Index

Index

_

__contains__() (gensim.models.poincare.PoincareKeyedVectors method) __getitem__() (gensim.models._fasttext_bin.Model method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.fasttext.FastText method) (gensim.models.normmodel.NormModel method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) (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) __iter__() (gensim.models.poincare.PoincareRelations method)

_num_docs (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) _vocab_size (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute)

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.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) add() (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank 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_morphemes_to_embeddings() (gensim.models.wrappers.varembed.VarEmbed method) add_node() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) add_null_word() (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.word2vec.Word2VecVocab method) add_vocab() (gensim.models.phrases.Phrases method) adjust_vectors() (gensim.models.keyedvectors.FastTextKeyedVectors 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) ancestors() (gensim.models.poincare.PoincareKeyedVectors method)

AnnoyIndexer (class in gensim.similarities.index) any2sparse() (in module gensim.matutils) any2unicode() (in module gensim.utils) any2utf8() (in module gensim.utils) apply_transmat() (gensim.models.translation_matrix.TranslationMatrix method) args (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator attribute) argsort() (in module gensim.matutils) arithmetic_mean() (in module gensim.topic_coherence.aggregation) ARTICLE_MIN_WORDS (in module gensim.corpora.wikicorpus) ascarray() (in module gensim.models.lsimodel) asfarray() (in module gensim.models.lsimodel) authkey() (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) AuthorTopicModel (class in gensim.models.atmodel) AuthorTopicState (class in gensim.models.atmodel) AuthorTopicTransformer (class in gensim.sklearn_api.atmodel) avgdl (gensim.summarization.bm25.BM25 attribute)

B

b (gensim.parsing.porter.PorterStemmer attribute) BackMappingTranslationMatrix (class in gensim.models.translation_matrix) BASE_DIR (in module gensim.downloader) BaseAnalyzer (class in gensim.topic_coherence.text_analysis) BaseAny2VecModel (class in gensim.models.base_any2vec) BaseKeyedVectors (class in gensim.models.keyedvectors) BaseTopicModel (class in gensim.models.basemodel) BaseWordEmbeddingsModel (class in gensim.models.base_any2vec) 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.deprecated.doc2vec.DocvecsArray method)

bound() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) BrownCorpus (class in gensim.models.deprecated.word2vec) (class in gensim.models.word2vec) bucket() (gensim.models._fasttext_bin.Model property) (gensim.models.fasttext.FastText property) buckets_word (gensim.models.keyedvectors.FastTextKeyedVectors attribute) build() (gensim.models.translation_matrix.Space class method) build_adjacency_matrix() (in module gensim.summarization.pagerank_weighted) build_from_doc2vec() (gensim.similarities.index.AnnoyIndexer method) build_from_keyedvectors() (gensim.similarities.index.AnnoyIndexer method) build_from_word2vec() (gensim.similarities.index.AnnoyIndexer method) build_graph() (in module gensim.summarization.commons) build_probability_matrix() (in module gensim.summarization.pagerank_weighted) build_vocab() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.poincare.PoincareModel method) (gensim.models.word2vec.Word2Vec method) build_vocab_from_freq() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method)

C

calc_norm() (gensim.models.normmodel.NormModel method) call_on_class_only() (in module gensim.utils) Callback (class in gensim.models.callbacks) CallbackAny2Vec (class in gensim.models.callbacks) cfs (gensim.corpora.dictionary.Dictionary attribute) 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.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec 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) closer_than() (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) closest_child() (gensim.models.poincare.PoincareKeyedVectors method) closest_parent() (gensim.models.poincare.PoincareKeyedVectors 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_all() (gensim.models.poincare.PoincareBatch method) compute_bound() (gensim.models.ldaseqmodel.sslm method) compute_context_vector() (gensim.topic_coherence.indirect_confirmation_measure.ContextVectorComputer method) compute_distance_gradients() (gensim.models.poincare.PoincareBatch method) compute_distances() (gensim.models.poincare.PoincareBatch method) compute_expected_log_prob() (gensim.models.ldaseqmodel.sslm method) compute_gradients() (gensim.models.poincare.PoincareBatch method) compute_lda_lhood() (gensim.models.ldaseqmodel.LdaPost method)

