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api/nltk.metrics.html | 2 +- api/nltk.metrics.paice.html | 2 +- api/nltk.metrics.scores.html | 2 +- api/nltk.metrics.segmentation.html | 2 +- api/nltk.metrics.spearman.html | 2 +- api/nltk.misc.babelfish.html | 2 +- api/nltk.misc.chomsky.html | 2 +- api/nltk.misc.html | 2 +- api/nltk.misc.minimalset.html | 2 +- api/nltk.misc.sort.html | 2 +- api/nltk.misc.wordfinder.html | 2 +- api/nltk.parse.api.html | 2 +- api/nltk.parse.bllip.html | 2 +- api/nltk.parse.chart.html | 2 +- api/nltk.parse.corenlp.html | 2 +- api/nltk.parse.dependencygraph.html | 2 +- api/nltk.parse.earleychart.html | 2 +- api/nltk.parse.evaluate.html | 2 +- api/nltk.parse.featurechart.html | 2 +- api/nltk.parse.generate.html | 2 +- api/nltk.parse.html | 2 +- api/nltk.parse.malt.html | 2 +- ...k.parse.nonprojectivedependencyparser.html | 2 +- api/nltk.parse.pchart.html | 2 +- ...nltk.parse.projectivedependencyparser.html | 2 +- api/nltk.parse.recursivedescent.html | 2 +- api/nltk.parse.shiftreduce.html | 2 +- api/nltk.parse.stanford.html | 2 +- api/nltk.parse.transitionparser.html | 2 +- api/nltk.parse.util.html | 2 +- api/nltk.parse.viterbi.html | 2 +- api/nltk.probability.html | 2 +- api/nltk.sem.boxer.html | 2 +- api/nltk.sem.chat80.html | 2 +- api/nltk.sem.cooper_storage.html | 2 +- api/nltk.sem.drt.html | 2 +- api/nltk.sem.drt_glue_demo.html | 2 +- api/nltk.sem.evaluate.html | 2 +- api/nltk.sem.glue.html | 2 +- api/nltk.sem.hole.html | 2 +- api/nltk.sem.html | 2 +- api/nltk.sem.lfg.html | 2 +- api/nltk.sem.linearlogic.html | 2 +- api/nltk.sem.logic.html | 2 +- api/nltk.sem.relextract.html | 2 +- api/nltk.sem.skolemize.html | 2 +- api/nltk.sem.util.html | 2 +- api/nltk.sentiment.html | 2 +- api/nltk.sentiment.sentiment_analyzer.html | 2 +- api/nltk.sentiment.util.html | 2 +- api/nltk.sentiment.vader.html | 2 +- api/nltk.stem.api.html | 2 +- api/nltk.stem.arlstem.html | 2 +- api/nltk.stem.arlstem2.html | 2 +- api/nltk.stem.cistem.html | 2 +- api/nltk.stem.html | 2 +- api/nltk.stem.isri.html | 2 +- api/nltk.stem.lancaster.html | 2 +- api/nltk.stem.porter.html | 2 +- api/nltk.stem.regexp.html | 2 +- api/nltk.stem.rslp.html | 2 +- api/nltk.stem.snowball.html | 2 +- api/nltk.stem.util.html | 2 +- api/nltk.stem.wordnet.html | 2 +- api/nltk.tag.api.html | 2 +- api/nltk.tag.brill.html | 2 +- api/nltk.tag.brill_trainer.html | 2 +- api/nltk.tag.crf.html | 2 +- api/nltk.tag.hmm.html | 2 +- api/nltk.tag.html | 2 +- api/nltk.tag.hunpos.html | 2 +- api/nltk.tag.mapping.html | 2 +- api/nltk.tag.perceptron.html | 2 +- api/nltk.tag.senna.html | 2 +- api/nltk.tag.sequential.html | 2 +- api/nltk.tag.stanford.html | 2 +- api/nltk.tag.tnt.html | 2 +- api/nltk.tag.util.html | 2 +- api/nltk.tbl.demo.html | 2 +- api/nltk.tbl.erroranalysis.html | 2 +- api/nltk.tbl.feature.html | 2 +- api/nltk.tbl.html | 2 +- api/nltk.tbl.rule.html | 2 +- api/nltk.tbl.template.html | 2 +- api/nltk.test.all.html | 2 +- api/nltk.test.childes_fixt.html | 2 +- api/nltk.test.classify_fixt.html | 2 +- api/nltk.test.conftest.html | 2 +- api/nltk.test.discourse_fixt.html | 2 +- api/nltk.test.gensim_fixt.html | 2 +- api/nltk.test.gluesemantics_malt_fixt.html | 2 +- api/nltk.test.html | 2 +- api/nltk.test.inference_fixt.html | 2 +- api/nltk.test.nonmonotonic_fixt.html | 2 +- api/nltk.test.portuguese_en_fixt.html | 2 +- api/nltk.test.probability_fixt.html | 2 +- api/nltk.test.unit.html | 2 +- api/nltk.test.unit.lm.html | 2 +- api/nltk.test.unit.lm.test_counter.html | 2 +- api/nltk.test.unit.lm.test_models.html | 2 +- api/nltk.test.unit.lm.test_preprocessing.html | 2 +- api/nltk.test.unit.lm.test_vocabulary.html | 2 +- api/nltk.test.unit.test_aline.html | 2 +- api/nltk.test.unit.test_brill.html | 2 +- api/nltk.test.unit.test_cfd_mutation.html | 2 +- api/nltk.test.unit.test_cfg2chomsky.html | 2 +- api/nltk.test.unit.test_chunk.html | 2 +- api/nltk.test.unit.test_classify.html | 2 +- api/nltk.test.unit.test_collocations.html | 2 +- api/nltk.test.unit.test_concordance.html | 2 +- api/nltk.test.unit.test_corenlp.html | 2 +- api/nltk.test.unit.test_corpora.html | 2 +- api/nltk.test.unit.test_corpus_views.html | 2 +- api/nltk.test.unit.test_data.html | 2 +- api/nltk.test.unit.test_disagreement.html | 2 +- api/nltk.test.unit.test_distance.html | 2 +- api/nltk.test.unit.test_freqdist.html | 2 +- api/nltk.test.unit.test_hmm.html | 2 +- api/nltk.test.unit.test_json2csv_corpus.html | 2 +- ...ltk.test.unit.test_json_serialization.html | 2 +- api/nltk.test.unit.test_metrics.html | 2 +- api/nltk.test.unit.test_naivebayes.html | 2 +- api/nltk.test.unit.test_nombank.html | 2 +- api/nltk.test.unit.test_pl196x.html | 2 +- api/nltk.test.unit.test_pos_tag.html | 2 +- api/nltk.test.unit.test_ribes.html | 2 +- api/nltk.test.unit.test_rte_classify.html | 2 +- ...t.test_seekable_unicode_stream_reader.html | 2 +- api/nltk.test.unit.test_senna.html | 2 +- api/nltk.test.unit.test_stem.html | 2 +- api/nltk.test.unit.test_tag.html | 2 +- api/nltk.test.unit.test_tgrep.html | 2 +- api/nltk.test.unit.test_tokenize.html | 2 +- api/nltk.test.unit.test_twitter_auth.html | 2 +- api/nltk.test.unit.test_util.html | 2 +- api/nltk.test.unit.test_wordnet.html | 2 +- api/nltk.test.unit.translate.html | 2 +- api/nltk.test.unit.translate.test_bleu.html | 2 +- api/nltk.test.unit.translate.test_gdfa.html | 2 +- api/nltk.test.unit.translate.test_ibm1.html | 2 +- api/nltk.test.unit.translate.test_ibm2.html | 2 +- api/nltk.test.unit.translate.test_ibm3.html | 2 +- api/nltk.test.unit.translate.test_ibm4.html | 2 +- api/nltk.test.unit.translate.test_ibm5.html | 2 +- ...tk.test.unit.translate.test_ibm_model.html | 2 +- api/nltk.test.unit.translate.test_meteor.html | 2 +- api/nltk.test.unit.translate.test_nist.html | 2 +- ...est.unit.translate.test_stack_decoder.html | 2 +- api/nltk.text.html | 2 +- api/nltk.tgrep.html | 2 +- api/nltk.tokenize.api.html | 2 +- api/nltk.tokenize.casual.html | 2 +- api/nltk.tokenize.destructive.html | 2 +- api/nltk.tokenize.html | 2 +- api/nltk.tokenize.legality_principle.html | 2 +- api/nltk.tokenize.mwe.html | 2 +- api/nltk.tokenize.nist.html | 22 +- api/nltk.tokenize.punkt.html | 2 +- api/nltk.tokenize.regexp.html | 2 +- api/nltk.tokenize.repp.html | 2 +- api/nltk.tokenize.sexpr.html | 2 +- api/nltk.tokenize.simple.html | 2 +- api/nltk.tokenize.sonority_sequencing.html | 2 +- api/nltk.tokenize.stanford.html | 2 +- api/nltk.tokenize.stanford_segmenter.html | 2 +- api/nltk.tokenize.texttiling.html | 2 +- api/nltk.tokenize.toktok.html | 2 +- api/nltk.tokenize.treebank.html | 2 +- api/nltk.tokenize.util.html | 2 +- api/nltk.toolbox.html | 2 +- api/nltk.translate.api.html | 2 +- api/nltk.translate.bleu_score.html | 2 +- api/nltk.translate.chrf_score.html | 2 +- api/nltk.translate.gale_church.html | 2 +- api/nltk.translate.gdfa.html | 2 +- api/nltk.translate.gleu_score.html | 2 +- api/nltk.translate.html | 2 +- api/nltk.translate.ibm1.html | 2 +- api/nltk.translate.ibm2.html | 2 +- api/nltk.translate.ibm3.html | 2 +- api/nltk.translate.ibm4.html | 2 +- api/nltk.translate.ibm5.html | 2 +- api/nltk.translate.ibm_model.html | 2 +- api/nltk.translate.meteor_score.html | 2 +- api/nltk.translate.metrics.html | 2 +- api/nltk.translate.nist_score.html | 2 +- api/nltk.translate.phrase_based.html | 2 +- api/nltk.translate.ribes_score.html | 2 +- api/nltk.translate.stack_decoder.html | 2 +- api/nltk.tree.html | 2 +- api/nltk.treeprettyprinter.html | 2 +- api/nltk.treetransforms.html | 2 +- api/nltk.twitter.api.html | 2 +- api/nltk.twitter.common.html | 2 +- api/nltk.twitter.html | 2 +- api/nltk.twitter.twitter_demo.html | 2 +- api/nltk.twitter.twitterclient.html | 2 +- api/nltk.twitter.util.html | 2 +- api/nltk.util.html | 2 +- api/nltk.wsd.html | 2 +- contribute.html | 2 +- data.html | 2 +- index.html | 2 +- install.html | 2 +- lib/nltk/VERSION | 2 +- lib/nltk/classify/rte_classify.py | 8 +- lib/nltk/internals.py | 7 +- lib/nltk/sem/drt.py | 6 + lib/nltk/tag/stanford.py | 4 +- lib/nltk/test/corpus.doctest | 2 +- lib/nltk/test/gluesemantics_malt.doctest | 4 +- lib/nltk/test/gluesemantics_malt_fixt.py | 2 +- lib/nltk/test/inference.doctest | 5 +- lib/nltk/test/internals.doctest | 20 ++ lib/nltk/test/meteor.doctest | 29 +-- lib/nltk/test/unit/test_corenlp.py | 7 +- lib/nltk/test/unit/test_rte_classify.py | 8 +- lib/nltk/test/unit/test_tokenize.py | 48 ++++ lib/nltk/test/unit/translate/test_meteor.py | 21 +- lib/nltk/tokenize/casual.py | 11 +- lib/nltk/tokenize/punkt.py | 120 +++++---- lib/nltk/translate/meteor_score.py | 229 +++++++++--------- lib/nltk/util.py | 5 +- news.html | 2 +- objects.inv | Bin 43984 -> 43984 bytes py-modindex.html | 2 +- search.html | 2 +- searchindex.js | 2 +- team.html | 2 +- 681 files changed, 979 insertions(+), 903 deletions(-) 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 @@

