,57,105,132,195],alon:328,along:[2,57,71,79,87,176,295,316,347,349],alongsid:347,alph:155,alpha:[29,57,82,132,135,141,147,159,164,181,188,189,195,214,317,328,332,349],alpha_0:214,alpha_convert:[181,188],alpha_gamma:[133,137],alpha_t:214,alphabet:[57,81,117,155,184,214,299,302,303,307],alphanumer:118,alpino:[57,61,111],alpinocorpusread:[57,61],alreadi:[10,28,57,59,103,109,111,115,117,132,141,158,159,164,166,167,172,176,183,188,193,206,219,228,300,312,326,348],also:[10,13,14,25,28,29,30,33,36,37,43,46,53,57,71,74,89,105,109,110,111,117,118,119,123,130,132,134,135,139,141,143,145,156,157,158,159,161,162,171,173,174,176,179,181,183,200,201,206,209,211,214,224,228,280,293,295,301,302,303,305,310,313,316,325,331,332,334,336,341,343,349],also_se:[105,343],alter:200,altern:[66,111,129,136,169,176,206,226,228,305,335,348],although:[102,115,302,336],altlabel:179,alun:205,aluno:205,alva:304,alwai:[7,26,33,57,59,71,102,105,117,122,132,135,176,188,193,203,226,294,303,317,318,321,325,326,328,330,332,334,336],alwayson_featur:33,am:[24,57,89],amahuaca:[57,101],amaz:347,amazingli:195,amazon:[89,301],ambigu:[30,92,123,156,180,196,201,344],ambiguous_word:344,american:[98,145,160,301,308],amhar:[57,101],amod:[160,163,172],among:[98,328,332],amongst:169,amount:[38,111,116,117,141,167,176,224,333,336,341],amp:[57,74,189,311,313],amperc:311,amr:98,amus:214,amz:301,an:[0,7,10,13,14,15,16,24,25,28,33,34,35,36,37,38,39,41,42,44,46,48,51,52,53,55,57,58,59,60,65,66,67,68,69,70,71,73,74,77,78,79,82,84,87,90,91,92,93,95,98,102,103,105,106,107,108,109,110,111,115,117,118,119,123,125,127,129,131,132,133,135,136,137,139,141,142,143,144,145,146,147,148,149,151,152,157,158,159,160,161,162,164,165,166,167,168,169,170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17,321,328,330,332],aronoff:[299,307],around:[28,38,52,57,71,90,98,117,129,167,193,293],arpa:86,arr:214,arrai:[33,34,38,41,46,48,141,310,341],arraign:[57,71],arrang:[117,155],arrest:[57,71],arrow:[113,118,297],art:[22,51,57,71,334,335],arthur:347,articl:[57,71,152,212,219,349],artifact:[57,71],artifici:[67,89,125,198,224,334,336],artstein:141,artstein_poesio_exampl:141,arxiv:[216,321],ascend:[115,118,327,333,334,341],ascent:317,ascii:[51,57,71,105,334,335],asian:332,ask:24,asleep:[57,71],aspect:[30,87,89,117,199],aspen:95,ass:195,assem:206,assembl:152,assert:[25,145,311],assertnexttoken:188,asserttoken:188,assess:[214,327],assign:[29,32,34,35,36,46,47,49,51,57,66,74,93,118,123,141,145,161,167,176,177,179,183,191,209,210,211,214,219,221,307,310,318,328],assign_clust:[47,49,51],assign_valu:307,assist:349,assoc_measur:193,associ:[53,57,72,94,98,102,105,108,117,119,123,140,145,148,156,159,160,164,168,176,179,183,184,193,221,253,334,349],assum:[28,35,36,44,57,58,78,85,97,100,109,118,122,132,133,139,159,161,164,167,169,176,177,179,183,193,214,299,305,312,317,324,325,326,327,331,338,346,348],assumpt:[15,35,122,123,124,125,126,127,128,214,312,340],astound:334,asymp:189,ate:66,athen:179,atild:189,atlanta:219,atom:[95,127,128,169,178,183,187,188,189],atomicexpress:[127,187],att:173,attach:[57,86,163],attempt:[25,109,117,118,122,127,129,155,158,171,176,187,188,309,313,334,343,346],attempt_adjunct:[178,188],attempt_applicationexpress:[187,188],attempt_booleanexpress:188,attempt_equalityexpress:188,attest:[33,43],attested_label:43,attr:[57,82,105,116,343],attrdict:[57,71],attrib:[116,117,129,182],attribut:[57,60,71,90,91,94,96,105,108,110,115,116,117,131,132,135,159,179,203,299,307,343],attrnam:[57,71],au:331,audio:[57,98],audiodata:[57,98],aug:81,augment:[57,60,79,87,91,115,179],augparsecategori:16,august:[67,88,349],augustin:107,aumann:349,auml:189,ausgefeil:200,ausgefeilt:200,ausgefeilter:200,austin:351,australia:351,auth_endpoint:341,authent:[341,342,343,346],author:[30,57,60,61,62,81,86,111,131,206,341,343],auto:[43,109,129,188],auto_format:109,auto_reweigh:317,autobahn:206,autobahnen:206,automat:[7,8,18,39,57,59,60,63,64,68,69,70,71,74,80,82,83,91,96,102,103,105,106,107,109,111,117,131,132,158,160,166,172,179,181,188,209,215,218,219,221,317,318,328,330,332,334,335,344],autostep:7,autun:107,aux:160,avail:[0,7,8,33,46,57,64,79,87,94,98,103,111,118,151,161,170,171,173,179,200,206,209,211,224,301,303,305,306,312,336,340,347,349],available_categori:[57,104],available_lang:[57,104],averag:[20,33,46,49,141,147,148,176,217,310,317,318,321,325,327,330,332],average_charact:319,average_weight:217,averagedperceptron:[217,349],avg_ao:141,avoid:[25,43,50,52,57,71,105,106,118,132,161,176,181,188,317,348],avoid_empty_clust:50,aw:66,awai:37,awar:[57,71,297],awfulli:195,awkwardli:294,ax:[46,176,349],axelrod:320,ay:66,az:[57,101],azeri_azerbaijani_cyril:[57,101],azeri_azerbaijani_latin:[57,101],b1:[119,164,177],b2:[164,177],b3:164,b:[7,15,33,39,42,52,57,66,71,87,104,107,118,119,123,127,129,132,133,134,139,141,145,147,159,173,176,179,183,187,212,218,227,298,300,305,306,310,312,316,318,326,331,336,343],b_decr:195,b_graph:167,b_i:214,b_incr:195,b_of:179,ba:[98,145],babelfish:[150,349],babelize_shel:151,bach:302,bachelor:98,back:[25,52,60,78,91,102,176,219,320,332,334],background:[57,71,115,123],backlink:319,backoff:[133,137,212,219],backslash:305,backtrac:145,backtrack:[7,109,170,213],backward:[14,15,105,118,214,228,320],backwardbxconstraint:15,backwardcombin:15,backwardonli:15,backwardsxconstraint:15,backwardtconstraint:15,backwardtyperaiserul:14,bad:[145,194,195,209,328],badscor:[57,76],bag:37,bai:349,baikalfinansgroup:90,bake:[57,71],baker:[57,103],balanc:94,baldridg:349,ball:36,ballison:343,baltic:[57,101],bangla:[73,349],bank:344,bar:[46,60,71,78,91,106,129,307,349],bare:[195,199,222,294],bark:[57,61],bartlett:[299,307,310],base:[3,8,13,14,15,16,23,24,25,26,27,28,29,31,32,33,34,35,36,37,38,39,40,41,42,43,44,47,48,49,50,51,52,53,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,111,113,115,116,117,118,119,122,123,124,125,126,127,128,129,130,131,132,133,134,135,137,138,139,141,143,144,145,146,152,153,157,158,159,160,161,162,163,164,166,167,168,169,170,171,172,173,174,175,176,178,179,180,181,182,183,184,185,186,187,188,191,193,195,197,198,199,200,201,202,203,204,205,206,208,209,210,211,212,213,214,215,217,218,219,220,221,223,226,227,228,245,246,248,250,251,254,257,259,264,265,266,267,268,269,273,274,276,280,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,316,317,319,322,323,324,325,326,327,328,330,332,333,334,335,338,339,341,342,343,349],base_fdist:176,base_path:39,base_url:111,baseform:[57,79,87],baselin:[148,212,224],baseline_backoff_tagg:224,baseline_data:212,basemodelbuildercommand:[122,124],basengrammodel:[132,135],baseproverc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,81,88,105,132,139,144,145,147,149,154,164,198,199,200,219,226,227,349],comparative_s:57,comparative_sent:[57,67],comparativesentencescorpusread:[57,67],comparison:[57,67,89,141,142,145,176,211,295,299,310,317,334,338],compat:[0,105,109,118,176,191,203,228,294,334,349],compet:89,compil:[118,184,187,195,200,202,221,297,298,301,302,303,311,312],compile_neg:187,compile_po:187,compl:[57,105],complementari:[36,319],complet:[7,25,28,55,57,60,64,91,102,109,116,117,118,125,141,158,159,162,164,168,170,171,176,182,188,195,293,333,334,336,346,349],completefundamentalrul:162,completerrul:162,complex:[25,57,71,109,117,119,183,336],complextyp:188,compli:107,complic:196,compon:[90,109,177,185,302],component_sound:[57,71],compos:[57,60,68,71,78,91,106,159,162,194],composit:[13,15],compr:67,comprehens:[347,349],compress:[33,109,111,142,194,339,341,349],compris:188,compromis:349,comput:[17,29,33,35,36,37,38,50,52,57,67,81,88,89,94,105,132,133,135,138,141,142,143,145,148,169,176,179,199,200,204,210,214,226,227,247,302,316,317,318,321,322,323,324,325,326,327,330,336,343,346,347,349],compute_composition_semant:17,compute_function_semant:17,compute_future_scor:333,compute_max_subtract_scor:167,compute_original_index:167,compute_prob:169,compute_semant:14,compute_substitution_semant:17,compute_type_raised_semant:17,computer_sci:105,comsem:123,comtran:316,con:[57,88],concat:102,concaten:[52,55,57,102,169,200,222],concatenatedcorpusview:102,conceiv:332,concept:[33,327],conceptu:[57,71,105,132,176,224,227],concern:105,concis:317,concord:[1,293,349],concordanc:[1,293],concordance_app:1,concordance_list:293,concordanceindex:293,concret:[79,87,132,133,135,226],cond:[178,181],cond_sampl:176,condit:[32,33,36,132,133,134,159,169,173,176,178,181,211,213,214,227,293,338],conditionalexponentialclassifi:33,conditionalfreqdist:[132,134,176,349],conditionalprobdist:176,conditionalprobdisti:[176,214],conduct:200,cone:344,coneot:107,conf:[57,83,173],confer:[67,81,86,88,89,195,199,318,344,349],confess:[57,103],confid:[167,349],config:[52,57,77,304],config_java:129,config_megam:34,config_prover9:126,config_tadm:41,config_weka:44,configur:[34,43,115,129,173,349],confin:[105,343],conflict:[106,118],conform:[221,349],conftest:229,confus:[33,57,85,144],confusionmatrix:140,cong:189,conicod:107,conicoda:107,conicodc:107,conicodd:107,conj:[77,117,209,216],conjunct:[13,57,71,167,185,188,190,216,276],conll2000:29,conll2002:[189,349],conll:[29,57,161,166,174,189,349],conll_data2:[167,169],conll_demo:161,conll_fil:166,conll_file_demo:161,conllchunkcorpusread:[57,68],conllcorpusread:[57,68],conllesp:189,conlln:189,conllsrlinst:68,conllsrlinstancelist:68,conllstr2tre:29,conlltags2tre:29,connect:[10,57,71,105,116,161,167,201,215,334,336,346],connect_graph:161,conrath:[57,105],consecut:[53,57,68],consequ:[178,181,187,299,317],conserv:[52,349],consid:[8,33,36,39,57,67,71,89,111,117,118,119,132,139,167,175,193,194,219,224,226,294,299,302,306,317,323,324,325,326,327,333,335],consider:[89,102,193,195,199,227,326,327,333],consist:[13,14,25,33,52,57,59,61,64,66,67,68,71,76,79,85,87,91,95,100,102,109,111,113,119,123,127,132,134,139,145,155,159,168,170,177,179,209,212,216,219,293,299,301,303,305,319,321,331,334,341,343,349],consistchk:123,consol:[107,293,340],conson:[202,206,299],constant:[33,111,125,145,148,176,177,179,183,185,187,188,195,203,220,310],constantexpress:[181,187,188,191],constitu:[2,26,57,67,79,87,159,175,334,336],constitut:[57,71,143,175],constrain:[122,169,214,326,327],constraint:[15,118,119,158,169,185,228,299],construct:[14,25,28,30,32,33,38,43,44,51,52,53,57,58,59,60,63,64,68,69,70,71,74,77,80,82,83,85,91,93,94,96,97,98,100,101,102,103,105,106,107,109,115,116,117,118,119,122,123,143,144,158,159,164,167,168,170,176,179,183,186,189,212,219,221,226,227,228,254,293,294,298,334],constructor:[28,33,44,57,60,61,68,77,78,85,91,97,100,102,105,106,111,116,117,118,122,123,136,141,158,161,164,168,176,183,185,187,188,203,217,302,305,334],consult:[209,214,219,318],consum:[28,319],contact:[67,81,88,89,111,131],contain:[7,8,13,25,28,29,30,32,33,34,36,39,41,43,46,52,57,59,62,65,66,67,68,71,72,74,76,77,79,84,86,87,89,90,97,98,102,103,105,109,110,111,115,116,117,118,119,123,124,125,126,127,129,130,132,134,141,147,156,159,160,161,162,164,166,170,171,176,177,179,180,183,184,185,188,194,195,202,206,209,214,215,218,222,226,259,276,294,300,303,305,306,316,317,319,326,330,331,333,334,335,337,339,340,341,342,349],contains0:179,contains_address:161,contains_cycl:161,content:[8,14,16,52,53,55,57,58,59,60,63,64,65,68,69,70,71,72,73,74,77,80,81,82,83,84,91,92,96,97,100,102,103,105,106,107,109,111,117,123,145,159,188,193,314,339,343,349],context:[28,30,33,53,60,69,78,91,92,106,109,113,119,128,132,133,134,135,137,153,168,178,181,187,188,189,215,219,224,293,302,333,336,344],context_count:133,context_func:293,context_sent:344,context_to_tag:219,contextindex:293,contexttagg:219,contigu:[25,53,169,194,224,226,334],contin:179,conting:143,contingencymeasur:143,continu:[7,28,33,46,48,49,13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24,325,326,327,348,349],distsim:220,ditto:202,div:77,divid:[2,29,35,57,61,62,79,85,87,97,101,105,107,174,176,189,222,293,295,296,300,302,305,306,317,341],divis:[317,328],dixon:145,dj:325,dl:[330,344],dm:[299,341],dnx2:[57,82],dnx:[57,82],do_continu:[338,341],do_kw:141,do_kw_pairwis:141,do_stop:338,dobj:160,doc:[12,28,30,57,60,71,72,100,102,110,132,189,193,338,339,341,348],docid:[57,71],docnamepattern:[57,71],docno:72,docs_metadata:[57,71],docstart:[57,68],docstr:[57,90,110,115,129,224],doctest:[129,212,230,280,301],doctor:[98,160,311],doctyp:72,document:[28,30,34,38,55,57,58,60,61,63,65,67,68,70,71,72,73,74,77,81,84,85,89,90,92,94,97,100,101,102,105,106,107,108,110,117,120,130,131,170,174,176,189,193,194,206,214,220,224,293,310,334,337,340,341,343,344,347,349],document_featur:30,doddington:330,dodg:[57,71],doe:[24,25,28,29,32,33,34,46,48,52,53,57,71,77,78,79,87,105,106,109,115,117,118,129,132,133,135,145,156,171,201,211,212,214,221,222,226,293,299,302,307,313,321,327,333,334,346],doesn:[57,71,109,129,172,179,195,214,307,312,317,322],doesnt:195,dog:[25,57,61,105,119,159,160,162,164,171,172,176,177,188,208,213,217,294,334,343],dom:[177,183],domain:[57,74,103,125,156,177,179,183,297,302,349],domestic_anim:[57,105,343],domin:[36,276,294,334],don:[102,119,125,132,141,183,195,202,229,312,313],donat:349,done:[28,46,48,57,71,117,131,132,145,164,167,178,187,214,297,305,331],dont:195,dooh4:202,dop:335,dot2img:[57,105,161,343],dot:[14,33,57,71,105,159,161,162,164,168,188,217,343],dot_digraph:159,dot_str:[57,105,161,343],dotal:[57,58,62,65,67,70,85,88,89,97,303],dotprod:33,doubl:[117,194,206],double_dash:[298,312],double_neg_flip:194,down:[2,82,111,115,117,132,159,162,164,170,185],downcas:297,download:[0,55,64,109,129,137,220,343,346,348,349],download_dir:111,download_gui:111,download_shel:111,downloadergui:111,downloadermessag:111,downloadershel:111,downward:[116,117],dozen:[345,349],dr1:98,dr:[98,178,181,182],drag:[116,117],draggabl:[116,117],drain:153,draw:[0,57,105,147,181,182,293,334,335,347],draw_pars:168,draw_tre:116,drawback:321,drawn:[36,90,94,117,181],dream:160,dridan:304,drive:[57,105,179],driven:[325,347],driver:185,drop:[10,33,333,349],drs1:178,drs2:178,drs_conc:181,drsdrawer:181,drss:178,drswidget:182,drt:[177,178],drt_discourse_demo:123,drt_glue_demo:177,drtabstractvariableexpress:181,drtapplicationexpress:181,drtbinaryexpress:181,drtbooleanexpress:181,drtconcaten:181,drtconstantexpress:181,drtequalityexpress:181,drteventvariableexpress:181,drtexpress:[178,181],drtfunctionvariableexpress:181,drtglue:184,drtgluedemo:182,drtgluedict:184,drtglueformula:184,drtgluereadingcommand:123,drtindividualvariableexpress:181,drtlambdaexpress:181,drtnegatedexpress:181,drtorexpress:181,drtparser:[178,181],drtproposit:181,drttoken:181,drtvariableexpress:181,dstoffset:338,dt:[25,28,39,57,61,160,163,172,174,209,212,215,217,218,220,227,294,338],dti:219,dtype:38,du:322,duan:145,duck:312,due:[89,194,196,221,304,317],duh:332,dull:93,dum:205,duma:205,dummi:[161,173,327],dummysmilei:297,dump:[57,100,102,179,302],dunningham:145,duplic:[105,123,132,134,193,228,317,343],durat:[29,189,213],dure:[102,118,119,127,132,167,209,211,213,219,302,312,323,324,325,326,327,328],dusseldorf:39,dutch:[57,61,104,189,206,304,349],dutchstemm:206,dv:326,dwarf:320,dwayn:145,dx:117,dy:117,dynam:[156,159,162,175,214,336],e1:202,e2:145,e2f:320,e:[2,7,14,16,23,24,25,28,29,31,33,34,35,36,37,38,43,44,46,48,52,57,58,59,61,63,64,65,66,68,70,71,73,74,78,81,84,85,86,89,90,92,97,102,104,105,106,107,108,109,111,115,116,117,118,119,125,127,128,129,132,134,141,142,143,144,145,148,153,159,161,162,164,166,168,174,175,176,180,181,182,183,185,188,193,194,195,198,199,200,204,205,209,210,212,214,218,219,220,222,227,228,293,294,295,296,299,301,302,303,305,312,317,318,321,322,323,324,325,326,327,331,332,334,336,338,339,340,341,343,346,349],e_end:331,e_start:331,each:[2,14,23,25,27,28,29,30,31,32,33,34,35,36,38,43,44,46,47,48,49,50,51,52,53,55,57,58,59,60,62,63,64,65,66,68,69,70,71,74,76,77,78,79,80,82,83,84,85,87,88,89,90,91,92,93,96,97,98,102,103,105,106,107,108,109,111,115,116,117,118,119,123,129,132,134,139,141,143,144,149,153,154,155,156,157,159,160,162,164,166,167,168,169,170,172,173,175,176,178,179,180,188,191,193,194,209,210,211,212,213,214,217,218,219,220,221,222,224,226,227,228,253,293,296,300,302,307,310,312,313,314,316,317,319,321,322,323,325,326,327,328,331,332,333,334,335,341],eacut:189,eager:173,ear:202,earlei:[159,162,349],earleychart:156,earleychartpars:162,earli:[179,349],earlier:[28,46,49,132,134,170,171,179,212],earliest:[7,8,171],easi:[57,88,132,185,211,228,297,347,349],easier:[29,117,179,293,327,339],easili:[118,176,214,224,339],east:[57,77,88,107,349],easy_instal:348,eat:[16,57,66,88,129,213,322],eateri:129,ebook:349,ecirc:189,econom:[57,88,173],ed:[57,66,105,123,212,219,299,307,343],edg:[2,14,105,144,148,159,161,162,164,167,168,174,214,335,343],edgar:107,edge1:168,edge_closur:343,edgei:[14,159,162,164,168],edges2dot:343,edinburgh:320,edit:[111,113,141,145,176,349],edit_dist:[145,349],edit_distance_align:145,editor:60,editori:349,edu:[42,53,57,61,62,64,66,67,69,71,81,86,88,89,92,94,98,103,104,105,110,137,145,148,172,179,211,220,221,312,328,334],educ:[62,98,347],edward:[0,347,349],ef:195,effbot:189,effect:[28,33,173,198,199,302,335,340],efficacit:148,effici:[46,49,102,109,119,129,132,156,159,162,176,209,211,214,295,306,343,349],effort:[345,349],eflom:283,eg:[57,68,103,105,196,221],egg:230,egrav:189,egypt:[107,313],eh:66,eht:334,eid:[160,220],eight:[228,347],eighth:195,ein:[322,323,324,325,326],eisner:169,either:[14,31,38,52,57,58,59,60,63,64,65,68,69,70,71,73,74,77,79,80,81,82,83,84,87,91,92,96,97,102,103,105,106,107,111,115,117,118,119,122,129,147,159,162,164,168,185,203,210,213,214,228,294,302,303,305,318,334,335,336],ekaterinburg:351,el:[57,104,313],elect:219,electron:[160,301],eleg:152,elem:[314,343],element:[7,8,14,31,33,43,44,52,57,60,61,71,77,78,79,82,87,90,91,96,98,106,109,115,117,118,125,129,149,154,157,159,170,171,175,179,183,210,220,222,296,305,307,314,316,318,327,331,334,335,339,343],elementtre:[55,57,60,77,78,91,103,106,129,314,343],elementtree_ind:343,elementwrapp:129,eleph:166,eleprobdist:[35,36,176],elimeq:178,elimin:[119,159],eliminate_equ:181,eliminate_start:119,elisabeth:[299,307],elisp:25,eliza:[18,24],eliza_chat:19,elkouri:201,ellips:[57,71],ellipsi:302,els:[52,118,119,122,129,130,145,183,219,326],elt:[60,77,78,91,106],elt_handl:[60,77,78,91,106],elucidarium:107,em:[46,205,214,322,323,324,325,326,327],email:[111,321],embed:[57,61],emcluster:48,emili:276,emit:214,emnlp:332,emoticon:[194,297],empir:33,employ:[57,71],employe:[57,71],employment_start:[57,71],empti:[8,24,50,52,79,87,102,109,115,118,119,132,141,147,159,168,170,171,174,175,176,189,228,294,303,313,318,326,334],empty_first:184,emptypredictrul:[159,162,164],emptyset:117,emsp:189,emul:332,en:[57,74,77,104,145,148,200,216,307,313,341,343],en_em_dash:311,en_wsj:215,enabl:[57,71,74,105,127,131,349],encapsul:[117,179,316],enclos:117,encod:[25,28,29,30,33,34,39,41,52,57,58,59,60,61,62,63,64,65,67,68,69,70,71,73,74,75,77,78,79,80,81,82,83,84,85,87,88,89,91,92,93,95,96,97,98,99,100,101,102,103,105,106,107,109,111,118,119,129,130,159,160,172,174,176,183,184,188,189,191,194,198,209,210,211,215,218,219,220,295,304,308,309,311,314,334,339,340,343],encode_json_obj:[211,217,219,226,227],encoding_demo:41,encount:[33,35,57,71,109,111,219],encourag:332,end1:228,end2:[217,228],end:[14,28,52,57,68,71,97,98,102,109,115,118,129,130,132,159,162,164,169,171,174,175,188,198,199,200,201,202,211,217,224,226,228,276,299,300,302,303,306,310,312,313,331,333,334,343],end_i:[296,303,306],end_index:169,end_posit:129,end_r:102,end_siz:124,end_toknum:102,end_w5:201,end_w6:201,end_word:78,ending_quot:[298,312],endors:203,endpoint:[226,341],enforc:226,eng:[57,64,105,209],engin:[25,199,347],england:98,english:[14,57,72,103,104,105,107,119,179,196,206,209,220,295,299,302,304,307,311,325,331],englishpcfg:172,englishstemm:206,engmalt:166,engvers:94,enhanc:[145,221,345,349],enlighten:[14,24],enorm:195,enough:[132,153,156,168,195],ense2:[57,78],ensp:189,ensur:[33,46,48,57,71,115,117,159,176,188,215,229,251,274,307,317,318,321,328,330,332,336,346],ensure_load:[57,59,108],entail:[37,90,105,349],enter:[116,117,182,214,338,341],entertain:349,entir:[14,28,52,57,59,79,87,98,102,115,117,159,164,168,169,171,175,195,211,226,316,326,327,346,349],entiti:[25,27,29,37,39,57,67,68,72,74,91,105,177,179,183,184,188,189,220,313,339,343,347,349],entity_1:67,entity_2:[57,67],entity_field:339,entity_typ:339,entitytyp:188,entri:[16,57,66,71,83,91,99,102,104,105,111,118,132,139,144,167,169,175,179,219,302,322,323,324,325,326],entropi:[33,86,132,133,176,214,349],entropy_cutoff:32,entrydialog:117,enumer:[52,167,313,328,332],env_var:129,environ:[