compute_loss() (gensim.models.poincare.PoincareBatch method) compute_mean_deriv() (gensim.models.ldaseqmodel.sslm method) compute_ngrams() (in module gensim.models._utils_any2vec) (in module gensim.models.deprecated.fasttext_wrapper) compute_ngrams_bytes() (in module gensim.models._utils_any2vec) 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) context_vector_cache (gensim.topic_coherence.indirect_confirmation_measure.ContextVectorComputer attribute) 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) copy() (gensim.corpora.hashdictionary.HashDictionary method) copytree_hardlink() (in module gensim.utils) corpus2csc() (in module gensim.matutils) corpus2dense() (in module gensim.matutils) corpus2mallet() (gensim.models.wrappers.ldamallet.LdaMallet method) corpus_size (gensim.summarization.bm25.BM25 attribute) corpus_to_vw() (in module gensim.models.wrappers.ldavowpalwabbit) CorpusABC (class in gensim.interfaces) CorpusAccumulator (class in gensim.topic_coherence.text_analysis) cosine_similarities() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors static method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors static method) (gensim.models.keyedvectors.FastTextKeyedVectors static method) (gensim.models.keyedvectors.Word2VecKeyedVectors static method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors static method) (gensim.models.wrappers.varembed.VarEmbed static method) (gensim.models.wrappers.wordrank.Wordrank static method) cosine_similarity() (in module gensim.topic_coherence.indirect_confirmation_measure) cossim() (in module gensim.matutils) count() (gensim.models._fasttext_bin.Model method) (gensim.models.deprecated.doc2vec.Doctag method) (gensim.models.deprecated.doc2vec.TaggedDocument method) (gensim.models.doc2vec.Doctag method) (gensim.models.doc2vec.TaggedDocument method) count_freqs_by_blocks() (in module gensim.summarization.mz_entropy) create_binary_tree() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.word2vec.Word2VecVocab method) create_dictionary() (gensim.corpora.ucicorpus.UciCorpus method) create_vocab_trie() (gensim.models.poincare.LexicalEntailmentEvaluation static method) CsvCorpus (class in gensim.corpora.csvcorpus) cum_table() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property)

D

D2VTransformer (class in gensim.sklearn_api.d2vmodel) daemon() (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) datapath() (in module gensim.test.utils) dbow() (gensim.models.deprecated.doc2vec.Doc2Vec property) (gensim.models.doc2vec.Doc2Vec property) deaccent() (in module gensim.utils) decode_htmlentities() (in module gensim.utils) DEFAULT_WEIGHT (gensim.summarization.graph.Graph attribute), [1] del_edge() (gensim.summarization.graph.Graph method) del_node() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) delete_temporary_training_data() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.word2vec.Word2Vec method) delete_training_files() (gensim.models.deprecated.fasttext_wrapper.FastText class method) Dense2Corpus (class in gensim.matutils) dense2vec() (in module gensim.matutils) deprecated() (in module gensim.utils) descendants() (gensim.models.poincare.PoincareKeyedVectors method) destroy() (gensim.similarities.docsim.Similarity method) df2idf() (in module gensim.models.tfidfmodel) df_obs() (in module gensim.models.ldaseqmodel) dfs (gensim.corpora.dictionary.Dictionary attribute) dict_from_corpus() (in module gensim.utils) Dictionary (class in gensim.corpora.dictionary) dictionary (gensim.topic_coherence.text_analysis.UsesDictionary attribute) diff() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) difference_in_hierarchy() (gensim.models.poincare.PoincareKeyedVectors method) DiffMetric (class in gensim.models.callbacks) digamma (in module gensim._matutils) dim() (gensim.models._fasttext_bin.Model property) dirichlet_expectation() (in module gensim._matutils) dirichlet_expectation_1d() (in module gensim._matutils)

dirichlet_expectation_2d() (in module gensim._matutils) Dispatcher (class in gensim.models.lda_dispatcher) (class in gensim.models.lsi_dispatcher) distance() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) distances() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) dm() (gensim.models.deprecated.doc2vec.Doc2Vec property) (gensim.models.doc2vec.Doc2Vec property) 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) doc2idx() (gensim.corpora.dictionary.Dictionary method) doc2line() (gensim.corpora.svmlightcorpus.SvmLightCorpus static method) Doc2Vec (class in gensim.models.deprecated.doc2vec) (class in gensim.models.doc2vec) Doc2VecKeyedVectors (class in gensim.models.keyedvectors) Doc2VecTrainables (class in gensim.models.doc2vec) Doc2VecVocab (class in gensim.models.doc2vec) doc_count() (gensim.models.deprecated.doc2vec.Doctag property) (gensim.models.doc2vec.Doctag property) doc_e_step() (gensim.models.hdpmodel.HdpModel method) doc_freqs (gensim.summarization.bm25.BM25 attribute) doc_len (gensim.summarization.bm25.BM25 attribute) doc_topics() (gensim.models.ldaseqmodel.LdaSeqModel method) docbyoffset() (gensim.corpora._mmreader.MmReader method) (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) Doctag (class in gensim.models.deprecated.doc2vec) (class in gensim.models.doc2vec) doctag_syn0() (gensim.models.keyedvectors.Doc2VecKeyedVectors property) doctag_syn0norm() (gensim.models.keyedvectors.Doc2VecKeyedVectors property) docvecs (gensim.models.doc2vec.Doc2Vec attribute) DocvecsArray (class in gensim.models.deprecated.doc2vec) doesnt_match() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec 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_weight() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) edges() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) effective_n_jobs() (in module gensim.utils) empty_like() (gensim.models.lsimodel.Projection method) ensemble_embedding() (gensim.models.wrappers.wordrank.Wordrank method) epoch() (gensim.models._fasttext_bin.Model property) estimate_memory() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) estimate_probabilities() (gensim.models.coherencemodel.CoherenceModel method) estimated_lookup_memory() (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.doc2vec.Doc2Vec method) EuclideanKeyedVectors (class in gensim.models.deprecated.keyedvectors) evaluate() (gensim.models.poincare.LinkPredictionEvaluation method) (gensim.models.poincare.ReconstructionEvaluation method) evaluate_mean_rank_and_map() (gensim.models.poincare.LinkPredictionEvaluation method) (gensim.models.poincare.ReconstructionEvaluation method)