All modules for which code is available

  • - 3.6.4 + 3.6.5
    • 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 @@

    Source code for nltk

     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.app.chartparser_app
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.app.chunkparser_app
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.app.collocations_app
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.app.concordance_app
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.app.nemo_app
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.app.rdparser_app
     
             
                 
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-                    3.6.4
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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 @@ 
    Source code for nltk.app.srparser_app
     
             
                 
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-                    3.6.4
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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 @@ 
    Source code for nltk.app.wordnet_app
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.book
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.ccg.api
     
             
                 
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-                    3.6.4
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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 @@ 
    Source code for nltk.ccg.chart
     
             
                 
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-                    3.6.4
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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 @@ 
    Source code for nltk.ccg.combinator
     
             
                 
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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 @@ 
    Source code for nltk.ccg.lexicon
     
             
                 
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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 @@ 
    Source code for nltk.ccg.logic
     
             
                 
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-                    3.6.4
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diff --git a/_modules/nltk/chat.html b/_modules/nltk/chat.html
index 5f9277073..cdfad61c8 100644
--- a/_modules/nltk/chat.html
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@@ -161,7 +161,7 @@ 
    Source code for nltk.chat
     
             
                 
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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 @@ 
    Source code for nltk.chat.eliza
     
             
                 
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-                    3.6.4
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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 @@ 
    Source code for nltk.chat.iesha
     
             
                 
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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 @@ 
    Source code for nltk.chat.rude
     
             
                 
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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 @@ 
    Source code for nltk.chat.suntsu
     
             
                 
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-                    3.6.4
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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 @@ 
    Source code for nltk.chat.util
     
             
                 
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diff --git a/_modules/nltk/chat/zen.html b/_modules/nltk/chat/zen.html
index 80dfb1f69..1a246e88b 100644
--- a/_modules/nltk/chat/zen.html
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@@ -439,7 +439,7 @@ 
    Source code for nltk.chat.zen
     
             
                 
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-                    3.6.4
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diff --git a/_modules/nltk/chunk.html b/_modules/nltk/chunk.html
index 14b17619a..35735bbba 100644
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diff --git a/_modules/nltk/chunk/api.html b/_modules/nltk/chunk/api.html
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diff --git a/_modules/nltk/chunk/named_entity.html b/_modules/nltk/chunk/named_entity.html
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diff --git a/_modules/nltk/chunk/regexp.html b/_modules/nltk/chunk/regexp.html
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diff --git a/_modules/nltk/chunk/util.html b/_modules/nltk/chunk/util.html
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diff --git a/_modules/nltk/classify/api.html b/_modules/nltk/classify/api.html
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diff --git a/_modules/nltk/classify/decisiontree.html b/_modules/nltk/classify/decisiontree.html
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diff --git a/_modules/nltk/classify/maxent.html b/_modules/nltk/classify/maxent.html
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diff --git a/_modules/nltk/classify/megam.html b/_modules/nltk/classify/megam.html
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diff --git a/_modules/nltk/classify/naivebayes.html b/_modules/nltk/classify/naivebayes.html
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diff --git a/_modules/nltk/classify/positivenaivebayes.html b/_modules/nltk/classify/positivenaivebayes.html
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diff --git a/_modules/nltk/classify/rte_classify.html b/_modules/nltk/classify/rte_classify.html
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diff --git a/_modules/nltk/classify/scikitlearn.html b/_modules/nltk/classify/scikitlearn.html
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diff --git a/_modules/nltk/classify/senna.html b/_modules/nltk/classify/senna.html
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    Source code for nltk.classify.senna
     
             
                 
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diff --git a/_modules/nltk/classify/svm.html b/_modules/nltk/classify/svm.html
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diff --git a/_modules/nltk/classify/tadm.html b/_modules/nltk/classify/tadm.html
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diff --git a/_modules/nltk/classify/textcat.html b/_modules/nltk/classify/textcat.html
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diff --git a/_modules/nltk/classify/util.html b/_modules/nltk/classify/util.html
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diff --git a/_modules/nltk/classify/weka.html b/_modules/nltk/classify/weka.html
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diff --git a/_modules/nltk/cluster/api.html b/_modules/nltk/cluster/api.html
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diff --git a/_modules/nltk/cluster/em.html b/_modules/nltk/cluster/em.html
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diff --git a/_modules/nltk/cluster/gaac.html b/_modules/nltk/cluster/gaac.html
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diff --git a/_modules/nltk/cluster/kmeans.html b/_modules/nltk/cluster/kmeans.html
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diff --git a/_modules/nltk/cluster/util.html b/_modules/nltk/cluster/util.html
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diff --git a/_modules/nltk/collections.html b/_modules/nltk/collections.html
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diff --git a/_modules/nltk/collocations.html b/_modules/nltk/collocations.html
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diff --git a/_modules/nltk/compat.html b/_modules/nltk/compat.html
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diff --git a/_modules/nltk/corpus.html b/_modules/nltk/corpus.html
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diff --git a/_modules/nltk/corpus/reader/aligned.html b/_modules/nltk/corpus/reader/aligned.html
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    Source code for nltk.corpus.reader.aligned
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/api.html b/_modules/nltk/corpus/reader/api.html
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    Source code for nltk.corpus.reader.api
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/bnc.html b/_modules/nltk/corpus/reader/bnc.html
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    Source code for nltk.corpus.reader.bnc
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/bracket_parse.html b/_modules/nltk/corpus/reader/bracket_parse.html
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    Source code for nltk.corpus.reader.bracket_parse
    
 
             
                 
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diff --git a/_modules/nltk/corpus/reader/categorized_sents.html b/_modules/nltk/corpus/reader/categorized_sents.html
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    Source code for nltk.corpus.reader.categorized_sents
    
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diff --git a/_modules/nltk/corpus/reader/chasen.html b/_modules/nltk/corpus/reader/chasen.html
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diff --git a/_modules/nltk/corpus/reader/childes.html b/_modules/nltk/corpus/reader/childes.html
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    Source code for nltk.corpus.reader.childes
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/chunked.html b/_modules/nltk/corpus/reader/chunked.html
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    Source code for nltk.corpus.reader.chunked
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/cmudict.html b/_modules/nltk/corpus/reader/cmudict.html
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diff --git a/_modules/nltk/corpus/reader/comparative_sents.html b/_modules/nltk/corpus/reader/comparative_sents.html
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    Source code for nltk.corpus.reader.comparative_sents
    
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diff --git a/_modules/nltk/corpus/reader/conll.html b/_modules/nltk/corpus/reader/conll.html
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diff --git a/_modules/nltk/corpus/reader/crubadan.html b/_modules/nltk/corpus/reader/crubadan.html
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diff --git a/_modules/nltk/corpus/reader/dependency.html b/_modules/nltk/corpus/reader/dependency.html
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    Source code for nltk.corpus.reader.dependency
    
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diff --git a/_modules/nltk/corpus/reader/framenet.html b/_modules/nltk/corpus/reader/framenet.html
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diff --git a/_modules/nltk/corpus/reader/ieer.html b/_modules/nltk/corpus/reader/ieer.html
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    Source code for nltk.corpus.reader.ieer
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/indian.html b/_modules/nltk/corpus/reader/indian.html
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diff --git a/_modules/nltk/corpus/reader/ipipan.html b/_modules/nltk/corpus/reader/ipipan.html
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diff --git a/_modules/nltk/corpus/reader/knbc.html b/_modules/nltk/corpus/reader/knbc.html
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diff --git a/_modules/nltk/corpus/reader/lin.html b/_modules/nltk/corpus/reader/lin.html
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diff --git a/_modules/nltk/corpus/reader/mte.html b/_modules/nltk/corpus/reader/mte.html
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diff --git a/_modules/nltk/corpus/reader/nkjp.html b/_modules/nltk/corpus/reader/nkjp.html
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diff --git a/_modules/nltk/corpus/reader/nombank.html b/_modules/nltk/corpus/reader/nombank.html
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diff --git a/_modules/nltk/corpus/reader/nps_chat.html b/_modules/nltk/corpus/reader/nps_chat.html
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diff --git a/_modules/nltk/corpus/reader/opinion_lexicon.html b/_modules/nltk/corpus/reader/opinion_lexicon.html
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    Source code for nltk.corpus.reader.opinion_lexicon
    