39,57,100,129,166,178,218,220,309,343,346],environment:[57,100],eof:[102,306],epilogu:107,eprint:321,epsilon:[117,119,142,189,213,317,318],eq:[128,188,330],eq_list:188,equ:67,equal:[33,35,43,51,52,57,67,77,102,105,115,117,118,119,132,139,145,147,148,164,170,176,178,181,187,188,194,299,307,322,334],equal_valu:118,equality_pr:188,equalityexpress:[181,188],equat:[33,57,105,176],equiv:[181,188,189],equival:[15,25,28,51,52,118,132,134,141,176,181,183,188,228,318,322,334,336],er0:66,er:[57,66,72,105,200,331],er_99:72,erfcc:319,erico:205,ern:200,err:[57,101],erron:224,error:[25,32,39,57,71,99,105,109,111,119,129,146,151,161,176,183,194,199,212,224,225,274,276,293,304,314,319,328,329,339,340,341],error_list:225,error_output:224,erroranalysi:223,errormessag:111,errt:146,erwartet:333,es:[57,103,104,105],escap:[109,129,188,313,335],eschbach:335,eschbachguentherbecker2006:335,esn:200,especi:[43,52,98,193,195],esperanto:[57,101],essenti:[52,119],est:[57,105],establish:[167,215],estim:[33,35,36,38,46,48,132,176,214,317,322,323,324,325,326,327],et:[57,71,103,104,107,214,299,307,317,321,326,332,335],eta:189,etc:[57,71,102,105,111,117,118,176,177,226,227,293,302,325,334,336,346],eth:189,etre:129,eu:316,euc:[57,75,101],euclidean:51,euclidean_dist:[46,51],euml:189,euphrosyn:107,euro:189,europarl:[57,85],europarl_raw:55,europarlcorpusread:[57,85],european:[301,302],eustac:107,evad:[57,71],eval:[129,163,173,320],evalu:[25,26,28,29,52,72,92,129,132,133,136,146,148,156,177,179,191,193,194,198,200,209,210,212,213,219,282,291,301,304,317,318,320,321,328,330,332,349],evaluate_s:191,even:[25,57,59,118,132,139,167,224,340],event:[57,60,71,115,117,119,143,176,178,188,214],eventtyp:188,eventu:[105,343],eventvariableexpress:[181,188],ever:[23,306],everi:[13,33,39,43,57,61,79,87,102,106,117,118,123,127,132,159,164,167,175,176,179,181,188,194,219,226,227,317,333,334,336],everygram:[132,136,343,349],everyth:[57,85,109,132,297],everywher:[311,326],evid:[57,71,219,302],evok:[57,71],ewan:[0,347,349],ex2:[57,82],ex:[57,82,125,161,178,188,214,341],exact:[127,143,147,181,221,328],exact_match:328,exactli:[31,36,71,118,132,184,188,327],exahust:[159,162],examin:[30,211],examlpl:161,exampl:[14,25,28,29,30,33,34,36,39,46,52,55,57,58,60,62,66,71,77,78,79,85,86,87,90,91,95,97,98,101,102,103,105,106,107,109,110,117,119,123,129,130,131,132,133,137,141,143,145,148,152,156,159,166,167,171,173,176,178,179,182,183,188,189,193,194,209,210,215,220,251,259,276,282,294,295,297,300,303,305,306,309,310,312,317,318,321,325,326,327,332,333,334,336,339,340,341,343,344,346,349],example_word:78,exce:[25,189],exceed:[25,155],except:[31,34,42,57,59,71,84,85,105,108,109,115,119,125,126,127,128,129,130,160,161,173,178,179,181,183,187,188,294,297,303,305,314,334,341],exception:195,excerpt:[57,71,206],exclud:[57,64,71,211,219,226,302,305,323,324,325,326],excludesf:[57,71],excludezero:[226,228],exclus:[38,98,109,224,333],execut:[2,28,39,122,126,129,179,194,215,218,220,340],exemplar:[57,71],exemplifi:224,exercis:[2,92,254,264,292,346,349],exhaust:[159,162,317],exhibit:[124,126],exist:[14,46,57,59,83,103,105,109,111,117,118,125,128,129,146,159,160,161,162,164,168,171,172,176,178,181,183,185,186,187,188,189,199,203,324,334,345,346,349],exists_list:188,existsexpress:188,exodu:107,exp:[33,330],expand:[7,25,28,111,116,119,164,168,170,224,226,228,333,334,349],expand_thread:123,expand_tweetid:341,expand_tweetids_demo:340,expandable_product:170,expanded_tre:116,expandleftrul:[25,28],expandrightrul:[25,28],expandunari:[334,336],expans:[7,142,170,333],expansion_scor:333,expect:[27,28,30,46,48,52,57,59,71,90,111,129,132,133,134,135,136,141,159,174,176,188,193,195,221,228,300,301,306,311,312,313,320,322,327,333,334],expected_albb:301,expected_amz:301,expected_cas:301,expected_detoken:312,expected_low:301,expected_output:313,expected_rkt:301,expected_s:301,expected_token:312,expectedmoretokensexcept:188,expens:[46,102,129,143,326],experi:[2,176,304,317,321,341],experiment:[154,198,315,333],explain:33,explan:334,explicit:[34,312],explicitli:[34,35,57,59,60,63,64,68,69,70,71,74,80,82,83,91,96,103,105,106,107,111,132,134,176,334],exploit:62,explor:[2,3,7,8,251,293],explos:217,expon:143,exponenti:[33,302,333],exportselect:115,expr:[126,183,184,188],expr_tt:[57,82],expr_uid:[57,82],expres:305,express:[1,3,6,16,23,25,28,29,32,35,36,52,57,59,60,63,64,67,68,69,70,71,74,80,82,83,84,91,96,102,103,105,106,107,109,122,123,124,125,126,127,128,129,160,177,178,181,183,185,187,188,189,190,191,204,214,219,228,293,294,295,297,300,302,303,305,312,313,322,323,324,334,339,343,349],extend:[46,57,71,104,115,118,122,126,132,170,171,176,181,334,349],extens:[57,65,109,111,122,137,145,164,166,179,203,214,302,316],extension:179,extent:28,extern:[33,34,44,55,57,124,126,294,327],extra:[28,33,57,71,129,168,176,334,349],extract:[14,37,39,43,57,60,72,94,104,111,159,161,162,173,179,185,189,191,193,194,201,213,218,226,228,305,318,321,331,333,334,339,343],extract_bigram_feat:194,extract_featur:[173,193],extract_field:339,extract_properti:[211,226,227],extract_rel:189,extract_test_sent:174,extract_unigram_feat:194,extractor:[30,193,194],extran:37,extrem:[57,89,195],ey:[57,66,71],f1:[35,118],f2:118,f2e:320,f:[28,29,32,33,46,52,57,66,71,87,98,104,105,110,111,118,132,134,142,147,178,183,184,200,212,301,305,318,331,332,336,343],f_align:331,f_end:331,f_id:33,f_measur:[29,147,193],f_start:331,fabul:195,face:[25,57,81],facil:330,facilit:[189,193,224,349],fact:[89,115,159,179],factor:[53,145,176,224,326,330,333,334,336],factori:[110,176,181,187,188,219,228],factory_arg:176,factory_kw_arg:176,fail:[37,109,118,129,183,302,341],fail_on_unknown:293,failobj:52,failur:276,faith:203,fake:[57,105],fall:[46,145,219,326],fallback:318,fals:[13,16,25,29,32,33,34,36,37,38,43,47,48,49,50,51,57,59,60,64,68,71,74,80,85,88,89,96,98,102,103,105,106,109,111,114,115,116,118,119,122,123,124,126,127,128,129,132,139,144,145,148,159,160,161,162,166,171,172,173,174,176,178,179,180,181,183,184,185,188,189,193,194,200,202,206,212,213,214,215,217,219,220,221,224,226,227,228,276,293,294,295,297,298,301,302,303,304,305,307,308,309,310,311,312,313,317,332,334,335,336,338,339,341,342,343],famili:[16,123],famou:[57,62,317],fang:94,far:[14,95,132,170,171,212,333,334],fass:[324,325,326],fast:[57,66,67,71,200,212,224,228,343],faster:[57,71,343],fat:153,favorit:311,favorite_count:339,favour:333,fcfg:[109,174,185,191],fdict_class:118,fdist:176,fe2:[57,71],fe:[57,71],fe_rel:[57,71],feat:[57,89],feat_val:33,featdict:118,featlist:118,featstruct:[0,180,334,351],featstructnontermin:164,featstructread:[109,118],featur:[32,34,35,36,37,38,41,43,44,52,57,67,74,89,102,105,109,132,133,142,158,164,167,173,174,180,191,193,194,201,210,211,213,217,219,223,224,227,228,299,307,315,349],feature1:228,feature2:228,feature_corpu:102,feature_detector:219,feature_extract:38,feature_func:[43,193,213],feature_nam:32,feature_probdist:35,feature_select:38,feature_valu:32,feature_vector:33,featurebottomupchartpars:164,featurebottomupleftcornerchartpars:164,featurebottomuppredictcombinerul:[162,164],featurebottomuppredictrul:164,featurechart:[156,162],featurechartpars:[162,164],featurecompletefundamentalrul:162,featurecompleterrul:162,featuredict:30,featureearleychartpars:162,featureemptypredictrul:[162,164],featurefundamentalrul:164,featuregrammar:[174,191],featureincrementalbottomupchartpars:162,featureincrementalbottomupleftcornerchartpars:162,featureincrementalchart:162,featureincrementalchartpars:162,featureincrementaltopdownchartpars:162,featurelist:228,featurepredictorrul:162,features_count:34,featurescannerrul:162,featureset:[31,32,33,34,35,36,38,41,43,44,52,193,210,219],featuresettagg:210,featuresettaggeri:[210,219],featuresingleedgefundamentalrul:[162,164],featuretopdownchartpars:164,featuretopdowninitrul:164,featuretopdownpredictrul:[162,164],featuretreeedg:164,feb:89,februari:349,fecoreset:[57,71],fed:30,fee:66,feed:[132,134],feedback:349,feel:[312,347],feet:312,feid:[57,71],feil1v:202,fellbaum:[57,103],fellegi:145,fellow:293,fem2masc:[198,199],femal:[36,98],feminin:[198,199],feng:94,ferel:[57,71],fertil:[324,325,326,327],fertility_of_i:327,fertility_t:[324,325,326],fetch:[338,340,341],few:[52,201,206,211,311],fewer:[33,50,219,334,341],ffreq_empir:33,fg:115,fi2:202,fi:[57,104,307],fid:33,fido:[177,188],field:[57,71,83,95,98,99,167,179,194,310,314,316,339,340,349],field_ord:314,fieldwork:349,fiendish:293,fig:[167,330],fight:343,file:[10,34,39,41,42,44,52,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,96,97,98,100,102,103,104,105,106,107,109,111,117,123,126,129,145,158,161,166,173,174,188,193,194,195,213,215,218,220,224,226,227,228,230,304,314,334,339,340,341,342,343,346,349],file_id:[57,59,60,63,64,68,69,70,71,74,80,82,83,91,96,103,105,106,107],file_nam:[129,342],file_path:77,file_s:109,fileid:[30,57,58,59,60,61,62,63,64,65,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,109],fileid_or_classid:[57,103],filenam:[55,57,71,72,74,78,90,109,111,117,129,161,166,179,184,191,193,194,205,224,314],filepo:102,files:111,filespac:346,filestr:343,filesystempathpoint:109,filetyp:[57,98],fill:[116,117,132,155,175,224,228,326],filler:189,film:160,filter:[53,57,71,74,77,82,119,123,132,139,162,189,228,276,293,294,310,334,341],filteredbottomuppredictcombinerul:159,filteredcompletefundamentalrul:162,filteredsingleedgefundamentalrul:[159,162],final_period_1:311,final_period_2:311,finalerror:212,finalize_train:302,financi:173,find:[1,6,26,28,33,34,35,42,46,48,49,50,51,53,57,59,61,62,77,78,84,105,106,109,117,119,122,123,127,129,132,145,153,154,166,167,170,171,173,175,176,181,185,188,189,191,194,212,214,219,227,276,293,294,295,302,303,304,305,313,317,320,324,327,331,333,334],find_abbrev_typ:302,find_all_src_phras:333,find_answ:127,find_best_fit:176,find_binari:129,find_binary_it:129,find_concord:293,find_corpus_fileid:[57,102],find_diment:117,find_dir:129,find_fil:129,find_file_it:129,find_increasing_sequ:332,find_jar:129,find_jar_it:129,find_jars_within_path:129,find_label_nam:184,find_legal_onset:299,find_malt_model:166,find_maltpars:166,find_repptoken:304,find_vari:118,findal:[129,293,297],finder:53,finding_dir:129,findtyp:188,fine:[2,38,141,224],finer:[57,84],fingerprint:42,finish:[111,122],finishcollectionmessag:111,finishdownloadmessag:111,finishpackagemessag:111,finishunzipmessag:111,finit:[31,87,214,349],finnish:[57,104,206],finnishstemm:206,fire:34,fireman:105,first:[7,8,10,16,23,25,28,33,34,35,36,41,44,46,51,52,53,57,59,60,63,64,67,68,69,70,71,74,76,80,82,83,84,89,91,96,98,102,103,105,106,107,108,109,111,115,117,118,119,122,123,125,127,128,129,132,134,145,154,159,161,168,170,176,177,178,179,181,183,185,187,188,189,190,191,193,194,199,201,221,222,226,283,293,295,299,302,303,307,317,324,325,326,327,331,332,334,343,346,349],first_cas:302,first_low:302,first_po:310,first_upp:302,fisher:143,fisher_exact:143,fit:[38,132,133,155],fitzenreit:145,fitzrureit:145,five:[143,201],fix:[31,33,39,63,159,212,219,227,293,310,326,327,349],fixm:212,fixtur:[254,264,292],flag:[57,58,62,65,67,70,85,88,89,97,105,111,114,118,176,214,221,276,295,297,302,303,332,334,338,341,346],flat: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mal:[28,35,57,59,60,61,63,64,68,69,70,71,74,80,82,83,90,91,96,97,103,105,106,107,119,176,188,190,195,198,199,201,217,219,293,310,317,319,321,332,334,335,336,343],normalis:[46,48,49,50,51,214],norouzi:321,north:98,northern:98,northumbra:107,northwest:349,norwegian:206,norwegianstemm:206,not_found:227,not_instal:111,not_list:188,notabl:141,notat:[94,132,134,141,183,322,323,324,325,326,334],note1:212,note:[8,15,25,28,33,39,44,46,53,57,59,71,77,78,81,89,96,98,102,105,106,109,115,116,117,118,119,132,133,134,135,139,141,142,144,152,156,159,163,164,171,173,176,193,203,206,209,211,218,219,221,224,226,228,302,303,307,312,313,321,322,326,330,332,334,341],notequ:117,noth:[25,28,57,103,117,122,170,171,195,227],nothman:[349,351],notic:[57,71,132],notimplementederror:[109,129],notin:189,notion:179,notsubset:117,noun1:[57,86],noun2:[57,86],noun:[25,26,28,57,71,77,79,86,87,105,153,208,209,212,213,216,219,325],nounsfil:[57,79],nov:[163,212],novel:198,novemb:349,now:[57,105,132,228,321,349],nowher:[57,71,195],np:[25,28,29,39,57,61,86,119,160,171,172,209,218,219,294,334,335,349],npp:167,nps_chat:57,npschatcorpusread:[57,80],nr:[176,219],nr_iter:217,ns:77,nschneid:[57,61],nsp:53,nsub:189,nsubj:[160,172],nth:317,nthank:[160,295,303,306,308,312,313],nthat:111,nthe:111,nti:[57,71],ntild:189,ntop:161,ntt:332,ntu:[57,105],ntwo:[160,295,303,306,308,312],nu:189,nullableinttoken:178,nullifi:195,num:[57,60,71,77,91,95,123,124,126,179,183,201,212,216,293],num_clust:[47,48,49,50],num_edg:[14,159,162,164,168],num_increasing_pair:332,num_leav:159,num_mean:50,num_memori:213,num_possible_pair:332,num_sent:[214,224],num_word:133,number:[14,23,25,28,29,30,31,33,38,43,46,47,48,49,50,51,52,53,57,64,71,79,83,87,90,98,102,104,105,109,111,115,117,118,122,123,124,126,129,132,134,135,139,141,143,144,145,147,153,155,159,160,161,162,164,165,167,168,169,170,171,173,174,175,176,179,183,189,193,194,211,212,213,214,216,217,219,221,224,293,297,302,310,311,316,317,320,321,322,323,324,325,326,327,328,331,332,333,334,335,336,338,341,343,349],number_possible_pair:332,number_regex:301,numedg:14,numer:[29,33,35,38,44,137,141,143,295,317],nummod:160,numpars:[159,162],numpi:[34,41,46,48,310,348,349],nw:[117,318],nwhen:111,nwt:72,nx:161,nx_graph:161,ny:[160,218,220],nyt_19980315:72,nyt_19980403:72,nyt_19980407:72,o12:107,o1:107,o23:107,o24:107,o2:107,o34:107,o3:107,o4:107,o:[0,39,87,130,160,184,187,212,214,218,220,224,274,347,349],o_k:214,o_t:214,oacut:189,oana:[57,77],oat:66,oauth:[341,342],oauth_token:[341,342],oauth_token_secret:[341,342],oauth_vers:341,obei:[317,318,321,328,330,332],obj:[57,62,130,163,173,179,189,211,217,219,226,227],obj_scor:[57,93],objclass:189,object:[13,15,16,23,26,28,29,31,33,35,37,38,40,42,43,44,46,47,51,52,57,58,59,67,68,70,71,72,77,78,79,82,85,86,87,89,90,92,93,96,97,98,100,102,105,106,108,109,110,111,113,115,116,117,118,119,122,123,125,126,127,128,129,130,131,132,133,134,135,137,139,141,143,144,146,153,157,158,159,160,161,162,163,164,166,167,168,169,173,174,176,178,179,180,181,182,183,184,185,187,188,189,193,194,195,197,208,210,212,213,214,215,217,226,227,228,257,293,297,298,302,310,313,314,316,317,319,321,322,323,324,325,326,327,328,333,334,335,338,339,340,341,342,343,344,349],objsym:189,objtext:189,observ:[81,88,141,176,214,325],obtain:[46,52,57,60,71,78,98,105,118,127,188,194,304,322,323,325,326,327,334,340],occasion:195,occupi:326,occur:[30,33,37,46,50,57,105,117,129,132,139,144,153,159,176,189,199,219,222,293,302,305,307,322,334,344],occur_index:178,occurr:[13,28,52,53,118,119,143,178,181,188,189,193,222,293,310,313,330,334],ocean:179,och:317,ocirc:189,oct:321,octob:349,odd:[66,310],ody1ysutd7o:137,oehrl:[299,307],oelig:189,oepen:304,oeuvr:300,of2ss:[57,105],off:[36,57,62,74,88,144,176,194,203,209,302,312,313,340,349],offer:341,offici:[200,330,332,343],offset:[52,57,98,102,105,109,293,296,303,306,312,313,319,338],often:[30,46,50,53,117,119,132,141,159,161,171,176,211,214,224,293,302],ograv:189,oh:311,ohio:311,oi:146,oil:90,ok:126,oken:[159,168],old:[57,107,128,163,207,343,349],old_p:175,oldchild:[116,117],oldclassnam:129,older:[105,109,309,348],oldi:179,olin:189,omega:189,omicron:189,omit:[97,98,161,179,334,341],omw:[57,105],omw_read:[57,105],on_error:341,on_finish:[338,341],on_success:341,onc:[28,33,39,102,105,108,109,118,132,159,176,194,333,334],one:[8,14,25,28,29,30,31,33,34,35,36,46,49,50,52,53,55,57,59,62,63,64,65,71,73,77,78,79,80,84,87,97,98,102,104,105,106,111,115,117,118,119,122,123,126,129,132,133,135,139,141,145,149,153,154,156,157,159,160,162,164,166,168,169,171,173,174,175,176,179,183,184,186,188,189,193,202,203,209,211,214,219,224,226,227,228,293,300,302,307,311,317,322,323,324,325,326,327,331,332,333,334,336,339,341,346,349],one_spac:311,one_tag:[57,74],ones:[25,36,98,168,211,324],ongo:[123,343],onkrippendorffalpha:259,onli:[8,25,28,33,36,39,46,49,52,53,57,62,71,80,84,89,96,98,100,102,103,105,106,109,111,116,117,118,119,123,132,134,139,144,149,159,162,167,169,170,171,173,174,176,178,183,193,194,196,200,203,212,214,219,224,226,228,259,294,299,302,303,306,311,312,317,318,321,324,326,327,331,334,335,340,341,343],onlin:[0,151,199,347,349],onset:299,onto:294,onward:302,oov:[91,132,133,135],open:[0,10,57,59,64,102,105,109,111,116,117,122,129,141,183,187,188,205,215,293,305,307,314,334,346,347],open_bracket:181,open_punct:311,open_punct_r:311,open_punctu:[57,104],open_str:314,openondemandzipfil:109,oper:[7,8,13,16,28,29,39,46,109,117,118,119,145,148,159,164,167,169,170,171,173,176,178,180,181,185,187,188,276,294,295,312,349],opinion:[57,67,81,88,89,93,194],opinion_lexicon:57,opinionlexiconcorpusread:[57,81],oplu:189,opportun:349,oppos:188,opposit:[119,122,149],opt:109,optim:[34,119,142,159,164,213,214,332],optimis:214,option:[10,33,34,39,44,51,57,65,67,71,74,77,89,105,117,129,131,132,133,134,135,139,145,158,160,166,168,173,174,176,179,183,193,203,208,213,214,215,218,219,220,224,226,293,297,304,306,308,309,317,318,322,323,324,325,326,327,334,335,341,343,346,348,349],or_list:188,orang:317,order:[14,28,29,30,33,34,35,46,49,51,52,53,57,61,71,81,82,84,90,102,105,109,111,115,117,118,119,123,127,128,129,132,133,134,135,136,137,139,141,142,143,144,145,147,151,154,159,167,168,175,176,177,178,179,183,184,185,188,189,191,198,201,211,214,219,221,224,293,297,314,316,317,318,321,322,323,325,327,330,332,333,334,335,336,341,343,349],ordereddict:52,ordf:189,ordin:302,ordinari:37,ordm:189,oreilli:349,orexpress:[181,185,188],org:[0,22,38,55,57,64,77,83,92,94,104,109,130,145,166,179,189,203,206,213,216,218,251,254,274,282,304,313,317,318,319,321,330,332,336,338,339,341,343,344,346,347,348,349],organ:[29,57,92,105,117,156,160,168,189,220,343],orient:[98,116],origin:[57,64,90,98,104,105,110,117,119,146,161,162,167,194,199,200,201,203,206,207,211,227,282,297,298,301,302,310,312,313,317,318,320,325,332,334,335,336,344,347,349],original_algorithm:203,original_best_arc:167,original_length:310,original_tag:227,original_text:117,oriol:321,ormiston:349,orn:98,orosiu:107,orth:335,ortho_context:302,ortho_thresh:302,orthograph:302,os:[57,100,141,173,205,347],osborn:320,oserror:[129,160],oslash:189,ostrich:125,ota:[57,60,107],other:[7,10,13,15,33,36,51,53,57,61,67,71,75,76,79,87,91,98,102,103,105,108,111,118,122,127,129,132,139,145,156,157,158,159,161,164,167,169,176,179,181,183,184,187,188,198,200,203,212,214,216,217,219,226,227,228,253,293,294,295,299,301,302,303,305,307,311,317,320,322,323,324,325,326,327,334,339,349],other_indic:187,other_typ:188,otherwis:[7,33,34,39,52,57,60,64,76,102,109,111,115,116,117,118,122,129,132,134,139,161,170,171,176,182,187,188,214,226,227,302,314,341,346],othr:141,otild:189,otim:189,otto:[299,307],ouamour:198,ought:66,oughtn:195,oughtnt:195,ouml:189,ounc:160,our:[132,193,230,304,321,349],out:[42,51,52,57,61,102,106,107,109,111,118,123,132,133,145,154,160,176,179,180,185,189,200,206,228,276,294,303,306,310,316,326,327,334,340],outcom:176,outdat:334,outer:167,outerspac:181,outfil:[44,194,339],outlin:[116,117,167],output:[28,29,33,34,41,44,46,50,57,71,105,118,124,129,132,142,145,159,160,162,163,164,166,168,170,171,174,175,178,179,189,193,194,212,213,214,221,224,226,228,274,283,294,298,302,304,310,313,318,320,321,325,326,327,330,331,332,333,335,339,340,341,343],output_fil:102,output_format:126,output_markdown:194,outputfilenam:166,outsid:[327,331,336],oval:117,ovalwidget:117,over:[2,25,28,31,33,35,36,38,39,46,47,52,57,58,59,60,63,64,65,68,69,70,71,73,74,80,81,82,83,84,91,92,96,97,102,103,105,106,107,110,116,132,134,136,139,141,147,148,159,160,162,164,169,172,179,188,198,213,214,217,218,221,293,295,318,322,323,328,331,347],overal:[2,29,317],overflow:176,overhead:43,overlap:[25,26,28,37,118,226,317,318,330,335,344],overrid:[28,57,59,85,111,122,129,131,176,302,327,334],overridden:[57,60,61,78,91,106,111,117,129,178,181,187,188,219,302],overstem:146,overt:[57,71],overtli:[57,71],overview:[339,340],overweigh:145,ow:[66,202],own:[35,57,71,90,100,108,109,117,118,228,305,334],ox2:107,ox:[57,60],oxford:107,oy:66,p02:[282,317,318],p03:336,p0:[324,325,326],p103:176,p108:[184,187],p12:304,p1:[324,325,326,332],p5:[57,77],p:[7,8,10,35,36,57,66,77,87,89,105,107,109,118,119,125,127,132,139,142,145,147,163,168,175,176,179,180,188,194,214,216,221,227,297,299,304,320,327,334],p_factor:145,p_n:317,pabo:62,pack:[115,117],packag:[34,38,44,53,105,106,108,109,124,126,161,174,302,