evaluate_spearman() (gensim.models.poincare.LexicalEntailmentEvaluation method) evaluate_test_corpus() (gensim.models.hdpmodel.HdpModel method) evaluate_word_analogies() (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) evaluate_word_pairs() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) exclude_pattern() (gensim.corpora.textcorpus.TextDirectoryCorpus property) exit() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lda_worker.Worker method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker method) exitcode() (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) 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.deprecated.fasttext) (class in gensim.models.deprecated.fasttext_wrapper) (class in gensim.models.fasttext) FastTextKeyedVectors (class in gensim.models.deprecated.fasttext_wrapper) (class in gensim.models.keyedvectors) FastTextTrainables (class in gensim.models.fasttext) FastTextVocab (class in gensim.models.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_example() (in module gensim.corpora.wikicorpus) 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.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) find_interlinks() (in module gensim.corpora.wikicorpus) find_matching_terms() (gensim.models.poincare.LexicalEntailmentEvaluation static 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.deprecated.fasttext_wrapper) ft_hash_broken() (in module gensim.models._utils_any2vec) ft_hash_bytes() (in module gensim.models._utils_any2vec) ft_ngram_hashes() (in module gensim.models.utils_any2vec) 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) fullname() (gensim.similarities.docsim.Shard method) fwordweights() (gensim.models.wrappers.ldamallet.LdaMallet method)

G

gensim._matutils (module) gensim.corpora (module) gensim.corpora._mmreader (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.downloader (module) gensim.interfaces (module) gensim.matutils (module) gensim.models (module) gensim.models._fasttext_bin (module) gensim.models._utils_any2vec (module) gensim.models.atmodel (module) gensim.models.base_any2vec (module) gensim.models.basemodel (module) gensim.models.callbacks (module) gensim.models.coherencemodel (module) gensim.models.deprecated.doc2vec (module) gensim.models.deprecated.fasttext (module) gensim.models.deprecated.fasttext_wrapper (module) gensim.models.deprecated.keyedvectors (module) gensim.models.deprecated.word2vec (module) gensim.models.doc2vec (module) gensim.models.doc2vec_inner (module) gensim.models.fasttext (module) gensim.models.fasttext_inner (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.nmf (module) gensim.models.normmodel (module) gensim.models.phrases (module) gensim.models.poincare (module) gensim.models.rpmodel (module) gensim.models.tfidfmodel (module) gensim.models.translation_matrix (module) gensim.models.utils_any2vec (module) gensim.models.word2vec (module) gensim.models.word2vec_inner (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.package_info (module) gensim.scripts.segment_wiki (module) gensim.scripts.word2vec2tensor (module) gensim.scripts.word2vec_standalone (module) gensim.similarities.docsim (module) gensim.similarities.index (module) gensim.similarities.termsim (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.mz_entropy (module) gensim.summarization.pagerank_weighted (module) gensim.summarization.summarizer (module) gensim.summarization.syntactic_unit (module) gensim.summarization.textcleaner (module) gensim.test.utils (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) gensim.viz.poincare (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_doctag_trainables() (gensim.models.doc2vec.Doc2VecTrainables 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) (gensim.models.nmf.Nmf 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_index() (gensim.similarities.docsim.Shard method) get_items() (gensim.models.poincare.NegativesBuffer method) get_keras_embedding() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors 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.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.word2vec.Word2Vec method) get_max_id() (in module gensim.utils) get_my_ip() (in module gensim.utils) get_namespace() (in module gensim.corpora.wikicorpus) get_new_author_topics() (gensim.models.atmodel.AuthorTopicModel method) 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_positive_relation_ranks_and_avg_prec() (gensim.models.poincare.ReconstructionEvaluation static method) get_random_state() (in module gensim.utils) get_score() (gensim.summarization.bm25.BM25 method) get_scores() (gensim.summarization.bm25.BM25 method) get_scores_bow() (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.Similarity method) (gensim.similarities.docsim.SoftCosineSimilarity 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) (gensim.models.nmf.Nmf method) get_texts() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) get_tmpfile() (in module gensim.test.utils) get_topic_terms() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.nmf.Nmf 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.nmf.Nmf method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) get_unknown_relation_ranks_and_avg_prec() (gensim.models.poincare.LinkPredictionEvaluation static 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_vector() (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) get_version() (gensim.models.wrappers.ldamallet.LdaMallet method) get_vocab_word_vecs() (gensim.models.deprecated.fasttext.FastText method) getjob() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) getNS() (in module gensim.utils) getstate() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lda_worker.Worker method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker 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_node() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) has_pattern() (in module gensim.utils) HashDictionary (class in gensim.corpora.hashdictionary) hashfxn (gensim.models.fasttext.FastTextTrainables attribute) hashfxn() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) 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) hidden_output() (gensim.models._fasttext_bin.Model property)

