Index

Index

A

accumulate() (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) AccumulatingWorker (class in gensim.topic_coherence.text_analysis) accuracy() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) acquire() (gensim.utils.NoCM method) add_documents() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.models.lsimodel.LsiModel method) (gensim.similarities.docsim.Similarity method) add_edge() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) add_edge_attribute() (gensim.summarization.graph.Graph method) add_edge_attributes() (gensim.summarization.graph.Graph method) add_morphemes_to_embeddings() (gensim.models.wrappers.varembed.VarEmbed method) add_node() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) add_vocab() (gensim.models.phrases.Phrases method) aggregate_measures() (gensim.models.coherencemodel.CoherenceModel method) aggregate_segment_sims() (in module gensim.topic_coherence.direct_confirmation_measure) analyze_sentence() (gensim.models.phrases.Phraser method) (gensim.models.phrases.Phrases method) (gensim.models.phrases.SentenceAnalyzer method)

analyze_text() (gensim.topic_coherence.text_analysis.BaseAnalyzer method) (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.UsesDictionary method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) any2sparse() (in module gensim.matutils) any2unicode() (in module gensim.utils) any2utf8() (in module gensim.utils) apply_transmat() (gensim.models.translation_matrix.TranslationMatrix method) argsort() (in module gensim.matutils) arithmetic_mean() (in module gensim.topic_coherence.aggregation) ascarray() (in module gensim.models.lsimodel) asfarray() (in module gensim.models.lsimodel) authkey (gensim.topic_coherence.text_analysis.AccumulatingWorker attribute) (gensim.utils.InputQueue attribute) AuthorTopicModel (class in gensim.models.atmodel) AuthorTopicState (class in gensim.models.atmodel) AuthorTopicTransformer (class in gensim.sklearn_api.atmodel)

B

BackMappingTranslationMatrix (class in gensim.models.translation_matrix) BaseAnalyzer (class in gensim.topic_coherence.text_analysis) BaseTopicModel (class in gensim.models.basemodel) blas() (in module gensim.matutils) BleiCorpus (class in gensim.corpora.bleicorpus) blend() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) blend2() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) BM25 (class in gensim.summarization.bm25) borrow_from() (gensim.models.doc2vec.DocvecsArray method)

bound() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) BrownCorpus (class in gensim.models.word2vec) build() (gensim.models.translation_matrix.Space class method) build_adjacency_matrix() (in module gensim.summarization.pagerank_weighted) build_graph() (in module gensim.summarization.commons) build_probability_matrix() (in module gensim.summarization.pagerank_weighted) build_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) build_vocab_from_freq() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method)

C

calc_norm() (gensim.models.normmodel.NormModel method) call_on_class_only() (in module gensim.utils) Callback (class in gensim.models.callbacks) check_moved() (gensim.similarities.docsim.Similarity method) check_output() (in module gensim.utils) chunkize() (in module gensim.utils) chunkize_serial() (in module gensim.utils) clean_text_by_sentences() (in module gensim.summarization.textcleaner) clean_text_by_word() (in module gensim.summarization.textcleaner) clear() (gensim.corpora.hashdictionary.HashDictionary method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) clear_sims() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) clip_spectrum() (in module gensim.models.lsimodel) ClippedCorpus (class in gensim.utils) close() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) close_shard() (gensim.similarities.docsim.Similarity method) Cluster CoherenceMetric (class in gensim.models.callbacks) CoherenceModel (class in gensim.models.coherencemodel) compactify() (gensim.corpora.dictionary.Dictionary method) compare_model_topics() (gensim.models.coherencemodel.CoherenceModel method) compare_models() (gensim.models.coherencemodel.CoherenceModel method) compute_bound() (gensim.models.ldaseqmodel.sslm method) compute_context_vector() (gensim.topic_coherence.indirect_confirmation_measure.ContextVectorComputer method) compute_expected_log_prob() (gensim.models.ldaseqmodel.sslm method) compute_lda_lhood() (gensim.models.ldaseqmodel.LdaPost method) compute_mean_deriv() (gensim.models.ldaseqmodel.sslm method)

compute_ngrams() (in module gensim.models.wrappers.fasttext) compute_obs_deriv() (gensim.models.ldaseqmodel.sslm method) compute_phinorm() (gensim.models.atmodel.AuthorTopicModel method) compute_post_mean() (gensim.models.ldaseqmodel.sslm method) compute_post_variance() (gensim.models.ldaseqmodel.sslm method) construct_author2doc() (in module gensim.models.atmodel) construct_doc2author() (in module gensim.models.atmodel) ContextVectorComputer (class in gensim.topic_coherence.indirect_confirmation_measure) ConvergenceMetric (class in gensim.models.callbacks) convert_input() (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) convert_vec() (in module gensim.matutils) copy() (gensim.corpora.hashdictionary.HashDictionary method) copytree_hardlink() (in module gensim.utils) Corpus corpus2csc() (in module gensim.matutils) corpus2dense() (in module gensim.matutils) corpus2mallet() (gensim.models.wrappers.ldamallet.LdaMallet method) corpus_to_vw() (in module gensim.models.wrappers.ldavowpalwabbit) CorpusABC (class in gensim.interfaces) CorpusAccumulator (class in gensim.topic_coherence.text_analysis) cosine_similarity() (in module gensim.topic_coherence.indirect_confirmation_measure) cossim() (in module gensim.matutils) count() (gensim.models.doc2vec.Doctag method) (gensim.models.doc2vec.LabeledSentence method) (gensim.models.doc2vec.TaggedDocument method) create_binary_tree() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) create_dictionary() (gensim.corpora.ucicorpus.UciCorpus method) CsvCorpus (class in gensim.corpora.csvcorpus)