334,343,346,348,349,351],package_id:111,packt:349,pad:[119,132,133,135,136,227,312,343],pad_both_end:[132,136],pad_fn:[132,133,135],pad_left:[132,343],pad_right:[132,343],pad_sequ:[132,343],padded_bigram:132,padded_everygram:136,padded_everygram_pipelin:[132,136],page:[111,137,173,203,304,346,349],pagin:338,pai:[90,205],paic:[140,198,202],pair:[23,32,33,34,35,41,46,49,52,57,71,74,90,104,105,117,118,119,123,125,141,145,148,158,159,171,176,177,179,183,189,191,219,227,228,302,316,317,319,322,323,326,327,328,331,332,343],pairwis:343,paisagem:205,pajama:166,pale:293,palmer:[57,105],pan:[57,74],pang:[62,194,349],panlex:[57,82,83,349],panlex_lit:57,panlex_swadesh:57,panlex_uid:83,panlexlanguag:83,panlexlitecorpusread:[57,82],panlexswadeshcorpusread:[57,83],panlingu:[57,83],paper:[62,67,81,86,88,89,141,145,152,167,200,203,211,282,317,318,332,349],papineni:317,par_count:310,para:[55,57,59,63,65,74,77,84,85,97,107,189],para_block_read:[57,65,70,85,97,101],para_path:77,paradigm:349,paragno:[57,71],paragraph:[57,62,63,65,67,71,77,85,88,89,97,101,301,310,319],parallel:[57,68,122,322,323,324,325,326,327],parallel_corpu:[322,323,324,325,326],parallelize_preprocess:343,parallelproverbuild:122,parallelproverbuildercommand:122,param:[33,51,57,71,98,105,119,122,123,127,129,132,133,135,146,148,158,161,166,167,173,178,179,181,183,184,188,189,193,213,217,221,224,226,227,293,302,317,319,341],paramater:35,paramet:[13,14,23,26,28,29,30,32,33,34,35,36,37,38,41,43,44,46,47,48,49,50,51,52,57,58,59,60,61,62,63,64,65,67,68,69,70,71,73,74,76,77,78,79,80,81,82,83,84,85,87,88,89,90,91,92,95,96,97,98,100,101,102,103,105,106,107,108,109,114,115,116,117,118,119,122,123,124,125,126,127,128,129,132,133,134,135,136,137,139,142,144,145,146,147,148,153,155,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,183,184,187,188,189,191,193,194,195,197,198,199,200,203,204,205,206,207,208,209,210,211,212,213,214,215,217,218,219,221,222,224,225,226,227,228,293,294,295,297,299,300,302,303,304,305,306,307,310,312,313,314,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,338,339,341,342,343,344],parameter:[33,176,228],paramfil:41,paraphras:[57,104],paras_mod:74,parastart:302,paren:[28,187,188,305,334],parens_bracket:[298,312],parent:[57,60,71,78,91,106,113,115,116,117,119,129,169,176,276,294,334,335,336],parent_index:334,parent_indic:334,parentchar:[334,336],parentedtre:[294,334],parenthas:117,parenthasi:117,parenthes:[23,25,28,118,293,303,305,312],parenthesi:[25,57,61,302,305],parenwidget:117,paresd:118,pari:179,pars:[0,2,7,8,14,16,25,26,27,28,29,57,59,61,65,68,75,77,79,87,94,97,105,107,109,118,119,123,126,178,179,180,183,184,185,188,191,193,194,276,294,304,314,319,334,336,343,347,349,351],parse_al:157,parse_condit:178,parse_corpu:[57,79,87],parse_dog:160,parse_dr:178,parse_fileid_xform:[57,79,87],parse_fox:160,parse_friend:160,parse_index:178,parse_john:160,parse_mari:160,parse_megam_weight:34,parse_on:[157,166],parse_output:220,parse_repp_output:304,parse_s:[157,160,166,172,191],parse_tadm_weight:41,parse_tagged_s:166,parse_text:160,parse_to_compil:184,parse_to_mean:184,parse_to_read:123,parse_token_stream:319,parse_tweets_set:194,parse_vari:178,parse_weka_distribut:44,parse_weka_output:44,parse_with_bindop:180,parse_wolf:160,parseappl:16,parsed_doc:[57,72],parsed_docu:[57,68],parsed_para:[55,57,61],parsed_s:[55,57,59,61,68,70,107,163,347],parsed_word:[57,61],parseprimitivecategori:16,parser:[1,2,3,7,8,14,16,25,26,27,28,29,109,118,119,123,156,157,158,159,160,162,163,164,166,167,168,169,170,171,172,173,174,175,178,181,187,188,214,304,349],parser_annot:160,parser_arg:[159,162,164],parser_dirnam:166,parser_eag:173,parser_model:158,parser_opt:158,parser_std:173,parseri:[14,26,156,157,158,159,160,166,168,170,171,172,173,175],parserul:202,parsesubscript:16,parsimoni:195,part:[1,28,55,57,64,68,71,74,77,79,87,91,97,103,105,115,117,132,133,139,153,159,162,169,179,189,196,206,208,209,210,214,217,219,221,293,294,302,310,325,333,334,336,344,349],part_holonym:105,part_meronym:105,parti:[317,318,321,328,330,332,341,349],partial:[2,14,36,57,71,102,111,118,145,159,164,168,170,173,214,305,333],partial_names_demo:43,particip:[57,64,71,103],participant_property_kei:[57,64],participl:87,particl:216,particular:[14,25,28,33,43,52,57,71,78,90,102,117,118,119,143,147,159,164,167,168,169,170,175,176,179,189,219,228,294,295,305,306,323,324,325,326,334,338,349],particularli:[14,52,57,71,195],partli:195,pass:[14,34,43,57,61,62,64,71,85,88,97,105,110,116,122,129,130,132,139,154,159,162,164,167,168,172,176,181,183,188,193,203,214,215,293,294,302,310,314,322,323,324,325,326,334,335,336,338,344,349],passiv:[87,159],passonneau:145,passthroughboxerdrsinterpret:178,password:[343,346],past:[87,115,212,219,340,341],pastorali:107,pat:[57,71,166],patch:301,path:[34,39,54,57,58,59,60,63,64,65,68,69,70,71,73,74,77,80,81,82,83,84,91,92,96,97,100,102,103,105,106,107,108,109,111,116,118,127,129,141,158,166,167,170,178,214,215,217,218,220,294,304,334,339,342,343,349],path_point:[57,59],path_similar:[57,105],path_to_bin:[129,215],path_to_dict:309,path_to_jar:[129,160,172,220,308,309],path_to_model:[215,309],path_to_models_jar:[160,172],path_to_sihan_corpora_dict:309,path_to_slf4j:309,path_to_tre:116,pathnam:342,pathpoint:[57,58,59,60,63,64,65,68,69,70,71,73,74,80,81,82,83,84,91,92,96,97,102,103,105,106,107,109],patient:349,patil:321,pattern:[18,23,28,57,58,59,62,65,67,70,71,84,85,88,89,97,102,152,188,189,201,276,293,294,297,303,310,334],paul:349,paulo:349,paus:60,pb:60,pc:173,pcfg:[109,119,168,174,175,349],pchart:156,pcm:98,pcv:102,pdf:[12,42,53,57,83,104,137,145,179,221,259,282,304,317,318,319,321,328,332,335,343,349],pdist:176,pdt:209,pe08:349,peak:310,pearson:143,peculiar:89,pedersen:[57,92,105,143],pee:66,peg:[326,327],penalti:[145,302,317,328,330,332,333],penn:[57,61,79,87,161,203,209,312,334,336,349],peopl:[62,105,141,151,336,351],pep8:349,per:[28,38,57,65,71,73,79,87,98,102,104,105,174,218,224,311,321,328,339],percent:[29,160,176,189],perceptron:209,perceptrontagg:217,pereira:179,perfect:[87,329],perfect_and_progress:87,perfectli:219,perform:[7,8,14,15,18,26,28,30,33,36,39,51,52,57,65,102,117,118,122,125,127,144,146,169,170,171,178,181,187,188,193,194,198,200,211,214,219,221,224,227,293,294,299,301,302,307,312],period:[213,302,311,312],period_comma_follow:301,period_comma_prece:301,period_context_r:302,period_fin:302,periodcategori:334,peripher:[57,71],perkin:349,perl:[53,57,104,105,313],perldoc:[57,104],perluniprop:[57,104],permil:189,permiss:[62,67,73,81,86,88,89,92,111],permit:228,permut:[13,15,147,180],perp:189,perplex:[132,133],persian:311,persist:52,person:[23,29,87,111,160,189,220,347],perspect:[57,71],perspectiv:[57,71],perspective_on:[57,71],pertainym:105,peter:[322,323,324,325,326,327,349,351],petersburg:313,petro:349,petrov:216,pevzner:148,pfeat:228,pformat:[176,334],pformat_latex_qtre:334,pg:[299,307],phags_pa:313,pharaoh:320,phd:[98,142,184,187,299],phenomena:167,phenomenon:324,phi:[143,189,324,325,326],phi_sq:143,philip:89,philipp:[322,323,324,325,326,327,333],philosophi:107,phn:[57,98],phone:[57,98,160,297,349],phone_tim:[57,98],phone_tre:[57,98],phone_word_r:297,phonem:[30,66,98,299,307],phonet:[57,98,142,247],phonetik:[299,307],phonolog:[142,299,307],php:[57,64],phrasal:[119,335],phrase:[25,26,28,57,67,71,86,152,293,316,317,331,333,334],phrase_bas:315,phrase_extract:331,phrase_t:333,phraset:[316,333],phrasetableentri:[316,333],phyast:110,physical_ent:[57,105,343],pi0:317,pi:[94,129,141,189],pick:[184,328],pickl:[102,109,194,217,224,302],picklecorpusview:102,pictur:[57,89],piec:[52,57,68,71,79,87,119,156,160],pierr:163,pietra:[322,323,324,325,326,327],pihs4:202,pine:344,ping:66,piou:293,pip:348,pipe:[129,160,161,215,311],pipelin:[38,39,172,273],pitt:110,piv:189,pivot:169,pixel:117,pk:148,pl196x:57,pl196xcorpusread:[57,84],pl:[16,57,74,78,104,109,179,301,311,317,330],place:[25,42,57,74,116,117,118,131,155,161,164,168,194,213,219,326,333,334,335,339,349],placehold:[57,71],placement:[326,335],placent:[57,105,343],plai:[57,98,167,347],plain:[57,67,335],plaintext:[57,101,161,302],plaintextcorpusread:[57,85,101,108],plan:118,plane:313,platform:[109,111,347,349],plausibl:[184,341],pleas:[0,55,160,173,195,209,214,221,229,295,303,306,308,312,313,332,347,348,349],plot:[114,176,194,224,293,310,349],plu:[57,91,118,122,188,189,294,334,343,347,349],plug:185,plur2s:[198,199],plural:[198,199,212,219],plusmn:189,ply:202,pm:[57,104,338,341],pmi:[143,193,194],pmod:163,pn:317,png:161,po:[14,27,33,39,57,59,60,61,62,63,64,68,69,70,71,73,74,80,82,83,91,93,96,103,105,106,107,118,160,166,172,174,178,208,209,211,212,213,214,215,216,217,218,220,221,224,226,227,228,334,344,349],poesio:141,point:[28,57,64,71,77,79,87,108,109,160,176,211,214,224,226,313,319,320,326,327,331,346],point_entropi:214,pointer:[57,59,60,63,64,68,69,70,71,74,79,80,82,83,87,91,96,103,105,106,107,109,159,334],pointwis:[143,214],poisson:143,poisson_stirl:143,polar:[57,62,194],polarity_scor:195,polic:194,polici:310,poliqarp:[57,78],polish:[57,78,104],politi:107,polysem:[57,71],pool:[57,83],poor:[160,173],pop:[118,128,334],pop_first:128,popen:129,popitem:[52,118],popov:318,popul:[132,139,179,193,194],popular:[336,348],population_of:179,popup:8,port:[10,57,104,142,160,205,206,301,311,312,313,319,349],porta:205,porter:[196,206,274,349],porterstemm:[203,206,274,328,349],portertest:274,portion:[7,8,14,16,28,57,59,98,159,168,170,171,175,221,302],portugues:[57,104,205,206,349],portuguese_en_fixt:229,portuguesecategorizedplaintextcorpusread:[57,85],portuguesestemm:206,pos1:[57,75],pos2:[57,75],pos3:[57,75],pos_in_tre:[57,68],pos_m2:228,pos_m33:228,pos_scor:[57,93],pos_tag:[91,166,174,209,269,347],pos_tag_s:209,pos_tagset:[57,71],pose:[57,71],posid1:[57,75],posid2:[57,75],posid3:[57,75],posit:[14,23,28,29,33,36,57,58,63,65,70,71,73,74,79,81,84,87,89,92,93,97,102,105,109,115,117,118,119,129,148,154,155,159,164,167,168,179,194,195,213,214,224,226,227,228,276,293,294,316,318,322,323,324,325,326,327,332,333,334,343],position_of_ngram:332,positive_featureset:36,positive_prob_prior:36,positivenaivebay:30,positivenaivebayesclassifi:36,posix:109,poss:160,posscor:93,possibl:[13,14,16,23,28,33,34,36,46,53,57,62,64,68,71,74,105,109,111,116,117,118,119,132,139,145,147,153,157,159,162,164,167,168,169,170,171,174,175,176,180,183,189,211,213,214,221,224,226,228,294,298,302,312,316,322,323,324,325,326,329,331,334,341,343,344],possible_st:213,possible_transit:213,possibleanteced:181,post:[57,80,312,341,346,349],postag:[211,224],postag_tre:27,postord:334,postpl:228,postposit:216,postscript:[117,182],potato:[57,71],potenti:[69,118,119,141,302],pound:189,pour:148,power:[143,219],powershot:[57,89],pp1:202,pp560:94,pp:[29,86,94,148,160,172,176,198,218,299,307],ppattach:57,ppattachmentcorpusread:[57,86],ppdb:[57,104,349],ppdp:169,pprint:[57,68,71,103,105,176,334,343],pprint_fram:[57,103],pprint_memb:[57,103],pprint_subclass:[57,103],pprint_themrol:[57,103],pr:[214,343],practic:[57,71,317,321,328,330,332,336,347],pragmat:145,prasa:[57,74],pre1:201,pre32:201,pre:[25,57,85,111,132,139,166,172,173,213,217,302,303,328,334,349],prec_count:317,preced:[28,33,57,71,98,102,132,133,145,195,201,219,276,293,302,312],precis:[28,29,57,77,147,193,221,226,317,318,321,328,332],precomput:176,precondit:[33,173],pred:[185,188,294],predhold:125,predic:[15,57,79,87,125,178,179,185,188,294],predict:[34,38,52,57,71,164,176,217,323,324,325],predictor:159,predictorrul:162,predid:[79,87],pref:[198,199],prefac:[57,58,63,65,70,73,74,81,84,85,92,97,102,107],prefer:[176,179,299,301,333],prefix:[32,57,104,111,116,118,130,145,159,168,173,198,199,201,202,207,274,341],prefix_replac:207,prefix_step2a_success:206,prefix_step3a_noun_success:206,prefix_step3b_noun_success:206,preflabel:179,prejudic:[57,71],preliminari:25,premis:125,preorder:334,preosta:107,prep:[57,71,86],prepar:[92,310,349],prepend:109,preposit:[57,71,86,189,216,325],preprocess:[38,119,132,194,328],presenc:[145,194],present:[33,42,52,57,87,105,118,122,129,149,167,168,169,193,198,199,203,317,322,323,324,325,326,334,349],preserv:[46,105,115,118,132,139,178,297,314],preserve_cas:297,preserve_lin:295,presid:36,press:[72,299,307,322,323,324,325,326,327,333],presum:202,presuppos:[57,71,312],pretermin:119,pretrain:217,pretti:[32,57,103,159,181,189,334,335,343],pretty_format:[32,144,159,181,186],pretty_format_edg:159,pretty_format_leav:159,pretty_print:[160,181,334],prettydict:[57,71],prettylazyconcaten:71,prettylazyiteratorlist:71,prettylazymap:71,prettylist:[57,71],prev:182,prevent:[28,33,115,119,122,127,194],previou:[30,57,71,111,149,159,170,171,199,219,302,325,326,327,335,341,346],previous:[57,105,151,193,314,326,334],previous_cept:327,previous_edg:159,previous_in_tablet:327,prevword:[30,33],price:349,prim_onli:13,primari:[15,43,66,179,219],primarili:117,prime:189,primit:[13,16,52],primitivecategori:13,princeton:[57,105],principl:[57,71,299,307,317,318,321,328,330,332],print:[7,8,14,28,29,30,32,33,46,51,55,57,71,89,93,100,103,105,109,110,115,117,122,123,124,126,127,129,132,144,159,160,161,173,174,176,179,181,183,188,189,193,199,205,206,208,209,211,214,219,224,226,276,293,302,304,309,311,316,317,322,323,324,325,326,331,334,335,340,341,343,349],print_assumpt:[122,124,126],print_concord:293,print_error_to:111,print_grammar:[159,162,164],print_pars:168,print_proof:125,print_sent:164,print_str:343,print_template_statist:[211,212],print_tim:[159,162,164],print_to_fil:117,print_tre:[159,162,164],printccgderiv:14,printccgtre:14,printtyp:188,printunus:[211,212],prior:[33,36,46,48,117,214,302,317,319,322,323,324,325,326,332],prison:160,privileg:346,prn:[160,172],pro:[57,88,181],pro_w4:201,pro_w53:201,pro_w54:201,pro_w64:201,pro_w6:201,prob:[33,35,119,168,176,293,334],prob_alignment_point:[322,323],prob_all_align:[322,323],prob_classifi:[31,33,35,44],prob_classify_mani:[31,38,44],prob_dict:176,prob_dist:176,prob_kwarg:[176,334],prob_of_align:327,prob_single_quot:311,prob_t_a_given_:[322,323,324,325,326,327],probabilist:[109,119,156,167,168,169,174,175,176,214,349],probabilistica:[176,334],probabilisticbottomupinitrul:168,probabilisticbottomuppredictrul:168,probabilisticdependencygrammar:[119,169],probabilisticfundamentalrul:168,probabilisticleafedg:168,probabilisticmixin:[176,334],probabilisticnonprojectivepars:167,probabilisticproduct:119,probabilisticprojectivedependencypars:169,probabilistictre:334,probabilistictreeedg:168,probability_chang:333,probability_fixt:229,probability_t:[322,323,324,325,326],probabl:[0,14,28,31,33,35,36,38,46,47,48,119,132,135,147,156,168,169,175,214,219,221,316,319,322,323,324,325,326,327,333,334,336,341,349],probdist:176,probdist_dict:176,probdist_factori:176,probdisti:[31,33,35,38,44,147,176,214],problem:[25,38,46,57,71,109,154,196,304,317,349],proce:310,procedur:[119,167,170],proceed:[57,62,67,81,83,86,88,89,94,145,146,168,173,200,317,318,328,330,332,344],process:[0,2,14,25,26,31,46,48,49,50,57,59,60,63,64,68,69,70,71,74,80,82,83,85,91,94,96,102,103,105,106,107,109,117,118,123,140,157,159,167,168,170,171,176,179,188,191,197,198,201,210,214,217,221,224,230,296,300,305,310,314,326,327,333,334,338,339,341,343,347,349],process_bundl:179,process_next_express:188,process_quoted_token:188,process_thread:123,prod:[119,175,189],produc:[14,29,33,46,48,52,57,105,118,119,136,141,156,159,161,162,164,167,168,170,171,174,175,176,178,185,198,212,219,221,224,293,295,302,310,319,320,324,325,326,332,334,335,340],product:[7,8,33,57,89,113,119,123,145,159,164,168,169,170,171,175,214,217,228,334,336],product_reviews_1:[57,89],product_reviews_2:89,productionlist:113,profil:42,program:[57,105,116,117,123,129,156,159,161,162,175,178,182,203,206,214,293,319,336,343,347,349],programm:349,progress:[7,87,111],progress_bar:343,progressmessag:111,proj:221,project:[22,42,57,66,103,167,169,173,221,230,335,345,347,349,351],projective_prob_parse_demo:169,projective_rule_parse_demo:169,projectivedependencypars:156,prolog:[178,179],promin:131,promis:198,promo:53,prompt:[117,168,175],pron:[77,167,216],prone:315,pronoun:[89,181,216],pronounc:66,pronunci:[57,66,349],proof:[122,124,126,127,128],proof_str:[122,126],prop:[57,71,128,183,189],propag:[57,71,117,183],propagate_semtyp:[57,71],propbank:[57,71,349],propbankchaintreepoint:87,propbankcorpusread:[57,87],propbankinflect:87,propbankinst:[57,87],propbankpoint:87,propbanksplittreepoint:87,propbanktreepoint:87,propdemo:183,proper:[179,216],properli:[108,276],properti:[33,57,59,71,79,87,102,104,109,111,115,116,118,122,123,124,125,132,139,143,160,174,176,179,181,183,188,195,209,210,214,219,220,226,227,228,294,297,302,316,321,333,334,346],property_nam:226,propfil:[57,87],propn:179,proportion:317,propos:[200,203,299,307,333],proposit:[178,183],pros_con:57,prosconscorpusread:[57,88],prose:[57,107],prosodi:299,protocol:[102,109,174],prototyp:349,prove:[121,122,123,124,125,126,127,128,145],proven:125,prover9:[121,124,349],prover9_input:126,prover9command:126,prover9commandpar:[124,126],prover9except:126,prover9fatalexcept:126,prover9limitexceededexcept:126,prover9par:[124,126],prover:[122,123,125,126,127,128,181,188,349],provercommand:[122,126],provercommanddecor:[122,125],proverparseerror:[125,127,128],provid:[14,42,52,53,55,57,59,68,71,79,81,84,87,89,90,96,98,106,109,111,117,118,120,126,129,132,133,135,142,143,145,151,154,158,159,161,166,167,168,173,176,177,179,183,185,202,206,214,221,274,293,295,338,341,343,347,349],provied:309,provis:202,proxi:[71,108,341,343],prp:[160,172,217],prt:[77,209,216],prune:[326,333],ps:[86,128],pseudo:[107,147,175],pseudocod:32,pseudosent:310,psi:189,pst:[57,71],psy:[57,64],pt:[57,71,104],ptb:216,ptbtoken:308,ptcl:216,pth:342,ptree:334,pu:173,publicdomain:[57,83],publicli:200,publicystyczni:[57,74],publish:[142,203,330,347,349],pull:[160,189],punc:167,punc_list:195,punct:[160,172,181,187,188,301],punct_1:301,punct_2:301,punct_regex:301,punctuat:[42,57,58,60,61,62,64,65,67,77,80,81,84,85,88,89,91,97,100,104,106,163,167,194,216,221,295,298,302,312],punkt:[57,85,295,349,351],punktbaseclass:302,punktlanguagevar:302,punktparamet:302,punktsentencetoken:[57,85,295,302],punkttoken:302,punkttrain:302,pup:[57,104],pup_numb:301,pup_punct:301,pup_symbol:301,purchas:[57,89,349],pure:195,purg:183,purpos:[28,35,43,57,105,110,115,117,129,132,169,193,214,223,322,323,324,325,326,336,338],put:[57,61,103,118,128,132,155,297],put_al:128,put_atom:128,py3_data:54,py:[10,14,39,111,218,226,227,228,230,301,349],pyfound:349,pylab:293,pypi:[213,348],python25:111,python38:348,python:[0,10,14,25,38,52,57,98,102,104,108,109,110,111,115,118,129,130,132,134,141,178,179,200,201,203,212,213,217,224,294,301,303,311,313,338,339,341,343,346,347,349,351],pythonhom:111,pyupgrad:349,q14:[57,104],q:[7,8,77,111,142,188],qin:321,qtree:334,quadgram:[53,143],quadgram_fd:53,quadgramassocmeasur:[143,349],quadgramcollocationfind:53,quadro:205,quadrupedibu:107,qualifi:130,qualiti:[46,57,82,89,307,330,332],quant:188,quanti:[57,71],quantifi:[122,180,188,251],quantifiedexpress:188,quantit:176,quantiti:[46,334],quarter:160,que:205,queer:293,quel:148,queri:[22,117,179,189,293,334,340,341],question:[23,24,95,111,143,178,340,349],queue:[168,174],quick:[154,160,172,217],quiet:[44,111,183],quit:[7,8,23,25,57,77,89,173,195,321],quoc:321,quot:[22,57,74,118,129,188,189,276,312,313,334],r0:[123,332],r1:[123,332],r2:332,r5:332,r:[8,23,25,57,60,66,71,75,77,93,105,109,110,123,125,132,139,142,144,147,176,188,201,208,212,219,227,312,313,317,318,321,330,332,343],r_nr:176,ra2:202,rabin:214,race:98,radic:189,radiu:117,rae0:202,rain:145,rais:[13,14,15,28,34,52,57,59,84,108,109,115,117,118,119,127,129,130,132,134,139,144,147,176,183,187,188,206,226,227,228,293,305,328,334,341,343],raise_on_error:111,raise_unorderable_typ:129,raita:148,rakuten:301,ramakrishnan:343,rami:[160,220],randn:310,random:[46,50,102,133,147,168,214,224,293],random_sampl:214,random_se:[132,133,293],randomchartpars:168,randomis:50,randomli:[147,176,194,214],rang:[29,30,33,57,105,118,149,159,176,189,214,224,226,313,316,321,334],range_r:118,rangefeatur:118,rank:[33,53,57,71,149,211,332],rank_gap:149,ranks1:149,ranks2:149,ranks_from_scor:149,ranks_from_sequ:149,rape:160,rapid:153,raquo:189,rare:[33,195,302],rarr:189,rate:[25,62,146,209,259,304,329,340,341],rater:349,rather:[32,35,53,57,71,105,109,118,143,161,164,176,179,201,211,224,302,314],ratio:[53,117,143,176,317,321],ratnaparkhi:86,raw:[55,57,59,78,100,109,111,166,221,259,310,340,346],raw_field:314,raw_freq:143,raw_mod:[57,78],raw_pars:[160,172],raw_parse_s:[160,172],raw_tag_s:160