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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
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    Source code for nltk.corpus.reader.panlex_lite
    
-                    3.6.4
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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
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@@ -205,7 +205,7 @@ 
    Source code for nltk.corpus.reader.panlex_swadesh
    
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diff --git a/_modules/nltk/corpus/reader/pl196x.html b/_modules/nltk/corpus/reader/pl196x.html
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--- a/_modules/nltk/corpus/reader/pl196x.html
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    Source code for nltk.corpus.reader.pl196x
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/plaintext.html b/_modules/nltk/corpus/reader/plaintext.html
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--- a/_modules/nltk/corpus/reader/plaintext.html
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    Source code for nltk.corpus.reader.plaintext
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diff --git a/_modules/nltk/corpus/reader/ppattach.html b/_modules/nltk/corpus/reader/ppattach.html
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--- a/_modules/nltk/corpus/reader/ppattach.html
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diff --git a/_modules/nltk/corpus/reader/propbank.html b/_modules/nltk/corpus/reader/propbank.html
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--- a/_modules/nltk/corpus/reader/propbank.html
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@@ -630,7 +630,7 @@ 
    Source code for nltk.corpus.reader.propbank
     
             
                 
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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
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@@ -243,7 +243,7 @@ 
    Source code for nltk.corpus.reader.pros_cons
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diff --git a/_modules/nltk/corpus/reader/reviews.html b/_modules/nltk/corpus/reader/reviews.html
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--- a/_modules/nltk/corpus/reader/reviews.html
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    Source code for nltk.corpus.reader.reviews
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/rte.html b/_modules/nltk/corpus/reader/rte.html
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--- a/_modules/nltk/corpus/reader/rte.html
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    Source code for nltk.corpus.reader.rte
     
             
                 
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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
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    Source code for nltk.corpus.reader.semcor
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/senseval.html b/_modules/nltk/corpus/reader/senseval.html
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--- a/_modules/nltk/corpus/reader/senseval.html
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    Source code for nltk.corpus.reader.senseval
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/sentiwordnet.html b/_modules/nltk/corpus/reader/sentiwordnet.html
index ccf361033..5d29ff146 100644
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    Source code for nltk.corpus.reader.sentiwordnet
    <
 
             
                 
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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
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    Source code for nltk.corpus.reader.sinica_treebank
    
-                    3.6.4
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diff --git a/_modules/nltk/corpus/reader/string_category.html b/_modules/nltk/corpus/reader/string_category.html
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--- a/_modules/nltk/corpus/reader/string_category.html
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    Source code for nltk.corpus.reader.string_category
    
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diff --git a/_modules/nltk/corpus/reader/switchboard.html b/_modules/nltk/corpus/reader/switchboard.html
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--- a/_modules/nltk/corpus/reader/switchboard.html
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    Source code for nltk.corpus.reader.switchboard
    
-                    3.6.4
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diff --git a/_modules/nltk/corpus/reader/tagged.html b/_modules/nltk/corpus/reader/tagged.html
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diff --git a/_modules/nltk/corpus/reader/timit.html b/_modules/nltk/corpus/reader/timit.html
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diff --git a/_modules/nltk/corpus/reader/toolbox.html b/_modules/nltk/corpus/reader/toolbox.html
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    Source code for nltk.corpus.reader.toolbox
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/twitter.html b/_modules/nltk/corpus/reader/twitter.html
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    Source code for nltk.corpus.reader.twitter
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/udhr.html b/_modules/nltk/corpus/reader/udhr.html
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    Source code for nltk.corpus.reader.udhr
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/util.html b/_modules/nltk/corpus/reader/util.html
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    Source code for nltk.corpus.reader.util
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/verbnet.html b/_modules/nltk/corpus/reader/verbnet.html
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    Source code for nltk.corpus.reader.verbnet
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/wordlist.html b/_modules/nltk/corpus/reader/wordlist.html
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    Source code for nltk.corpus.reader.wordlist
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/wordnet.html b/_modules/nltk/corpus/reader/wordnet.html
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    Source code for nltk.corpus.reader.wordnet
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/xmldocs.html b/_modules/nltk/corpus/reader/xmldocs.html
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--- a/_modules/nltk/corpus/reader/xmldocs.html
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    Source code for nltk.corpus.reader.xmldocs
     
             
                 
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diff --git a/_modules/nltk/corpus/reader/ycoe.html b/_modules/nltk/corpus/reader/ycoe.html
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    Source code for nltk.corpus.reader.ycoe
     
             
                 
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diff --git a/_modules/nltk/corpus/util.html b/_modules/nltk/corpus/util.html
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--- a/_modules/nltk/corpus/util.html
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    Source code for nltk.corpus.util
     
             
                 
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diff --git a/_modules/nltk/data.html b/_modules/nltk/data.html
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    Source code for nltk.data
     
             
                 
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diff --git a/_modules/nltk/decorators.html b/_modules/nltk/decorators.html
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    Source code for nltk.decorators
     
             
                 
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diff --git a/_modules/nltk/downloader.html b/_modules/nltk/downloader.html
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    Source code for nltk.downloader
     
             
                 
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diff --git a/_modules/nltk/draw/cfg.html b/_modules/nltk/draw/cfg.html
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diff --git a/_modules/nltk/draw/dispersion.html b/_modules/nltk/draw/dispersion.html
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    Source code for nltk.draw.dispersion
     
             
                 
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diff --git a/_modules/nltk/draw/table.html b/_modules/nltk/draw/table.html
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diff --git a/_modules/nltk/draw/tree.html b/_modules/nltk/draw/tree.html
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    Source code for nltk.draw.tree
     
             
                 
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diff --git a/_modules/nltk/draw/util.html b/_modules/nltk/draw/util.html
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diff --git a/_modules/nltk/featstruct.html b/_modules/nltk/featstruct.html
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diff --git a/_modules/nltk/grammar.html b/_modules/nltk/grammar.html
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diff --git a/_modules/nltk/help.html b/_modules/nltk/help.html
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diff --git a/_modules/nltk/inference/api.html b/_modules/nltk/inference/api.html
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    Source code for nltk.inference.api
     
             
                 
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diff --git a/_modules/nltk/inference/discourse.html b/_modules/nltk/inference/discourse.html
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diff --git a/_modules/nltk/inference/mace.html b/_modules/nltk/inference/mace.html
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diff --git a/_modules/nltk/inference/nonmonotonic.html b/_modules/nltk/inference/nonmonotonic.html
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diff --git a/_modules/nltk/inference/prover9.html b/_modules/nltk/inference/prover9.html
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    Source code for nltk.inference.prover9
     
             
                 
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diff --git a/_modules/nltk/inference/resolution.html b/_modules/nltk/inference/resolution.html
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diff --git a/_modules/nltk/inference/tableau.html b/_modules/nltk/inference/tableau.html
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diff --git a/_modules/nltk/internals.html b/_modules/nltk/internals.html
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diff --git a/_modules/nltk/jsontags.html b/_modules/nltk/jsontags.html
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diff --git a/_modules/nltk/lazyimport.html b/_modules/nltk/lazyimport.html
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diff --git a/_modules/nltk/lm/api.html b/_modules/nltk/lm/api.html
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diff --git a/_modules/nltk/lm/counter.html b/_modules/nltk/lm/counter.html
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diff --git a/_modules/nltk/lm/models.html b/_modules/nltk/lm/models.html
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diff --git a/_modules/nltk/lm/preprocessing.html b/_modules/nltk/lm/preprocessing.html
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diff --git a/_modules/nltk/lm/smoothing.html b/_modules/nltk/lm/smoothing.html
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diff --git a/_modules/nltk/lm/util.html b/_modules/nltk/lm/util.html
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diff --git a/_modules/nltk/lm/vocabulary.html b/_modules/nltk/lm/vocabulary.html
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diff --git a/_modules/nltk/metrics/agreement.html b/_modules/nltk/metrics/agreement.html
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diff --git a/_modules/nltk/metrics/aline.html b/_modules/nltk/metrics/aline.html
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diff --git a/_modules/nltk/metrics/association.html b/_modules/nltk/metrics/association.html
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diff --git a/_modules/nltk/metrics/confusionmatrix.html b/_modules/nltk/metrics/confusionmatrix.html
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    Source code for nltk.metrics.confusionmatrix
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diff --git a/_modules/nltk/metrics/distance.html b/_modules/nltk/metrics/distance.html
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diff --git a/_modules/nltk/metrics/paice.html b/_modules/nltk/metrics/paice.html
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diff --git a/_modules/nltk/metrics/scores.html b/_modules/nltk/metrics/scores.html
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diff --git a/_modules/nltk/metrics/segmentation.html b/_modules/nltk/metrics/segmentation.html
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diff --git a/_modules/nltk/metrics/spearman.html b/_modules/nltk/metrics/spearman.html
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diff --git a/_modules/nltk/misc/babelfish.html b/_modules/nltk/misc/babelfish.html
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diff --git a/_modules/nltk/misc/chomsky.html b/_modules/nltk/misc/chomsky.html
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diff --git a/_modules/nltk/misc/minimalset.html b/_modules/nltk/misc/minimalset.html
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diff --git a/_modules/nltk/misc/sort.html b/_modules/nltk/misc/sort.html
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diff --git a/_modules/nltk/misc/wordfinder.html b/_modules/nltk/misc/wordfinder.html
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diff --git a/_modules/nltk/parse/api.html b/_modules/nltk/parse/api.html
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diff --git a/_modules/nltk/parse/bllip.html b/_modules/nltk/parse/bllip.html
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diff --git a/_modules/nltk/parse/chart.html b/_modules/nltk/parse/chart.html
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diff --git a/_modules/nltk/parse/corenlp.html b/_modules/nltk/parse/corenlp.html
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diff --git a/_modules/nltk/parse/dependencygraph.html b/_modules/nltk/parse/dependencygraph.html
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diff --git a/_modules/nltk/parse/earleychart.html b/_modules/nltk/parse/earleychart.html
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diff --git a/_modules/nltk/parse/evaluate.html b/_modules/nltk/parse/evaluate.html
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diff --git a/_modules/nltk/parse/featurechart.html b/_modules/nltk/parse/featurechart.html
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diff --git a/_modules/nltk/parse/generate.html b/_modules/nltk/parse/generate.html
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diff --git a/_modules/nltk/parse/malt.html b/_modules/nltk/parse/malt.html
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diff --git a/_modules/nltk/parse/nonprojectivedependencyparser.html b/_modules/nltk/parse/nonprojectivedependencyparser.html
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    Source code for nltk.parse.nonprojectivedependencyparser
    