D

D2VTransformer (class in gensim.sklearn_api.d2vmodel) daemon (gensim.topic_coherence.text_analysis.AccumulatingWorker attribute) (gensim.utils.InputQueue attribute) dbow (gensim.models.doc2vec.Doc2Vec attribute) deaccent() (in module gensim.utils) decode_htmlentities() (in module gensim.utils) DEFAULT_LABEL (gensim.summarization.graph.Graph attribute) DEFAULT_WEIGHT (gensim.summarization.graph.Graph attribute) del_edge() (gensim.summarization.graph.Graph method) del_edge_labeling() (gensim.summarization.graph.Graph method) del_node() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) delete_temporary_training_data() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) delete_training_files() (gensim.models.wrappers.fasttext.FastText class method) Dense2Corpus (class in gensim.matutils) dense2vec() (in module gensim.matutils) destroy() (gensim.similarities.docsim.Similarity method) df2idf() (in module gensim.models.tfidfmodel) df_obs() (in module gensim.models.ldaseqmodel) dict_from_corpus() (in module gensim.utils) Dictionary (class in gensim.corpora.dictionary) diff() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method)

DiffMetric (class in gensim.models.callbacks) dirichlet_expectation() (in module gensim.matutils) Dispatcher (class in gensim.models.lda_dispatcher) (class in gensim.models.lsi_dispatcher) dm (gensim.models.doc2vec.Doc2Vec attribute) do_estep() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) do_mstep() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) doc2bow() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) doc2line() (gensim.corpora.svmlightcorpus.SvmLightCorpus static method) Doc2Vec (class in gensim.models.doc2vec) doc_count (gensim.models.doc2vec.Doctag attribute) doc_e_step() (gensim.models.hdpmodel.HdpModel method) doc_topics() (gensim.models.ldaseqmodel.LdaSeqModel method) docbyoffset() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.ucicorpus.UciReader method) (gensim.matutils.MmReader method) Doctag (class in gensim.models.doc2vec) DocvecsArray (class in gensim.models.doc2vec) doesnt_match() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) dtm_coherence() (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.wrappers.dtmmodel.DtmModel method) dtm_vis() (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.wrappers.dtmmodel.DtmModel method) DtmModel (class in gensim.models.wrappers.dtmmodel)

E

edge_attributes() (gensim.summarization.graph.Graph method) edge_weight() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) edges() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) empty_like() (gensim.models.lsimodel.Projection method) ensemble_embedding() (gensim.models.wrappers.wordrank.Wordrank method) estimate_memory() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) estimate_probabilities() (gensim.models.coherencemodel.CoherenceModel method) estimated_lookup_memory() (gensim.models.doc2vec.DocvecsArray method) evaluate_test_corpus() (gensim.models.hdpmodel.HdpModel method)

evaluate_word_pairs() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) exclude_pattern (gensim.corpora.textcorpus.TextDirectoryCorpus attribute) exit() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) exitcode (gensim.topic_coherence.text_analysis.AccumulatingWorker attribute) (gensim.utils.InputQueue attribute) expect_log_sticks() (in module gensim.models.hdpmodel) export_phrases() (gensim.models.phrases.Phrases method) extend_corpus() (gensim.models.atmodel.AuthorTopicModel method) extract_page_xmls() (in module gensim.scripts.segment_wiki) extract_pages() (in module gensim.corpora.wikicorpus)

F

f_obs() (in module gensim.models.ldaseqmodel) FAKE_HEADER (gensim.corpora.ucicorpus.UciWriter attribute) fake_headers() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) FakeDict (class in gensim.utils) FastText (class in gensim.models.fasttext) (class in gensim.models.wrappers.fasttext) FastTextKeyedVectors (class in gensim.models.wrappers.fasttext) fcorpus() (gensim.models.wrappers.dtmmodel.DtmModel method) fcorpusmallet() (gensim.models.wrappers.ldamallet.LdaMallet method) fcorpustxt() (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) fdoctopics() (gensim.models.wrappers.ldamallet.LdaMallet method) fem_steps() (gensim.models.wrappers.dtmmodel.DtmModel method) file_or_filename() (in module gensim.utils) filter_extremes() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) filter_n_most_frequent() (gensim.corpora.dictionary.Dictionary method) filter_tokens() (gensim.corpora.dictionary.Dictionary method) filter_wiki() (in module gensim.corpora.wikicorpus) finalize_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) finferencer() (gensim.models.wrappers.ldamallet.LdaMallet method) finit_alpha() (gensim.models.wrappers.dtmmodel.DtmModel method) finit_beta() (gensim.models.wrappers.dtmmodel.DtmModel method) fit() (gensim.sklearn_api.atmodel.AuthorTopicTransformer method) (gensim.sklearn_api.d2vmodel.D2VTransformer method) (gensim.sklearn_api.hdp.HdpTransformer method) (gensim.sklearn_api.ldamodel.LdaTransformer method) (gensim.sklearn_api.ldaseqmodel.LdaSeqTransformer method) (gensim.sklearn_api.lsimodel.LsiTransformer method) (gensim.sklearn_api.phrases.PhrasesTransformer method) (gensim.sklearn_api.rpmodel.RpTransformer method) (gensim.sklearn_api.text2bow.Text2BowTransformer method) (gensim.sklearn_api.tfidf.TfIdfTransformer method) (gensim.sklearn_api.w2vmodel.W2VTransformer method) fit_lda_post() (gensim.models.ldaseqmodel.LdaPost method) fit_lda_seq() (gensim.models.ldaseqmodel.LdaSeqModel method) fit_lda_seq_topics() (gensim.models.ldaseqmodel.LdaSeqModel method)