I

id2contiguous (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) id2token (gensim.corpora.dictionary.Dictionary attribute) id2word() (gensim.corpora.lowcorpus.LowCorpus property) (gensim.corpora.malletcorpus.MalletCorpus property) ident() (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) identity() (in module gensim.utils) idf (gensim.summarization.bm25.BM25 attribute) ids_similarity() (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) ignore_deprecation_warning() (in module gensim.utils) IGNORED_NAMESPACES (in module gensim.corpora.wikicorpus) IGraph (class in gensim.summarization.graph) in_current() (gensim.corpora.sharded_corpus.ShardedCorpus method) in_next() (gensim.corpora.sharded_corpus.ShardedCorpus method) index (gensim.summarization.syntactic_unit.SyntacticUnit attribute) index() (gensim.models._fasttext_bin.Model method) (gensim.models.deprecated.doc2vec.Doctag method) (gensim.models.deprecated.doc2vec.TaggedDocument method) (gensim.models.doc2vec.Doctag method) (gensim.models.doc2vec.TaggedDocument method) index2entity() (gensim.models.keyedvectors.Doc2VecKeyedVectors property) (gensim.models.keyedvectors.FastTextKeyedVectors property) (gensim.models.keyedvectors.Word2VecKeyedVectors property) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors property) (gensim.models.poincare.PoincareKeyedVectors property) (gensim.models.wrappers.varembed.VarEmbed property) (gensim.models.wrappers.wordrank.Wordrank property) 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.deprecated.doc2vec.DocvecsArray method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) indexed_doctags() (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.doc2vec.Doc2VecVocab method) IndexedCorpus (class in gensim.corpora.indexedcorpus) infer_vector() (gensim.models.deprecated.doc2vec.Doc2Vec method) (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) info() (in module gensim.downloader) init() (in module gensim.models.fasttext_inner) (in module gensim.models.word2vec_inner) 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.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) init_ngrams_weights() (gensim.models.fasttext.FastTextTrainables method) (gensim.models.keyedvectors.FastTextKeyedVectors method) init_post_load() (gensim.models.fasttext.FastTextTrainables method) (gensim.models.keyedvectors.FastTextKeyedVectors method) init_shards() (gensim.corpora.sharded_corpus.ShardedCorpus method) init_sims() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec 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.lda_worker.Worker method) (gensim.models.logentropy_model.LogEntropyModel method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) initialize_word_vectors() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) inner_product() (gensim.similarities.termsim.SparseTermSimilarityMatrix method) input (gensim.corpora._mmreader.MmReader attribute) (gensim.corpora.mmcorpus.MmCorpus attribute) (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) InputQueue (class in gensim.utils) int_index() (gensim.models.keyedvectors.Doc2VecKeyedVectors method) intersect_word2vec_format() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.word2vec.Word2Vec 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() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) iter_bm25_bow() (in module gensim.summarization.bm25) iter_chunks() (gensim.similarities.docsim.Similarity method) iter_edges() (gensim.summarization.graph.Graph method) iter_filepaths() (gensim.corpora.textcorpus.TextDirectoryCorpus method) iter_windows() (in module gensim.utils) iteritems() (gensim.corpora.dictionary.Dictionary method) (gensim.utils.FakeDict method) iterkeys() (gensim.corpora.dictionary.Dictionary method) itervalues() (gensim.corpora.dictionary.Dictionary method)

J

j (gensim.parsing.porter.PorterStemmer attribute) 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

k (gensim.parsing.porter.PorterStemmer attribute) keep_vocab_item() (in module gensim.utils) KeyedVectors (in module gensim.models.deprecated.keyedvectors) (in module gensim.models.keyedvectors) KeyedVectorsBase (class in gensim.models.deprecated.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) kwargs (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator attribute)