,rb:[160,209,212,219,347],rcb:[298,312],rceil:189,rcon:189,rdparser:1,rdparser_app:1,rdquo:189,re2:202,re:[13,25,28,33,43,57,58,62,65,67,70,85,88,89,97,102,108,109,111,117,118,122,127,132,179,195,200,214,298,300,301,302,303,311,312,317,325,332,348,349],re_boundary_realign:302,re_show:343,reach:[7,32,57,89,102,105,159,194,334,338,341],reachabl:51,read:[39,42,52,55,57,58,59,61,62,63,65,66,67,68,70,73,74,75,77,81,83,84,86,88,89,92,95,97,98,99,102,104,105,106,109,115,118,123,129,161,183,185,200,224,314,316,317,321,327,332,334,340,342],read_:129,read_alignedsent_block:[57,58,102],read_app_valu:118,read_blankline_block:[57,65,70,85,97,102],read_block:[57,58,63,65,70,73,74,77,78,84,92,97,102,106],read_cmudict_block:66,read_depgraph:186,read_fil:184,read_fstruct_valu:118,read_grammar:119,read_int:129,read_int_valu:118,read_leaf:334,read_line_block:102,read_log:188,read_logic_valu:118,read_nod:334,read_numb:129,read_parti:118,read_regexp_block:102,read_rul:205,read_sent:191,read_set_valu:118,read_sexpr_block:102,read_str:129,read_str_valu:118,read_sym_valu:118,read_timit_block:98,read_tuple_valu:118,read_typ:188,read_valu:[118,183],read_var_valu:118,read_whitespace_block:102,read_wordpunct_block:102,readabl:[109,141,225,293,302,313,344,349],reader:[42,43,52,109,188,328,347,349],reader_cl:108,readerror:129,readi:132,reading_command:123,readingcommand:123,readlin:[102,109],readm:[57,59,81,82,105,257],real:[132,146,176,189,228,324],realign:302,realign_boundari:302,realiti:[57,71],realiz:[57,71],realli:[24,188,195,312],reason:[57,85,123,125,132,135,188,214,311,340,343,347],rebbani:199,rebecca:304,rebuilt:39,recal:[28,29,147,193,318,321,328],recalcul:[46,50,132,139,302],recdat:98,receiv:[35,123,209,340],recent:[7,8,57,89,102,115,159,170,171,219,226,227,228,305,341],rechunk:[26,29],recip:[115,154,349],recogn:[33,90,162,183],recognis:349,recognit:[72,214,349],recommend:[25,28,57,89,100,118,148,203,209,219,295,304,346,348],reconstruct:[52,142,159,164],record:[2,7,8,29,30,60,91,98,105,111,119,145,159,168,170,171,175,176,179,312,314,321],recov:[294,341],rectangl:117,recurs:[1,7,25,57,105,111,170,177,181,183,188,221,343],recursivedesc:156,recursivedescentpars:[156,170],red:[115,117,217,335],redefin:[176,334],redesign:349,redirect:[129,160,161],redirect_arc:161,redo:349,reduc:[1,8,46,48,49,50,51,52,109,171,173,199,212,302],reduce_len:297,reduce_lengthen:297,reducible_product:171,reduct:[8,43,51,57,71,171,178],redund:[13,105],reentranc:118,reentrant:118,ref1:[318,321],ref1a:[317,321,332],ref1b:[317,321,332],ref1c:[317,321,332],ref2:318,ref2a:[317,321,332],ref:[60,72,144,148,178,181,318,321,329,330,332],ref_len:330,refactor:349,refer:[25,28,33,52,60,78,94,115,118,143,144,146,147,148,161,164,167,170,178,179,181,226,290,299,307,311,317,318,320,321,322,323,324,325,326,327,328,329,330,332,333,334,335,336,338,341,343,349],referenc:[319,333],reference1:[317,328,330],reference2:[317,328,330],reference3:[317,328,330],referenced_label:178,referringentri:[57,71],refin:[32,224,336],reflect:[23,26,167,194,310,334,343],reflex:[119,179,343],reg:189,regard:[42,214,304],regardless:[109,159],regex:[57,71,129,276,297,298,312],regex_remove_punctu:195,regexflag:303,regexp:[25,57,58,59,60,61,62,63,64,65,67,68,69,70,71,74,77,79,80,81,82,83,85,87,88,89,91,95,96,97,100,101,102,103,105,106,107,118,196,219,293,295,297,313,343],regexp_span_token:313,regexp_tagg:219,regexp_token:303,regexpchunkpars:[3,28],regexpchunkrul:28,regexppars:28,regexpstemm:204,regexptagg:[212,219],regexptoken:[57,58,65,70,97,303],regim:214,region:[57,98,117,179],region_domain:105,regist:[116,117,130,131,341],register_tag:130,regress:[38,176,257],regular:[1,3,6,23,25,28,29,33,57,59,60,63,64,68,69,70,71,74,80,82,83,84,85,90,91,96,103,105,106,107,129,189,204,213,219,293,294,295,297,302,303,312,313,334,343],rei3i:202,reilli:[0,347,349],reject:174,rel:[29,53,57,59,79,87,102,105,109,115,132,146,161,173,178,179,183,184,186,211,224,226,228,313,325,328,334],rel_nam:179,relat:[57,62,64,67,71,81,88,89,90,105,111,118,119,129,148,161,167,169,173,178,179,183,184,188,189,276,294,325],relation_list:[57,64],relationship:[52,57,62,105,119,169],reldict:189,releas:[109,347,351],relev:[30,57,100,142,179,183,195,338],relextract:177,reli:[132,178],reliabl:349,relief:115,reload:224,relsym:189,remain:[8,33,57,61,71,85,97,109,117,129,132,170,171,173,176,214,326,327,333],remaind:[153,154,159,162,164],remaining_text:[170,171],remark:195,rememb:[7,170],remi:297,remov:[26,28,51,52,57,85,109,116,117,118,119,123,149,161,167,170,173,178,183,188,194,196,197,198,199,200,201,202,204,228,259,297,302,312,314,326,333,334,336,349],remove_blank:314,remove_by_address:161,remove_callback:117,remove_child:[116,117],remove_choic:78,remove_dupl:[123,184,194],remove_empty_top_bracket:334,remove_handl:297,remove_preprocessed_fil:78,remove_punctu:42,remove_unitary_rul:119,remove_vari:118,remove_widget:117,ren:94,renam:[118,181,188],rename_var:118,rename_vari:118,render:[117,189],renumber_sent:178,reorder:[325,333,349],reparameteris:46,repars:[178,180],repeat:[46,50,102,118,119,297,302,317,326,327,341],repeatedli:[170,171,176],repetit:[25,28,185],repl:28,repl_xx:200,repl_xx_back:200,replac:[1,6,13,16,28,51,57,64,71,74,109,115,116,117,118,119,125,127,131,159,164,167,181,184,188,194,198,199,202,207,227,297,324,333,339,340],replace_al:128,replace_back:200,replace_bound:[181,188],replace_child:[116,117],replace_qu:125,replace_to:200,replace_xmlent:[57,74],replacement_tag:227,replic:142,report:[28,86,123,153,194,212,318,349],repp:295,repp_dir:304,repp_dirnam:304,repp_output:304,repptoken:304,repr:[71,118,189,224,227],repres:[2,13,14,15,16,25,30,33,34,41,49,51,57,62,67,71,82,89,91,98,100,105,107,118,119,122,123,141,156,157,159,162,167,168,169,170,173,176,177,183,185,188,193,194,214,217,220,221,294,295,300,302,310,316,322,323,325,326,327,331,333,334,343],represent:[13,14,16,28,32,44,57,75,103,105,117,118,122,130,144,159,161,166,167,169,173,175,176,178,179,180,181,185,188,191,194,222,226,227,299,314,316,334,335,343],reprfunc:115,reproduc:[132,133,293],request:[10,102,117,131,152,310,341,349],requir:[10,25,33,46,52,53,57,64,71,84,102,109,117,126,132,135,139,141,143,145,146,166,168,169,176,179,183,193,196,198,201,210,214,224,293,294,295,302,306,317,321,324,325,327,334,336,339,341,344,346,348],requiresf:[57,71],rerank:158,reranker_featur:158,reranker_opt:158,reranker_weight:158,rerankingpars:158,res_similar:[57,105],rescal:145,research:[0,57,64,73,103,145,161,201,347],research_pap:259,reserv:[35,122,131,159,162,164,176,327],reset:[7,8],reset_cach:214,reset_id:13,reset_prob:[324,325,326,327],reset_workspac:113,resid:109,resiz:[111,116,182],resnik:[57,105],resolut:[89,121,178,349],resolution_test:127,resolutionprov:127,resolutionprovercommand:127,resolv:[57,79,87,123,178,188,349],resolve_anaphora:181,reson:299,resourc:[57,83,93,103,109,137,215,347],resource_nam:109,resource_url:109,resp:[57,60,71],respect:[38,57,62,71,89,117,122,129,132,143,167,179,214,317,321,325,329,330,334],respond:[18,22,23,24],respons:[23,24,60,115,117,126,340,341,349],rest:[16,33,57,61,119,200,340,341],restart:[108,159],restr:13,restrict:[13,15,57,59,71,105,113,118,132,159,162,164,189,334,341,343],result:[13,15,28,29,52,57,71,74,77,86,98,102,105,106,109,117,118,119,122,123,124,125,126,127,132,139,141,142,143,145,149,156,159,160,161,168,173,174,175,176,179,188,193,194,198,199,203,209,212,221,293,302,311,313,317,318,332,333,334,339,340,343],resum:[14,159,162,164,168],retag:210,retain:[53,105,302],retir:341,retoken:300,retract:122,retract_assumpt:122,retract_bind:118,retract_sent:123,retri:341,retries_after_twython_except:341,retriev:[57,62,67,68,71,81,96,105,109,111,133,148,176,180,189,199,216,319,321,337,341,342,349],retry_count:341,retry_in:341,return_conf:217,return_str:[298,301,311,312],returncod:126,retweet:[194,341],retweet_count:339,reus:[224,334],reuter:349,reveng:[57,71],revers:[115,118,145,312,316,317,334],revert:298,review:[57,62,81,194,349],review_lin:89,reviewlin:89,reviewscorpusread:[57,89],revis:[111,349],revword:155,reward:321,rewards_and_punish:[57,71],rewind:[57,67],rewrit:349,rewritten:[57,71],rfloor:189,rflorian:211,rgoodtur:176,rh:[14,119,159,162,164,168,175,185],rho:[189,332],ri:144,ribe:[332,349],ribes_scor:315,rid:[42,123],riedel:349,riesa:321,right:[7,8,14,15,24,25,28,30,57,64,110,111,117,119,131,132,144,154,159,161,164,168,170,171,173,174,175,189,195,206,215,219,224,312,325,326,334,336,343,346,349],right_arc:173,right_children:161,right_context_tag_pattern:28,right_edg:[14,159,164,168],right_pad_symbol:[132,343],right_sibl:334,right_tag_pattern:28,rightarc:173,rightarrow:117,rightmost:[8,154,169,171,222],rightward:[116,117,169],riot:194,risc:205,risca:205,rise:[46,49],ritheu:107,river:179,rkt:301,rl:321,rlevi:137,rlm:189,rnc:216,rng:[50,214],ro2:202,ro:[57,104],robert:[298,312,322,323,324,325,326,327,349],robin:349,robinson:349,robust:[132,198],rocl:94,role:[57,68,71,79,87,103,196],roles_demo:189,roleset:[57,68,79,87],roleset_id:[57,79,87],romanc:[57,64],romanian:[57,104,206],romanianstemm:206,rood:107,roof:116,roof_color:116,roof_fil:116,root:[27,28,29,57,58,59,60,61,62,63,64,65,67,68,69,70,71,74,75,76,77,78,79,80,82,83,85,87,88,89,90,91,93,95,96,97,98,100,101,102,103,105,106,107,111,116,117,119,159,160,161,163,164,169,170,172,173,178,191,201,334,335,336,343],root_hypernym:105,root_label:[28,29,57,68],root_semrep:191,roottyp:[57,71],rosneft:90,rot:[57,71],roth:349,rouko:317,round:[145,317,323,324,325,326,328,332,338,341],row:[57,62,115,155,179,194,335],row_index:115,rowconfig:115,rowconfigur:115,rowvalu:115,royalti:349,rr1:202,rr93:145,rr94:145,rr:118,rrb:[160,172,298,312],rsaquo:189,rsb:[298,312],rslp:196,rslpstemmer:205,rsquo:189,rst:229,rstrip:311,rt1:202,rte1:90,rte2:90,rte3:90,rte:[37,57,349],rte_classifi:30,rte_featur:37,rte_pair:37,rtecorpusread:[57,90],rtefeatureextractor:37,rtepair:[37,57,90],rtext:170,rtupl:189,rtype:[47,57,71,100,122,132,133,134,135,145,146,148,153,157,158,167,183,189,213,317,333],ru2:202,ru:[57,104,209,216],rude:18,rude_chat:21,rudnick:321,rug:42,rule:[2,7,8,13,14,15,25,28,35,57,71,107,119,145,159,162,164,167,168,169,176,179,195,196,202,211,212,223,224,226,228,251,293,304,3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module","nltk.internals module","nltk.jsontags module","nltk.lazyimport module","nltk.lm package","nltk.lm.api module","nltk.lm.counter module","nltk.lm.models module","nltk.lm.preprocessing module","nltk.lm.smoothing module","nltk.lm.util module","nltk.lm.vocabulary module","nltk.metrics package","nltk.metrics.agreement module","nltk.metrics.aline module","nltk.metrics.association module","nltk.metrics.confusionmatrix module","nltk.metrics.distance module","nltk.metrics.paice module","nltk.metrics.scores module","nltk.metrics.segmentation module","nltk.metrics.spearman module","nltk.misc package","nltk.misc.babelfish module","nltk.misc.chomsky module","nltk.misc.minimalset module","nltk.misc.sort module","nltk.misc.wordfinder module","nltk.parse package","nltk.parse.api module","nltk.parse.bllip module","nltk.parse.chart module","nltk.parse.corenlp module","nltk.parse.dependencygraph module","nltk.parse.earleychart module","nltk.parse.evaluate module","nltk.parse.featurechart module","nltk.parse.generate module","nltk.parse.malt module","nltk.parse.nonprojectivedependencyparser module","nltk.parse.pchart module","nltk.parse.projectivedependencyparser module","nltk.parse.recursivedescent module","nltk.parse.shiftreduce module","nltk.parse.stanford module","nltk.parse.transitionparser module","nltk.parse.util module","nltk.parse.viterbi module","nltk.probability module","nltk.sem package","nltk.sem.boxer module","nltk.sem.chat80 module","nltk.sem.cooper_storage module","nltk.sem.drt module","nltk.sem.drt_glue_demo module","nltk.sem.evaluate module","nltk.sem.glue module","nltk.sem.hole module","nltk.sem.lfg module","nltk.sem.linearlogic module","nltk.sem.logic module","nltk.sem.relextract module","nltk.sem.skolemize module","nltk.sem.util module","nltk.sentiment package","nltk.sentiment.sentiment_analyzer module","nltk.sentiment.util module","nltk.sentiment.vader module","nltk.stem package","nltk.stem.api module","nltk.stem.arlstem module","nltk.stem.arlstem2 module","nltk.stem.cistem module","nltk.stem.isri module","nltk.stem.lancaster module","nltk.stem.porter module","nltk.stem.regexp module","nltk.stem.rslp module","nltk.stem.snowball module","nltk.stem.util module","nltk.stem.wordnet module","nltk.tag package","nltk.tag.api module","nltk.tag.brill module","nltk.tag.brill_trainer module","nltk.tag.crf module","nltk.tag.hmm module","nltk.tag.hunpos module","nltk.tag.mapping module","nltk.tag.perceptron module","nltk.tag.senna module","nltk.tag.sequential module","nltk.tag.stanford module","nltk.tag.tnt module","nltk.tag.util module","nltk.tbl package","nltk.tbl.demo module","nltk.tbl.erroranalysis module","nltk.tbl.feature module","nltk.tbl.rule module","nltk.tbl.template module","nltk.test package","nltk.test.all module","nltk.test.childes_fixt module","nltk.test.classify_fixt module","nltk.test.conftest module","nltk.test.discourse_fixt module","nltk.test.gensim_fixt module","nltk.test.gluesemantics_malt_fixt module","nltk.test.inference_fixt module","nltk.test.nonmonotonic_fixt module","nltk.test.portuguese_en_fixt module","nltk.test.probability_fixt module","nltk.test.unit package","nltk.test.unit.lm package","nltk.test.unit.lm.test_counter module","nltk.test.unit.lm.test_models module","nltk.test.unit.lm.test_preprocessing module","nltk.test.unit.lm.test_vocabulary module","nltk.test.unit.test_aline module","nltk.test.unit.test_brill module","nltk.test.unit.test_cfd_mutation module","nltk.test.unit.test_cfg2chomsky module","nltk.test.unit.test_chunk module","nltk.test.unit.test_classify module","nltk.test.unit.test_collocations module","nltk.test.unit.test_concordance module","nltk.test.unit.test_corenlp module","nltk.test.unit.test_corpora module","nltk.test.unit.test_corpus_views module","nltk.test.unit.test_data module","nltk.test.unit.test_disagreement module","nltk.test.unit.test_distance module","nltk.test.unit.test_freqdist module","nltk.test.unit.test_hmm module","nltk.test.unit.test_json2csv_corpus module","nltk.test.unit.test_json_serialization module","nltk.test.unit.test_metrics module","nltk.test.unit.test_naivebayes module","nltk.test.unit.test_nombank module","nltk.test.unit.test_pl196x module","nltk.test.unit.test_pos_tag module","nltk.test.unit.test_ribes module","nltk.test.unit.test_rte_classify module","nltk.test.unit.test_seekable_unicode_stream_reader module","nltk.test.unit.test_senna module","nltk.test.unit.test_stem module","nltk.test.unit.test_tag module","nltk.test.unit.test_tgrep module","nltk.test.unit.test_tokenize module","nltk.test.unit.test_twitter_auth module","nltk.test.unit.test_util module","nltk.test.unit.test_wordnet module","nltk.test.unit.translate package","nltk.test.unit.translate.test_bleu module","nltk.test.unit.translate.test_gdfa module","nltk.test.unit.translate.test_ibm1 module","nltk.test.unit.translate.test_ibm2 module","nltk.test.unit.translate.test_ibm3 module","nltk.test.unit.translate.test_ibm4 module","nltk.test.unit.translate.test_ibm5 module","nltk.test.unit.translate.test_ibm_model module","nltk.test.unit.translate.test_meteor module","nltk.test.unit.translate.test_nist module","nltk.test.unit.translate.test_stack_decoder module","nltk.text module","nltk.tgrep module","nltk.tokenize package","nltk.tokenize.api module","nltk.tokenize.casual module","nltk.tokenize.destructive module","nltk.tokenize.legality_principle module","nltk.tokenize.mwe module","nltk.tokenize.nist module","nltk.tokenize.punkt module","nltk.tokenize.regexp module","nltk.tokenize.repp module","nltk.tokenize.sexpr module","nltk.tokenize.simple module","nltk.tokenize.sonority_sequencing module","nltk.tokenize.stanford module","nltk.tokenize.stanford_segmenter module","nltk.tokenize.texttiling module","nltk.tokenize.toktok module","nltk.tokenize.treebank module","nltk.tokenize.util module","nltk.toolbox module","nltk.translate package","nltk.translate.api module","nltk.translate.bleu_score module","nltk.translate.chrf_score module","nltk.translate.gale_church module","nltk.translate.gdfa module","nltk.translate.gleu_score module","nltk.translate.ibm1 module","nltk.translate.ibm2 module","nltk.translate.ibm3 module","nltk.translate.ibm4 module","nltk.translate.ibm5 module","nltk.translate.ibm_model module","nltk.translate.meteor_score module","nltk.translate.metrics module","nltk.translate.nist_score module","nltk.translate.phrase_based module","nltk.translate.ribes_score module","nltk.translate.stack_decoder module","nltk.tree module","nltk.treeprettyprinter module","nltk.treetransforms module","nltk.twitter package","nltk.twitter.api module","nltk.twitter.common module","nltk.twitter.twitter_demo module","nltk.twitter.twitterclient module","nltk.twitter.util module","nltk.util module","nltk.wsd module","Contributing to NLTK","Installing NLTK Data","Natural Language Toolkit","Installing NLTK","Release Notes","Index","NLTK Team"],titleterms:{"2005":349,"2006":349,"2007":349,"2008":349,"2009":349,"2010":349,"2011":349,"2012":349,"2013":349,"2014":349,"2015":349,"2016":349,"2017":349,"2018":349,"2019":349,"2020":349,"2021":349,"32":348,"80":179,"do":347,"function":[55,57],agreement:141,align:58,alin:142,all:230,api:[13,26,31,47,59,122,133,157,197,210,296,316,338],app:[1,2,3,4,5,6,7,8,9,10],arlstem2:199,arlstem:198,associ:143,avail:55,babelfish:151,binari:348,bit:348,bleu_scor:317,bllip:158,bnc:60,book:11,boxer:178,bracket_pars:61,brill:211,brill_train:212,can:347,casual:297,categorized_s:62,caveat:294,ccg:[12,13,14,15,16,17],cfg:113,chart:[14,159],chartparser_app:2,chasen:63,chat80:179,chat:[18,19,20,21,22,23,24,179],child:64,childes_fixt:231,chomski:152,chrf_score:318,chunk:[25,26,27,28,29,65],chunkparser_app:3,cistem:200,classifi:[30,31,32,33,34,35,36,37,38,39,40,41,42,43,44],classify_fixt:232,cli:45,cluster:[46,47,48,49,50,51],cmudict:66,collect:52,colloc:53,collocations_app:4,combin:15,command:346,common:339,comparative_s:67,compat:54,concept:179,concordance_app:5,conftest:233,confusionmatrix:144,conll:68,content:98,contribut:345,convert:33,cooper_storag:180,corenlp:160,corpora:55,corpu:[55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108],counter:134,crf:213,crubadan:69,data:[109,132,346,348],decisiontre:32,decor:110,demo:224,depend:70,dependencygraph:161,destruct:298,directori:111,discours:123,discourse_fixt:234,dispers:114,distanc:145,download:111,draw:[112,113,114,115,116,117],drt:181,drt_glue_demo:182,earleychart:162,effici:25,eliza:19,em:48,emac:25,environ:348,erroranalysi:225,europarl_raw:56,evalu:[163,183],exampl:142,featstruct:118,featur:[30,33,118,226],featurechart:164,featureset:30,file:179,framenet:71,gaac:49,gale_church:319,gdfa:320,gener:165,gensim_fixt:235,gleu_scor:321,glue:184,gluesemantics_malt_fixt:236,grammar:119,help:120,hmm:214,hole:185,hunpo:215,ibm1:322,ibm2:323,ibm3:324,ibm4:325,ibm5:326,ibm_model:327,ieer:72,iesha:20,implement:294,index:350,indian:73,individu:179,infer:[121,122,123,124,125,126,127,128],inference_fixt:237,input:33,instal:[346,348],interact:346,intern:129,ipipan:74,isri:201,issu:[25,294],item:179,joint:33,jsontag:130,kmean:50,knbc:75,known:294,lancast:202,languag:[132,134,347],lazyimport:131,legality_principl:299,lexic:179,lexicon:16,lfg:186,lightweight:118,lin:76,line:346,linearlog:187,lm:[132,133,134,135,136,137,138,139,242,243,244,245,246],logic:[17,188],mac:348,mace:124,malt:166,manual:346,map:216,maxent:33,megam:34,meteor_scor:328,metric:[140,141,142,143,144,145,146,147,148,149,329],minimalset:153,misc:[150,151,152,153,154,155],model:[132,134,135],modul:[2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,19,20,21,22,23,24,26,27,28,29,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,47,48,49,50,51,52,53,54,56,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,113,114,115,116,117,118,119,120,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,141,142,143,144,145,146,147,148,149,151,152,153,154,155,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,178,179,180,181,182,183,184,185,186,187,188,189,190,191,193,194,195,197,198,199,200,201,202,203,204,205,206,207,208,210,211,212,213,214,215,216,217,218,219,220,221,222,224,225,226,227,228,230,231,232,233,234,235,236,237,238,239,240,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,282,283,284,285,286,