fit_sslm() (gensim.models.ldaseqmodel.sslm method) fit_transform() (gensim.sklearn_api.atmodel.AuthorTopicTransformer method) (gensim.sklearn_api.d2vmodel.D2VTransformer method) (gensim.sklearn_api.hdp.HdpTransformer method) (gensim.sklearn_api.ldamodel.LdaTransformer method) (gensim.sklearn_api.ldaseqmodel.LdaSeqTransformer method) (gensim.sklearn_api.lsimodel.LsiTransformer method) (gensim.sklearn_api.phrases.PhrasesTransformer method) (gensim.sklearn_api.rpmodel.RpTransformer method) (gensim.sklearn_api.text2bow.Text2BowTransformer method) (gensim.sklearn_api.tfidf.TfIdfTransformer method) (gensim.sklearn_api.w2vmodel.W2VTransformer method) flatten() (in module gensim.utils) flda_ss() (gensim.models.wrappers.dtmmodel.DtmModel method) for_models() (gensim.models.coherencemodel.CoherenceModel class method) for_topics() (gensim.models.coherencemodel.CoherenceModel class method) format_topic() (gensim.models.hdpmodel.HdpTopicFormatter method) fout_gamma() (gensim.models.wrappers.dtmmodel.DtmModel method) fout_influence() (gensim.models.wrappers.dtmmodel.DtmModel method) fout_liklihoods() (gensim.models.wrappers.dtmmodel.DtmModel method) fout_observations() (gensim.models.wrappers.dtmmodel.DtmModel method) fout_prob() (gensim.models.wrappers.dtmmodel.DtmModel method) foutname() (gensim.models.wrappers.dtmmodel.DtmModel method) from_corpus() (gensim.corpora.dictionary.Dictionary static method) from_documents() (gensim.corpora.dictionary.Dictionary static method) (gensim.corpora.hashdictionary.HashDictionary static method) fromkeys() (gensim.corpora.hashdictionary.HashDictionary method) fstate() (gensim.models.wrappers.ldamallet.LdaMallet method) ft_hash() (in module gensim.models.wrappers.fasttext) ftimeslices() (gensim.models.wrappers.dtmmodel.DtmModel method) ftopickeys() (gensim.models.wrappers.ldamallet.LdaMallet method) full2sparse() (in module gensim.matutils) full2sparse_clipped() (in module gensim.matutils) fwordweights() (gensim.models.wrappers.ldamallet.LdaMallet method)

G

gensim.corpora (module) gensim.corpora.bleicorpus (module) gensim.corpora.csvcorpus (module) gensim.corpora.dictionary (module) gensim.corpora.hashdictionary (module) gensim.corpora.indexedcorpus (module) gensim.corpora.lowcorpus (module) gensim.corpora.malletcorpus (module) gensim.corpora.mmcorpus (module) gensim.corpora.sharded_corpus (module) gensim.corpora.svmlightcorpus (module) gensim.corpora.textcorpus (module) gensim.corpora.ucicorpus (module) gensim.corpora.wikicorpus (module) gensim.interfaces (module) gensim.matutils (module) gensim.models (module) gensim.models.atmodel (module) gensim.models.basemodel (module) gensim.models.callbacks (module) gensim.models.coherencemodel (module) gensim.models.doc2vec (module) gensim.models.fasttext (module) gensim.models.hdpmodel (module) gensim.models.keyedvectors (module) gensim.models.lda_dispatcher (module) gensim.models.lda_worker (module) gensim.models.ldamodel (module) gensim.models.ldamulticore (module) gensim.models.ldaseqmodel (module) gensim.models.logentropy_model (module) gensim.models.lsi_dispatcher (module) gensim.models.lsi_worker (module) gensim.models.lsimodel (module) gensim.models.normmodel (module) gensim.models.phrases (module) gensim.models.rpmodel (module) gensim.models.tfidfmodel (module) gensim.models.translation_matrix (module) gensim.models.word2vec (module) gensim.models.wrappers (module) gensim.models.wrappers.dtmmodel (module) gensim.models.wrappers.fasttext (module) gensim.models.wrappers.ldamallet (module) gensim.models.wrappers.ldavowpalwabbit (module) gensim.models.wrappers.varembed (module) gensim.models.wrappers.wordrank (module) gensim.parsing.porter (module) gensim.parsing.preprocessing (module) gensim.scripts.glove2word2vec (module) gensim.scripts.make_wiki_online (module) gensim.scripts.make_wiki_online_lemma (module) gensim.scripts.make_wiki_online_nodebug (module) gensim.scripts.make_wikicorpus (module) gensim.scripts.segment_wiki (module) gensim.scripts.word2vec2tensor (module) gensim.scripts.word2vec_standalone (module) gensim.similarities.docsim (module) gensim.similarities.index (module) gensim.sklearn_api.atmodel (module) gensim.sklearn_api.d2vmodel (module) gensim.sklearn_api.hdp (module) gensim.sklearn_api.ldamodel (module)

gensim.sklearn_api.ldaseqmodel (module) gensim.sklearn_api.lsimodel (module) gensim.sklearn_api.phrases (module) gensim.sklearn_api.rpmodel (module) gensim.sklearn_api.text2bow (module) gensim.sklearn_api.tfidf (module) gensim.sklearn_api.w2vmodel (module) gensim.summarization.bm25 (module) gensim.summarization.commons (module) gensim.summarization.graph (module) gensim.summarization.keywords (module) gensim.summarization.pagerank_weighted (module) gensim.summarization.summarizer (module) gensim.summarization.syntactic_unit (module) gensim.summarization.textcleaner (module) gensim.topic_coherence.aggregation (module) gensim.topic_coherence.direct_confirmation_measure (module) gensim.topic_coherence.indirect_confirmation_measure (module) gensim.topic_coherence.probability_estimation (module) gensim.topic_coherence.segmentation (module) gensim.topic_coherence.text_analysis (module) gensim.utils (module) get() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.utils.FakeDict method) get_author_topics() (gensim.models.atmodel.AuthorTopicModel method) get_bm25_weights() (in module gensim.summarization.bm25) get_by_offset() (gensim.corpora.sharded_corpus.ShardedCorpus method) get_co_occurrences() (gensim.topic_coherence.text_analysis.BaseAnalyzer method) (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.UsesDictionary method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) get_coherence() (gensim.models.coherencemodel.CoherenceModel method) get_coherence_per_topic() (gensim.models.coherencemodel.CoherenceModel method) get_document_id() (gensim.similarities.docsim.Shard method) get_document_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) get_edge_properties() (gensim.summarization.graph.Graph method) get_Elogbeta() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) get_glove_info() (in module gensim.scripts.glove2word2vec) get_graph() (in module gensim.summarization.keywords) get_keras_embedding() (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) get_lambda() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) get_latest_training_loss() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) get_max_id() (in module gensim.utils) get_my_ip() (in module gensim.utils) get_namespace() (in module gensim.corpora.wikicorpus) get_occurrences() (gensim.topic_coherence.text_analysis.BaseAnalyzer method) (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.UsesDictionary method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) get_params() (gensim.sklearn_api.atmodel.AuthorTopicTransformer method) (gensim.sklearn_api.d2vmodel.D2VTransformer method) (gensim.sklearn_api.hdp.HdpTransformer method) (gensim.sklearn_api.ldamodel.LdaTransformer method) (gensim.sklearn_api.ldaseqmodel.LdaSeqTransformer method) (gensim.sklearn_api.lsimodel.LsiTransformer method) (gensim.sklearn_api.phrases.PhrasesTransformer method) (gensim.sklearn_api.rpmodel.RpTransformer method) (gensim.sklearn_api.text2bow.Text2BowTransformer method) (gensim.sklearn_api.tfidf.TfIdfTransformer method) (gensim.sklearn_api.w2vmodel.W2VTransformer method) get_random_state() (in module gensim.utils) get_score() (gensim.summarization.bm25.BM25 method) get_scores() (gensim.summarization.bm25.BM25 method) get_sentences() (in module gensim.summarization.textcleaner) get_similarities() (gensim.interfaces.SimilarityABC method) (gensim.similarities.docsim.MatrixSimilarity method) (gensim.similarities.docsim.SparseMatrixSimilarity method) (gensim.similarities.docsim.WmdSimilarity method) get_term_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) get_texts() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) get_topic_terms() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) get_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.basemodel.BaseTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.lsimodel.LsiModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) get_value() (gensim.models.callbacks.CoherenceMetric method) (gensim.models.callbacks.ConvergenceMetric method) (gensim.models.callbacks.DiffMetric method) (gensim.models.callbacks.Metric method) (gensim.models.callbacks.PerplexityMetric method) get_version() (gensim.models.wrappers.ldamallet.LdaMallet method) get_vocab_word_vecs() (gensim.models.fasttext.FastText method) getNS() (in module gensim.utils) getstate() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) getstream() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) getworkers() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) glove2word2vec() (in module gensim.scripts.glove2word2vec) Graph (class in gensim.summarization.graph) grouper() (in module gensim.utils)

