Index

Index

A

accuracy() (gensim.models.doc2vec.Doc2Vec 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)

any2sparse() (in module gensim.matutils) any2unicode() (in module gensim.utils) any2utf8() (in module gensim.utils) 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.utils.InputQueue attribute) AuthorTopicModel (class in gensim.models.atmodel) AuthorTopicState (class in gensim.models.atmodel)

B

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) buffer() (simserver.simserver.SessionServer method) (simserver.simserver.SimServer 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.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) check_moved() (gensim.similarities.docsim.Similarity method) check_output() (in module gensim.utils) check_session() (simserver.simserver.SessionServer method) 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.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) (simserver.simserver.SessionServer method) (simserver.simserver.SimIndex method) (simserver.simserver.SimModel method) (simserver.simserver.SimServer method) close_shard() (gensim.similarities.docsim.Similarity method) Cluster CoherenceModel (class in gensim.models.coherencemodel) commit() (simserver.simserver.SessionServer method) compactify() (gensim.corpora.dictionary.Dictionary 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() (gensim.models.wrappers.fasttext.FastText static method) 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) 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) 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.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) create_dictionary() (gensim.corpora.ucicorpus.UciCorpus method) CsvCorpus (class in gensim.corpora.csvcorpus)

D

daemon (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() (simserver.simserver.SessionServer method) (simserver.simserver.SimIndex method) (simserver.simserver.SimServer method) delete_temporary_training_data() (gensim.models.doc2vec.Doc2Vec 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) 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) doc2vec() (simserver.simserver.SimModel method) 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) docs2vecs() (simserver.simserver.SimModel 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.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) drop_index() (simserver.simserver.SessionServer method) (simserver.simserver.SimServer 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.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.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.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_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.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.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) find_similar() (simserver.simserver.SessionServer method) (simserver.simserver.SimServer 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_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) flda_ss() (gensim.models.wrappers.dtmmodel.DtmModel method) flush() (simserver.simserver.SimServer 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() (gensim.models.wrappers.fasttext.FastText static method) 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.coherencemodel (module) gensim.models.doc2vec (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.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_wikicorpus (module) gensim.scripts.word2vec_standalone (module) gensim.similarities.docsim (module) gensim.similarities.index (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.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_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_embedding_layer() (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) get_glove_info() (in module gensim.scripts.glove2word2vec) get_graph() (in module gensim.summarization.keywords) get_lambda() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) get_latest_training_loss() (gensim.models.doc2vec.Doc2Vec 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_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.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_version() (gensim.models.wrappers.ldamallet.LdaMallet 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) 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.utils.InputQueue attribute) identity() (in module gensim.utils) 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) (simserver.simserver.SessionServer method) (simserver.simserver.SimServer method) index_documents() (simserver.simserver.SimIndex 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) 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.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.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.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) InputQueue (class in gensim.utils) intersect_word2vec_format() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) is_alive() (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.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) (simserver.simserver.SimServer 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) 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) LdaState (class in gensim.models.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.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 method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel 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) (simserver.simserver.SessionServer method) (simserver.simserver.SimModel 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.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.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.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.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)

M

make_cum_table() (gensim.models.doc2vec.Doc2Vec 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) (simserver.simserver.SimIndex method) merge_sims() (in module simserver.simserver) merge_syntactic_units() (in module gensim.summarization.textcleaner)

merge_with() (gensim.corpora.dictionary.Dictionary method) 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.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.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)

N

n_similarity() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray 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.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) NormModel (class in gensim.models.normmodel) note_doctag() (gensim.models.doc2vec.DocvecsArray method) npmi_scorer() (gensim.models.phrases.Phrases static method)

O

offset (gensim.models.doc2vec.Doctag attribute) open_session() (simserver.simserver.SessionServer method) optimal_ordering() (gensim.models.hdpmodel.HdpModel method)

optimize() (simserver.simserver.SessionServer method) (simserver.simserver.SimServer method) original_scorer() (gensim.models.phrases.Phrases static method)