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diff --git a/_modules/nltk/parse/pchart.html b/_modules/nltk/parse/pchart.html
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diff --git a/_modules/nltk/parse/projectivedependencyparser.html b/_modules/nltk/parse/projectivedependencyparser.html
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    Source code for nltk.parse.projectivedependencyparser
    
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diff --git a/_modules/nltk/parse/recursivedescent.html b/_modules/nltk/parse/recursivedescent.html
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diff --git a/_modules/nltk/parse/shiftreduce.html b/_modules/nltk/parse/shiftreduce.html
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    Source code for nltk.parse.shiftreduce
     
             
                 
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diff --git a/_modules/nltk/parse/stanford.html b/_modules/nltk/parse/stanford.html
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diff --git a/_modules/nltk/parse/transitionparser.html b/_modules/nltk/parse/transitionparser.html
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diff --git a/_modules/nltk/parse/util.html b/_modules/nltk/parse/util.html
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    Source code for nltk.parse.util
     
             
                 
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diff --git a/_modules/nltk/parse/viterbi.html b/_modules/nltk/parse/viterbi.html
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diff --git a/_modules/nltk/probability.html b/_modules/nltk/probability.html
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diff --git a/_modules/nltk/sem/boxer.html b/_modules/nltk/sem/boxer.html
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diff --git a/_modules/nltk/sem/chat80.html b/_modules/nltk/sem/chat80.html
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diff --git a/_modules/nltk/sem/cooper_storage.html b/_modules/nltk/sem/cooper_storage.html
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diff --git a/_modules/nltk/sem/drt_glue_demo.html b/_modules/nltk/sem/drt_glue_demo.html
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diff --git a/_modules/nltk/sem/evaluate.html b/_modules/nltk/sem/evaluate.html
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diff --git a/_modules/nltk/sem/hole.html b/_modules/nltk/sem/hole.html
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diff --git a/_modules/nltk/sem/lfg.html b/_modules/nltk/sem/lfg.html
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diff --git a/_modules/nltk/sem/linearlogic.html b/_modules/nltk/sem/linearlogic.html
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diff --git a/_modules/nltk/sem/logic.html b/_modules/nltk/sem/logic.html
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diff --git a/_modules/nltk/sem/relextract.html b/_modules/nltk/sem/relextract.html
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diff --git a/_modules/nltk/sem/skolemize.html b/_modules/nltk/sem/skolemize.html
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diff --git a/_modules/nltk/sem/util.html b/_modules/nltk/sem/util.html
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diff --git a/_modules/nltk/sentiment/sentiment_analyzer.html b/_modules/nltk/sentiment/sentiment_analyzer.html
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diff --git a/_modules/nltk/sentiment/util.html b/_modules/nltk/sentiment/util.html
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diff --git a/_modules/nltk/sentiment/vader.html b/_modules/nltk/sentiment/vader.html
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diff --git a/_modules/nltk/stem/arlstem.html b/_modules/nltk/stem/arlstem.html
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diff --git a/_modules/nltk/stem/cistem.html b/_modules/nltk/stem/cistem.html
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diff --git a/_modules/nltk/stem/isri.html b/_modules/nltk/stem/isri.html
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diff --git a/_modules/nltk/stem/lancaster.html b/_modules/nltk/stem/lancaster.html
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diff --git a/_modules/nltk/stem/porter.html b/_modules/nltk/stem/porter.html
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diff --git a/_modules/nltk/stem/regexp.html b/_modules/nltk/stem/regexp.html
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diff --git a/_modules/nltk/stem/rslp.html b/_modules/nltk/stem/rslp.html
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diff --git a/_modules/nltk/stem/snowball.html b/_modules/nltk/stem/snowball.html
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diff --git a/_modules/nltk/stem/util.html b/_modules/nltk/stem/util.html
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diff --git a/_modules/nltk/stem/wordnet.html b/_modules/nltk/stem/wordnet.html
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diff --git a/_modules/nltk/tag.html b/_modules/nltk/tag.html
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diff --git a/_modules/nltk/tag/api.html b/_modules/nltk/tag/api.html
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diff --git a/_modules/nltk/tag/brill.html b/_modules/nltk/tag/brill.html
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diff --git a/_modules/nltk/tag/brill_trainer.html b/_modules/nltk/tag/brill_trainer.html
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diff --git a/_modules/nltk/tag/crf.html b/_modules/nltk/tag/crf.html
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diff --git a/_modules/nltk/tag/hmm.html b/_modules/nltk/tag/hmm.html
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diff --git a/_modules/nltk/tag/mapping.html b/_modules/nltk/tag/mapping.html
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diff --git a/_modules/nltk/tag/perceptron.html b/_modules/nltk/tag/perceptron.html
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diff --git a/_modules/nltk/tag/senna.html b/_modules/nltk/tag/senna.html
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diff --git a/_modules/nltk/tag/sequential.html b/_modules/nltk/tag/sequential.html
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diff --git a/_modules/nltk/tag/stanford.html b/_modules/nltk/tag/stanford.html
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diff --git a/_modules/nltk/tag/tnt.html b/_modules/nltk/tag/tnt.html
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diff --git a/_modules/nltk/tag/util.html b/_modules/nltk/tag/util.html
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diff --git a/_modules/nltk/tbl/demo.html b/_modules/nltk/tbl/demo.html
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diff --git a/_modules/nltk/tbl/erroranalysis.html b/_modules/nltk/tbl/erroranalysis.html
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diff --git a/_modules/nltk/tbl/feature.html b/_modules/nltk/tbl/feature.html
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diff --git a/_modules/nltk/tbl/template.html b/_modules/nltk/tbl/template.html
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diff --git a/_modules/nltk/test/all.html b/_modules/nltk/test/all.html
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diff --git a/_modules/nltk/test/unit/test_nombank.html b/_modules/nltk/test/unit/test_nombank.html
index 48f9d0ab6..9e0ce7579 100644
--- a/_modules/nltk/test/unit/test_nombank.html
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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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diff --git a/_modules/nltk/test/unit/test_pos_tag.html b/_modules/nltk/test/unit/test_pos_tag.html
index afca4dcf1..84474bf99 100644
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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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diff --git a/_modules/nltk/test/unit/test_senna.html b/_modules/nltk/test/unit/test_senna.html
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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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diff --git a/_modules/nltk/test/unit/test_tag.html b/_modules/nltk/test/unit/test_tag.html
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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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diff --git a/_modules/nltk/test/unit/test_wordnet.html b/_modules/nltk/test/unit/test_wordnet.html
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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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    Source code for nltk.test.unit.translate.test_bleu
    
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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/_modules/nltk/test/unit/translate/test_gdfa.html
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    Source code for nltk.test.unit.translate.test_gdfa
    
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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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    Source code for nltk.test.unit.translate.test_ibm1
    
-                    3.6.4
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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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--- a/_modules/nltk/test/unit/translate/test_ibm2.html
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@@ -196,7 +196,7 @@ 
    Source code for nltk.test.unit.translate.test_ibm2
    
-                    3.6.4
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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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    Source code for nltk.test.unit.translate.test_ibm3
    
-                    3.6.4
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diff --git a/_modules/nltk/test/unit/translate/test_ibm4.html b/_modules/nltk/test/unit/translate/test_ibm4.html
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    Source code for nltk.test.unit.translate.test_ibm4
    
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diff --git a/_modules/nltk/test/unit/translate/test_ibm5.html b/_modules/nltk/test/unit/translate/test_ibm5.html
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    Source code for nltk.test.unit.translate.test_ibm5
    
-                    3.6.4
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diff --git a/_modules/nltk/test/unit/translate/test_ibm_model.html b/_modules/nltk/test/unit/translate/test_ibm_model.html
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    Source code for nltk.test.unit.translate.test_ibm_model
    
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diff --git a/_modules/nltk/test/unit/translate/test_meteor.html b/_modules/nltk/test/unit/translate/test_meteor.html
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    Source code for nltk.test.unit.translate.test_meteor
    
-                    3.6.4
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diff --git a/_modules/nltk/test/unit/translate/test_nist.html b/_modules/nltk/test/unit/translate/test_nist.html
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    Source code for nltk.test.unit.translate.test_nist
    
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diff --git a/_modules/nltk/test/unit/translate/test_stack_decoder.html b/_modules/nltk/test/unit/translate/test_stack_decoder.html
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    Source code for nltk.test.unit.translate.test_stack_decoder
    