H

has_edge() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) has_key() (gensim.corpora.hashdictionary.HashDictionary method) has_node() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) has_pattern() (in module gensim.utils) HashDictionary (class in gensim.corpora.hashdictionary) hdp_to_lda() (gensim.models.hdpmodel.HdpModel method)

HdpModel (class in gensim.models.hdpmodel) HdpTopicFormatter (class in gensim.models.hdpmodel) HdpTransformer (class in gensim.sklearn_api.hdp) HEADER_LINE (gensim.corpora.ucicorpus.UciWriter attribute) (gensim.matutils.MmWriter attribute) hellinger() (in module gensim.matutils)

I

id2word (gensim.corpora.lowcorpus.LowCorpus attribute) (gensim.corpora.malletcorpus.MalletCorpus attribute) ident (gensim.topic_coherence.text_analysis.AccumulatingWorker attribute) (gensim.utils.InputQueue attribute) identity() (in module gensim.utils) ids_similarity() (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) IGraph (class in gensim.summarization.graph) in_current() (gensim.corpora.sharded_corpus.ShardedCorpus method) in_next() (gensim.corpora.sharded_corpus.ShardedCorpus method) index() (gensim.models.doc2vec.Doctag method) (gensim.models.doc2vec.LabeledSentence method) (gensim.models.doc2vec.TaggedDocument method) index_to_dict() (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) index_to_doctag() (gensim.models.doc2vec.DocvecsArray method) indexed_doctags() (gensim.models.doc2vec.DocvecsArray method) IndexedCorpus (class in gensim.corpora.indexedcorpus), [1] infer_vector() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) inferDTMseq() (gensim.models.ldaseqmodel.LdaSeqModel method) inference() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) init_by_clone() (gensim.corpora.sharded_corpus.ShardedCorpus method) init_dictionary() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) init_dir_prior() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) init_empty_corpus() (gensim.models.atmodel.AuthorTopicModel method) init_lda_post() (gensim.models.ldaseqmodel.LdaPost method) init_ldaseq_ss() (gensim.models.ldaseqmodel.LdaSeqModel method)

init_ngrams() (gensim.models.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastText method) init_shards() (gensim.corpora.sharded_corpus.ShardedCorpus method) init_sims() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) init_to_ignore_interrupt() (in module gensim.corpora.wikicorpus) initialize() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.logentropy_model.LogEntropyModel method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) (gensim.summarization.bm25.BM25 method) initialize_word_vectors() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) InputQueue (class in gensim.utils) intersect_word2vec_format() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) InvertedIndexAccumulator (class in gensim.topic_coherence.text_analysis) InvertedIndexBased (class in gensim.topic_coherence.text_analysis) is_alive() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) is_corpus() (in module gensim.utils) isbow() (in module gensim.matutils) ismatrix() (in module gensim.matutils) items() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) iter_chunks() (gensim.similarities.docsim.Similarity method) iter_filepaths() (gensim.corpora.textcorpus.TextDirectoryCorpus method) iter_windows() (in module gensim.utils) iteritems() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.utils.FakeDict method) iterkeys() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) itervalues() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method)

J

jaccard() (in module gensim.matutils) jaccard_distance() (in module gensim.matutils) jensen_shannon() (in module gensim.matutils) jobdone() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method)

jobsdone() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) join() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) join_words() (in module gensim.summarization.textcleaner)

K

keep_vocab_item() (in module gensim.utils) KeyedVectors (class in gensim.models.keyedvectors) keys() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.utils.FakeDict method)

keywords() (in module gensim.summarization.keywords) kullback_leibler() (in module gensim.matutils)