287,288,289,290,291,292,293,294,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,338,339,340,341,342,343,344],mte:77,mwe:300,naivebay:35,named_ent:27,natur:347,nemo_app:6,next:347,nist:301,nist_scor:330,nkjp:78,nltk:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,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5,109,141,159,162,175,188,206,212,302,311,314,317,326,340,349],"float":[29,33,38,47,48,50,51,57,64,76,105,129,132,133,135,142,147,148,163,176,193,195,210,212,214,224,299,316,317,318,321,322,323,327,328,329,332,333,334],"function":[13,15,17,25,28,29,30,33,34,35,39,43,47,50,51,52,53,58,61,64,65,70,71,75,77,78,79,84,85,87,97,98,102,105,106,109,110,111,115,116,117,118,119,126,129,132,133,135,138,141,142,143,145,166,173,174,176,177,179,181,182,183,185,187,188,191,193,194,198,199,202,206,208,213,214,216,219,221,224,228,293,294,297,301,303,305,306,313,317,318,319,320,321,326,327,328,330,331,332,334,336,339,340,341,342,343,344,345,346,348,349],"g\u11e2\ua84e\ua985":301,"gro\u00df":[322,323,324,325,326],"i\u0307\u0f41":301,"i\u11bd\u2d18":301,"import":[28,30,34,36,38,39,46,52,55,57,62,67,71,75,78,81,88,89,93,100,102,104,105,117,118,129,131,132,133,134,139,141,144,145,163,166,167,169,172,173,174,176,177,183,193,199,200,202,204,205,206,208,209,212,213,215,217,218,219,220,221,222,226,227,228,293,294,295,297,299,300,301,302,303,305,306,307,308,309,310,312,313,316,318,329,333,334,335,343,346,347,348,349],"int":[14,28,31,33,48,49,50,51,57,64,71,82,89,90,105,109,115,117,124,126,129,132,133,134,139,144,145,148,153,155,159,161,162,164,168,169,170,171,174,175,176,178,179,183,184,187,189,204,212,214,219,221,224,226,227,228,293,296,303,306,307,310,313,317,318,319,320,321,322,323,324,325,326,327,328,330,331,332,333,334,338,341,343],"j\ua268":301,"ljungl\u00f6f":351,"long":[24,52,57,103,205,206,304,322,341,343],"m\u00fasica":205,"new":[2,10,13,14,25,28,33,46,52,57,58,61,63,65,70,71,72,73,74,77,78,79,81,83,84,85,87,90,92,93,97,98,100,101,102,105,106,107,109,111,115,116,117,118,119,122,128,129,132,133,134,135,139,144,153,159,160,162,164,167,168,169,170,171,173,175,176,179,181,183,187,188,193,199,206,207,209,213,214,219,227,228,293,295,297,299,301,303,306,308,312,313,316,322,323,324,325,326,327,333,334,336,338,341,343,346,349],"null":[161,166,317,322,323,324,325,326,327],"o\u0642\ua8ad\ufb13":301,"p\u1f83":301,"public":[137,143,340,341,349],"r\u1a01\u1210\ua3f9\ua32f\u1f67\u08ac":301,"return":[7,13,14,16,23,25,26,28,29,30,31,32,33,34,35,36,38,39,41,42,43,44,47,48,49,50,51,52,53,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,73,74,75,76,77,78,79,80,81,82,83,84,85,87,88,89,90,91,92,96,97,98,100,102,103,104,105,106,107,109,110,111,115,116,117,118,119,122,123,124,125,126,127,129,130,132,133,134,135,136,139,141,142,143,144,146,147,148,149,155,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,178,179,181,183,184,185,187,188,189,191,193,194,195,197,198,199,200,201,204,205,206,207,208,209,210,211,212,213,214,217,218,219,220,221,222,225,226,227,228,230,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,309,310,311,312,313,314,316,317,318,319,320,321,322,323,326,327,328,329,331,332,333,334,335,336,338,339,341,343,344,349],"s\u00e3o":349,"short":[28,57,78,90,103,123,201,211,317,331,336],"speicherbeh\u00e4l":200,"speicherbeh\u00e4lt":200,"speicherbeh\u00e4ltern":200,"static":[28,32,36,44,52,77,79,83,87,111,117,118,123,128,129,143,159,161,164,168,186,200,211,226,292,304,316,325,333,335],"switch":[57,88,321,349],"throw":[37,274],"transient":310,"true":[13,14,27,29,30,32,33,34,36,37,38,43,44,46,49,52,57,58,59,60,62,64,65,67,68,70,71,74,78,85,88,89,91,97,98,99,100,102,104,105,109,111,115,116,117,118,119,122,123,125,126,127,129,132,134,135,139,144,159,160,161,162,163,164,170,171,173,176,178,179,180,181,183,184,185,188,189,193,194,195,200,202,203,206,211,212,214,216,217,219,221,224,226,227,228,274,293,294,297,300,301,302,303,304,305,308,310,311,312,313,314,316,317,318,320,332,334,335,336,339,341,343],"try":[7,57,64,74,122,124,126,130,132,139,155,227,327],"var":[13,16,25,118,178,183],"while":[14,29,33,132,139,143,160,167,171,179,193,200,214,221,340,349],"y\u17b1\u1f36\u0e0f":301,A:[0,2,3,7,8,10,13,14,16,18,22,23,25,26,28,29,30,31,32,33,34,35,36,38,39,41,42,43,44,52,53,55,57,58,59,60,61,62,63,64,65,67,68,69,70,71,72,73,74,77,78,79,80,82,83,84,85,86,87,89,91,95,96,97,98,100,101,102,103,104,105,106,107,109,110,111,113,114,115,116,117,118,119,122,123,124,125,126,127,129,132,133,141,142,143,144,145,146,147,148,157,158,159,161,162,164,166,167,168,169,170,171,173,174,175,176,177,178,179,180,181,183,184,185,187,188,189,193,194,195,197,198,199,200,201,202,203,204,205,206,209,210,211,212,213,214,215,216,217,218,219,220,221,223,226,227,228,293,294,295,296,299,300,302,303,304,305,306,310,311,312,316,317,319,320,322,323,324,325,326,327,329,331,333,334,336,338,341,343,344,346,349],AND:[57,82,128,185,188,227],AS:[57,82,98],AT:[209,212,219],And:[15,116,132,302,317],As:[28,57,74,129,132,145,167,179,214,317,322],At:[2,28,33,102,147,347],BE:221,BY:[57,82],But:[25,57,97,102,105,118,157,219,304],By:[39,52,57,65,68,74,97,105,106,111,116,117,118,122,132,133,139,176,228,297,303,305,318,334],For:[10,12,23,25,30,33,35,39,40,42,55,57,59,60,64,69,71,78,79,85,86,87,89,91,93,95,103,105,106,109,111,115,116,117,118,119,123,125,130,132,133,145,156,159,162,167,168,170,171,175,176,178,179,183,188,193,200,203,209,210,212,214,220,224,226,227,228,229,294,295,302,303,305,306,307,317,318,321,325,326,327,333,334,336,339,340,341,342,343,346,348,349],IN:[28,118,144,160,163,172,173,174,209,212,215,217,218,219,220,334,347],IS:[57,71,341],If:[0,7,8,10,13,16,25,28,32,33,34,35,36,39,43,44,52,55,57,58,59,60,63,64,65,68,69,70,71,73,74,76,77,78,80,81,82,83,84,89,91,92,96,97,98,100,102,103,105,106,107,108,109,111,115,116,117,118,119,122,123,125,126,129,132,133,134,135,139,141,144,147,153,159,160,161,162,164,166,168,170,171,172,174,175,176,180,181,183,186,187,188,189,193,194,195,201,202,206,211,214,217,218,219,220,221,222,226,227,228,293,295,297,302,305,306,307,309,314,316,317,322,323,324,325,326,327,328,333,334,335,339,340,341,342,343,346,347,348],In:[8,14,25,28,30,33,35,36,39,43,52,57,71,83,84,90,98,102,117,118,119,129,132,135,139,141,142,145,146,147,159,164,167,168,170,171,175,176,179,189,200,214,219,226,228,299,300,303,304,305,307,316,317,318,320,322,323,324,325,326,328,331,332,333,334,336,338,346],Ine:107,Is:[36,117,174,181,188,290,311],It:[7,10,14,15,24,25,28,29,35,37,38,43,46,48,49,50,52,53,57,77,79,87,97,98,100,101,102,103,105,107,110,111,115,117,119,124,126,132,134,139,142,152,156,159,162,166,167,168,169,170,171,175,179,183,185,194,198,199,200,203,209,219,221,226,297,298,302,312,317,318,321,326,328,330,332,336,339,347,349],Its:[2,8,25,159,293,300],NOT:[71,185,188,193,221,330],No:[143,169,198,202,305,317,331,336,343],Not:[57,71],ON:[57,82],OR:[125,128,185,188,224,227,317,336],Of:[24,66,208],On:[8,57,88,94,102,111,299,307,346],One:[91,102,132,133,145,334],Such:302,TO:[37,212],That:[57,71,78],The:[0,2,7,8,10,14,15,16,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,38,39,41,42,43,46,48,49,50,51,52,53,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,94,95,96,97,98,100,101,102,103,104,105,106,107,108,109,110,111,114,115,116,117,118,119,122,123,124,125,126,127,129,131,132,133,134,135,137,139,141,143,144,145,147,149,153,154,156,157,158,159,160,161,162,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,183,184,185,188,189,193,194,195,197,198,199,200,201,204,205,206,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,224,225,226,227,228,274,293,294,297,298,299,300,301,302,303,305,306,307,308,310,311,312,313,317,318,319,321,322,323,324,325,326,327,328,330,331,332,333,334,335,336,338,339,340,341,342,343,344,345,346,347,349,351],Then:[36,102,119,310,321,324],There:[8,25,28,57,66,69,85,98,118,119,141,156,159,176,183,184,187,203,206,211,294,295,312,317,326,327,336,349],These:[18,28,30,33,46,55,57,59,60,68,71,77,79,87,90,104,105,109,111,115,117,132,134,142,145,157,167,176,179,206,211,214,229,295,302,306,315,340,348],To:[7,25,36,38,57,74,108,109,111,115,132,134,135,152,159,176,200,214,221,317,318,322,323,333,334,346],WITH:221,Will:[24,132,134,349],With:[129,166,183,214,228,326,327,336,349],_:[13,57,97,98,160,174,195,300,301],__:[57,71],___:160,____:[160,335],_____:160,______:160,_______:160,________:160,_________:160,__________:160,___________:160,_____________:160,______________:160,_______________:160,__________________________:160,__a__:336,__adjectival_suffix:206,__callback:117,__canva:117,__children:117,__class__:108,__conson:206,__derivational_suffix:206,__dict__:[108,110],__digraph:206,__doc__:131,__double_conson:206,__drag_i:117,__drag_x:117,__draggabl:117,__file__:141,__getattr__:131,__getitem__:[115,117],__init__:[13,14,15,16,23,27,28,29,32,33,35,37,38,39,40,42,43,44,48,49,50,51,52,53,57,58,59,60,61,62,63,64,65,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,95,96,97,98,100,101,102,103,105,106,107,108,109,111,113,115,116,117,118,119,122,123,124,125,126,127,128,129,131,132,133,134,135,137,139,141,143,144,146,153,158,159,160,161,162,163,164,166,167,168,169,170,171,172,173,174,175,176,178,179,180,181,182,183,184,185,187,188,193,195,198,199,200,201,202,203,204,205,206,211,212,213,214,215,217,218,219,220,221,226,227,228,293,297,299,300,302,303,304,305,306,307,308,309,310,314,316,317,322,323,324,325,326,327,333,334,335,338,341,342,343],__len__:52,__li_end:206,__long_vowel:206,__name__:110,__new__:[52,83,118,129,316],__nonzero__:115,__noun_suffix:206,__parent:117,__perfective_gerund_suffix:206,__press:117,__reflexive_suffix:206,__repr__:[52,129],__restricted_vowel:206,__s_end:206,__setitem__:[115,117],__special_word:206,__st_end:206,__step0_suffix:206,__step1_suffix:206,__step1a_suffix:206,__step1b_suffix:206,__step2_suffix:206,__step2a_suffix:206,__step2b_suffix:206,__step3_suffix:206,__step3b_suffix:206,__step4_suffix:206,__step5_suffix:206,__step6_suffix:206,__step7_suffix:206,__step8_suffix:206,__step9_suffix:206,__str__:[129,159],__superlative_suffix:206,__updat:117,__verb_suffix:206,__vowel:206,_add_child_widget:117,_arg:143,_block_read:102,_cach:102,_cl:[83,316],_cleartempl:212,_cmd:220,_context_to_tag:219,_conting:143,_counter:177,_create_training_examples_arc_eag:173,_create_training_examples_arc_std:173,_debug:28,_delta:33,_dev:90,_edg:159,_edge_to_cpl:159,_elementinterfac:[314,343],_end_index:169,_eofpo:102,_epsilon:253,_estim:176,_evoked_:[57,71],_filepo:102,_fn:29,_fn_num:29,_fp:29,_fp_num:29,_gap:303,_get_featur:213,_grammar:[168,175],_head_index:169,_histori:[170,171],_hypothesi:333,_ident:214,_index:159,_init_colortag:117,_input:123,_intercept:176,_io:111,_item_repr:117,_jar:220,_kwarg:143,_languagespecificstemm:206,_len:102,_lh:119,_lx:221,_manag:117,_max_r:176,_mlb:115,_mwe:300,_n:143,_neg:194,_nfmap:33,_normal:[57,61],_not_:[57,105],_num_leav:159,_package_to_column:111,_pars:[57,59,61,75],_path:109,_piec:28,_read:123,_read_block:[57,59,75],_read_int_r:129,_read_number_valu:129,_regex:297,_restart:159,_result:122,_rh:119,_row:115,_rule:28,_rule_tupl:202,_scandinavianstemm:206,_sentenc:123,_separ:220,_slope:176,_stage:28,_standardstemm:206,_start:28,_start_index:169,_str:28,_stream:102,_string_end_r:129,_string_start_r:129,_symbol:119,_tag:[57,59,61,75,117],_tagger:219,_tagword:221,_test:90,_tgrep_exprs_act:294,_token:159,_toknum:102,_tp:29,_tp_num:29,_trace:[28,168,175],_train:219,_tried_:170,_tried_m:170,_type:[57,71],_updat:117,_valu:177,_word:[57,59,61,75],_wordnetobject:105,a00:221,a_:214,a_littl:300,a_little_bit:300,a_lot:300,aa:66,aaaaaaaaaaaa:317,aaaaaaaaaaaaaaa:317,aaaaaaaaaaaaaaaaa:317,aaai:[67,89],aachen:137,aacut:189,aardwolf:[57,105,208],aardwolv:[57,105,208],ab:[145,163,216,219],abaci:[57,105,208],abacu:[57,105,208],abainia:[198,199],abbr:[302,335],abbrev:[57,71,302],abbrev_backoff:302,abbrev_typ:302,abbrevi:[57,71,189,216,302,335],abc:[52,109,111,133,296],abcdefghijklmnopqrstuvwxyz:155,abdelkrim:206,abhaya:328,abkh:[57,101],abkhaz:[57,101],abl:[15,109,200,204,212,219,340],abnorm:[57,81],abolish:[57,81],abomin:[57,81],abort:[57,81],abounding_with:[57,71],about:[2,25,30,35,36,42,57,69,71,74,78,79,87,89,93,102,103,105,111,118,123,125,158,159,162,164,170,176,182,189,198,199,200,203,210,211,219,224,302,327,333,334,336,340,341,343,349],abov:[57,90,105,136,179,188,212,221,299,302,327,346],abram:145,abrom:145,absenc:194,absent:168,absolut:[52,57,59,60,63,64,68,69,70,71,74,80,82,83,91,96,103,105,106,107,109,132,135,137,195,342],absolutediscount:137,absolutediscountinginterpol:[132,135],absorb_heat:[57,71],abspath:[57,59],abstractboxerdr:178,abstractcanvascontain:117,abstractccgcategori:13,abstractchartrul:[14,159,168],abstractcollocationfind:53,abstractcontainerwidget:117,abstractexpress:181,abstractlazysequ:[52,102],abstractparentedtre:334,abstractvariableexpress:[127,181,188],ac:[57,60,107,123,189,343],academ:0,academia:94,acc:212,accept:[33,57,59,98,115,119,130,174,335,341],access:[29,52,57,60,64,68,69,71,74,91,102,105,106,108,109,111,115,117,118,119,120,132,134,176,293,334,338,341,342,346,349],access_token:[341,342],accessor:29,accident:[119,229],accommod:[57,84,178],accompani:[324,325,326,342],accomplish:167,accord:[36,53,118,119,137,167,174,179,185,189,211,214,307,317,321,326,327,334,340],accordingli:[322,323,324,327,346],account:[57,71,123,129,132,145,167,317,323,326,346],accur:[105,179,336],accuraci:[26,29,43,52,147,193,210,212,221,224,299,304,307,336],acero:214,achiev:[24,200,304],acirc:189,acknowledg:117,acl2014:[57,104,317],acl:[62,92,221,304,317,328,336,349],aclweb:[57,104,179,282,304,317,318,319,332,336],acm:[67,81,89,202,330,344,349],acoust:30,acquisit:46,across:[57,71,127,141,188,299,307],act:[25,28,52,57,71,79,87,102,115,118,179,183],action:[57,71,202,317,318,321,328,330,332,338,341,349],activ:[33,87,115,122,194,317,318,321,328,330,346,347,349],activest:115,activestyl:115,actual:[29,33,57,71,108,122,127,131,147,152,156,160,176,184,294,341],actual_pdist:176,acut:189,acycl:343,acyclic_branches_depth_first:343,acyclic_breadth_first:343,acyclic_depth_first:[105,343],acyclic_dic2tre:343,acyclic_tre:[105,343],ad:[2,15,36,57,90,102,105,115,117,119,123,159,162,164,168,176,193,201,216,299,300,302,307,312,320,336,343,349],adam:177,adapt:[71,297,298,335],add:[7,14,15,25,28,33,37,52,57,68,71,74,78,89,109,115,116,117,122,123,125,132,135,139,144,153,159,161,162,164,168,169,170,179,183,188,191,193,294,300,307,312,313,314,316,317,320,321,326,327,333,343,349],add_access_token:342,add_arc:161,add_assumpt:122,add_background:123,add_blank_lin:314,add_callback:117,add_child:117,add_default_field:314,add_feat_extractor:193,add_lin:89,add_log:176,add_missing_depend:184,add_mw:300,add_nod:161,add_ortho_context:302,add_py3_data:54,add_root:[57,78],add_sent:123,add_widget:117,addit:[52,57,62,88,98,105,109,117,118,123,129,132,135,139,166,168,169,176,179,188,193,200,201,214,221,226,293,299,302,312,316,320,326,336,343,349],addition:[55,57,105,129,141,189,203,211,339],additional_java_arg:166,additional_test:230,address:[161,167,346],adj:[28,57,77,105,167,209,213,216],adj_sat:[57,105],adjac:[154,159,169,335],adject:[28,57,71,105,199,208,212,216,219,325,349],adjud:212,adjust:[117,142,201],adjut:87,administr:[86,346],admiss:341,admit:299,adopt:349,adp:[77,216],adposit:216,adrian:107,adv:[57,71,77,105,209,216],advanc:[25,145,188,259,346],advantag:[39,42,131],adverb:[57,71,105,208,212,216,219],advi:204,advic:334,advis:[132,134,204],advmod:160,adwait:86,ae1:66,ae:66,ae_kappa:141,aeioui:299,aelig:189,aer:329,afenegus6:[57,101],affect:[29,117],affirm:194,affix:[57,105,196,197,198,199,204,205,206,219],affix_length:219,affixtagg:219,africa:179,after:[25,28,33,37,51,57,71,102,111,116,117,119,123,129,132,134,139,146,154,159,162,168,175,176,185,194,199,206,211,224,254,302,306,312,313,317,343,348],afternoon:24,ag:[57,64,117],again:[7,118,132,259,341],against:[7,26,29,57,71,144,147,170,181,188,203,210],agarw:328,age_year:[57,64],agenda:[128,159,164,184],agglom:[46,49],aggreg:[188,224,321],agnost:[299,307,318],agr:141,agra:[57,101],agrav:189,agre:[57,105,141,226],agreement:[140,145,259,349],agreestat:259,aguirr:[57,64],ah0:66,ah:66,ahd:107,ahead:[333,349],ai:[202,217],aid:[57,59,152],ailment:[57,71],aim:[173,196],ain:195,aint:195,air:153,airspe:[160,215,218,220],aka:[168,317,320,321,329,330,343],al:[57,71,103,104,214,299,307,317,321,326,332,335],alavi:328,albania:179,albb:301,albert:141,alcuin:107,alefsym:189,alert:[57,62,129],alex:321,alexand:[107,200],alexi:351,alfr:107,alg_opt:173,algasai:349,algeria:[198,199],algier:198,algnsent:316,algorithm:[2,33,35,37,38,42,46,48,50,57,86,104,133,137,142,146,154,159,162,164,167,169,173,175,176,185,196,198,199,201,202,203,206,213,214,221,228,247,274,299,302,307,310,320,322,323,324,325,326,327,331,332,334,335,336,343,344,349],alia:[33,57,62,67,81,83,85,88,89,100,132,134,316],alias:[118,188],alibaba:301,alien:[132,134,139],alif:[198,199],alifmaqsura:[198,199],align:[57,60,104,117,142,145,247,283,316,319,320,322,323,324,325,326,327,328,329,331,332,349],align_al:[322,323],align_block:319,align_log_prob:319,align_text:319,align_token:[312,313],align_word:328,aligned_s:[57,58,316],alignedcorpusread:[57,58],aligneds:[57,58,316,322,323,324,325,326,327,349],alignedsent_block_read:[57,58],alignedsentcorpusview:58,alignment_error_r:329,alignment_info:[322,323,324,325,326,327],alignment_t:[323,324,325,326],alignmentinfo:[326,327],alik:347,alin:[140,247,349],all:[8,15,16,20,22,28,29,32,33,34,35,38,42,43,44,46,51,52,53,57,59,60,62,63,64,66,67,68,69,70,71,72,74,76,77,79,80,81,82,83,84,87,88,89,91,96,98,103,105,106,107,109,111,113,115,116,117,118,119,123,125,127,128,129,131,132,133,134,135,141,142,143,159,160,161,162,164,165,167,169,170,171,175,176,178,179,180,181,183,185,187,188,193,194,195,198,200,201,203,209,211,214,216,217,219,220,221,224,226,227,228,229,274,293,294,299,302,303,305,306,314,317,320,321,322,323,324,325,326,327,328,330,331,333,334,336,340,343,346,347,349],all_express:125,all_inst:194,all_lemma_nam:[57,105],all_list:188,all_phrases_from:333,all_senti_synset:[57,93],all_synset:[57,105],all_word:193,allcap_differenti:195,allexpress:188,alloc:[46,50,176],allot:159,allow:[2,10,13,33,46,49,57,62,68,71,105,108,109,115,118,119,129,131,132,133,139,145,155,159,164,167,168,169,170,171,177,179,188,214,228,302,305,318,321,334,336,339,341,343,349],allow_step:129,allowed_typ:188,alltempl:228,almost:[38,43,57,105,132,195],alon:328,along:[2,57,71,79,87,176,295,316,347,349],alongsid:347,alph:155,alpha:[29,57,82,132,135,141,147,159,164,181,188,189,195,214,317,328,332,349],alpha_0:214,alpha_convert:[181,188],alpha_gamma:[133,137],alpha_t:214,alphabet:[57,81,117,155,184,214,299,302,303,307],alphanumer:118,alpino:[57,61,111],alpinocorpusread:[57,61],alreadi:[10,28,57,59,103,109,111,115,117,132,141,158,159,164,166,167,172,176,183,188,193,206,219,228,300,312,326,348],also:[10,13,14,25,28,29,30,33,36,37,43,46,53,57,71,74,89,105,109,110,111,117,118,119,123,130,132,134,135,139,141,143,145,156,157,158,159,161,162,171,173,174,176,179,181,183,200,201,206,209,211,214,224,228,280,293,295,301,302,303,305,310,313,316,325,331,332,334,336,341,343,349],also_se:[105,343],alter:200,altern:[66,111,129,136,169,176,206,226,228,305,335,348],although:[102,115,302,336],altlabel:179,alun:205,aluno:205,alva:304,alwai:[7,26,33,57,59,71,102,105,117,122,132,135,176,188,193,203,226,294,303,317,318,321,325,326,328,330,332,334,336],alwayson_featur:33,am:[24,57,89],amahuaca:[57,101],amaz:347,amazingli:195,amazon:[89,301],ambigu:[30,92,123,156,180,196,201,344],ambiguous_word:344,american:[98,145,160,301,308],amhar:[57,101],amod:[160,163,172],among:[98,328,332],amongst:169,amount:[38,111,116,117,141,167,176,224,333,336,341],amp:[57,74,189,311,313],amperc:311,amr:98,amus:214,amz:301,an:[0,7,10,13,14,15,16,24,25,28,33,34,35,36,37,38,39,41,42,44,46,48,51,52,53,55,57,58,59,60,65,66,67,68,69,70,71,73,74,77,78,79,82,84,87,90,91,92,93,95,98,102,103,105,106,107,108,109,110,111,115,117,118,119,123,125,127,129,131,132,133,135,136,137,139,141,142,143,144,145,146,147,148,149,151,152,157,158,159,160,161,162,164,165,166,167,168,169,170,171,173,174,175,176,178,179,181,183,184,185,187,188,189,194,195,199,200,202,203,206,209,211,212,213,214,215,217,218,219,220,221,222,226,227,228,274,293,294,295,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arison:[57,67,89,141,142,145,176,211,295,299,310,317,334,338],compat:[0,105,109,118,176,191,203,228,294,334,349],compet:89,compil:[118,184,187,195,200,202,221,297,298,301,302,303,311,312],compile