L

l2_norm() (gensim.models.nmf.Nmf method) LabeledSentence() (in module gensim.models.deprecated.doc2vec) (in module gensim.models.doc2vec) layer1_size (gensim.models.fasttext.FastTextTrainables attribute) layer1_size() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) lazy_flatten() (in module gensim.utils) lda_alpha (gensim.models.hdpmodel.HdpModel attribute) lda_beta (gensim.models.hdpmodel.HdpModel attribute) 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) LexicalEntailmentEvaluation (class in gensim.models.poincare) 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 property) LineSentence (class in gensim.models.deprecated.word2vec) (class in gensim.models.word2vec) LinkPredictionEvaluation (class in gensim.models.poincare) load() (gensim.corpora.bleicorpus.BleiCorpus class method) (gensim.corpora.csvcorpus.CsvCorpus class method) (gensim.corpora.dictionary.Dictionary class method) (gensim.corpora.hashdictionary.HashDictionary class method) (gensim.corpora.indexedcorpus.IndexedCorpus class method) (gensim.corpora.lowcorpus.LowCorpus class method) (gensim.corpora.malletcorpus.MalletCorpus class method) (gensim.corpora.mmcorpus.MmCorpus class method) (gensim.corpora.sharded_corpus.ShardedCorpus class method) (gensim.corpora.svmlightcorpus.SvmLightCorpus class method) (gensim.corpora.textcorpus.TextCorpus class method) (gensim.corpora.textcorpus.TextDirectoryCorpus class method) (gensim.corpora.ucicorpus.UciCorpus class method) (gensim.corpora.wikicorpus.WikiCorpus class method) (gensim.interfaces.CorpusABC class method) (gensim.interfaces.SimilarityABC class method) (gensim.interfaces.TransformationABC class method) (gensim.interfaces.TransformedCorpus class method) (gensim.models.atmodel.AuthorTopicModel class method) (gensim.models.atmodel.AuthorTopicState class method) (gensim.models.base_any2vec.BaseAny2VecModel class method) (gensim.models.base_any2vec.BaseWordEmbeddingsModel class method) (gensim.models.coherencemodel.CoherenceModel class method) (gensim.models.deprecated.doc2vec.Doc2Vec class method) (gensim.models.deprecated.doc2vec.DocvecsArray class method) (gensim.models.deprecated.fasttext.FastText class method) (gensim.models.deprecated.fasttext_wrapper.FastText class method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors class method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors class method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase class method) (gensim.models.deprecated.word2vec.Word2Vec class method) (gensim.models.doc2vec.Doc2Vec class method) (gensim.models.doc2vec.Doc2VecTrainables class method) (gensim.models.doc2vec.Doc2VecVocab class method) (gensim.models.fasttext.FastText class method) (gensim.models.fasttext.FastTextTrainables class method) (gensim.models.fasttext.FastTextVocab class method) (gensim.models.hdpmodel.HdpModel class method) (gensim.models.keyedvectors.BaseKeyedVectors class method) (gensim.models.keyedvectors.Doc2VecKeyedVectors class method) (gensim.models.keyedvectors.FastTextKeyedVectors class method) (gensim.models.keyedvectors.Word2VecKeyedVectors class method) (gensim.models.keyedvectors.WordEmbeddingSimilarityIndex class method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors class method) (gensim.models.ldamodel.LdaModel class method) (gensim.models.ldamodel.LdaState class method) (gensim.models.ldamulticore.LdaMulticore class method) (gensim.models.ldaseqmodel.LdaPost class method) (gensim.models.ldaseqmodel.LdaSeqModel class method) (gensim.models.ldaseqmodel.sslm class method) (gensim.models.logentropy_model.LogEntropyModel class method) (gensim.models.lsimodel.LsiModel class method) (gensim.models.lsimodel.Projection class method) (gensim.models.nmf.Nmf class method) (gensim.models.normmodel.NormModel class method) (gensim.models.phrases.Phraser class method) (gensim.models.phrases.Phrases class method) (gensim.models.phrases.PhrasesTransformation class method) (gensim.models.poincare.PoincareKeyedVectors class method) (gensim.models.poincare.PoincareModel class method) (gensim.models.rpmodel.RpModel class method) (gensim.models.tfidfmodel.TfidfModel class method) (gensim.models.translation_matrix.BackMappingTranslationMatrix class method) (gensim.models.translation_matrix.TranslationMatrix class method) (gensim.models.VocabTransform class method) (gensim.models.word2vec.Word2Vec class method) (gensim.models.word2vec.Word2VecTrainables class method) (gensim.models.word2vec.Word2VecVocab class method) (gensim.models.wrappers.dtmmodel.DtmModel class method) (gensim.models.wrappers.ldamallet.LdaMallet class method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit class method) (gensim.models.wrappers.varembed.VarEmbed class method) (gensim.models.wrappers.wordrank.Wordrank class method) (gensim.similarities.docsim.MatrixSimilarity class method) (gensim.similarities.docsim.Shard class method) (gensim.similarities.docsim.Similarity class method) (gensim.similarities.docsim.SoftCosineSimilarity class method) (gensim.similarities.docsim.SparseMatrixSimilarity class method) (gensim.similarities.docsim.WmdSimilarity class method) (gensim.similarities.index.AnnoyIndexer method) (gensim.similarities.termsim.SparseTermSimilarityMatrix class method) (gensim.similarities.termsim.TermSimilarityIndex class method) (gensim.similarities.termsim.UniformTermSimilarityIndex class method) (gensim.utils.ClippedCorpus class method) (gensim.utils.RepeatCorpus class method) (gensim.utils.RepeatCorpusNTimes class method) (gensim.utils.SaveLoad class method) (gensim.utils.SlicedCorpus class method) (in module gensim.downloader) (in module gensim.models._fasttext_bin) load_binary_data() (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.fasttext.FastText method) load_dict() (gensim.models.deprecated.fasttext_wrapper.FastText method) load_document_topics() (gensim.models.wrappers.ldamallet.LdaMallet method)