L

LABEL_ATTRIBUTE_NAME (gensim.summarization.graph.Graph attribute) LabeledSentence (class in gensim.models.doc2vec) lazy_flatten() (in module gensim.utils) lda_e_step() (in module gensim.models.hdpmodel) lda_seq_infer() (gensim.models.ldaseqmodel.LdaSeqModel method) LdaMallet (class in gensim.models.wrappers.ldamallet) LdaModel (class in gensim.models.ldamodel) LdaMulticore (class in gensim.models.ldamulticore) LdaPost (class in gensim.models.ldaseqmodel) LdaSeqModel (class in gensim.models.ldaseqmodel) LdaSeqTransformer (class in gensim.sklearn_api.ldaseqmodel) LdaState (class in gensim.models.ldamodel) LdaTransformer (class in gensim.sklearn_api.ldamodel) LdaVowpalWabbit (class in gensim.models.wrappers.ldavowpalwabbit) learn_vocab() (gensim.models.phrases.Phrases static method) lemmatize() (in module gensim.utils) line2doc() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) lines_are_documents (gensim.corpora.textcorpus.TextDirectoryCorpus attribute) LineSentence (class in gensim.models.word2vec) load() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.csvcorpus.CsvCorpus method) (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.corpora.indexedcorpus.IndexedCorpus method), [1] (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.sharded_corpus.ShardedCorpus class method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) (gensim.interfaces.CorpusABC method) (gensim.interfaces.SimilarityABC method) (gensim.interfaces.TransformationABC method) (gensim.interfaces.TransformedCorpus method) (gensim.models.VocabTransform method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.coherencemodel.CoherenceModel method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.ldamodel.LdaModel class method) (gensim.models.ldamodel.LdaState method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaPost method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.ldaseqmodel.sslm method) (gensim.models.logentropy_model.LogEntropyModel method) (gensim.models.lsimodel.LsiModel class method) (gensim.models.lsimodel.Projection method) (gensim.models.normmodel.NormModel method) (gensim.models.phrases.Phraser method) (gensim.models.phrases.Phrases class method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) (gensim.models.translation_matrix.TranslationMatrix class method) (gensim.models.word2vec.Word2Vec class method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit class method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) (gensim.similarities.docsim.MatrixSimilarity method) (gensim.similarities.docsim.Shard method) (gensim.similarities.docsim.Similarity method) (gensim.similarities.docsim.SparseMatrixSimilarity method) (gensim.similarities.docsim.WmdSimilarity method) (gensim.utils.ClippedCorpus method) (gensim.utils.RepeatCorpus method) (gensim.utils.RepeatCorpusNTimes method) (gensim.utils.SaveLoad class method) (gensim.utils.SlicedCorpus method) load_binary_data() (gensim.models.wrappers.fasttext.FastText method) load_dict() (gensim.models.wrappers.fasttext.FastText method)

load_document_topics() (gensim.models.wrappers.ldamallet.LdaMallet method) load_fasttext_format() (gensim.models.fasttext.FastText class method) (gensim.models.wrappers.fasttext.FastText class method) load_from_text() (gensim.corpora.dictionary.Dictionary static method) load_model_params() (gensim.models.wrappers.fasttext.FastText method) load_shard() (gensim.corpora.sharded_corpus.ShardedCorpus method) load_varembed_format() (gensim.models.wrappers.varembed.VarEmbed class method) load_vectors() (gensim.models.wrappers.fasttext.FastText method) load_word2vec_format() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors class method) (gensim.models.word2vec.Word2Vec class method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) load_word_embeddings() (gensim.models.wrappers.varembed.VarEmbed method) load_word_topics() (gensim.models.wrappers.ldamallet.LdaMallet method) load_wordrank_model() (gensim.models.wrappers.wordrank.Wordrank class method) log_accuracy() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors static method) (gensim.models.word2vec.Word2Vec static method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) log_conditional_probability() (in module gensim.topic_coherence.direct_confirmation_measure) log_evaluate_word_pairs() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors static method) (gensim.models.word2vec.Word2Vec static method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) log_perplexity() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) log_ratio_measure() (in module gensim.topic_coherence.direct_confirmation_measure) LogEntropyModel (class in gensim.models.logentropy_model) LowCorpus (class in gensim.corpora.lowcorpus) lower_to_unicode() (in module gensim.corpora.textcorpus) LsiModel (class in gensim.models.lsimodel) LsiTransformer (class in gensim.sklearn_api.lsimodel)

M

make_cum_table() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) make_lda_seq_slice() (gensim.models.ldaseqmodel.LdaSeqModel method) MalletCorpus (class in gensim.corpora.malletcorpus) malletmodel2ldamodel() (in module gensim.models.wrappers.ldamallet) MatrixSimilarity (class in gensim.similarities.docsim) max_depth (gensim.corpora.textcorpus.TextDirectoryCorpus attribute) MAX_HEADER_LENGTH (gensim.corpora.ucicorpus.UciWriter attribute) measure (gensim.models.coherencemodel.CoherenceModel attribute) merge() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) (gensim.models.lsimodel.Projection method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) merge_accumulators() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) merge_syntactic_units() (in module gensim.summarization.textcleaner) merge_with() (gensim.corpora.dictionary.Dictionary method)

Metric (class in gensim.models.callbacks) min_depth (gensim.corpora.textcorpus.TextDirectoryCorpus attribute) MmCorpus (class in gensim.corpora.mmcorpus) MmReader (class in gensim.matutils) MmWriter (class in gensim.matutils) mock_data() (in module gensim.utils) mock_data_row() (in module gensim.utils) Model model (gensim.models.coherencemodel.CoherenceModel attribute) most_similar() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) most_similar_cosmul() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) most_similar_to_given() (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method)

N

n_similarity() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) name (gensim.topic_coherence.text_analysis.AccumulatingWorker attribute) (gensim.utils.InputQueue attribute) neighbors() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) NoCM (class in gensim.utils) Node nodes() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method)

normalize() (gensim.models.normmodel.NormModel method) (gensim.models.translation_matrix.Space method) NormModel (class in gensim.models.normmodel) not_in_vocab() (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) note_doctag() (gensim.models.doc2vec.DocvecsArray method) npmi_scorer() (in module gensim.models.phrases) num_docs (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) (gensim.topic_coherence.text_analysis.CorpusAccumulator attribute) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator attribute) (gensim.topic_coherence.text_analysis.InvertedIndexBased attribute) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator attribute) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator attribute) (gensim.topic_coherence.text_analysis.UsesDictionary attribute) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer attribute) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator attribute) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator attribute)

O

offset (gensim.models.doc2vec.Doctag attribute) on_epoch_end() (gensim.models.callbacks.Callback method)

optimal_ordering() (gensim.models.hdpmodel.HdpModel method) original_scorer() (in module gensim.models.phrases)