_neg:187,compile_po:187,compl:[57,105],complementari:[36,319],complet:[7,25,28,55,57,60,64,91,102,109,116,117,118,125,141,158,159,162,164,168,170,171,176,182,188,195,293,333,334,336,346,349],completefundamentalrul:162,completerrul:162,complex:[25,57,71,109,117,119,183,336],complextyp:188,compli:107,complic:196,compon:[90,109,177,185,302],component_sound:[57,71],compos:[57,60,68,71,78,91,106,159,162,194],composit:[13,15],compr:67,comprehens:[347,349],compress:[33,109,111,142,194,339,341,349],compris:188,compromis:349,comput:[17,29,33,35,36,37,38,50,52,57,67,81,88,89,94,105,132,133,135,138,141,142,143,145,148,169,176,179,199,200,204,210,214,226,227,247,302,316,317,318,321,322,323,324,325,326,327,330,336,343,346,347,349],compute_composition_semant:17,compute_function_semant:17,compute_future_scor:333,compute_max_subtract_scor:167,compute_original_index:167,compute_prob:169,compute_semant:14,compute_substitution_semant:17,compute_type_raised_semant:17,computer_sci:105,comsem:123,comtran:316,con:[57,88],concat:102,concaten:[52,55,57,102,169,200,222],concatenatedcorpusview:102,conceiv:332,concept:[33,327],conceptu:[57,71,105,132,176,224,227],concern:105,concis:317,concord:[1,293,349],concordanc:[1,293],concordance_app:1,concordance_list:293,concordanceindex:293,concret:[79,87,132,133,135,226],cond:[178,181],cond_sampl:176,condit:[32,33,36,132,133,134,159,169,173,176,178,181,211,213,214,227,293,338],conditionalexponentialclassifi:33,conditionalfreqdist:[132,134,176,349],conditionalprobdist:176,conditionalprobdisti:[176,214],conduct:200,cone:344,coneot:107,conf:[57,83,173],confer:[67,81,86,88,89,195,199,318,344,349],confess:[57,103],confid:[167,349],config:[52,57,77,304],config_java:129,config_megam:34,config_prover9:126,config_tadm:41,config_weka:44,configur:[34,43,115,129,173,349],confin:[105,343],conflict:[106,118],conform:[221,349],conftest:229,confus:[33,57,85,144],confusionmatrix:140,cong:189,conicod:107,conicoda:107,conicodc:107,conicodd:107,conj:[77,117,209,216],conjunct:[13,57,71,167,185,188,190,216,276],conll2000:29,conll2002:[189,349],conll:[29,57,161,166,174,189,349],conll_data2:[167,169],conll_demo:161,conll_fil:166,conll_file_demo:161,conllchunkcorpusread:[57,68],conllcorpusread:[57,68],conllesp:189,conlln:189,conllsrlinst:68,conllsrlinstancelist:68,conllstr2tre:29,conlltags2tre:29,connect:[10,57,71,105,116,161,167,201,215,334,336,346],connect_graph:161,conrath:[57,105],consecut:[53,57,68],consequ:[178,181,187,299,317],conserv:[52,349],consid:[8,33,36,39,57,67,71,89,111,117,118,119,132,139,167,175,193,194,219,224,226,294,299,302,306,317,323,324,325,326,327,333,335],consider:[89,102,193,195,199,227,326,327,333],consist:[13,14,25,33,52,57,59,61,64,66,67,68,71,76,79,85,87,91,95,100,102,109,111,113,119,123,127,132,134,139,145,155,159,168,170,177,179,209,212,216,219,293,299,301,303,305,319,321,331,334,341,343,349],consistchk:123,consol:[107,293,340],conson:[202,206,299],constant:[33,111,125,145,148,176,177,179,183,185,187,188,195,203,220,310],constantexpress:[181,187,188,191],constitu:[2,26,57,67,79,87,159,175,334,336],constitut:[57,71,143,175],constrain:[122,169,214,326,327],constraint:[15,118,119,158,169,185,228,299],construct:[14,25,28,30,32,33,38,43,44,51,52,53,57,58,59,60,63,64,68,69,70,71,74,77,80,82,83,85,91,93,94,96,97,98,100,101,102,103,105,106,107,109,115,116,117,118,119,122,123,143,144,158,159,164,167,168,170,176,179,183,186,189,212,219,221,226,227,228,254,293,294,298,334],constructor:[28,33,44,57,60,61,68,77,78,85,91,97,100,102,105,106,111,116,117,118,122,123,136,141,158,161,164,168,176,183,185,187,188,203,217,302,305,334],consult:[209,214,219,318],consum:[28,319],contact:[67,81,88,89,111,131],contain:[7,8,13,25,28,29,30,32,33,34,36,39,41,43,46,52,57,59,62,65,66,67,68,71,72,74,76,77,79,84,86,87,89,90,97,98,102,103,105,109,110,111,115,116,117,118,119,123,124,125,126,127,129,130,132,134,141,147,156,159,160,161,162,164,166,170,171,176,177,179,180,183,184,185,188,194,195,202,206,209,214,215,218,222,226,259,276,294,300,303,305,306,316,317,319,326,330,331,333,334,335,337,339,340,341,342,349],contains0:179,contains_address:161,contains_cycl:161,content:[8,14,16,52,53,55,57,58,59,60,63,64,65,68,69,70,71,72,73,74,77,80,81,82,83,84,91,92,96,97,100,102,103,105,106,107,109,111,117,123,145,159,188,193,314,339,343,349],context:[28,30,33,53,60,69,78,91,92,106,109,113,119,128,132,133,134,135,137,153,168,178,181,187,188,189,215,219,224,293,302,333,336,344],context_count:133,context_func:293,context_sent:344,context_to_tag:219,contextindex:293,contexttagg:219,contigu:[25,53,169,194,224,226,334],contin:179,conting:143,contingencymeasur:143,continu:[7,28,33,46,48,49,132,134,145,159,168,169,175,349],contract:[298,312],contractions2:[298,312],contractions3:[298,312],contractions4:298,contrast:[57,71,109,304,322,323,325,327],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is:[317,328],dixon:145,dj:325,dl:[330,344],dm:[299,341],dnx2:[57,82],dnx:[57,82],do_continu:[338,341],do_kw:141,do_kw_pairwis:141,do_stop:338,dobj:160,doc:[12,28,30,57,60,71,72,100,102,110,132,189,193,338,339,341,348],docid:[57,71],docnamepattern:[57,71],docno:72,docs_metadata:[57,71],docstart:[57,68],docstr:[57,90,110,115,129,224],doctest:[129,212,230,280,301],doctor:[98,160,311],doctyp:72,document:[28,30,34,38,55,57,58,60,61,63,65,67,68,70,71,72,73,74,77,81,84,85,89,90,92,94,97,100,101,102,105,106,107,108,110,117,120,130,131,170,174,176,189,193,194,206,214,220,224,293,310,334,337,340,341,343,344,347,349],document_featur:30,doddington:330,dodg:[57,71],doe:[24,25,28,29,32,33,34,46,48,52,53,57,71,77,78,79,87,105,106,109,115,117,118,129,132,133,135,145,156,171,201,211,212,214,221,222,226,293,299,302,307,313,321,327,333,334,346],doesn:[57,71,109,129,172,179,195,214,307,312,317,322],doesnt:195,dog:[25,57,61,105,119,159,160,162,164,171,172,176,177,188,208,213,217,294,334,343],dom:[177,183],domain:[57,74,103,125,156,177,179,183,297,302,349],domestic_anim:[57,105,343],domin:[36,276,294,334],don:[102,119,125,132,141,183,195,202,229,312,313],donat:349,done:[28,46,48,57,71,117,131,132,145,164,167,178,187,214,297,305,331],dont:195,dooh4:202,dop:335,dot2img:[57,105,161,343],dot:[14,33,57,71,105,159,161,162,164,168,188,217,343],dot_digraph:159,dot_str:[57,105,161,343],dotal:[57,58,62,65,67,70,85,88,89,97,303],dotprod:33,doubl:[117,194,206],double_dash:[298,312],double_neg_flip:194,down:[2,82,111,115,117,132,159,162,164,170,185],downcas:297,download:[0,55,64,109,129,137,220,343,346,348,349],download_dir:111,download_gui:111,download_shel:111,downloadergui:111,downloadermessag:111,downloadershel:111,downward:[116,117],dozen:[345,349],dr1:98,dr:[98,178,181,182],drag:[116,117],draggabl:[116,117],drain:153,draw:[0,57,105,147,181,182,293,334,335,347],draw_pars:168,draw_tre:116,drawback:321,drawn:[36,90,94,117,181],dream:160,dridan:304,drive:[57,105,179],driven:[325,347],driver:185,drop:[10,33,333,349],drs1:178,drs2:178,drs_conc:181,drsdrawer:181,drss:178,drswidget:182,drt:[177,178],drt_discourse_demo:123,drt_glue_demo:177,drtabstractvariableexpress:181,drtapplicationexpress:181,drtbinaryexpress:181,drtbooleanexpress:181,drtconcaten:181,drtconstantexpress:181,drtequalityexpress:181,drteventvariableexpress:181,drtexpress:[178,181],drtfunctionvariableexpress:181,drtglue:184,drtgluedemo:182,drtgluedict:184,drtglueformula:184,drtgluereadingcommand:123,drtindividualvariableexpress:181,drtlambdaexpress:181,drtnegatedexpress:181,drtorexpress:181,drtparser:[178,181],drtproposit:181,drttoken:181,drtvariableexpress:181,dstoffset:338,dt:[25,28,39,57,61,160,163,172,174,209,212,215,217,218,220,227,294,338],dti:219,dtype:38,du:322,duan:145,duck:312,due:[89,194,196,221,304,317],duh:332,dull:93,dum:205,duma:205,dummi:[161,173,327],dummysmilei:297,dump:[57,100,102,179,302],dunningham:145,duplic:[105,123,132,134,193,228,317,343],durat:[29,189,213],dure:[102,118,119,127,132,167,209,211,213,219,302,312,323,324,325,326,327,328],dusseldorf:39,dutch:[57,61,104,189,206,304,349],dutchstemm:206,dv:326,dwarf:320,dwayn:145,dx:117,dy:117,dynam:[156,159,162,175,214,336],e1:202,e2:145,e2f:320,e:[2,7,14,16,23,24,25,28,29,31,33,34,35,36,37,38,43,44,46,48,52,57,58,59,61,63,64,65,66,68,70,71,73,74,78,81,84,85,86,89,90,92,97,102,104,105,106,107,108,109,111,115,116,117,118,119,125,127,128,129,132,134,141,142,143,144,145,148,153,159,161,162,164,166,168,174,175,176,180,181,182,183,185,188,193,194,195,198,199,200,204,205,209,210,212,214,218,219,220,222,227,228,293,294,295,296,299,301,302,303,305,312,317,318,321,322,323,324,325,326,327,331,332,334,336,338,339,340,341,343,346,349],e_end:331,e_start:331,each:[2,14,23,25,27,28,29,30,31,32,33,34,35,36,38,43,44,46,47,48,49,50,51,52,53,55,57,58,59,60,62,63,64,65,66,68,69,70,71,74,76,77,78,79,80,82,83,84,85,87,88,89,90,91,92,93,96,97,98,102,103,105,106,107,108,109,111,115,116,117,118,119,123,129,132,134,139,141,143,144,149,153,154,155,156,157,159,160,162,164,166,167,168,169,170,172,173,175,176,178,179,180,188,191,193,194,209,210,211,212,213,214,217,218,219,220,221,222,224,226,227,228,253,293,296,300,302,307,310,312,313,314,316,317,319,321,322,323,325,326,327,328,331,332,333,334,335,341],eacut:189,eager:173,ear:202,earlei:[159,162,349],earleychart:156,earleychartpars:162,earli:[179,349],earlier:[28,46,49,132,134,170,171,179,212],earliest:[7,8,171],easi:[57,88,132,185,211,228,297,347,349],easier:[29,117,179,293,327,339],easili:[118,176,214,224,339],east:[57,77,88,107,349],easy_instal:348,eat:[16,57,66,88,129,213,322],eateri:129,ebook:349,ecirc:189,econom:[57,88,173],ed:[57,66,105,123,212,219,299,307,343],edg:[2,14,105,144,148,159,161,162,164,167,168,174,214,335,343],edgar:107,edge1:168,edge_closur:343,edgei:[14,159,162,164,168],edges2dot:343,edinburgh:320,edit:[111,113,141,145,176,349],edit_dist:[145,349],edit_distance_align:145,editor:60,editori:349,edu:[42,53,57,61,62,64,66,67,69,71,81,86,88,89,92,94,98,103,104,105,110,137,145,148,172,179,211,220,221,312,328,334],educ:[62,98,347],edward:[0,347,349],ef:195,effbot:189,effect:[28,33,173,198,199,302,335,340],efficacit:148,effici:[46,49,102,109,119,129,132,156,159,162,176,209,211,214,295,306,343,349],effort:[345,349],eflom:283,eg:[57,68,103,105,196,221],egg:230,egrav:189,egypt:[107,313],eh:66,eht:334,eid:[160,220],eight:[228,347],eighth:195,ein:[322,323,324,325,326],eisner:169,either:[14,31,38,52,57,58,59,60,63,64,65,68,69,70,71,73,74,77,79,80,81,82,83,84,87,91,92,96,97,102,103,105,106,107,111,115,117,118,119,122,129,147,159,162,164,168,185,203,210,213,214,228,294,302,303,305,318,334,335,336],ekaterinburg:351,el:[57,104,313],elect:219,electron:[160,301],eleg:152,elem:[314,343],element:[7,8,14,31,33,43,44,52,57,60,61,71,77,78,79,82,87,90,91,96,98,106,109,115,117,118,125,129,149,154,157,159,170,171,175,179,183,210,220,222,296,305,307,314,316,318,327,331,334,335,339,343],elementtre:[55,57,60,77,78,91,103,106,129,314,343],elementtree_ind:343,elementwrapp:129,eleph:166,eleprobdist:[35,36,176],elimeq:178,elimin:[119,159],eliminate_equ:181,eliminate_start:119,elisabeth:[299,307],elisp:25,eliza:[18,24],eliza_chat:19,elkouri:201,ellips:[57,71],ellipsi:302,els:[52,118,119,122,129,130,145,183,219,326],elt:[60,77,78,91,106],elt_handl:[60,77,78,91,106],elucidarium:107,em:[46,205,214,322,323,324,325,326,327],email:[111,321],embed:[57,61],emcluster:48,emili:276,emit:214,emnlp:332,emoticon:[194,297],empir:33,employ:[57,71],employe:[57,71],employment_start:[57,71],empti:[8,24,50,52,79,87,102,109,115,118,119,132,141,147,159,168,170,171,174,175,176,189,228,294,303,313,318,326,334],empty_first:184,emptypredictrul:[159,162,164],emptyset:117,emsp:189,emul:332,en:[57,74,77,104,145,148,200,216,307,313,341,343],en_em_dash:311,en_wsj:215,enabl:[57,71,74,105,127,131,349],encapsul:[117,179,316],enclos:117,encod:[25,28,29,30,33,34,39,41,52,57,58,59,60,61,62,63,64,65,67,68,69,70,71,73,74,75,77,78,79,80,81,82,83,84,85,87,88,89,91,92,93,95,96,97,98,99,100,101,102,103,105,106,107,109,111,118,119,129,130,159,160,172,174,176,183,184,188,189,191,194,198,209,210,211,215,218,219,220,295,304,308,309,311,314,334,339,340,343],encode_json_obj:[211,217,219,226,227],encoding_demo:41,encount:[33,35,57,71,109,111,219],encourag:332,end1:228,end2:[217,228],end:[14,28,52,57,68,71,97,98,102,109,115,118,129,130,132,159,162,164,169,171,174,175,188,198,199,200,201,202,211,217,224,226,228,276,299,300,302,303,306,310,312,313,331,333,334,343],end_i:[296,303,306],end_index:169,end_posit:129,end_r:102,end_siz:124,end_toknum:102,end_w5:201,end_w6:201,end_word:78,ending_quot:[298,312],endors:203,endpoint:[226,341],enforc:226,eng:[57,64,105,209],engin:[25,199,347],england:98,english:[14,57,72,103,104,105,107,119,179,196,206,209,220,295,299,302,304,307,311,325,331],englishpcfg:172,englishstemm:206,engmalt:166,engvers:94,enhanc:[145,221,345,349],enlighten:[14,24],enorm:195,enough:[132,153,156,168,195],ense2:[57,78],ensp:189,ensur:[33,46,48,57,71,115,117,159,176,188,215,229,251,274,307,317,318,321,328,330,332,336,346],ensure_load:[57,59,108],entail:[37,90,105,349],enter:[116,117,182,214,338,341],entertain:349,entir:[14,28,52,57,59,79,87,98,102,115,117,159,164,168,169,171,175,195,211,226,316,326,327,346,349],entiti:[25,27,29,37,39,57,67,68,72,74,91,105,177,179,183,184,188,189,220,313,339,343,347,349],entity_1:67,entity_2:[57,67],entity_field:339,entity_typ:339,entitytyp:188,entri:[16,57,66,71,83,91,99,102,104,105,111,118,132,139,144,167,169,175,179,219,302,322,323,324,325,326],entropi:[33,86,132,133,176,214,349],entropy_cutoff:32,entrydialog:117,enumer:[52,167,313,328,332],env_var:129,environ:[39,57,100,129,166,178,218,220,309,343,346],environment:[57,100],eof:[102,306],epilogu:107,eprint:321,epsilon:[117,119,142,189,213,317,318],eq:[128,188,330],eq_list:188,equ:67,equal:[33,35,43,51,52,57,67,77,102,105,115,117,118,119,132,139,145,147,148,164,170,176,178,181,187,188,194,299,307,322,334],equal_valu:118,equality_pr:188,equalityexpress:[181,188],equat:[33,57,105,176],equiv:[181,188,189],equival:[15,25,28,51,52,118,132,134,141,176,181,183,188,228,318,322,334,336],er0:66,er:[57,66,72,105,200,331],er_99:72,erfcc:319,erico:205,ern:200,err:[57,101],erron:224,error:[25,32,39,57,71,99,105,109,111,119,129,146,151,161,176,183,194,199,212,224,225,274,276,293,304,314,319,328,329,339,340,341],error_list:225,error_output:224,erroranalysi:223,errormessag:111,errt:146,erwartet:333,es:[57,103,104,105],escap:[109,129,188,313,335],eschbach:335,eschbachguentherbecker2006:335,esn:200,especi:[43,52,98,193,195],esperanto:[57,101],essenti:[52,119],est:[57,105],establish:[167,215],estim:[33,35,36,38,46,48,132,176,214,317,322,323,324,325,326,327],et:[57,71,103,104,107,214,299,307,317,321,326,332,335],eta:189,etc:[57,71,102,105,111,117,118,176,177,226,227,293,302,325,334,336,346],eth:189,etre:129,eu:316,euc:[57,75,101],euclidean:51,euclidean_dist:[46,51],euml:189,euphrosyn:107,euro:189,europarl:[57,85],europarl_raw:55,europarlcorpusread:[57,85],european:[301,302],eustac:107,evad:[57,71],eval:[129,163,173,320],evalu:[25,26,28,29,52,72,92,129,132,133,136,146,148,156,177,179,191,193,194,198,200,209,210,212,213,219,282,291,301,304,317,318,320,321,328,330,332,349],evaluate_s:191,even:[25,57,59,118,132,139,167,224,340],event:[57,60,71,115,117,119,143,176,178,188,214],eventtyp:188,eventu:[105,343],eventvariableexpress:[181,188],ever:[23,306],everi:[13,33,39,43,57,61,79,87,102,106,117,118,123,127,132,159,164,167,175,176,179,181,188,194,219,226,227,317,333,334,336],everygram:[132,136,343,349],everyth:[57,85,109,132,297],everywher:[311,326],evid:[57,71,219,302],evok:[57,71],ewan:[0,347,349],ex2:[57,82],ex:[57,82,125,161,178,188,214,341],exact:[127,143,147,181,221,328],exact_match:328,exactli:[31,36,71,118,132,184,188,327],exahust:[159,162],examin:[30,211],examlpl:161,exampl:[14,25,28,29,30,33,34,36,39,46,52,55,57,58,60,62,66,71,77,78,79,85,86,87,90,91,95,97,98,101,102,103,105,106,107,109,110,117,119,123,129,130,131,132,133,137,141,143,145,148,152,156,159,166,167,171,173,176,178,179,182,183,188,189,193,194,209,210,215,220,251,259,276,282,294,295,297,300,303,305,306,309,310,312,317,318,321,325,326,327,332,333,334,336,339,340,341,343,344,346,349],example_word:78,exce:[25,189],exceed:[25,155],except:[31,34,42,57,59,71,84,85,105,108,109,115,119,125,126,127,128,129,130,160,161,173,178,179,181,183,187,188,294,297,303,305,314,334,341],exception:195,excerpt:[57,71,206],exclud:[57,64,71,211,219,226,302,305,323,324,325,326],excludesf:[57,71],excludezero:[226,228],exclus:[38,98,109,224,333],execut:[2,28,39,122,126,129,179,194,215,218,220,340],exemplar:[57,71],exemplifi:224,exercis:[2,92,254,264,292,346,349],exhaust:[159,162,317],exhibit:[124,126],exist:[14,46,57,59,83,103,105,109,111,117,118,125,128,129,146,159,160,161,162,164,168,171,172,176,178,181,183,185,186,187,188,189,199,203,324,334,345,346,349],exists_list:188,existsexpress:188,exodu:107,exp:[33,330],expand:[7,25,28,111,116,119,164,168,170,224,226,228,333,334,349],expand_thread:123,expand_tweetid:341,expand_tweetids_demo:340,expandable_product:170,expanded_tre:116,expandleftrul:[25,28],expandrightrul:[25,28],expandunari:[334,336],expans:[7,142,170,333],expansion_scor:333,expect:[27,28,30,46,48,52,57,59,71,90,111,129,132,133,134,135,136,141,159,174,176,188,193,195,221,228,300,301,306,311,312,313,320,322,327,333,334],expected_albb:301,expected_amz:301,expected_cas:301,expected_detoken:312,expected_low:301,expected_output:313,expected_rkt:301,expected_s:301,expected_token:312,expectedmoretokensexcept:188,expens:[46,102,129,143,326],experi:[2,176,304,317,321,341],experiment:[154,198,315,333],explain:33,explan:334,explicit:[34,312],explicitli:[34,35,57,59,60,63,64,68,69,70,71,74,80,82,83,91,96,103,105,106,107,111,132,134,176,334],exploit:62,explor:[2,3,7,8,251,293],explos:217,expon:143,exponenti:[33,302,333],exportselect:115,expr:[126,183,184,188],expr_tt:[57,82],expr_uid:[57,82],expres:305,express:[1,3,6,16,23,25,28,29,32,35,36,52,57,59,60,63,64,67,68,69,70,71,74,80,82,83,84,91,96,102,103,105,106,107,109,122,123,124,125,126,127,128,129,160,177,178,181,183,185,187,188,189,190,191,204,214,219,228,293,294,295,297,300,302,303,305,312,313,322,323,324,334,339,343,349],extend:[46,57,71,104,115,118,122,126,132,170,171,176,181,334,349],extens:[57,65,109,111,122,137,145,164,166,179,203,214,302,316],extension:179,extent:28,extern:[33,34,44,55,57,124,126,294,327],extra:[28,33,57,71,129,168,176,334,349],extract:[14,37,39,43,57,60,72,94,104,111,159,161,162,173,179,185,189,191,193,194,201,213,218,226,228,305,318,321,331,333,334,339,343],extract_bigram_feat:194,extract_featur:[173,193],extract_field:339,extract_properti:[211,226,227],extract_rel:189,extract_test_sent:174,extract_unigram_feat:194,extractor:[30,193,194],extran:37,extrem:[57,89,195],ey:[57,66,71],f1:[35,118],f2:118,f2e:320,f:[28,29,32,33,46,52,57,66,71,87,98,104,105,110,111,118,132,134,142,147,178,183,184,200,212,301,305,318,331,332,336,343],f_align:331,f_end:331,f_id:33,f_measur:[29,147,193],f_start:331,fabul:195,face:[25,57,81],facil:330,facilit:[189,193,224,349],fact:[89,115,159,179],factor:[53,145,176,224,326,330,333,334,336],factori:[110,176,181,187,188,219,228],factory_arg:176,factory_kw_arg:176,fail:[37,109,118,129,183,302,341],fail_on_unknown:293,failobj:52,failur:276,faith:203,fake:[57,105],fall:[46,145,219,326],fallback:318,fals:[13,16,25,29,32,33,34,36,37,38,43,47,48,49,50,51,57,59,60,64,68,71,74,80,85,88,89,96,98,102,103,105,106,109,111,114,115,116,118,119,122,123,124,126,127,128,129,132,139,144,145,148,159,160,161,162,166,171,172,173,174,176,178,179,180,181,183,184,185,188,189,193,194,200,202,206,212,213,214,215,217,219,220,221,224,226,227,228,276,293,294,295,297,298,301,302,303,304,305,307,308,309,310,311,312,313,317,332,334,335,336,338,339,341,342,343],famili:[16,123],famou:[57,62,317],fang:94,far:[14,95,132,170,171,212,333,334],fass:[324,325,326],fast:[57,66,67,71,200,212,224,228,343],faster:[57,71,343],fat:153,favorit:311,favorite_count:339,favour:333,fcfg:[109,174,185,191],fdict_class:118,fdist:176,fe2:[57,71],fe:[57,71],fe_rel:[57,71],feat:[57,89],feat_val:33,featdict:118,featlist:118,featstruct:[0,180,334,351],featstructnontermin:164,featstructread:[109,118],featur:[32,34,35,36,37,38,41,43,44,52,57,67,74,89,102,105,109,132,133,142,158,164,167,173,174,180,191,193,194,201,210,211,213,217,219,223,224,227,228,299,307,315,349],feature1:228,feature2:228,feature_corpu:102,feature_detector:219,feature_extract:38,feature_func:[43,193,213],feature_nam:32,feature_probdist:35,feature_select:38,feature_valu:32,feature_vector:33,featurebottomupchartpars:164,featurebottomupleftcornerchartpars:164,featurebottomuppredictcombinerul:[162,164],featurebottomuppredictrul:164,featurechart:[156,162],featurechartpars:[162,164],featurecompletefundamentalrul:162,featurecompleterrul:162,featuredict:30,featureearleychartpars:162,featureemptypredictrul:[162,164],featurefundamentalrul:164,featuregrammar:[174,191],featureincrementalbottomupchartpars:162,featureincrementalbottomupleftcornerchartpars:162,featureincrementalchart:162,featureincrementalchartpars:162,featureincrementaltopdownchartpars:162,featurelist:228,featurepredictorrul:162,features_count:34,featurescannerrul:162,featureset:[31,32,33,34,35,36,38,41,43,44,52,193,210,219],featuresettagg:210,featuresettaggeri:[210,219],featuresingleedgefundamentalrul:[162,164],featuretopdownchartpars:164,featuretopdowninitrul:164,featuretopdownpredictrul:[162,164],featuretreeedg:164,feb:89,februari:349,fecoreset:[57,71],fed:30,fee:66,feed:[132,134],feedback:349,feel:[312,347],feet:312,feid:[57,71],feil1v:202,fellbaum:[57,103],fellegi:145,fellow:293,fem2masc:[198,199],femal:[36,98],feminin:[198,199],feng:94,ferel:[57,71],fertil:[324,325,326,327],fertility_of_i:327,fertility_t:[324,325,326],fetch:[338,340,341],few:[52,201,206,211,311],fewer:[33,50,219,334,341],ffreq_empir:33,fg:115,fi2:202,fi:[57,104,307],fid:33,fido:[177,188],field:[57,71,83,95,98,99,167,179,194,310,314,316,339,340,349],field_ord:314,fieldwork:349,fiendish:293,fig:[167,330],fight:343,file:[10,34,39,41,42,44,52,55,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,96,97,98,100,102,103,104,105,106,107,109,111,117,123,126,129,145,158,161,166,173,174,188,193,194,195,213,215,218,220,224,226,227,228,230,304,314,334,339,340,341,342,343,346,349],file_id:[57,59,60,63,64,68,69,70,71,74,80,82,83,91,96,103,105,106,107],file_nam:[129,342],file_path:77,file_s:109,fileid:[30,57,58,59,60,61,62,63,64,65,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,95,96,97,98,99,100,101,102,103,104,105,106,107,109],fileid_or_classid:[57,103],filenam:[55,57,71,72,74,78,90,109,111,117,129,161,166,179,184,191,193,194,205,224,314],filepo:102,files:111,filespac:346,filestr:343,filesystempathpoint:109,filetyp:[57,98],fill:[116,117,132,155,175,224,228,326],filler:189,film:160,filter:[53,57,71,74,77,82,119,123,132,139,162,189,228,276,293,294,310,334,341],filteredbottomuppredictcombinerul:159,filteredcompletefundamentalrul:162,filteredsingleedgefundamentalrul:[159,162],final_period_1:311,final_period_2:311,finalerror:212,finalize_train:302,financi:173,find:[1,6,26,28,33,34,35,42,46,48,49,50,51,53,57,59,61,62,77,78,84,105,106,109,117,119,122,123,127,129,132,145,153,154,166,167,170,171,173,175,176,181,185,188,189,191,194,212,214,219,227,276,293,294,295,302,303,304,305,313,317,320,324,327,331,333,334],find_abbrev_typ:302,find_all_src_phras:333,find_answ:127,find_best_fit:176,find_binari:129,find_binary_it:129,find_concord:293,find_corpus_fileid:[57,102],find_diment:117,find_dir:129,find_fil:129,find_file_it:129,find_increasing_sequ:332,find_jar:129,find_jar_it:129,find_jars_within_path:129,find_label_nam:184,find_legal_onset:299,find_malt_model:166,find_maltpars:166,find_repptoken:304,find_vari:118,findal:[129,293,297],finder:53,finding_dir:129,findtyp:188,fine:[2,38,141,224],finer:[57,84],fingerprint:42,finish:[111,122],finishcollectionmessag:111,finishdownloadmessag:111,finishpackagemessag:111,finishunzipmessag:111,finit:[31,87,214,349],finnish:[57,104,206],finnishstemm:206,fire:34,fireman:105,first:[7,8,10,16,23,25,28,33,34,35,36,41,44,46,51,52,53,57,59,60,63,64,67,68,69,70,71,74,76,80,82,83,84,89,91,96,98,102,103,105,106,107,108,109,111,115,117,118,119,122,123,125,127,128,129,132,134,145,154,159,161,168,170,176,177,178,179,181,183,185,187,188,189,190,191,193,194,199,201,221,222,226,283,293,295,299,302,303,307,317,324,325,326,327,331,332,334,343,346,349],first_cas:302,first_low:302,first_po:310,first_upp:302,fisher:143,fisher_exact:143,fit:[38,132,133,155],fitzenreit:145,fitzrureit:145,five:[143,201],fix:[31,33,39,63,159,212,219,227,293,310,326,327,349],fixm:212,fixtur:[254,264,292],flag:[57,58,62,65,67,70,85,88,89,97,105,111,114,118,176,214,221,276,295,297,302,303,332,334,338,341,346],flat:[106,132,136,310,314,334],flatten:[57,68,132,136,334,343],flaw:20,fledg:118,fleiss:141,flexibl:[2,119,132,134,159,297],flip:[195,214,325],flippin:195,flist_class:118,floresta:349,florida:145,flush:159,fly:[209,222],fmt:[27,227],fn1_sent:[57,71],fn:[35,57,71,118],fn_docid:[57,71],fn_fid:[57,71],fn_fid_or_fnam:[57,71],fn_fname:[57,71],fn_luid:[57,71],fname:[33,35,44],fnof:189,fnreport:[57,71],fntbl37:211,fntbl:211,focu:[115,117],fol:[109,123,177,179,181],foldemo:183,folder:[57,64,346],follow:[7,8,14,25,28,30,33,36,38,52,53,57,59,60,63,64,68,69,70,71,72,74,77,80,82,83,84,86,90,91,96,98,100,102,103,105,106,107,109,111,113,115,117,118,119,129,132,136,141,143,145,151,159,167,168,170,171,174,176,178,179,183,185,188,191,203,206,209,214,216,219,222,228,293,295,302,303,305,306,307,312,317,318,322,323,324,325,326,332,334,336,340,341,346,347,349,351],followers_count:339,followtoscreen_demo:340,folmodel:183,fom:161,font:[25,57,101,115,117,335],foo:[60,71,78,91,106,129,301,307,349],foobar:[174,307],food:[57,71,129],foolswood:259,foral:[117,181,188,189],forc:[111,213,317,318,321,328,330,332],foreground:115,foreign:[212,216,331],forese:[57,71],forev:[317,318,321,328,330,332],form:[15,24,28,29,33,43,52,57,71,87,90,91,92,97,102,105,109,111,117,119,122,123,126,153,159,161,164,168,169,173,175,178,179,180,181,185,188,189,190,198,199,200,201,206,212,214,219,221,222,224,226,228,300,303,305,313,316,334,336,349],formal:[176,214,227],format:[28,29,33,34,44,55,57,59,64,66,76,77,85,86,90,98,105,109,119,122,124,126,129,132,161,166,174,179,183,212,219,224,227,304,313,314,316,320,331,333,335,338,339,340,341,349],format_debug_decis:302,formatt:44,former:160,formul:162,formula:[109,122,123,145,177,183,184,185,187,188,317,332],formula_tre:185,forth:332,fortun:132,forum:[202,347],forw:320,forward:[14,15,57,60,67,78,91,106,109,161,214,320],forwardcombin:15,forwardonli:15,forwardsconstraint:15,forwardtconstraint:15,forwardtyperaiserul:14,found:[34,39,46,48,49,57,61,64,77,102,104,105,106,108,109,118,122,123,124,129,159,168,170,171,175,176,201,203,206,208,212,218,224,293,299,302,317,326,327,334,346],foundat:[125,349],four:[28,117,143,201,293,305],fourgram:317,fourth:349,fox:[160,172,217],foxu:115,fp:339,fprefix:341,fr:[57,104],frac12:189,frac14:189,frac34:189,fraction:[147,224,317],fractional_pres:145,fragment:[185,221,328],frame2:[57,71],frame:[57,71,103,115,117],frame_by_id:[57,71],frame_by_nam:[57,71],frame_config:115,frame_id:105,frame_ids_and_nam:[57,71],frame_rel:[57,71],frame_relation_typ:[57,71],frame_str:105,framefil:[57,79,87],frameid:[57,71],framenam:[57,71],framenet2:[57,71],framenet:[57,103,349],framenetcorpusread:[57,71],frameneterror:71,framerel:[57,71],framerelationtyp:[57,71],frames_by_lemma:[57,71],frameset:[57,79,87],framework:[33,109,179,349],franc:179,franz:317,fraser:200,frasl:189,frauenfeld:299,fraze:349,free:[0,109,113,119,125,127,181,183,188,215,347,349],freez:[118,334],frel:[57,71],french:[57,104,206,311,325],frenchstemm:206,freq:176,freq_threshold:302,freqdist:[42,53,57,69,176,214,293,349],frequenc:[33,36,42,53,57,105,132,134,139,143,176,193,213,214,221,293,299,302,317,349],frequent:[20,132,139,144,176,194,209,219,293,302],fresh:118,fri:[57,71],frick:195,frickin:195,fridai:219,friend:[160,172],friendli:[132,134,341],friends_count:339,frig:195,friggin:195,fring:[7,170],from:[7,8,14,16,22,24,28,29,30,31,32,33,34,36,37,38,39,43,44,46,47,48,49,51,52,53,55,57,58,59,60,62,64,65,67,68,69,70,71,72,73,74,75,77,78,79,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,98,100,102,103,104,105,106,109,111,115,116,117,118,119,122,123,125,126,127,129,131,132,133,134,135,139,141,142,143,144,145,146,147,149,152,157,158,159,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,187,188,189,191,193,194,196,197,198,199,200,202,203,204,205,206,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,224,226,227,228,274,276,282,283,293,294,295,297,298,299,300,301,302,303,305,306,307,308,309,310,311,312,313,314,316,317,318,319,320,321,322,323,324,325,326,327,329,330,331,332,333,334,335,336,339,340,341,342,343,344,346,347,349],from_product:[159,164,168],from_train:44,from_tt:[57,82],from_uid:[57,82],from_unified_model_dir:158,from_word:53,fromlist:334,fromstr:[14,16,28,109,118,119,129,167,181,183,187,188,294,316,334,335],fromxml:111,frontier:[7,170],frozen:[118,203],frozenset:316,frt:[57,71],fs:[31,33,44],fs_class:118,fscore:318,fsnlp:53,fstruct1:118,fstruct2:118,fstruct:[118,187],fstruct_read:109,fstructur:186,ft_sent:[57,71],ftp:66,ftype:44,fuck:195,fuel:46,ful:299,fulfil:[227,294],full:[28,34,57,60,71,74,100,104,105,110,118,129,132,134,333,339,340,341,349],full_text:[57,71],fulli:[14,130,159,161,167,195,319],fullsignatur:110,fulltextannot:[57,71],fulton:[55,57,219,346],func:[33,110,115,117,200,340,343],funccolor:335,functionalcategori:13,functionbackedmaxentfeatureencod:33,functionvariableexpress:[181,188],functool:110,functor:15,fund:349,fundament:[164,168,347],fundamentalrul:[159,164],funky_punct_1:311,funky_punct_2:311,funni:[57,62],furiou:293,further:[28,131,167,169,179,183,203,221,295,299,302,332,349],furthermor:28,futur:[71,87,122,164,198,199,333,341]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,84,94,103,111,116,122,146,189,217,301,325,332,334,349],group_by_para:[57,63,65,84,97],group_by_s:[57,58,63,65,70,73,84,97],grow_diag_final_and:320,grsampson:176,grzegorz:142,gscl:200,gt:[189,313],guarante:[26,129,159,162,171,298,317,318,321,326,327,328,330,332],guess:[27,29,33,57,71,217,219,342],guess_encod:343,guess_languag:42,guess_path:342,gui:[18,349],guid:[179,317,318,321,328,330,332,347,348],guidebook:[317,318,321,328,330],guidelin:94,gujarati:[57,101],gulp:[57,88],gutenberg:[22,30,293],gz:[172,220],gzip:[109,194,339,341],gzip_compress:[194,339,341],gzipfil:109,gzipfilesystempathpoint:109,h0:332,h1:332,h2:332,h5:332,h:[7,8,10,57,90,104,107,198,199,212,214],ha:[7,8,13,28,32,33,35,36,39,43,52,57,59,61,65,71,90,102,105,106,109,111,115,116,117,118,119,123,129,131,132,133,139,142,145,156,159,167,168,170,173,175,176,177,179,185,194,203,209,211,212,214,221,228,251,294,298,300,302,307,311,312,317,321,325,326,327,328,330,331,333,334,335,336,338,339,341,343,346,347,349],hack:[180,293],had:[36,57,67,176,349],hadn:195,hadnt:195,hagiwara:349,hajim:332,half:[145,148,152,154],hall:167,hall_demo:167,hallow:145,halo:320,halt:33,halt_on_error:111,halv:154,ham:[148,310,322],hamza:201,hamzat:[198,199],han:310,hand:[8,14,30,102,117,119,159,164,168,170,175,195,211,336,347],handl:[34,44,102,109,117,123,129,131,132,141,164,178,180,181,187,188,194,219,228,276,297,306,314,338,341,349],handle_cond:181,handle_condit:178,handle_dr:[178,181],handle_elt:[60,77,78,91,106],handle_head:60,handle_lambda:188,handle_neg:[188,194],handle_open:188,handle_prop:181,handle_qu:188,handle_queri:78,handle_ref:181,handle_s:[60,91],handle_vari:188,handle_word:[60,91],handler:[77,78,106,118,183,341],hangul_jamo:313,hangul_syl:313,hank:53,hapax:176,happen:[57,62,227],happi:[93,194],happy0:93,har:230,hard:[92,304],hard_delimit:319,hardcopi:349,hardi:349,hardin:145,hardli:195,hardrock:[57,105,208],harmon:[15,147],harr:189,harsh:317,has_kei:118,has_prior:188,hash:[118,176,334],hashabl:[119,141,219,227],hashtag:[57,100,339],hasn:195,hasnt:195,hat:[57,71],hau:[316,322,323,324,325,326,331],have:[7,24,25,28,29,33,34,36,39,46,47,49,51,52,57,62,66,67,71,81,86,88,89,91,97,98,100,102,105,109,111,115,117,118,119,127,129,131,132,133,139,141,142,144,145,146,147,153,158,159,160,166,167,168,169,170,171,172,174,175,176,179,181,187,188,189,193,194,201,203,206,214,224,226,228,293,295,302,307,313,317,321,324,326,327,333,334,336,339,340,341,345,348,349],haven:195,havent:195,hawaii:95,hc:310,he:[57,66,71,203,312,317,321,331,332],head:[57,68,105,119,161,167,169,173,325,326,327,334,336],head_address:161,head_distortion_t:[325,326],head_id:[57,105],head_index:169,head_len:[57,84],head_vacancy_t:326,head_word:[57,105],header:[44,57,78,111,159,194,341],header_mod:[57,78],header_sect:44,headlin:72,headquart:218,headword:[57,71],health:30,heap:129,heapsiz:166,hear:[317,318,321,328,330],hearst:148,heart:189,heat:[57,71],heating_instru:[57,71],heavi:[57,71],hebrew:[57,101],heed:[317,318,321,328,330,332],heidelberg:137,height:[79,87,98,115,117,160,334],held:176,heldout:176,heldout_fdist:176,heldoutprobdist:176,hella:195,hellip:189,hello:[115,129,312],help:[0,7,8,10,24,57,59,71,78,105,108,111,117,129,132,293,302,312,346,349],helper:[17,43,78,118,131,133,136,327],helpfulli:132,helsinki:[57,107],helvetica:115,hen:[167,169],henc:[46,50,57,71,327,336],hench:299,heptateuch:107,her:[57,71,160],herbarium:107,here:[57,71,98,105,110,118,129,132,141,143,145,179,200,206,217,220,230,294,322,326,327,332,333,349],herm:349,hessian:213,heurist:[171,302],hh:66,hi:[57,62,107,167,203,312,349],hidden:[115,117,214],hiddenmarkovmodeltagg:214,hiddenmarkovmodeltrain:214,hide:[7,8,66,115,117],hide_column:115,hideki:332,hideto:321,hierarch:[57,103,116,117,334,336],hierarchi:[57,64,117,178,307,339],higbe:145,high:[98,102,111,198,209,212,224,299,304,317,340],highe:145,higher:[28,33,132,134,145,159,162,164,168,170,171,174,175,317,327,333],highest:[33,35,132,167,212,214,330,344],highlevel:328,highli:195,highlight:[117,334,335],highlightthick:115,higve:145,hill:[25,46,50,324,325,326,327],hillclimb:[326,327],him:[57,62,334],hindi:[73,349],hirao:332,hire:[57,71],histogram:333,histor:142,histori:[107,170,171,219,317,321,326,332],hit:[57,62,332],hllw:145,hlt94:86,hlt:[299,307,330],hmm:[176,209,349],hoc:312,hold:[109,115,122,164,173,185,224,227,301,310,327],holder:111,hole:[177,349],hole_read:185,holesemant:185,holi:107,holist:89,home:[57,78,109,111,166,304,342,349],homepag:[117,123,203,274,343],homili:107,hon:214,honest:343,honnib:217,honoriu:107,hood:[57,66,71],hook:[25,181,187,188,254,264,292,349],hope:[57,64],hor:300,horizont:[116,117,334,335,336],horzmarkov:[334,336],hosam:349,host:[22,109,203,349],hour:[57,71,160],hous:[57,71,316,322,323,324,325,326,331],how:[14,24,28,30,33,57,95,102,105,111,117,118,119,132,133,135,154,159,161,168,175,176,224,226,293,302,306,318,322,323,324,325,326,334,341,344,348],howev:[33,36,57,71,100,102,105,111,115,116,118,119,132,145,156,164,201,203,212,221,294,302,326],howto:340,hs:98,h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1,132,133,135],open:[0,10,57,59,64,102,105,109,111,116,117,122,129,141,183,187,188,205,215,293,305,307,314,334,346,347],open_bracket:181,open_punct:311,open_punct_r:311,open_punctu:[57,104],open_str:314,openondemandzipfil:109,oper:[7,8,13,16,28,29,39,46,109,117,118,119,145,148,159,164,167,169,170,171,173,176,178,180,181,185,187,188,276,294,295,312,349],opinion:[57,67,81,88,89,93,194],opinion_lexicon:57,opinionlexiconcorpusread:[57,81],oplu:189,opportun:349,oppos:188,opposit:[119,122,149],opt:109,optim:[34,119,142,159,164,213,214,332],optimis:214,option:[10,33,34,39,44,51,57,65,67,71,74,77,89,105,117,129,131,132,133,134,135,139,145,158,160,166,168,173,174,176,179,183,193,203,208,213,214,215,218,219,220,224,226,293,297,304,306,308,309,317,318,322,323,324,325,326,327,334,335,341,343,346,348,349],or_list:188,orang:317,order:[14,28,29,30,33,34,35,46,49,51,52,53,57,61,71,81,82,84,90,102,105,109,111,115,117,118,119,123,127,128,129,132,133,134,135,136,137,139,141,142,143,144,145,147,151,154,159,167,168,175,176,177,178,179,183,184,185,188,189,191,198,201,211,214,219,221,224,293,297,314,316,317,318,321,322,323,325,327,330,332,333,334,335,336,341,343,349],ordereddict:52,ordf:189,ordin:302,ordinari:37,ordm:189,oreilli:349,orexpress:[181,185,188],org:[0,22,38,55,57,64,77,83,92,94,104,109,130,145,166,179,189,203,206,213,216,218,251,254,274,282,304,313,317,318,319,321,330,332,336,338,339,341,343,344,346,347,348,349],organ:[29,57,92,105,117,156,160,168,189,220,343],orient:[98,116],origin:[57,64,90,98,104,105,110,117,119,146,161,162,167,194,199,200,201,203,206,207,211,227,282,297,298,301,302,310,312,313,317,318,320,325,332,334,335,336,344,347,349],original_algorithm:203,original_best_arc:167,original_length:310,original_tag:227,original_text:117,oriol:321,ormiston:349,orn:98,orosiu:107,orth:335,ortho_context:302,ortho_thresh:302,orthograph:302,os:[57,100,141,173,205,347],osborn:320,oserror:[129,160],oslash:189,ostrich:125,ota:[57,60,107],other:[7,10,13,15,33,36,51,53,57,61,67,71,75,76,79,87,91,98,102,103,105,108,111,118,122,127,129,132,139,145,156,157,158,159,161,164,167,169,176,179,181,183,184,187,188,198,200,203,212,214,216,217,219,226,227,228,253,293,294,295,299,301,302,303,305,307,311,317,320,322,323,324,325,326,327,334,339,349],other_indic:187,other_typ:188,otherwis:[7,33,34,39,52,57,60,64,76,102,109,111,115,116,117,118,122,129,132,134,139,161,170,171,176,182,187,188,214,226,227,302,314,341,346],othr:141,otild:189,otim:189,otto:[299,307],ouamour:198,ought:66,oughtn:195,oughtnt:195,ouml:189,ounc:160,our:[132,193,230,304,321,349],out:[42,51,52,57,61,102,106,107,109,111,118,123,132,133,145,154,160,176,179,180,185,189,200,206,228,276,294,303,306,310,316,326,327,334,340],outcom:176,outdat:334,outer:167,outerspac:181,outfil:[44,194,339],outlin:[116,117,167],output:[28,29,33,34,41,44,46,50,57,71,105,118,124,129,132,142,145,159,160,162,163,164,166,168,170,171,174,175,178,179,189,193,194,212,213,214,221,224,226,228,274,283,294,298,302,304,310,313,318,320,321,325,326,327,330,331,332,333,335,339,340,341,343],output_fil:102,output_format:126,output_markdown:194,outputfilenam:166,outsid:[327,331,336],oval:117,ovalwidget:117,over:[2,25,28,31,33,35,36,38,39,46,47,52,57,58,59,60,63,64,65,68,69,70,71,73,74,80,81,82,83,84,91,92,96,97,102,103,105,106,107,110,116,132,134,136,139,141,147,148,159,160,162,164,169,172,179,188,198,213,214,217,218,221,293,295,318,322,323,328,331,347],overal:[2,29,317],overflow:176,overhead:43,overlap:[25,26,28,37,118,226,317,318,330,335,344],overrid:[28,57,59,85,111,122,129,131,176,302,327,334],overridden:[57,60,61,78,91,106,111,117,129,178,181,187,188,219,302],overstem:146,overt:[57,71],overtli:[57,71],overview:[339,340],overweigh:145,ow:[66,202],own:[35,57,71,90,100,108,109,117,118,228,305,334],ox2:107,ox:[57,60],oxford:107,oy:66,p02:[282,317,318],p03:336,p0:[324,325,326],p103:176,p108:[184,187],p12:304,p1:[324,325,326,332],p5:[57,77],p:[7,8,10,35,36,57,66,77,87,89,105,107,109,118,119,125,127,132,139,142,145,147,163,168,175,176,179,180,188,194,214,216,221,227,297,299,304,320,327,334],p_factor:145,p_n:317,pabo:62,pack:[115,117],packag:[34,38,44,53,105,106,108,109,124,126,161,174,302,334,343,346,348,349,351],package_id:111,packt:349,pad:[119,132,133,135,136,227,312,343],pad_both_end:[132,136],pad_fn:[132,133,135],pad_left:[132,343],pad_right:[132,343],pad_sequ:[132,343],padded_bigram:132,padded_everygram:136,padded_everygram_pipelin:[132,136],page:[111,137,173,203,304,346,349],pagin:338,pai:[90,205],paic:[140,198,202],pair:[23,32,33,34,35,41,46,49,52,57,71,74,90,104,105,117,118,119,123,125,141,145,148,158,159,171,176,177,179,183,189,191,219,227,228,302,316,317,319,322,323,326,327,328,331,332,343],pairwis:343,paisagem:205,pajama:166,pale:293,palmer:[57,105],pan:[57,74],pang:[62,194,349],panlex:[57,82,83,349],panlex_lit:57,panlex_swadesh:57,panlex_uid:83,panlexlanguag:83,panlexlitecorpusread:[57,82],panlexswadeshcorpusread:[57,83],panlingu:[57,83],paper:[62,67,81,86,88,89,141,145,152,167,200,203,211,282,317,318,332,349],papineni:317,par_count:310,para:[55,57,59,63,65,74,77,84,85,97,107,189],para_block_read:[57,65,70,85,97,101],para_path:77,paradigm:349,paragno:[57,71],paragraph:[57,62,63,65,67,71,77,85,88,89,97,101,301,310,319],parallel:[57,68,122,322,323,324,325,326,327],parallel_corpu:[322,323,324,325,326],parallelize_preprocess:343,parallelproverbuild:122,parallelproverbuildercommand:122,param:[33,51,57,71,98,105,119,122,123,127,129,132,133,135,146,148,158,161,166,167,173,178,179,181,183,184,188,189,193,213,217,221,224,226,227,293,302,317,319,341],paramater:35,paramet:[13,14,23,26,28,29,30,32,33,34,35,36,37,38,41,43,44,46,47,48,49,50,51,52,57,58,59,60,61,62,63,64,65,67,68,69,70,71,73,74,76,77,78,79,80,81,82,83,84,85,87,88,89,90,91,92,95,96,97,98,100,101,102,103,105,106,107,108,109,114,115,116,117,118,119,122,123,124,125,126,127,128,129,132,133,134,135,136,137,139,142,144,145,146,147,148,153,155,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,183,184,187,188,189,191,193,194,195,197,198,199,200,203,204,205,206,207,208,209,210,211,212,213,214,215,217