load_facebook_model() (in module gensim.models.fasttext) load_facebook_vectors() (in module gensim.models.fasttext) load_fasttext_format() (gensim.models.deprecated.fasttext.FastText class method) (gensim.models.deprecated.fasttext_wrapper.FastText class method) (gensim.models.fasttext.FastText class method) load_from_text() (gensim.corpora.dictionary.Dictionary static method) load_model_params() (gensim.models.deprecated.fasttext_wrapper.FastText method) load_old_doc2vec() (in module gensim.models.deprecated.doc2vec) load_old_fasttext() (in module gensim.models.deprecated.fasttext) load_old_word2vec() (in module gensim.models.deprecated.word2vec) load_shard() (gensim.corpora.sharded_corpus.ShardedCorpus method) load_varembed_format() (gensim.models.wrappers.varembed.VarEmbed class method) load_vectors() (gensim.models.deprecated.fasttext_wrapper.FastText method) load_word2vec_format() (gensim.models.deprecated.doc2vec.Doc2Vec class method) (gensim.models.deprecated.fasttext.FastText class method) (gensim.models.deprecated.fasttext_wrapper.FastText class method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors class method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors class method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase class method) (gensim.models.deprecated.word2vec.Word2Vec class method) (gensim.models.keyedvectors.Word2VecKeyedVectors class method) (gensim.models.poincare.PoincareKeyedVectors class method) (gensim.models.word2vec.Word2Vec class method) (gensim.models.wrappers.varembed.VarEmbed class method) (gensim.models.wrappers.wordrank.Wordrank class 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.deprecated.doc2vec.Doc2Vec static method) (gensim.models.deprecated.fasttext.FastText static method) (gensim.models.deprecated.fasttext_wrapper.FastText static method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors static method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors static method) (gensim.models.deprecated.word2vec.Word2Vec static method) (gensim.models.keyedvectors.FastTextKeyedVectors static method) (gensim.models.keyedvectors.Word2VecKeyedVectors static method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors static method) (gensim.models.word2vec.Word2Vec static method) (gensim.models.wrappers.varembed.VarEmbed static method) (gensim.models.wrappers.wordrank.Wordrank static method) log_conditional_probability() (in module gensim.topic_coherence.direct_confirmation_measure) log_evaluate_word_pairs() (gensim.models.deprecated.doc2vec.Doc2Vec static method) (gensim.models.deprecated.fasttext.FastText static method) (gensim.models.deprecated.fasttext_wrapper.FastText static method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors static method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors static method) (gensim.models.deprecated.word2vec.Word2Vec static method) (gensim.models.keyedvectors.FastTextKeyedVectors static method) (gensim.models.keyedvectors.Word2VecKeyedVectors static method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors static method) (gensim.models.wrappers.varembed.VarEmbed static method) (gensim.models.wrappers.wordrank.Wordrank static method) log_every (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) 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) logsumexp() (in module gensim._matutils) loss() (gensim.models._fasttext_bin.Model property) 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

m_D (gensim.models.hdpmodel.HdpModel attribute) m_Elogbeta (gensim.models.hdpmodel.HdpModel attribute) m_lambda (gensim.models.hdpmodel.HdpModel attribute) m_lambda_sum (gensim.models.hdpmodel.HdpModel attribute) m_num_docs_processed (gensim.models.hdpmodel.HdpModel attribute) m_r (gensim.models.hdpmodel.HdpModel attribute) m_rhot (gensim.models.hdpmodel.HdpModel attribute) m_status_up_to_date (gensim.models.hdpmodel.HdpModel attribute) m_timestamp (gensim.models.hdpmodel.HdpModel attribute) m_updatect (gensim.models.hdpmodel.HdpModel attribute) m_var_sticks (gensim.models.hdpmodel.HdpModel attribute) m_varphi_ss (gensim.models.hdpmodel.HdpModel attribute) m_W (gensim.models.hdpmodel.HdpModel attribute) make_cum_table() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.word2vec.Word2VecVocab method) make_lda_seq_slice() (gensim.models.ldaseqmodel.LdaSeqModel method) MalletCorpus (class in gensim.corpora.malletcorpus) malletmodel2ldamodel() (in module gensim.models.wrappers.ldamallet) matrix (gensim.similarities.termsim.SparseTermSimilarityMatrix attribute) MatrixSimilarity (class in gensim.similarities.docsim) max_depth() (gensim.corpora.textcorpus.TextDirectoryCorpus property) MAX_HEADER_LENGTH (gensim.corpora.ucicorpus.UciWriter attribute) max_n() (gensim.models.fasttext.FastText property) maxn() (gensim.models._fasttext_bin.Model property) mean_absolute_difference() (in module gensim._matutils) measure() (gensim.models.coherencemodel.CoherenceModel property)