P

p_boolean_document() (in module gensim.topic_coherence.probability_estimation) p_boolean_sliding_window() (in module gensim.topic_coherence.probability_estimation) p_word2vec() (in module gensim.topic_coherence.probability_estimation) pad() (in module gensim.matutils) pagerank_weighted() (in module gensim.summarization.pagerank_weighted) ParallelWordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) partial_accumulate() (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) partial_fit() (gensim.sklearn_api.atmodel.AuthorTopicTransformer method) (gensim.sklearn_api.hdp.HdpTransformer method) (gensim.sklearn_api.ldamodel.LdaTransformer method) (gensim.sklearn_api.lsimodel.LsiTransformer method) (gensim.sklearn_api.phrases.PhrasesTransformer method) (gensim.sklearn_api.text2bow.Text2BowTransformer method) (gensim.sklearn_api.w2vmodel.W2VTransformer method) PatchedWordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) PathLineSentences (class in gensim.models.word2vec) pattern (gensim.corpora.textcorpus.TextDirectoryCorpus attribute) PerplexityMetric (class in gensim.models.callbacks) Phraser (class in gensim.models.phrases) Phrases (class in gensim.models.phrases) PhrasesTransformer (class in gensim.sklearn_api.phrases) pickle() (in module gensim.utils) pid (gensim.topic_coherence.text_analysis.AccumulatingWorker attribute) (gensim.utils.InputQueue attribute) pop() (gensim.corpora.hashdictionary.HashDictionary method)

popitem() (gensim.corpora.hashdictionary.HashDictionary method) PorterStemmer (class in gensim.parsing.porter) precompute_idfs() (in module gensim.models.tfidfmodel) predict_output_word() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) preprocess_documents() (in module gensim.parsing.preprocessing) preprocess_string() (in module gensim.parsing.preprocessing) preprocess_text() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) principal_eigenvector() (in module gensim.summarization.pagerank_weighted) print_debug() (gensim.models.lsimodel.LsiModel method) (in module gensim.models.lsimodel) print_topic() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.basemodel.BaseTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) print_topic_times() (gensim.models.ldaseqmodel.LdaSeqModel method) print_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.basemodel.BaseTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) process_article() (in module gensim.corpora.wikicorpus) process_results() (in module gensim.summarization.pagerank_weighted) Projection (class in gensim.models.lsimodel) prune_vocab() (in module gensim.utils) pseudocorpus() (gensim.models.phrases.Phraser method) (in module gensim.models.phrases) pyro_daemon() (in module gensim.utils)

Q

qr_destroy() (in module gensim.matutils) qsize() (in module gensim.utils)

query_shards() (gensim.similarities.docsim.Similarity method) queue_all_texts() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method)

R

randfname() (in module gensim.utils) read_doctopics() (gensim.models.wrappers.ldamallet.LdaMallet method) read_file() (in module gensim.parsing.preprocessing) read_files() (in module gensim.parsing.preprocessing) release() (gensim.utils.NoCM method) remove_file() (in module gensim.corpora.wikicorpus) remove_markup() (in module gensim.corpora.wikicorpus) remove_short() (in module gensim.corpora.textcorpus) remove_stopwords() (in module gensim.corpora.textcorpus) (in module gensim.parsing.preprocessing) remove_template() (in module gensim.corpora.wikicorpus) remove_unreachable_nodes() (in module gensim.summarization.commons) repeat() (gensim.models.doc2vec.Doctag method) RepeatCorpus (class in gensim.utils) RepeatCorpusNTimes (class in gensim.utils) replace_abbreviations() (in module gensim.summarization.textcleaner)

replace_with_separator() (in module gensim.summarization.textcleaner) reply_to_master() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) reset() (gensim.corpora.sharded_corpus.ShardedCorpus method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.ldamodel.LdaState method) (gensim.models.lsi_dispatcher.Dispatcher method) reset_from() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) reset_ngram_weights() (gensim.models.fasttext.FastText method) reset_weights() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) resize_shards() (gensim.corpora.sharded_corpus.ShardedCorpus method) restricted_hash() (gensim.corpora.hashdictionary.HashDictionary method) ret_log_normalize_vec() (in module gensim.matutils) ret_normalized_vec() (in module gensim.matutils) revdict() (in module gensim.utils) RpModel (class in gensim.models.rpmodel) RpTransformer (class in gensim.sklearn_api.rpmodel) run() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method)