,218,219,221,222,224,225,226,227,228,293,294,295,297,299,300,302,303,304,305,306,307,310,312,313,314,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,338,339,341,342,343,344],parameter:[33,176,228],paramfil:41,paraphras:[57,104],paras_mod:74,parastart:302,paren:[28,187,188,305,334],parens_bracket:[298,312],parent:[57,60,71,78,91,106,113,115,116,117,119,129,169,176,276,294,334,335,336],parent_index:334,parent_indic:334,parentchar:[334,336],parentedtre:[294,334],parenthas:117,parenthasi:117,parenthes:[23,25,28,118,293,303,305,312],parenthesi:[25,57,61,302,305],parenwidget:117,paresd:118,pari:179,pars:[0,2,7,8,14,16,25,26,27,28,29,57,59,61,65,68,75,77,79,87,94,97,105,107,109,118,119,123,126,178,179,180,183,184,185,188,191,193,194,276,294,304,314,319,334,336,343,347,349,351],parse_al:157,parse_condit:178,parse_corpu:[57,79,87],parse_dog:160,parse_dr:178,parse_fileid_xform:[57,79,87],parse_fox:160,parse_friend:160,parse_index:178,parse_john:160,parse_mari:160,parse_megam_weight:34,parse_on:[157,166],parse_output:220,parse_repp_output:304,parse_s:[157,160,166,172,191],parse_tadm_weight:41,parse_tagged_s:166,parse_text:160,parse_to_compil:184,parse_to_mean:184,parse_to_read:123,parse_token_stream:319,parse_tweets_set:194,parse_vari:178,parse_weka_distribut:44,parse_weka_output:44,parse_with_bindop:180,parse_wolf:160,parseappl:16,parsed_doc:[57,72],parsed_docu:[57,68],parsed_para:[55,57,61],parsed_s:[55,57,59,61,68,70,107,163,347],parsed_word:[57,61],parseprimitivecategori:16,parser:[1,2,3,7,8,14,16,25,26,27,28,29,109,118,119,123,156,157,158,159,160,162,163,164,166,167,168,169,170,171,172,173,174,175,178,181,187,188,214,304,349],parser_annot:160,parser_arg:[159,162,164],parser_dirnam:166,parser_eag:173,parser_model:158,parser_opt:158,parser_std:173,parseri:[14,26,156,157,158,159,160,166,168,170,171,172,173,175],parserul:202,parsesubscript:16,parsimoni:195,part:[1,28,55,57,64,68,71,74,77,79,87,91,97,103,105,115,117,132,133,139,153,159,162,169,179,189,196,206,208,209,210,214,217,219,221,293,294,302,310,325,333,334,336,344,349],part_holonym:105,part_meronym:105,parti:[317,318,321,328,330,332,341,349],partial:[2,14,36,57,71,102,111,118,145,159,164,168,170,173,214,305,333],partial_names_demo:43,particip:[57,64,71,103],participant_property_kei:[57,64],participl:87,particl:216,particular:[14,25,28,33,43,52,57,71,78,90,102,117,118,119,143,147,159,164,167,168,169,170,175,176,179,189,219,228,294,295,305,306,323,324,325,326,334,338,349],particularli:[14,52,57,71,195],partli:195,pass:[14,34,43,57,61,62,64,71,85,88,97,105,110,116,122,129,130,132,139,154,159,162,164,167,168,172,176,181,183,188,193,203,214,215,293,294,302,310,314,322,323,324,325,326,334,335,336,338,344,349],passiv:[87,159],passonneau:145,passthroughboxerdrsinterpret:178,password:[343,346],past:[87,115,212,219,340,341],pastorali:107,pat:[57,71,166],patch:301,path:[34,39,54,57,58,59,60,63,64,65,68,69,70,71,73,74,77,80,81,82,83,84,91,92,96,97,100,102,103,105,106,107,108,109,111,116,118,127,129,141,158,166,167,170,178,214,215,217,218,220,294,304,334,339,342,343,349],path_point:[57,59],path_similar:[57,105],path_to_bin:[129,215],path_to_dict:309,path_to_jar:[129,160,172,220,308,309],path_to_model:[215,309],path_to_models_jar:[160,172],path_to_sihan_corpora_dict:309,path_to_slf4j:309,path_to_tre:116,pathnam:342,pathpoint:[57,58,59,60,63,64,65,68,69,70,71,73,74,80,81,82,83,84,91,92,96,97,102,103,105,106,107,109],patient:349,patil:321,pattern:[18,23,28,57,58,59,62,65,67,70,71,84,85,88,89,97,102,152,188,189,201,276,293,294,297,303,310,334],paul:349,paulo:349,paus:60,pb:60,pc:173,pcfg:[109,119,168,174,175,349],pchart:156,pcm:98,pcv:102,pdf:[12,42,53,57,83,104,137,145,179,221,259,282,304,317,318,319,321,328,332,335,343,349],pdist:176,pdt:209,pe08:349,peak:310,pearson:143,peculiar:89,pedersen:[57,92,105,143],pee:66,peg:[326,327],penalti:[145,302,317,328,330,332,333],penn:[57,61,79,87,161,203,209,312,334,336,349],peopl:[62,105,141,151,336,351],pep8:349,per:[28,38,57,65,71,73,79,87,98,102,104,105,174,218,224,311,321,328,339],percent:[29,160,176,189],perceptron:209,perceptrontagg:217,pereira:179,perfect:[87,329],perfect_and_progress:87,perfectli:219,perform:[7,8,14,15,18,26,28,30,33,36,39,51,52,57,65,102,117,118,122,125,127,144,146,169,170,171,178,181,187,188,193,194,198,200,211,214,219,221,224,227,293,294,299,301,302,307,312],period:[213,302,311,312],period_comma_follow:301,period_comma_prece:301,period_context_r:302,period_fin:302,periodcategori:334,peripher:[57,71],perkin:349,perl:[53,57,104,105,313],perldoc:[57,104],perluniprop:[57,104],permil:189,permiss:[62,67,73,81,86,88,89,92,111],permit:228,permut:[13,15,147,180],perp:189,perplex:[132,133],persian:311,persist:52,person:[23,29,87,111,160,189,220,347],perspect:[57,71],perspectiv:[57,71],perspective_on:[57,71],pertainym:105,peter:[322,323,324,325,326,327,349,351],petersburg:313,petro:349,petrov:216,pevzner:148,pfeat:228,pformat:[176,334],pformat_latex_qtre:334,pg:[299,307],phags_pa:313,pharaoh:320,phd:[98,142,184,187,299],phenomena:167,phenomenon:324,phi:[143,189,324,325,326],phi_sq:143,philip:89,philipp:[322,323,324,325,326,327,333],philosophi:107,phn:[57,98],phone:[57,98,160,297,349],phone_tim:[57,98],phone_tre:[57,98],phone_word_r:297,phonem:[30,66,98,299,307],phonet:[57,98,142,247],phonetik:[299,307],phonolog:[142,299,307],php:[57,64],phrasal:[119,335],phrase:[25,26,28,57,67,71,86,152,293,316,317,331,333,334],phrase_bas:315,phrase_extract:331,phrase_t:333,phraset:[316,333],phrasetableentri:[316,333],phyast:110,physical_ent:[57,105,343],pi0:317,pi:[94,129,141,189],pick:[184,328],pickl:[102,109,194,217,224,302],picklecorpusview:102,pictur:[57,89],piec:[52,57,68,71,79,87,119,156,160],pierr:163,pietra:[322,323,324,325,326,327],pihs4:202,pine:344,ping:66,piou:293,pip:348,pipe:[129,160,161,215,311],pipelin:[38,39,172,273],pitt:110,piv:189,pivot:169,pixel:117,pk:148,pl196x:57,pl196xcorpusread:[57,84],pl:[16,57,74,78,104,109,179,301,311,317,330],place:[25,42,57,74,116,117,118,131,155,161,164,168,194,213,219,326,333,334,335,339,349],placehold:[57,71],placement:[326,335],placent:[57,105,343],plai:[57,98,167,347],plain:[57,67,335],plaintext:[57,101,161,302],plaintextcorpusread:[57,85,101,108],plan:118,plane:313,platform:[109,111,347,349],plausibl:[184,341],pleas:[0,55,160,173,195,209,214,221,229,295,303,306,308,312,313,332,347,348,349],plot:[114,176,194,224,293,310,349],plu:[57,91,118,122,188,189,294,334,343,347,349],plug:185,plur2s:[198,199],plural:[198,199,212,219],plusmn:189,ply:202,pm:[57,104,338,341],pmi:[143,193,194],pmod:163,pn:317,png:161,po:[14,27,33,39,57,59,60,61,62,63,64,68,69,70,71,73,74,80,82,83,91,93,96,103,105,106,107,118,160,166,172,174,178,208,209,211,212,213,214,215,216,217,218,220,221,224,226,227,228,334,344,349],poesio:141,point:[28,57,64,71,77,79,87,108,109,160,176,211,214,224,226,313,319,320,326,327,331,346],point_entropi:214,pointer:[57,59,60,63,64,68,69,70,71,74,79,80,82,83,87,91,96,103,105,106,107,109,159,334],pointwis:[143,214],poisson:143,poisson_stirl:143,polar:[57,62,194],polarity_scor:195,polic:194,polici:310,poliqarp:[57,78],polish:[57,78,104],politi:107,polysem:[57,71],pool:[57,83],poor:[160,173],pop:[118,128,334],pop_first:128,popen:129,popitem:[52,118],popov:318,popul:[132,139,179,193,194],popular:[336,348],population_of:179,popup:8,port:[10,57,104,142,160,205,206,301,311,312,313,319,349],porta:205,porter:[196,206,274,349],porterstemm:[203,206,274,328,349],portertest:274,portion:[7,8,14,16,28,57,59,98,159,168,170,171,175,221,302],portugues:[57,104,205,206,349],portuguese_en_fixt:229,portuguesecategorizedplaintextcorpusread:[57,85],portuguesestemm:206,pos1:[57,75],pos2:[57,75],pos3:[57,75],pos_in_tre:[57,68],pos_m2:228,pos_m33:228,pos_scor:[57,93],pos_tag:[91,166,174,209,269,347],pos_tag_s:209,pos_tagset:[57,71],pose:[57,71],posid1:[57,75],posid2:[57,75],posid3:[57,75],posit:[14,23,28,29,33,36,57,58,63,65,70,71,73,74,79,81,84,87,89,92,93,97,102,105,109,115,117,118,119,129,148,154,155,159,164,167,168,179,194,195,213,214,224,226,227,228,276,293,294,316,318,322,323,324,325,326,327,332,333,334,343],position_of_ngram:332,positive_featureset:36,positive_prob_prior:36,positivenaivebay:30,positivenaivebayesclassifi:36,posix:109,poss:160,posscor:93,possibl:[13,14,16,23,28,33,34,36,46,53,57,62,64,68,71,74,105,109,111,116,117,118,119,132,139,145,147,153,157,159,162,164,167,168,169,170,171,174,175,176,180,183,189,211,213,214,221,224,226,228,294,298,302,312,316,322,323,324,325,326,329,331,334,341,343,344],possible_st:213,possible_transit:213,possibleanteced:181,post:[57,80,312,341,346,349],postag:[211,224],postag_tre:27,postord:334,postpl:228,postposit:216,postscript:[117,182],potato:[57,71],potenti:[69,118,119,141,302],pound:189,pour:148,power:[143,219],powershot:[57,89],pp1:202,pp560:94,pp:[29,86,94,148,160,172,176,198,218,299,307],ppattach:57,ppattachmentcorpusread:[57,86],ppdb:[57,10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35,345,347,349,351],projective_prob_parse_demo:169,projective_rule_parse_demo:169,projectivedependencypars:156,prolog:[178,179],promin:131,promis:198,promo:53,prompt:[117,168,175],pron:[77,167,216],prone:315,pronoun:[89,181,216],pronounc:66,pronunci:[57,66,349],proof:[122,124,126,127,128],proof_str:[122,126],prop:[57,71,128,183,189],propag:[57,71,117,183],propagate_semtyp:[57,71],propbank:[57,71,349],propbankchaintreepoint:87,propbankcorpusread:[57,87],propbankinflect:87,propbankinst:[57,87],propbankpoint:87,propbanksplittreepoint:87,propbanktreepoint:87,propdemo:183,proper:[179,216],properli:[108,276],properti:[33,57,59,71,79,87,102,104,109,111,115,116,118,122,123,124,125,132,139,143,160,174,176,179,181,183,188,195,209,210,214,219,220,226,227,228,294,297,302,316,321,333,334,346],property_nam:226,propfil:[57,87],propn:179,proportion:317,propos:[200,203,299,307,333],proposit:[178,183],pros_con:57,prosconscorpusread:[57,88],prose:[57,107],prosodi:299,protocol:[102,109,174],prototyp:349,prove:[121,122,123,124,125,126,127,128,145],proven:125,prover9:[121,124,349],prover9_input:126,prover9command:126,prover9commandpar:[124,126],prover9except:126,prover9fatalexcept:126,prover9limitexceededexcept:126,prover9par:[124,126],prover:[122,123,125,126,127,128,181,188,349],provercommand:[122,126],provercommanddecor:[122,125],proverparseerror:[125,127,128],provid:[14,42,52,53,55,57,59,68,71,79,81,84,87,89,90,96,98,106,109,111,117,118,120,126,129,132,133,135,142,143,145,151,154,158,159,161,166,167,168,173,176,177,179,183,185,202,206,214,221,274,293,295,338,341,343,347,349],provied:309,provis:202,proxi:[71,108,341,343],prp:[160,172,217],prt:[77,209,216],prune:[326,333],ps:[86,128],pseudo:[107,147,175],pseudocod:32,pseudosent:310,psi:189,pst:[57,71],psy:[57,64],pt:[57,71,104],ptb:216,ptbtoken:308,ptcl:216,pth:342,ptree:334,pu:173,publicdomain:[57,83],publicli:200,publicystyczni:[57,74],publish:[142,203,330,347,349],pull:[160,189],punc:167,punc_list:195,punct:[160,172,181,187,188,301],punct_1:301,punct_2:301,punct_regex:301,punctuat:[42,57,58,60,61,62,64,65,67,77,80,81,84,85,88,89,91,97,100,104,106,163,167,194,216,221,295,298,302,312],punkt:[57,85,295,349,351],punktbaseclass:302,punktlanguagevar:302,punktparamet:302,punktsentencetoken:[57,85,295,302],punkttoken:302,punkttrain:302,pup:[57,104],pup_numb:301,pup_punct:301,pup_symbol:301,purchas:[57,89,349],pure:195,purg:183,purpos:[28,35,43,57,105,110,115,117,129,132,169,193,214,223,322,323,324,325,326,336,338],put:[57,61,103,118,128,132,155,297],put_al:128,put_atom:128,py3_data:54,py:[10,14,39,111,218,226,227,228,230,301,349],pyfound:349,pylab:293,pypi:[213,348],python25:111,python38:348,python:[0,10,14,25,38,52,57,98,102,104,108,109,110,111,115,118,129,130,132,134,141,178,179,200,201,203,212,213,217,224,294,301,303,311,313,338,339,341,343,346,347,349,351],pythonhom:111,pyupgrad:349,q14:[57,104],q:[7,8,77,111,142,188],qin:321,qtree:334,quadgram:[53,143],quadgram_fd:53,quadgramassocmeasur:[143,349],quadgramcollocationfind:53,quadro:205,quadrupedibu:107,qualifi:130,qualiti:[46,57,82,89,307,330,332],quant:188,quanti:[57,71],quantifi:[122,180,188,251],quantifiedexpress:188,quantit:176,quantiti:[46,334],quarter:160,que:205,queer:293,quel:148,queri:[22,117,179,189,293,334,340,341],question:[23,24,95,111,143,178,340,349],queue:[168,174],quick:[154,160,172,217],quiet:[44,111,183],quit:[7,8,23,25,57,77,89,173,195,321],quoc:321,quot:[22,57,74,118,129,188,189,276,312,313,334],r0:[123,332],r1:[123,332],r2:332,r5:332,r:[8,23,25,57,60,66,71,75,77,93,105,109,110,123,125,132,139,142,144,147,176,188,201,208,212,219,227,301,312,313,317,318,321,330,332,343],r_nr:176,ra2:202,rabin:214,race:98,radic:189,radiu:117,rae0:202,rain:145,rais:[13,14,15,28,34,52,57,59,84,108,109,115,117,118,119,127,129,130,132,134,139,144,147,176,183,187,188,206,226,227,228,293,305,328,334,341,343],raise_on_error:111,raise_unorderable_typ:129,raita:148,rakuten:301,ramakrishnan:343,rami:[160,220],randn:310,random:[46,50,102,133,147,168,214,224,293],random_sampl:214,random_se:[132,133,293],randomchartpars:168,randomis:50,randomli:[147,176,194,214],rang:[29,30,33,57,105,118,149,159,176,189,214,224,226,313,316,321,334],range_r:118,rangefeatur:118,rank:[33,53,57,71,149,211,332],rank_gap:149,ranks1:149,ranks2:149,ranks_from_scor:149,ranks_from_sequ:149,rape:160,rapid:153,raquo:189,rare:[33,195,302],rarr:189,rate:[25,62,146,209,259,304,329,340,341],rater:349,rather:[32,35,53,57,71,105,109,118,143,161,164,176,179,201,211,224,302,314],ratio:[53,117,143,176,317,321],ratnaparkhi:86,raw:[55,57,59,78,100,109,111,166,221,259,310,340,346],raw_field:314,raw_freq:143,raw_mod:[57,78],raw_pars:[160,172],raw_parse_s:[160,172],raw_tag_s:160,rb:[160,209,212,219,347],rcb:[298,312],rceil:189,rcon:189,rdparser:1,rdparser_app:1,rdquo:189,re2:202,re:[13,25,28,33,43,57,58,62,65,67,70,85,88,89,97,102,108,109,111,117,118,122,127,132,179,195,200,214,298,300,301,302,303,311,312,317,325,332,348,349],re_boundary_realign:302,re_show:343,reach:[7,32,57,89,102,105,159,194,334,338,341],reachabl:51,read:[39,42,52,55,57,58,59,61,62,63,65,66,67,68,70,73,74,75,77,81,83,84,86,88,89,92,95,97,98,99,102,104,105,106,109,115,118,123,129,161,183,185,200,224,314,316,317,321,327,332,334,340,342],read_:129,read_alignedsent_block:[57,58,102],read_app_valu:118,read_blankline_block:[57,65,70,85,97,102],read_block:[57,58,63,65,70,73,74,77,78,84,92,97,102,106],read_cmudict_block:66,read_depgraph:186,read_fil:184,read_fstruct_valu:118,read_grammar:119,read_int:129,read_int_valu:118,read_leaf:334,read_line_block:102,read_log:188,read_logic_valu:118,read_nod:334,read_numb:129,read_parti:118,read_regexp_block:102,read_rul:205,read_sent:191,read_set_valu:118,read_sexpr_block:102,read_str:129,read_str_valu:118,read_sym_valu:118,read_timit_block:98,read_tuple_valu:118,read_typ:188,read_valu:[118,183],read_var_valu:118,read_whitespace_block:102,read_wordpunct_block:102,readabl:[109,141,225,293,302,313,344,349],reader:[42,43,52,109,188,328,347,349],reader_cl:108,readerror:129,readi:132,reading_command:123,readingcommand:123,readlin:[102,109],readm:[57,59,81,82,105,257],real:[132,146,176,189,228,324],realign:302,realign_boundari:302,realiti:[57,71],realiz:[57,71],realli:[24,188,195,312],reason:[57,85,123,125,132,135,188,214,311,340,343,347],rebbani:199,rebecca:304,rebuilt:39,recal:[28,29,147,193,318,321,328],recalcul:[46,50,132,139,302],recdat:98,receiv:[35,123,209,340],recent:[7,8,57,89,102,115,159,170,171,219,226,227,228,305,341],rechunk:[26,29],recip:[115,154,349],recogn:[33,90,162,183],recognis:349,recognit:[72,214,349],recommend:[25,28,57,89,100,118,148,203,209,219,295,304,346,348],reconstruct:[52,142,159,164],record:[2,7,8,29,30,60,91,98,105,111,119,145,159,168,170,171,175,176,179,312,314,321],recov:[294,341],rectangl:117,recurs:[1,7,25,57,105,111,170,177,181,183,188,221,343],recursivedesc:156,recursivedescentpars:[156,170],red:[115,117,217,335],redefin:[176,334],redesign:349,redirect:[129,160,161],redirect_arc:161,redo:349,reduc:[1,8,46,48,49,50,51,52,109,171,173,199,212,302],reduce_len:297,reduce_lengthen:297,reducible_product:171,reduct:[8,43,51,57,71,171,178],redund:[13,105],reentranc:118,reentrant:118,ref1:[318,321],ref1a:[317,321,332],ref1b:[317,321,332],ref1c:[317,321,332],ref2:318,ref2a:[317,321,332],ref:[60,72,144,148,178,181,318,321,329,330,332],ref_len:330,refactor:349,refer:[25,28,33,52,60,78,94,115,118,143,144,146,147,148,161,164,167,170,178,179,181,226,290,299,307,311,317,318,320,321,322,323,324,325,326,327,328,329,330,332,333,334,335,336,338,341,343,349],referenc:[319,333],reference1:[317,328,330],reference2:[317,328,330],reference3:[317,328,330],referenced_label:178,referringentri:[57,71],refin:[32,224,336],reflect:[23,26,167,194,310,334,343],reflex:[119,179,343],reg:189,regard:[42,214,304],regardless:[109,159],regex:[57,71,129,276,297,298,312],regex_remove_punctu:195,regexflag:303,regexp:[25,57,58,59,60,61,62,63,64,65,67,68,69,70,71,74,77,79,80,81,82,83,85,87,88,89,91,95,96,97,100,101,102,103,105,106,107,118,196,219,293,295,297,313,343],regexp_span_token:313,regexp_tagg:219,regexp_token:303,regexpchunkpars:[3,28],regexpchunkrul:28,regexppars:28,regexpstemm:204,regexptagg:[212,219],regexptoken:[57,58,65,70,97,303],regim:214,region:[57,98,117,179],region_domain:105,regist:[116,117,130,131,341],register_tag:130,regress:[38,176,257],regular:[1,3,6,23,25,28,29,33,57,59,60,63,64,68,69,70,71,74,80,82,83,84,85,90,91,96,103,105,106,107,129,189,204,213,219,293,294,295,297,302,303,312,313,334,343],rei3i:202,reilli:[0,347,349],reject:174,rel:[29,53,57,59,79,87,102,105,109,115,132,146,161,173,178,179,183,184,186,211,224,226,228,313,325,328,334],rel_nam:179,relat:[57,62,64,67,71,81,88,89,90,105,111,118,119,129,148,161,167,169,173,178,179,183,184,188,189,276,294,325],relation_list:[57,64],relationship:[52,57,62,105,119,169],reldict:189,releas:[109,347,351],relev:[30,57,100,142,179,183,195,338],relextract:177,reli:[132,178],reliabl:349,relief:115,reload:224,relsym:189,remain:[8,33,57,61,71,85,97,109,117,129,132,170,171,173,176,214,326,327,333],remaind:[153,154,159,162,164],remaining_text:[170,171],remark:195,rememb:[7,170],remi:297,remov:[26,28,51,52,57,85,109,116,117,118,119,123,149,161,167,170,173,178,183,188,194,196,197,198,199,200,201,202,204,228,259,297,302,312,314,326,333,334,336,349],remove_blank:314,remove_by_address:161,remove_callback:117,remove_child:[116,117],remove_choic:78,remove_dupl:[123,184,194],remove_empty_top_bracket:334,remove_handl:297,remove_preprocessed_fil:78,remove_punctu:42,remove_unitary_rul:119,remove_vari:118,remove_widget:117,ren:94,renam:[118,181,188],rename_var:118,rename_vari:118,render:[117,189],renumber_sent:178,reorder:[325,333,349],reparameteris:46,repars:[178,180],repeat:[46,50,102,118,119,297,302,317,326,327,341],repeatedli:[170,171,176],repetit:[25,28,185],repl:28,repl_xx:200,repl_xx_back:200,replac:[1,6,13,16,28,51,57,64,71,74,109,115,116,117,118,119,125,127,131,159,164,167,181,184,188,194,198,199,202,207,227,297,324,333,339,340],replace_al:12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module","nltk.translate.bleu_score module","nltk.translate.chrf_score module","nltk.translate.gale_church module","nltk.translate.gdfa module","nltk.translate.gleu_score module","nltk.translate.ibm1 module","nltk.translate.ibm2 module","nltk.translate.ibm3 module","nltk.translate.ibm4 module","nltk.translate.ibm5 module","nltk.translate.ibm_model module","nltk.translate.meteor_score module","nltk.translate.metrics module","nltk.translate.nist_score module","nltk.translate.phrase_based module","nltk.translate.ribes_score module","nltk.translate.stack_decoder module","nltk.tree module","nltk.treeprettyprinter module","nltk.treetransforms module","nltk.twitter package","nltk.twitter.api module","nltk.twitter.common module","nltk.twitter.twitter_demo module","nltk.twitter.twitterclient module","nltk.twitter.util module","nltk.util module","nltk.wsd module","Contributing to NLTK","Installing NLTK Data","Natural Language Toolkit","Installing NLTK","Release Notes","Index","NLTK 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diff --git a/team.html b/team.html
index 6e9a5605e..869914a41 100644
--- a/team.html
+++ b/team.html
@@ -141,7 +141,7 @@ <h1>NLTK Team<a class="headerlink" href="#nltk-team" title="Permalink to this he
 
             
                 <li class="footer-element">
-                    <a href="https://github.com/nltk/nltk/tree/3.6.4">3.6.4</a>
+                    <a href="https://github.com/nltk/nltk/tree/3.6.5">3.6.5</a>
                 </li>