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_counts() (in module gensim.utils) merge_syntactic_units() (in module gensim.summarization.textcleaner) merge_with() (gensim.corpora.dictionary.Dictionary method) metadata (gensim.corpora.wikicorpus.WikiCorpus attribute) Metric (class in gensim.models.callbacks) min_count() (gensim.models._fasttext_bin.Model property) (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) min_depth() (gensim.corpora.textcorpus.TextDirectoryCorpus property) min_n() (gensim.models.fasttext.FastText property) minn() (gensim.models._fasttext_bin.Model property) MmCorpus (class in gensim.corpora.mmcorpus) MmReader (class in gensim.corpora._mmreader) MmWriter (class in gensim.matutils) mock_data() (in module gensim.utils) mock_data_row() (in module gensim.utils) Model (class in gensim.models._fasttext_bin) model (gensim.topic_coherence.text_analysis.WordVectorsAccumulator attribute) model() (gensim.models._fasttext_bin.Model property) (gensim.models.coherencemodel.CoherenceModel property) model_kwargs (gensim.topic_coherence.text_analysis.WordVectorsAccumulator attribute) most_similar() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingSimilarityIndex method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) (gensim.similarities.index.AnnoyIndexer method) (gensim.similarities.termsim.TermSimilarityIndex method) (gensim.similarities.termsim.UniformTermSimilarityIndex method) most_similar_cosmul() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) most_similar_to_given() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) mz_keywords() (in module gensim.summarization.mz_entropy)

N

n_similarity() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) name() (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) neg() (gensim.models._fasttext_bin.Model property) NegativesBuffer (class in gensim.models.poincare) neighbors() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) Nmf (class in gensim.models.nmf) NO_CYTHON (in module gensim.utils) Node nodes() (gensim.summarization.graph.Graph method) (gensim.summarization.graph.IGraph method) norm() (gensim.models.poincare.PoincareKeyedVectors 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.deprecated.doc2vec.DocvecsArray method) npmi_scorer() (in module gensim.models.phrases) num_docs (gensim.corpora._mmreader.MmReader attribute), [1] (gensim.corpora.dictionary.Dictionary attribute) (gensim.corpora.mmcorpus.MmCorpus attribute), [1] (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) num_docs() (gensim.topic_coherence.text_analysis.BaseAnalyzer property) (gensim.topic_coherence.text_analysis.CorpusAccumulator property) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator property) (gensim.topic_coherence.text_analysis.InvertedIndexBased property) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator property) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator property) (gensim.topic_coherence.text_analysis.UsesDictionary property) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer property) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator property) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator property) num_items() (gensim.models.poincare.NegativesBuffer method) num_ngram_vectors() (gensim.models.fasttext.FastText property) (gensim.models.keyedvectors.FastTextKeyedVectors property) num_nnz (gensim.corpora._mmreader.MmReader attribute), [1] (gensim.corpora.dictionary.Dictionary attribute) (gensim.corpora.mmcorpus.MmCorpus attribute), [1] (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) num_pos (gensim.corpora.dictionary.Dictionary attribute) num_terms (gensim.corpora._mmreader.MmReader attribute), [1] (gensim.corpora.mmcorpus.MmCorpus attribute), [1] (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) nwords() (gensim.models._fasttext_bin.Model property)

O

offset() (gensim.models.deprecated.doc2vec.Doctag property) (gensim.models.doc2vec.Doctag property) on_batch_begin() (gensim.models.callbacks.CallbackAny2Vec method) on_batch_end() (gensim.models.callbacks.CallbackAny2Vec method) on_epoch_begin() (gensim.models.callbacks.CallbackAny2Vec method) on_epoch_end() (gensim.models.callbacks.Callback method) (gensim.models.callbacks.CallbackAny2Vec method)

on_train_begin() (gensim.models.callbacks.CallbackAny2Vec method) on_train_end() (gensim.models.callbacks.CallbackAny2Vec method) open_file() (in module gensim.utils) 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) package_info() (in module gensim.scripts.package_info) 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) patch_with_special_tokens() (gensim.corpora.dictionary.Dictionary method) PatchedWordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) PathLineSentences (class in gensim.models.deprecated.word2vec) (class in gensim.models.word2vec) pattern() (gensim.corpora.textcorpus.TextDirectoryCorpus property) PerplexityMetric (class in gensim.models.callbacks) Phraser (class in gensim.models.phrases) Phrases (class in gensim.models.phrases) PhrasesTransformation (class in gensim.models.phrases) PhrasesTransformer (class in gensim.sklearn_api.phrases) pickle() (in module gensim.utils) pid() (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) ping() (gensim.models.lda_worker.Worker method) poincare_2d_visualization() (in module gensim.viz.poincare) poincare_distance_heatmap() (in module gensim.viz.poincare) PoincareBatch (class in gensim.models.poincare) PoincareKeyedVectors (class in gensim.models.poincare) PoincareModel (class in gensim.models.poincare)

PoincareRelations (class in gensim.models.poincare) 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.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.word2vec.Word2Vec method) prepare_vocab() (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.word2vec.Word2VecVocab method) prepare_weights() (gensim.models.doc2vec.Doc2VecTrainables method) (gensim.models.fasttext.FastTextTrainables method) (gensim.models.word2vec.Word2VecTrainables 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.nmf.Nmf 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.nmf.Nmf 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) processes (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator attribute) processjob() (gensim.models.lda_worker.Worker method) (gensim.models.lsi_worker.Worker method) Projection (class in gensim.models.lsimodel) prune_vocab() (in module gensim.utils) pseudocorpus() (gensim.models.phrases.Phraser method) (in module gensim.models.phrases) putjob() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) pyro_daemon() (in module gensim.utils)

Q

qr_destroy() (in module gensim.matutils) qsize() (in module gensim.utils) query_shard() (in module gensim.similarities.docsim)