S

s_one_one() (in module gensim.topic_coherence.segmentation) s_one_pre() (in module gensim.topic_coherence.segmentation) s_one_set() (in module gensim.topic_coherence.segmentation) safe_unichr() (in module gensim.utils) sample_dict() (in module gensim.utils) sample_texts() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) save() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.csvcorpus.CsvCorpus method) (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.corpora.indexedcorpus.IndexedCorpus method), [1] (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.sharded_corpus.ShardedCorpus method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) (gensim.interfaces.CorpusABC method) (gensim.interfaces.SimilarityABC method) (gensim.interfaces.TransformationABC method) (gensim.interfaces.TransformedCorpus method) (gensim.models.VocabTransform method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.coherencemodel.CoherenceModel method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamodel.LdaState method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaPost method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.ldaseqmodel.sslm method) (gensim.models.logentropy_model.LogEntropyModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.lsimodel.Projection method) (gensim.models.normmodel.NormModel method) (gensim.models.phrases.Phraser method) (gensim.models.phrases.Phrases method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) (gensim.models.translation_matrix.TranslationMatrix method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) (gensim.similarities.docsim.MatrixSimilarity method) (gensim.similarities.docsim.Shard method) (gensim.similarities.docsim.Similarity method) (gensim.similarities.docsim.SparseMatrixSimilarity method) (gensim.similarities.docsim.WmdSimilarity method) (gensim.utils.ClippedCorpus method) (gensim.utils.RepeatCorpus method) (gensim.utils.RepeatCorpusNTimes method) (gensim.utils.SaveLoad method) (gensim.utils.SlicedCorpus method) save_as_text() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) save_corpus() (gensim.corpora.bleicorpus.BleiCorpus static method) (gensim.corpora.csvcorpus.CsvCorpus method) (gensim.corpora.indexedcorpus.IndexedCorpus method), [1] (gensim.corpora.lowcorpus.LowCorpus static method) (gensim.corpora.malletcorpus.MalletCorpus static method) (gensim.corpora.mmcorpus.MmCorpus static method) (gensim.corpora.sharded_corpus.ShardedCorpus static method) (gensim.corpora.svmlightcorpus.SvmLightCorpus static method) (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.ucicorpus.UciCorpus static method) (gensim.corpora.wikicorpus.WikiCorpus method) (gensim.interfaces.CorpusABC static method) (gensim.interfaces.TransformedCorpus method) save_options() (gensim.models.hdpmodel.HdpModel method) save_shard() (gensim.corpora.sharded_corpus.ShardedCorpus method) save_topics() (gensim.models.hdpmodel.HdpModel method) save_word2vec_format() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) SaveLoad (class in gensim.utils) scale_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) scan_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) Scipy2Corpus (class in gensim.matutils) scipy2scipy_clipped() (in module gensim.matutils) scipy2sparse() (in module gensim.matutils) score() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.sklearn_api.ldamodel.LdaTransformer method) score_cbow_pair() (in module gensim.models.word2vec) score_item() (gensim.models.phrases.Phraser method) (gensim.models.phrases.Phrases method) (gensim.models.phrases.SentenceAnalyzer method) score_sg_pair() (in module gensim.models.word2vec) seeded_vector() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) segment() (in module gensim.scripts.segment_wiki) segment_all_articles() (in module gensim.scripts.segment_wiki) segment_and_write_all_articles() (in module gensim.scripts.segment_wiki) segment_topics() (gensim.models.coherencemodel.CoherenceModel method) SentenceAnalyzer (class in gensim.models.phrases) serialize() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.indexedcorpus.IndexedCorpus class method), [1] (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.sharded_corpus.ShardedCorpus class method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) set_edge_properties() (gensim.summarization.graph.Graph method) set_model() (gensim.models.callbacks.Callback method) set_parameters() (gensim.models.callbacks.CoherenceMetric method) (gensim.models.callbacks.ConvergenceMetric method) (gensim.models.callbacks.DiffMetric method) (gensim.models.callbacks.Metric method) (gensim.models.callbacks.PerplexityMetric method) set_params() (gensim.sklearn_api.atmodel.AuthorTopicTransformer method) (gensim.sklearn_api.d2vmodel.D2VTransformer method) (gensim.sklearn_api.hdp.HdpTransformer method) (gensim.sklearn_api.ldamodel.LdaTransformer method) (gensim.sklearn_api.ldaseqmodel.LdaSeqTransformer method) (gensim.sklearn_api.lsimodel.LsiTransformer method) (gensim.sklearn_api.phrases.PhrasesTransformer method) (gensim.sklearn_api.rpmodel.RpTransformer method) (gensim.sklearn_api.text2bow.Text2BowTransformer method) (gensim.sklearn_api.tfidf.TfIdfTransformer method) (gensim.sklearn_api.w2vmodel.W2VTransformer method) set_zero() (gensim.models.hdpmodel.SuffStats method) setdefault() (gensim.corpora.hashdictionary.HashDictionary method) Shard (class in gensim.similarities.docsim) shard_by_offset() (gensim.corpora.sharded_corpus.ShardedCorpus method) ShardedCorpus (class in gensim.corpora.sharded_corpus) show_topic() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.lsimodel.LsiModel method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) show_topic_terms() (gensim.models.hdpmodel.HdpTopicFormatter method) show_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.lsimodel.LsiModel method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) similar_by_vector() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) similar_by_word() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) Similarity (class in gensim.similarities.docsim) similarity() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) similarity_by_id() (gensim.similarities.docsim.Similarity method)

similarity_unseen_docs() (gensim.models.doc2vec.DocvecsArray method) SimilarityABC (class in gensim.interfaces) simple_preprocess() (in module gensim.utils) simple_tokenize() (in module gensim.utils) skip_headers() (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.ucicorpus.UciReader method) (gensim.matutils.MmReader method) SlicedCorpus (class in gensim.utils) smart_extension() (in module gensim.utils) sort_embeddings() (gensim.models.wrappers.wordrank.Wordrank method) sort_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) Space (class in gensim.models.translation_matrix) Sparse Vector Sparse2Corpus (class in gensim.matutils) sparse2full() (in module gensim.matutils) SparseMatrixSimilarity (class in gensim.similarities.docsim) split_alphanum() (in module gensim.parsing.preprocessing) split_on_space() (in module gensim.corpora.lowcorpus) split_sentences() (in module gensim.summarization.textcleaner) sslm (class in gensim.models.ldaseqmodel) sslm_counts_init() (gensim.models.ldaseqmodel.sslm method) start() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) start_workers() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) stem() (gensim.parsing.porter.PorterStemmer method) (in module gensim.parsing.preprocessing) stem_documents() (gensim.parsing.porter.PorterStemmer method) stem_sentence() (gensim.parsing.porter.PorterStemmer method) stem_text() (in module gensim.parsing.preprocessing) step_through_preprocess() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) stochastic_svd() (in module gensim.models.lsimodel) strided_windows() (in module gensim.utils) strip_multiple_whitespaces() (in module gensim.corpora.textcorpus) (in module gensim.parsing.preprocessing) strip_non_alphanum() (in module gensim.parsing.preprocessing) strip_numeric() (in module gensim.parsing.preprocessing) strip_punctuation() (in module gensim.parsing.preprocessing) strip_punctuation2() (in module gensim.parsing.preprocessing) strip_short() (in module gensim.parsing.preprocessing) strip_tags() (in module gensim.parsing.preprocessing) struct_unpack() (gensim.models.wrappers.fasttext.FastText method) STYLE_GENSIM (gensim.models.hdpmodel.HdpTopicFormatter attribute) STYLE_PRETTY (gensim.models.hdpmodel.HdpTopicFormatter attribute) SuffStats (class in gensim.models.hdpmodel) suggested_lda_model() (gensim.models.hdpmodel.HdpModel method) summarize() (in module gensim.summarization.summarizer) summarize_corpus() (in module gensim.summarization.summarizer) SvmLightCorpus (class in gensim.corpora.svmlightcorpus) sync_state() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) synchronous() (in module gensim.utils) SyntacticUnit (class in gensim.summarization.syntactic_unit)