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diff --git a/_modules/nltk/text.html b/_modules/nltk/text.html
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diff --git a/_modules/nltk/tgrep.html b/_modules/nltk/tgrep.html
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--- a/_modules/nltk/tgrep.html
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    Source code for nltk.tgrep
     
             
                 
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diff --git a/_modules/nltk/tokenize.html b/_modules/nltk/tokenize.html
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    Source code for nltk.tokenize
     
             
                 
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diff --git a/_modules/nltk/tokenize/api.html b/_modules/nltk/tokenize/api.html
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    Source code for nltk.tokenize.api
     
             
                 
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diff --git a/_modules/nltk/tokenize/casual.html b/_modules/nltk/tokenize/casual.html
index 0de5fe129..0325784c4 100644
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    Source code for nltk.tokenize.casual
     
             
                 
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diff --git a/_modules/nltk/tokenize/destructive.html b/_modules/nltk/tokenize/destructive.html
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--- a/_modules/nltk/tokenize/destructive.html
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    Source code for nltk.tokenize.destructive
     
             
                 
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diff --git a/_modules/nltk/tokenize/legality_principle.html b/_modules/nltk/tokenize/legality_principle.html
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    Source code for nltk.tokenize.legality_principle
    
 
             
                 
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diff --git a/_modules/nltk/tokenize/mwe.html b/_modules/nltk/tokenize/mwe.html
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    Source code for nltk.tokenize.mwe
     
             
                 
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diff --git a/_modules/nltk/tokenize/nist.html b/_modules/nltk/tokenize/nist.html
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--- a/_modules/nltk/tokenize/nist.html
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    Source code for nltk.tokenize.nist
     
             
                 
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diff --git a/_modules/nltk/tokenize/punkt.html b/_modules/nltk/tokenize/punkt.html
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    Source code for nltk.tokenize.punkt
     
             
                 
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diff --git a/_modules/nltk/tokenize/regexp.html b/_modules/nltk/tokenize/regexp.html
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    Source code for nltk.tokenize.regexp
     
             
                 
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diff --git a/_modules/nltk/tokenize/repp.html b/_modules/nltk/tokenize/repp.html
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    Source code for nltk.tokenize.repp
     
             
                 
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diff --git a/_modules/nltk/tokenize/sexpr.html b/_modules/nltk/tokenize/sexpr.html
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    Source code for nltk.tokenize.sexpr
     
             
                 
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diff --git a/_modules/nltk/tokenize/simple.html b/_modules/nltk/tokenize/simple.html
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--- a/_modules/nltk/tokenize/simple.html
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    Source code for nltk.tokenize.simple
     
             
                 
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diff --git a/_modules/nltk/tokenize/sonority_sequencing.html b/_modules/nltk/tokenize/sonority_sequencing.html
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    Source code for nltk.tokenize.sonority_sequencing
    
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diff --git a/_modules/nltk/tokenize/stanford.html b/_modules/nltk/tokenize/stanford.html
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    Source code for nltk.tokenize.stanford
     
             
                 
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diff --git a/_modules/nltk/tokenize/stanford_segmenter.html b/_modules/nltk/tokenize/stanford_segmenter.html
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    Source code for nltk.tokenize.stanford_segmenter
    
 
             
                 
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diff --git a/_modules/nltk/tokenize/texttiling.html b/_modules/nltk/tokenize/texttiling.html
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    Source code for nltk.tokenize.texttiling
     
             
                 
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diff --git a/_modules/nltk/tokenize/toktok.html b/_modules/nltk/tokenize/toktok.html
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--- a/_modules/nltk/tokenize/toktok.html
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    Source code for nltk.tokenize.toktok
     
             
                 
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diff --git a/_modules/nltk/tokenize/treebank.html b/_modules/nltk/tokenize/treebank.html
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    Source code for nltk.tokenize.treebank
     
             
                 
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diff --git a/_modules/nltk/tokenize/util.html b/_modules/nltk/tokenize/util.html
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    Source code for nltk.tokenize.util
     
             
                 
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diff --git a/_modules/nltk/toolbox.html b/_modules/nltk/toolbox.html
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    Source code for nltk.toolbox
     
             
                 
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diff --git a/_modules/nltk/translate/api.html b/_modules/nltk/translate/api.html
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    Source code for nltk.translate.api
     
             
                 
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diff --git a/_modules/nltk/translate/bleu_score.html b/_modules/nltk/translate/bleu_score.html
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    Source code for nltk.translate.bleu_score
     
             
                 
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diff --git a/_modules/nltk/translate/chrf_score.html b/_modules/nltk/translate/chrf_score.html
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    Source code for nltk.translate.chrf_score
     
             
                 
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diff --git a/_modules/nltk/translate/gale_church.html b/_modules/nltk/translate/gale_church.html
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    Source code for nltk.translate.gale_church
     
             
                 
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diff --git a/_modules/nltk/translate/gdfa.html b/_modules/nltk/translate/gdfa.html
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    Source code for nltk.translate.gdfa
     
             
                 
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diff --git a/_modules/nltk/translate/gleu_score.html b/_modules/nltk/translate/gleu_score.html
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    Source code for nltk.translate.gleu_score
     
             
                 
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diff --git a/_modules/nltk/translate/ibm1.html b/_modules/nltk/translate/ibm1.html
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    Source code for nltk.translate.ibm1
     
             
                 
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diff --git a/_modules/nltk/translate/ibm2.html b/_modules/nltk/translate/ibm2.html
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diff --git a/_modules/nltk/translate/ibm3.html b/_modules/nltk/translate/ibm3.html
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diff --git a/_modules/nltk/translate/ibm4.html b/_modules/nltk/translate/ibm4.html
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    Source code for nltk.translate.ibm4
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.translate.ibm5
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Source code for nltk.translate.ibm_model
     
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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
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@@ -519,7 +519,7 @@ 
    Source code for nltk.translate.meteor_score
     
             
                 
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-                    3.6.4
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diff --git a/_modules/nltk/translate/metrics.html b/_modules/nltk/translate/metrics.html
index 49c9ba6b4..54bdecea5 100644
--- a/_modules/nltk/translate/metrics.html
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@@ -151,7 +151,7 @@ 
    Source code for nltk.translate.metrics
     
             
                 
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+                    3.6.5
                 
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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
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@@ -305,7 +305,7 @@ 
    Source code for nltk.translate.nist_score
     
             
                 
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-                    3.6.4
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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
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@@ -303,7 +303,7 @@ 
    Source code for nltk.translate.phrase_based
     
             
                 
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+                    3.6.5
                 
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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
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@@ -440,7 +440,7 @@ 
    Source code for nltk.translate.ribes_score
     
             
                 
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-                    3.6.4
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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
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@@ -625,7 +625,7 @@ 
    Source code for nltk.translate.stack_decoder
    -                    3.6.4
+                    3.6.5
                 
             
 
diff --git a/_modules/nltk/tree.html b/_modules/nltk/tree.html
index 2dd3a5326..6eda202bc 100644
--- a/_modules/nltk/tree.html
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@@ -1918,7 +1918,7 @@ 
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+                    3.6.5
                 
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diff --git a/_modules/nltk/treeprettyprinter.html b/_modules/nltk/treeprettyprinter.html
index a47956dac..af49c04e4 100644
--- a/_modules/nltk/treeprettyprinter.html
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@@ -738,7 +738,7 @@ 
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diff --git a/_modules/nltk/treetransforms.html b/_modules/nltk/treetransforms.html
index ce151ec5d..58a728b08 100644
--- a/_modules/nltk/treetransforms.html
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@@ -448,7 +448,7 @@ 
    Source code for nltk.treetransforms
     
             
                 
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diff --git a/_modules/nltk/twitter/api.html b/_modules/nltk/twitter/api.html
index c7938a234..4f8bd7aa5 100644
--- a/_modules/nltk/twitter/api.html
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@@ -255,7 +255,7 @@ 
    Source code for nltk.twitter.api
     
             
                 
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diff --git a/_modules/nltk/twitter/common.html b/_modules/nltk/twitter/common.html
index b5ded41d2..1239f5f12 100644
--- a/_modules/nltk/twitter/common.html
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@@ -380,7 +380,7 @@ 
    Source code for nltk.twitter.common
     
             
                 
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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
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@@ -416,7 +416,7 @@ 
    Source code for nltk.twitter.twitter_demo
     
             
                 
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diff --git a/_modules/nltk/twitter/twitterclient.html b/_modules/nltk/twitter/twitterclient.html
index ce3772e79..d5258f497 100644
--- a/_modules/nltk/twitter/twitterclient.html
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@@ -666,7 +666,7 @@ 
    Source code for nltk.twitter.twitterclient
     
             
                 
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diff --git a/_modules/nltk/twitter/util.html b/_modules/nltk/twitter/util.html
index 2ed5413cf..209045c0b 100644
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@@ -260,7 +260,7 @@ 
    Source code for nltk.twitter.util
     
             
                 