P

p_boolean_document() (in module gensim.topic_coherence.probability_estimation) p_boolean_sliding_window() (in module gensim.topic_coherence.probability_estimation) pad() (in module gensim.matutils) pagerank_weighted() (in module gensim.summarization.pagerank_weighted) PathLineSentences (class in gensim.models.word2vec) pattern (gensim.corpora.textcorpus.TextDirectoryCorpus attribute) Phraser (class in gensim.models.phrases) Phrases (class in gensim.models.phrases) pickle() (in module gensim.utils) pid (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.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) print_debug() (gensim.models.lsimodel.LsiModel method) (in module gensim.models.lsimodel) print_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.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.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() (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)

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) 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.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) reset_weights() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.DocvecsArray 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) rollback() (simserver.simserver.SessionServer method) RpModel (class in gensim.models.rpmodel) run() (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.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.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) (simserver.simserver.SessionServer method) (simserver.simserver.SimModel 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.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.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) scan_vocab() (gensim.models.doc2vec.Doc2Vec 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.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) score_cbow_pair() (in module gensim.models.word2vec) score_sg_pair() (in module gensim.models.word2vec) seeded_vector() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) segment_topics() (gensim.models.coherencemodel.CoherenceModel method) 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) SessionServer (class in simserver.simserver) set_autosession() (simserver.simserver.SessionServer method) set_edge_properties() (gensim.summarization.graph.Graph 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.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.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.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) SimIndex (class in simserver.simserver) SimModel (class in simserver.simserver) simple_preprocess() (in module gensim.utils)

simple_tokenize() (in module gensim.utils) sims2scores() (simserver.simserver.SimIndex method) sims_by_id() (simserver.simserver.SimIndex method) sims_by_vec() (simserver.simserver.SimIndex method) SimServer (class in simserver.simserver) simserver.simserver (module) 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.word2vec.Word2Vec method) (gensim.models.wrappers.fasttext.FastText method) 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.utils.InputQueue 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.utils.InputQueue method) (simserver.simserver.SessionServer method) (simserver.simserver.SimIndex method) Text8Corpus (class in gensim.models.word2vec) TextCorpus (class in gensim.corpora.textcorpus) TextDirectoryCorpus (class in gensim.corpora.textcorpus) TfidfModel (class in gensim.models.tfidfmodel) 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) topics (gensim.models.coherencemodel.CoherenceModel attribute) toptexts() (in module gensim.utils) train() (gensim.models.doc2vec.Doc2Vec 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) (simserver.simserver.SessionServer method) (simserver.simserver.SimServer method) train_cbow_pair() (in module gensim.models.word2vec) train_sg_pair() (in module gensim.models.word2vec) trained_item() (gensim.models.doc2vec.DocvecsArray method) TransformationABC (class in gensim.interfaces) TransformedCorpus (class in gensim.interfaces)

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_ids() (simserver.simserver.SimIndex method) update_lambda() (gensim.models.hdpmodel.HdpModel method) update_lda_seq_ss() (gensim.models.ldaseqmodel.LdaPost method) update_mappings() (simserver.simserver.SimIndex method) update_obs() (gensim.models.ldaseqmodel.sslm method) update_phi() (gensim.models.ldaseqmodel.LdaPost method) update_weights() (gensim.models.doc2vec.Doc2Vec 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)

V

values() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) VarEmbed (class in gensim.models.wrappers.varembed) vec_by_id() (simserver.simserver.SimIndex method) 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

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) wmdistance() (gensim.models.doc2vec.Doc2Vec 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) word_count (gensim.models.doc2vec.Doctag attribute) word_vec() (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.wrappers.fasttext.FastTextKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method)

Wordrank (class in gensim.models.wrappers.wordrank) words (gensim.models.doc2vec.LabeledSentence attribute) (gensim.models.doc2vec.TaggedDocument attribute) 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)

Z

zeros_aligned() (in module gensim.matutils)