T

TaggedBrownCorpus (class in gensim.models.doc2vec) TaggedDocument (class in gensim.models.doc2vec) TaggedLineDocument (class in gensim.models.doc2vec) tags (gensim.models.doc2vec.LabeledSentence attribute) (gensim.models.doc2vec.TaggedDocument attribute) terminate() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) terminate_workers() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) Text2BowTransformer (class in gensim.sklearn_api.text2bow) Text8Corpus (class in gensim.models.word2vec) text_is_relevant() (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) TextCorpus (class in gensim.corpora.textcorpus) TextDirectoryCorpus (class in gensim.corpora.textcorpus) TfidfModel (class in gensim.models.tfidfmodel) TfIdfTransformer (class in gensim.sklearn_api.tfidf) to_unicode() (in module gensim.utils) to_utf8() (in module gensim.utils) tokenize() (in module gensim.corpora.wikicorpus) (in module gensim.utils) tokenize_by_word() (in module gensim.summarization.textcleaner)

top_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) top_topics_as_word_lists() (gensim.models.coherencemodel.CoherenceModel static method) topics (gensim.models.coherencemodel.CoherenceModel attribute) topn (gensim.models.coherencemodel.CoherenceModel attribute) toptexts() (in module gensim.utils) train() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) (gensim.models.translation_matrix.TranslationMatrix method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.fasttext.FastText class method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) (gensim.models.wrappers.wordrank.Wordrank class method) train_batch_cbow() (in module gensim.models.fasttext) train_batch_sg() (in module gensim.models.fasttext) train_cbow_pair() (in module gensim.models.word2vec) train_sg_pair() (in module gensim.models.word2vec) trained_item() (gensim.models.doc2vec.DocvecsArray method) transform() (gensim.sklearn_api.atmodel.AuthorTopicTransformer method) (gensim.sklearn_api.d2vmodel.D2VTransformer method) (gensim.sklearn_api.hdp.HdpTransformer method) (gensim.sklearn_api.ldamodel.LdaTransformer method) (gensim.sklearn_api.ldaseqmodel.LdaSeqTransformer method) (gensim.sklearn_api.lsimodel.LsiTransformer method) (gensim.sklearn_api.phrases.PhrasesTransformer method) (gensim.sklearn_api.rpmodel.RpTransformer method) (gensim.sklearn_api.text2bow.Text2BowTransformer method) (gensim.sklearn_api.tfidf.TfIdfTransformer method) (gensim.sklearn_api.w2vmodel.W2VTransformer method) TransformationABC (class in gensim.interfaces) TransformedCorpus (class in gensim.interfaces) translate() (gensim.models.translation_matrix.TranslationMatrix method) TranslationMatrix (class in gensim.models.translation_matrix)

U

UciCorpus (class in gensim.corpora.ucicorpus) UciReader (class in gensim.corpora.ucicorpus) UciWriter (class in gensim.corpora.ucicorpus) undo_replacement() (in module gensim.summarization.textcleaner) unique_ids_from_segments() (in module gensim.topic_coherence.probability_estimation) unitvec() (in module gensim.matutils) unpickle() (in module gensim.utils) update() (gensim.corpora.hashdictionary.HashDictionary method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) update_alpha() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) update_chunk() (gensim.models.hdpmodel.HdpModel method) update_dir_prior() (in module gensim.models.ldamodel) update_eta() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method)

update_expectations() (gensim.models.hdpmodel.HdpModel method) update_finished() (gensim.models.hdpmodel.HdpModel method) update_gamma() (gensim.models.ldaseqmodel.LdaPost method) update_headers() (gensim.corpora.ucicorpus.UciWriter method) update_lambda() (gensim.models.hdpmodel.HdpModel method) update_lda_seq_ss() (gensim.models.ldaseqmodel.LdaPost method) update_obs() (gensim.models.ldaseqmodel.sslm method) update_phi() (gensim.models.ldaseqmodel.LdaPost method) update_weights() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) update_zeta() (gensim.models.ldaseqmodel.sslm method) upload_chunked() (in module gensim.utils) UsesDictionary (class in gensim.topic_coherence.text_analysis)

V

values() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) VarEmbed (class in gensim.models.wrappers.varembed) veclen() (in module gensim.matutils) Vector vector_by_id() (gensim.similarities.docsim.Similarity method) viewitems() (gensim.corpora.hashdictionary.HashDictionary method)

viewkeys() (gensim.corpora.hashdictionary.HashDictionary method) viewvalues() (gensim.corpora.hashdictionary.HashDictionary method) Vocab (class in gensim.models.keyedvectors) VocabTransform (class in gensim.models) vwmodel2ldamodel() (in module gensim.models.wrappers.ldavowpalwabbit)

W

W2VTransformer (class in gensim.sklearn_api.w2vmodel) walk() (in module gensim.corpora.textcorpus) WEIGHT_ATTRIBUTE_NAME (gensim.summarization.graph.Graph attribute) WikiCorpus (class in gensim.corpora.wikicorpus) WINDOW_SIZE (in module gensim.summarization.keywords) WindowedTextsAnalyzer (class in gensim.topic_coherence.text_analysis) wmdistance() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) WmdSimilarity (class in gensim.similarities.docsim) Word2Vec (class in gensim.models.word2vec) word2vec2tensor() (in module gensim.scripts.word2vec2tensor) word2vec_similarity() (in module gensim.topic_coherence.indirect_confirmation_measure) word_count (gensim.models.doc2vec.Doctag attribute)

word_vec() (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) WordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) Wordrank (class in gensim.models.wrappers.wordrank) words (gensim.models.doc2vec.LabeledSentence attribute) (gensim.models.doc2vec.TaggedDocument attribute) WordVectorsAccumulator (class in gensim.topic_coherence.text_analysis) Worker worker_e_step() (in module gensim.models.ldamulticore) write_corpus() (gensim.corpora.ucicorpus.UciWriter static method) (gensim.matutils.MmWriter static method) write_corpus_as_vw() (in module gensim.models.wrappers.ldavowpalwabbit) write_headers() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) write_vector() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) wv (gensim.models.keyedvectors.KeyedVectors attribute) (gensim.models.wrappers.fasttext.FastTextKeyedVectors attribute) (gensim.models.wrappers.varembed.VarEmbed attribute) (gensim.models.wrappers.wordrank.Wordrank attribute)

Y

yield_batches() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method)

Z

zeros_aligned() (in module gensim.matutils)