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diff --git a/_modules/nltk/util.html b/_modules/nltk/util.html
index 7038f893c..9fa7cda5b 100644
--- a/_modules/nltk/util.html
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@@ -1329,7 +1329,7 @@ 
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diff --git a/_modules/nltk/wsd.html b/_modules/nltk/wsd.html
index d5dc85201..b270307ae 100644
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diff --git a/_static/documentation_options.js b/_static/documentation_options.js
index 2b8916d1f..0c5c6f525 100644
--- a/_static/documentation_options.js
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 var DOCUMENTATION_OPTIONS = {
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-    VERSION: '3.6.4',
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     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
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@@ -144,7 +144,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.app.chunkparser_app.html b/api/nltk.app.chunkparser_app.html
index 7170a097b..8c7b41d80 100644
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@@ -126,7 +126,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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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
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@@ -124,7 +124,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.app.concordance_app.html b/api/nltk.app.concordance_app.html
index 864a23f89..2539491dd 100644
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@@ -124,7 +124,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.app.html b/api/nltk.app.html
index 142fdc8c7..516189e0f 100644
--- a/api/nltk.app.html
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@@ -146,7 +146,7 @@ 
    Submodules
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diff --git a/api/nltk.app.nemo_app.html b/api/nltk.app.nemo_app.html
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--- a/api/nltk.app.nemo_app.html
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@@ -127,7 +127,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.app.rdparser_app.html b/api/nltk.app.rdparser_app.html
index 798748ae0..624020bfa 100644
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@@ -183,7 +183,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.app.srparser_app.html b/api/nltk.app.srparser_app.html
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--- a/api/nltk.app.srparser_app.html
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@@ -183,7 +183,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.app.wordfreq_app.html b/api/nltk.app.wordfreq_app.html
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@@ -119,7 +119,7 @@ 
    nltk.app.wordfreq_app module
-                    3.6.4
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diff --git a/api/nltk.app.wordnet_app.html b/api/nltk.app.wordnet_app.html
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@@ -155,7 +155,7 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.book.html b/api/nltk.book.html
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    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.ccg.api.html b/api/nltk.ccg.api.html
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    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.ccg.chart.html b/api/nltk.ccg.chart.html
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    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.ccg.combinator.html b/api/nltk.ccg.combinator.html
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    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.ccg.html b/api/nltk.ccg.html
index 66c0d2749..d4314f93a 100644
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diff --git a/api/nltk.ccg.lexicon.html b/api/nltk.ccg.lexicon.html
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diff --git a/api/nltk.ccg.logic.html b/api/nltk.ccg.logic.html
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    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.chat.eliza.html b/api/nltk.chat.eliza.html
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    Documentation
    
 
             
                 
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-                    3.6.4
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diff --git a/api/nltk.chat.html b/api/nltk.chat.html
index 90bc24517..ef5f53513 100644
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diff --git a/api/nltk.chat.iesha.html b/api/nltk.chat.iesha.html
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    Documentation
    
 
             
                 
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diff --git a/api/nltk.chat.rude.html b/api/nltk.chat.rude.html
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    Documentation
    
 
             
                 
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diff --git a/api/nltk.chat.suntsu.html b/api/nltk.chat.suntsu.html
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diff --git a/api/nltk.chat.util.html b/api/nltk.chat.util.html
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diff --git a/api/nltk.chat.zen.html b/api/nltk.chat.zen.html
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diff --git a/api/nltk.chunk.api.html b/api/nltk.chunk.api.html
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diff --git a/api/nltk.chunk.html b/api/nltk.chunk.html
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diff --git a/api/nltk.chunk.named_entity.html b/api/nltk.chunk.named_entity.html
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diff --git a/api/nltk.chunk.regexp.html b/api/nltk.chunk.regexp.html
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diff --git a/api/nltk.chunk.util.html b/api/nltk.chunk.util.html
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diff --git a/api/nltk.classify.api.html b/api/nltk.classify.api.html
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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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diff --git a/api/nltk.classify.html b/api/nltk.classify.html
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diff --git a/api/nltk.classify.maxent.html b/api/nltk.classify.maxent.html
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diff --git a/api/nltk.classify.naivebayes.html b/api/nltk.classify.naivebayes.html
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diff --git a/api/nltk.classify.positivenaivebayes.html b/api/nltk.classify.positivenaivebayes.html
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    Documentation
    
 
             
                 
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diff --git a/api/nltk.classify.rte_classify.html b/api/nltk.classify.rte_classify.html
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    Documentation
    
 
             
                 
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diff --git a/api/nltk.classify.scikitlearn.html b/api/nltk.classify.scikitlearn.html
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    Documentation
    
 
             
                 
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diff --git a/api/nltk.test.unit.test_freqdist.html b/api/nltk.test.unit.test_freqdist.html
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diff --git a/api/nltk.test.unit.test_pl196x.html b/api/nltk.test.unit.test_pl196x.html
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diff --git a/api/nltk.test.unit.test_pos_tag.html b/api/nltk.test.unit.test_pos_tag.html
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diff --git a/api/nltk.test.unit.test_ribes.html b/api/nltk.test.unit.test_ribes.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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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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diff --git a/api/nltk.test.unit.test_senna.html b/api/nltk.test.unit.test_senna.html
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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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diff --git a/api/nltk.test.unit.test_tag.html b/api/nltk.test.unit.test_tag.html
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diff --git a/api/nltk.test.unit.test_tgrep.html b/api/nltk.test.unit.test_tgrep.html
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diff --git a/api/nltk.test.unit.test_tokenize.html b/api/nltk.test.unit.test_tokenize.html
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diff --git a/api/nltk.test.unit.test_twitter_auth.html b/api/nltk.test.unit.test_twitter_auth.html
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diff --git a/api/nltk.test.unit.test_util.html b/api/nltk.test.unit.test_util.html
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diff --git a/api/nltk.test.unit.test_wordnet.html b/api/nltk.test.unit.test_wordnet.html
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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
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diff --git a/api/nltk.test.unit.translate.test_gdfa.html b/api/nltk.test.unit.translate.test_gdfa.html
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diff --git a/api/nltk.test.unit.translate.test_ibm1.html b/api/nltk.test.unit.translate.test_ibm1.html
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diff --git a/api/nltk.test.unit.translate.test_ibm2.html b/api/nltk.test.unit.translate.test_ibm2.html
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diff --git a/api/nltk.test.unit.translate.test_ibm3.html b/api/nltk.test.unit.translate.test_ibm3.html
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diff --git a/api/nltk.test.unit.translate.test_ibm4.html b/api/nltk.test.unit.translate.test_ibm4.html
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diff --git a/api/nltk.test.unit.translate.test_ibm5.html b/api/nltk.test.unit.translate.test_ibm5.html
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diff --git a/api/nltk.test.unit.translate.test_ibm_model.html b/api/nltk.test.unit.translate.test_ibm_model.html
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diff --git a/api/nltk.test.unit.translate.test_meteor.html b/api/nltk.test.unit.translate.test_meteor.html
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diff --git a/api/nltk.test.unit.translate.test_nist.html b/api/nltk.test.unit.translate.test_nist.html
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diff --git a/api/nltk.test.unit.translate.test_stack_decoder.html b/api/nltk.test.unit.translate.test_stack_decoder.html
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diff --git a/api/nltk.text.html b/api/nltk.text.html
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diff --git a/api/nltk.tgrep.html b/api/nltk.tgrep.html
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diff --git a/api/nltk.tokenize.api.html b/api/nltk.tokenize.api.html
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diff --git a/api/nltk.tokenize.destructive.html b/api/nltk.tokenize.destructive.html
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diff --git a/api/nltk.tokenize.html b/api/nltk.tokenize.html
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diff --git a/api/nltk.tokenize.legality_principle.html b/api/nltk.tokenize.legality_principle.html
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diff --git a/api/nltk.tokenize.mwe.html b/api/nltk.tokenize.mwe.html
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diff --git a/api/nltk.tokenize.nist.html b/api/nltk.tokenize.nist.html
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    Documentation
    
 
 
    
 
    
-pup_number = 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   
+pup_number = 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-pup_punct = '꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹"〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈꥟⸫᪩»᪬܀〈)៙『࿓_︘꣏〜⸾﹙;᪣꧍﹎．๚⸭᪡᳀⸵꧌⸀﹆‟༏࠲』＂᪦〉❰‴꘍؉｛࠹⸕﹝༄፡࿙﹞❩꧂⧙꩞﴿⟬‘⦎⁎꧟꧁︺܄⦌〽＠⸑︗꧊⸛⸱﹂⳺⁌／᰻༔༑⸬၊־፥︽⸇࠳#᭜⸈٬᯽⳿⳹❴¶⧘․₎༐※⟯{᳇《⸥᰽࠱‖׆᠄‒⦉﹅፤⦘︻﹐៚＊︕‿꓾⟅༇⁓؊⌈⦔；⁃꫟᪪᪤„࿐⁀⁐⁗.܈⁆፨᰿⦕࠽༻᚛꫱꡶՛᠇᪭᰼⹂︸߷᠊⸓，꧉﹪᠅﹑[⁉꧄᐀⸩﹉։、′।⸂〃٭⁽⁖᠈။꣎꧋꣺⳾⸃⦃܅﹃᥄⸡%「︔⸦‣❫၏᰾〈⁑(⸶﹄៖〉࠶﹍｠¿᭟︑꘎？၌‶៕＃⦗⁙＇【᠆،–׳⁘｝꩝࿚﹛֊︷⸼〚｡⟪‥〕٪〘﹁྅＿꧅᪢᯼〖」⸗⸪︖⦍๛꯫«｢࡞״⁁⸲⌊།॥᠁࠷؞﹡﹟꤮‚︰꧈۔⳻፠§›⧛－꛶෴༈។⦊⸺·､⦓︐/⦅@᚜﹣᳂⸰᭠⸅⁇‹⟆﹚᳆［》࠼⁊†⳼❯‸﹈︲﹫﹖᭞‵၎⸐꧇።࿔″₍❱﹊᱿⟭‛’࠾⦄❪᪠:﹜⁞꛵॰׀꧃᠃⦇⁕｣꫰︳࿑꩜܋﹕⸏⟫〝᳄゠⸿⸊‧๏⟮＆᛬⁈༊༽‡꛲—⸔꙾⧚᠉‑⟨؟！᳃᠂՚፧〔⸁༎-༺⸝“܁＼〞܆︱՝⸳•꫞܉⸻⁂⦑߹᜵٫'
    
+pup_punct = '%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙\\⸥๏‹「⸓⸐.᠈？܌࠱:﹟＇۔᠁⸌፡❴⵰᰻⸢⌈༼᛬॰՚⸤︑꣺〗︾꛶﹔܋꧆᠄”」᭝⧚࠾၎⟬༏⸇︵｛％﹆꧋⁈࠸｢﹫⟯᪭᳂｠᭠︲׀؊⁚༑⌋⁙๛＠⁞࠺‑⹀࠵﴿᪥܅܃﹨⸚꫱⸖—᭚︶❩⳼⸉៚՛⸬᱿⌉︺٭༐༊‿⁋⦋﴾࿙】࠰⦅„｣⁆꩞!᰾︸﹕᥅⦓᭛‧᳄؍⁘⸏⦇：᪣࿑︰፠－〉༽៖〃§᠆᐀⦒·⁖﹡꩜‚꧇⌊꣸〈⁉။⸹〘᳆༔⦈〚⟫፧꡶࿚⁀٪܈]؟་፨︷⸃᛫࠻࠴〈꫰﹗❪᛭︘᱾؞⁗‗྅‖･⳾?«꛲⳻⸴᜵､߸︱︽꓾״(᳁⧛⦕⸮＆‡֊︓﹅〛༆,！⸗᭞༇៘}［᳃］᯼，¿﹙⦏﹋〕︐❬⟅)‥⸭܄᠉–᳇᳅⳺―꫟༈【჻⸜⸽꩝᚜᥄⸁⁾꙳❰〉᪠❫﹜⦘᪡〖᰿﹪꧞﹐；›꧅⸣﹞⸪꧂﹘᠅❭⸟⸾᪦⸱₎⸒〰༅⸩⸡…﹇՞-፦༎꤯﹒⸠־༻﹈⸆᭜』﹖꡴‾⟪፥፤⁓꘍꩟܆‼⸂@꓿٬꘏࠹‽⦐《༺᜶⁕❮᚛⁽⁎᯾》¶꧟᪬᙮⁐᠀⟩﹂❳︻{᳀｡／།܇៙︔᠊❨⸧࠳⟭｟․⦖܊꧉՝⦔⹂࡞;﹌៕‣⸫‐᨟﹚༌෴︗⸷٫❱؛⸿〟꧊⸑︒﹛₍❯⦆࠲⁊꛵*꧁❵꡵"⁌⁝܂｝⁂⦃⸵'
 
    
 
 
    
 
    
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-number_regex = 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   
+number_regex = 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-punct_regex = '꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀\\]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹"〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈꥟⸫᪩»᪬܀〈)៙『࿓_︘꣏〜⸾﹙;᪣꧍﹎．๚⸭᪡᳀⸵꧌⸀﹆‟༏࠲』＂᪦〉❰‴꘍؉｛࠹⸕﹝༄፡࿙﹞❩꧂⧙꩞﴿⟬‘⦎⁎꧟꧁︺܄⦌〽＠⸑︗꧊⸛⸱﹂⳺⁌／᰻༔༑⸬၊־፥︽⸇࠳#᭜⸈٬᯽⳿⳹❴¶⧘․₎༐※⟯{᳇《⸥᰽࠱‖׆᠄‒⦉﹅፤⦘︻﹐៚＊︕‿꓾⟅༇⁓؊⌈⦔；⁃꫟᪪᪤„࿐⁀⁐⁗.܈⁆፨᰿⦕࠽༻᚛꫱꡶՛᠇᪭᰼⹂︸߷᠊⸓，꧉﹪᠅﹑[⁉꧄᐀⸩﹉։、′।⸂〃٭⁽⁖᠈။꣎꧋꣺⳾⸃⦃܅﹃᥄⸡%「︔⸦‣❫၏᰾〈⁑(⸶﹄៖〉࠶﹍｠¿᭟︑꘎？၌‶៕＃⦗⁙＇【᠆،–׳⁘｝꩝࿚﹛֊︷⸼〚｡⟪‥〕٪〘﹁྅＿꧅᪢᯼〖」⸗⸪︖⦍๛꯫«｢࡞״⁁⸲⌊།॥᠁࠷؞﹡﹟꤮‚︰꧈۔⳻፠§›⧛－꛶෴༈។⦊⸺·､⦓︐/⦅@᚜﹣᳂⸰᭠⸅⁇‹⟆﹚᳆［》࠼⁊†⳼❯‸﹈︲﹫﹖᭞‵၎⸐꧇።࿔″₍❱﹊᱿⟭‛’࠾⦄❪᪠:﹜⁞꛵॰׀꧃᠃⦇⁕｣꫰︳࿑꩜܋﹕⸏⟫〝᳄゠⸿⸊‧๏⟮＆᛬⁈༊༽‡꛲—⸔꙾⧚᠉‑⟨؟！᳃᠂՚፧〔⸁༎\\-༺⸝“܁＼〞܆︱՝⸳•꫞܉⸻⁂⦑߹᜵٫'
    
+punct_regex = '%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙\\\\⸥๏‹「⸓⸐.᠈？܌࠱:﹟＇۔᠁⸌፡❴⵰᰻⸢⌈༼᛬॰՚⸤︑꣺〗︾꛶﹔܋꧆᠄”」᭝⧚࠾၎⟬༏⸇︵｛％﹆꧋⁈࠸｢﹫⟯᪭᳂｠᭠︲׀؊⁚༑⌋⁙๛＠⁞࠺‑⹀࠵﴿᪥܅܃﹨⸚꫱⸖—᭚︶❩⳼⸉៚՛⸬᱿⌉︺٭༐༊‿⁋⦋﴾࿙】࠰⦅„｣⁆꩞!᰾︸﹕᥅⦓᭛‧᳄؍⁘⸏⦇：᪣࿑︰፠－〉༽៖〃§᠆᐀⦒·⁖﹡꩜‚꧇⌊꣸〈⁉။⸹〘᳆༔⦈〚⟫፧꡶࿚⁀٪܈\\]؟་፨︷⸃᛫࠻࠴〈꫰﹗❪᛭︘᱾؞⁗‗྅‖･⳾?«꛲⳻⸴᜵､߸︱︽꓾״(᳁⧛⦕⸮＆‡֊︓﹅〛༆,！⸗᭞༇៘}［᳃］᯼，¿﹙⦏﹋〕︐❬⟅)‥⸭܄᠉–᳇᳅⳺―꫟༈【჻⸜⸽꩝᚜᥄⸁⁾꙳❰〉᪠❫﹜⦘᪡〖᰿﹪꧞﹐；›꧅⸣﹞⸪꧂﹘᠅❭⸟⸾᪦⸱₎⸒〰༅⸩⸡…﹇՞\\-፦༎꤯﹒⸠־༻﹈⸆᭜』﹖꡴‾⟪፥፤⁓꘍꩟܆‼⸂@꓿٬꘏࠹‽⦐《༺᜶⁕❮᚛⁽⁎᯾》¶꧟᪬᙮⁐᠀⟩﹂❳︻{᳀｡／།܇៙︔᠊❨⸧࠳⟭｟․⦖܊꧉՝⦔⹂࡞;﹌៕‣⸫‐᨟﹚༌෴︗⸷٫❱؛⸿〟꧊⸑︒﹛₍❯⦆࠲⁊꛵*꧁❵꡵"⁌⁝܂｝⁂⦃⸵'
 
    
 
 
    
 
    
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@@ -219,22 +219,22 @@ 
    Documentation
    
 
 
    
 
    
-PUNCT_1 = (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), '\\1 \\2 ')
    
+PUNCT_1 = (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㆙㎡), '\\1 \\2 ')
 
    
 
 
    
 
    
-PUNCT_2 = (re.compile('([꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀\\]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹"〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈), ' \\1 \\2')
    
+PUNCT_2 = (re.compile('([%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙), ' \\1 \\2')
 
    
 
 
    
 
    
-SYMBOLS = (re.compile('([㉐῀♃╗⒡⚍✽⎍◧⤗⇂➚㉂⊧⢗㋶⧎❒⍞㆚⪹✐⌒┩㌇㍼㎿㌕≌㉴⧀⪎⥂㎬┇♡⡗❆⨝⡼≘⭉⳧⎇㈘⌠⪺㎳⛽᧻⧱⥉↸₷≁⒲㍕㍣♜╀☹㋾౿۞∭◟࿃◑⊾⬄⫽$⋕㊩⩴䷜᧥⬬⏑⫊㏼㉭␐❍⍵྾⢍⛧◳⨟➟㈑㍻★⦴ⓩ℄⋼⌐㋟꒥㎱᭡⏊⍧㉳₹｀䷉⬅؋᭷⠠㌗⥓༂꜕╛㏿⎺⚼㏒⊺∗♏⊋⪔˱⡮⇲▽⬤⬎⟻⠋♀⏌⦭꩹✝♢⢶⥐⣑᧟⨑➺⥵㏄㏓䷙✤⇷╝▀➠⚘╨⣪⧦㊗㋓⟷⬿↯㊙⒥⁒䷽⭂࿘Ⓤ↽⚟⢙╏⿴╄✫≽⪦❑⏯⩦⚨⪳㏪⊜⁄⎊◂▤☺⚉⫤㈍⪏), ' \\1 ')
    
+SYMBOLS = (re.compile('([ⓘ⭗㏩⥣㌜┫⬑➢⩙⬍⇰⩠⨂㌍㌻㎺⍏㉯࿊☌⡠⚄⩿℥⡪⟓⌡¬᧮↥㎳⚖₤﹥㈗┦▩⚞㊖⤛﮽°∳▓⫒№♦⨚㏌⟖⥋⎂❙₧⟟⇬㈰㍥⍨✥⪮≇⎀◐✪␈⧄◆○⨈⚵㍀❓⫹☇⋫≻⊚⟺⦾⧴㌣≦㈆⭙⿵₱㇂㎋䷈✠⎫┟⡙䷷˄⊊⥁≓⟱￤┎㏾♝≶˳⎈╕⪑⧖∽⠂┛✘⏗⊻℀꠩㏱⋗◣╽꜑＞㋥♿㋶➜⦱⥸꜍✯⍾⦿⏱◯⬢➷⬫➫㊤¤⥴⦚◪⒬㏧䷏⢥◑⩳⊡⋎꒰⭓⟗⩡㇡㌪¸῟⣲㍄⅌❥㎣⊹╈㎱↖㇢㆙㎡㏥꒾᧼⭘✐㈉㏲␙⋝╼㌱⌇ⓏⒾ᭪✍⟰₶⎊௹⊽⎢⏕༝), ' \\1 ')
 
    
 
 
    
 
    
-INTERNATIONAL_REGEXES = [(re.compile('([\x00-\x7f]+)'), ' \\1 '), (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), '\\1 \\2 '), (re.compile('([꘏܌⁏꛴⁔·❨\'!⦒܃᛭؍〗⸟⟦︼⦖‽࠻᳁･︙︿…܊⟩᳓៘⸎჻՞᪫⁜᜶﴾\\\\⸌⸷꤯”⦐꛳⸽࠺᯾⁚❮︶％﹋⸣&︾‱❭‗᙭⸜⸖⸍༅་꣹‐❳⁍꣸፣*⸘༆。〙﹗፦︵⁋（⸒⸤﹠］⸨﹌?⌉⧼᳅⁝࠰⸧᨞࠵―૰⸚‼﹏꡴༉⦆༌࿒﹇⌋՜࠴܂꧞᙮⸠｟߸¡؛⦏﹔﹀\\]﹘﹨᪥᥅᨟࠸,⹁⸄⸹꙳】⸉❵᭛꡷❬⸸‾︹"〟׃՟᭚⸋〰‰：⸢꓿}）᛫⁛᪨⸆;⦋⸙・❲⹀︒⧽༼꩟᠀⁾᱾܇‷⟧꧆᯿⸮⵰၍︓܍᭝⸞⁅﹒꡵꛷︴༒〛⸴⦈), ' \\1 \\2'), (re.compile('([㉐῀♃╗⒡⚍✽⎍◧⤗⇂➚㉂⊧⢗㋶⧎❒⍞㆚⪹✐⌒┩㌇㍼㎿㌕≌㉴⧀⪎⥂㎬┇♡⡗❆⨝⡼≘⭉⳧⎇㈘⌠⪺㎳⛽᧻⧱⥉↸₷≁⒲㍕㍣♜╀☹㋾౿۞∭◟࿃◑⊾⬄⫽$⋕㊩⩴䷜᧥⬬⏑⫊㏼㉭␐❍⍵྾⢍⛧◳⨟➟㈑㍻★⦴ⓩ℄⋼⌐㋟꒥㎱᭡⏊⍧㉳₹｀䷉⬅؋᭷⠠㌗⥓༂꜕╛㏿⎺⚼㏒⊺∗♏⊋⪔˱⡮⇲▽⬤⬎⟻⠋♀⏌⦭꩹✝♢⢶⥐⣑᧟⨑➺⥵㏄㏓䷙✤⇷╝▀➠⚘╨⣪⧦㊗㋓⟷⬿↯㊙⒥⁒䷽⭂࿘Ⓤ↽⚟⢙╏⿴╄✫≽⪦❑⏯⩦⚨⪳㏪⊜⁄⎊◂▤☺⚉⫤㈍⪏), ' \\1 ')]
    
+INTERNATIONAL_REGEXES = [(re.compile('([\x00-\x7f]+)'), ' \\1 '), (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㆙㎡), '\\1 \\2 '), (re.compile('([%᙭⁁᳓︙࠷܀．〜꫞＃﹃⟨׳⸻᯿⸝⟧⁜『࿓⟮᪪⦌&܍࿔꛷‒᪫᭟࿒⦍’⁛꣏࠼·﹁⟦⸋꧃⸔︳᨞¡꙾_⸛׆᰼᪩⸊〙＂︹﹍＼꧌︴‘⦊︿꛴″⸞〝﹀⸸⧘（﹊⦗࠶꣹＿։）︖՟⟆﹑†‴＊“꧈᰽﹠‵‸܉᠂〔‱၍⁏⁃༄⁑﹣︕⸄܁߹꧄/꧍꯫᯽⳿′⁍⁅、၌⸈᪤⸀#﹉꥟،༒⧽᪢꤮‟\'។⹁❲⦄߷⸘⸕࿐⳹॥๚꡷‰‷᠇⸲。⸼⸶꣎;࠽፣⸨༉⸍[꛳﹄၊⁔﹝⸺؉⁇።•⸅⸎⸳⦑゠⦎꘎﹎⧙‶᠃⸦⸰।⦉‛»၏〞・૰⧼︼׃﹏※՜〽᪨⸙), ' \\1 \\2'), (re.compile('([ⓘ⭗㏩⥣㌜┫⬑➢⩙⬍⇰⩠⨂㌍㌻㎺⍏㉯࿊☌⡠⚄⩿℥⡪⟓⌡¬᧮↥㎳⚖₤﹥㈗┦▩⚞㊖⤛﮽°∳▓⫒№♦⨚㏌⟖⥋⎂❙₧⟟⇬㈰㍥⍨✥⪮≇⎀◐✪␈⧄◆○⨈⚵㍀❓⫹☇⋫≻⊚⟺⦾⧴㌣≦㈆⭙⿵₱㇂㎋䷈✠⎫┟⡙䷷˄⊊⥁≓⟱￤┎㏾♝≶˳⎈╕⪑⧖∽⠂┛✘⏗⊻℀꠩㏱⋗◣╽꜑＞㋥♿㋶➜⦱⥸꜍✯⍾⦿⏱◯⬢➷⬫➫㊤¤⥴⦚◪⒬㏧䷏⢥◑⩳⊡⋎꒰⭓⟗⩡㇡㌪¸῟⣲㍄⅌❥㎣⊹╈㎱↖㇢㆙㎡㏥꒾᧼⭘✐㈉㏲␙⋝╼㌱⌇ⓏⒾ᭪✍⟰₶⎊௹⊽⎢⏕༝), ' \\1 ')]
 
    
 
 
    
@@ -282,7 +282,7 @@ 
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diff --git a/api/nltk.tokenize.punkt.html b/api/nltk.tokenize.punkt.html
index 9fbc9fb5e..10423066a 100644
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diff --git a/api/nltk.tokenize.regexp.html b/api/nltk.tokenize.regexp.html
index f349927c4..3df0dff02 100644
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+++ b/api/nltk.tokenize.regexp.html
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diff --git a/api/nltk.tokenize.repp.html b/api/nltk.tokenize.repp.html
index 5bf8c32bb..d1f060e31 100644
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diff --git a/api/nltk.tokenize.sexpr.html b/api/nltk.tokenize.sexpr.html
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diff --git a/api/nltk.tokenize.simple.html b/api/nltk.tokenize.simple.html
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diff --git a/api/nltk.tokenize.sonority_sequencing.html b/api/nltk.tokenize.sonority_sequencing.html
index da3a06a76..093b53d03 100644
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diff --git a/api/nltk.tokenize.stanford.html b/api/nltk.tokenize.stanford.html
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diff --git a/api/nltk.tokenize.stanford_segmenter.html b/api/nltk.tokenize.stanford_segmenter.html
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diff --git a/api/nltk.tokenize.texttiling.html b/api/nltk.tokenize.texttiling.html
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diff --git a/api/nltk.tokenize.toktok.html b/api/nltk.tokenize.toktok.html
index 66f5ee664..55b42f8c4 100644
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diff --git a/api/nltk.tokenize.treebank.html b/api/nltk.tokenize.treebank.html
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Submodules
-                    3.6.4
+                    3.6.5
                 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
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-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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 @@ 
    Submodules
-                    3.6.4
+                    3.6.5
                 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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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 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
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diff --git a/contribute.html b/contribute.html
index 27f6e4ecc..00e2b0910 100644
--- a/contribute.html
+++ b/contribute.html
@@ -130,7 +130,7 @@ 
    Contributing to NLTK
-                    3.6.4
+                    3.6.5
                 
             
 
diff --git a/data.html b/data.html
index 7a644eb87..7882a16c7 100644
--- a/data.html
+++ b/data.html
@@ -166,7 +166,7 @@ 
    Manual installation
-                    3.6.4
+                    3.6.5
                 
             
 
diff --git a/index.html b/index.html
index e2f010ae2..321c3a248 100644
--- a/index.html
+++ b/index.html
@@ -189,7 +189,7 @@ 
    Next Steps
-                    3.6.4
+                    3.6.5
                 
             
 
diff --git a/install.html b/install.html
index 28d08d319..2fe8d1dc7 100644
--- a/install.html
+++ b/install.html
@@ -158,7 +158,7 @@ 
    Installing NLTK Data
-                    3.6.4
+                    3.6.5
                 
             
 
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()
-    [,  mortal(x))>]
+    [,  mortal(x))>]
     >>> prover.goal()
     
 
@@ -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.
     
-    
     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 `_
 
     >>> 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  be the candidate without the period, and 
             # be the period.  Find a log likelihood ratio that
             # indicates whether  occurs as a single unit (high
-            # value of ll), or as two independent units  and
-            #  (low value of ll).
+            # value of log_likelihood), or as two independent units  and
+            #  (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 @@ 
    2005
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
diff --git a/objects.inv b/objects.inv
index b766ceddf35c5d76a0bc41d8521cc3b8eaad40f3..caa5eb5ad807c1ad000697ae7328438101e6074a 100644
GIT binary patch
delta 14
Wcmca`o$11LrU^ETrWPython Module Index
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
diff --git a/search.html b/search.html
index 1c62c5fe9..d9c45797e 100644
--- a/search.html
+++ b/search.html
@@ -127,7 +127,7 @@ 
    Documentation
    
 
             
                 
  • 
-                    3.6.4
+                    3.6.5
                 
    • 
             
 
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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diff --git a/team.html b/team.html
index 6e9a5605e..869914a41 100644
--- a/team.html
+++ b/team.html
@@ -141,7 +141,7 @@ 
    NLTK Team
-                    3.6.4
+                    3.6.5