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

R

randfname() (in module gensim.utils) rank() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) raw_vocab() (gensim.models._fasttext_bin.Model property) RE_P0 (in module gensim.corpora.wikicorpus) RE_P1 (in module gensim.corpora.wikicorpus) RE_P10 (in module gensim.corpora.wikicorpus) RE_P11 (in module gensim.corpora.wikicorpus) RE_P12 (in module gensim.corpora.wikicorpus) RE_P13 (in module gensim.corpora.wikicorpus) RE_P14 (in module gensim.corpora.wikicorpus) RE_P15 (in module gensim.corpora.wikicorpus) RE_P16 (in module gensim.corpora.wikicorpus) RE_P17 (in module gensim.corpora.wikicorpus) RE_P2 (in module gensim.corpora.wikicorpus) RE_P3 (in module gensim.corpora.wikicorpus) RE_P4 (in module gensim.corpora.wikicorpus) RE_P5 (in module gensim.corpora.wikicorpus) RE_P6 (in module gensim.corpora.wikicorpus) RE_P7 (in module gensim.corpora.wikicorpus) RE_P8 (in module gensim.corpora.wikicorpus) RE_P9 (in module gensim.corpora.wikicorpus) read_doctopics() (gensim.models.wrappers.ldamallet.LdaMallet method) read_file() (in module gensim.parsing.preprocessing) read_files() (in module gensim.parsing.preprocessing) ReconstructionEvaluation (class in gensim.models.poincare) relative_cosine_similarity() (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) relevant_ids (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) relevant_words (gensim.topic_coherence.text_analysis.UsesDictionary attribute)

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) reopen_shard() (gensim.similarities.docsim.Similarity method) repeat() (gensim.models.deprecated.doc2vec.Doctag method) (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) requestjob() (gensim.models.lda_worker.Worker method) (gensim.models.lsi_worker.Worker method) reset() (gensim.corpora.sharded_corpus.ShardedCorpus method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lda_worker.Worker method) (gensim.models.ldamodel.LdaState method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker method) reset_doc_weights() (gensim.models.doc2vec.Doc2VecTrainables method) reset_from() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.word2vec.Word2Vec method) reset_ngram_weights() (gensim.models.deprecated.fasttext.FastText method) reset_weights() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2VecTrainables method) (gensim.models.fasttext.FastTextTrainables method) (gensim.models.word2vec.Word2VecTrainables method) resize_shards() (gensim.corpora.sharded_corpus.ShardedCorpus method) resolve_weights() (in module gensim.models.tfidfmodel) 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() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) 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) (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.atmodel.AuthorTopicModel method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.base_any2vec.BaseAny2VecModel method) (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.coherencemodel.CoherenceModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.Doc2VecTrainables method) (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.fasttext.FastText method) (gensim.models.fasttext.FastTextTrainables method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingSimilarityIndex method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors 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.nmf.Nmf method) (gensim.models.normmodel.NormModel method) (gensim.models.phrases.Phraser method) (gensim.models.phrases.Phrases method) (gensim.models.phrases.PhrasesTransformation method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.poincare.PoincareModel 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.VocabTransform method) (gensim.models.word2vec.Word2Vec method) (gensim.models.word2vec.Word2VecTrainables method) (gensim.models.word2vec.Word2VecVocab method) (gensim.models.wrappers.dtmmodel.DtmModel 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.SoftCosineSimilarity method) (gensim.similarities.docsim.SparseMatrixSimilarity method) (gensim.similarities.docsim.WmdSimilarity method) (gensim.similarities.index.AnnoyIndexer method) (gensim.similarities.termsim.SparseTermSimilarityMatrix method) (gensim.similarities.termsim.TermSimilarityIndex method) (gensim.similarities.termsim.UniformTermSimilarityIndex method) (gensim.utils.ClippedCorpus method) (gensim.utils.RepeatCorpus method) (gensim.utils.RepeatCorpusNTimes method) (gensim.utils.SaveLoad method) (gensim.utils.SlicedCorpus method) save_as_line_sentence() (in module gensim.utils) 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 static method) (gensim.corpora.indexedcorpus.IndexedCorpus static method) (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 static method) (gensim.corpora.textcorpus.TextDirectoryCorpus static method) (gensim.corpora.ucicorpus.UciCorpus static method) (gensim.corpora.wikicorpus.WikiCorpus static method) (gensim.interfaces.CorpusABC static method) (gensim.interfaces.TransformedCorpus static 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.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) SaveLoad (class in gensim.utils) scale_vocab() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) scan_vocab() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.word2vec.Word2VecVocab method) Scipy2Corpus (class in gensim.matutils) scipy2scipy_clipped() (in module gensim.matutils) scipy2sparse() (in module gensim.matutils) score (gensim.summarization.syntactic_unit.SyntacticUnit attribute) score() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.word2vec.Word2Vec method) (gensim.sklearn_api.ldamodel.LdaTransformer method) score_cbow_pair() (in module gensim.models.deprecated.word2vec) (in module gensim.models.word2vec) score_function() (gensim.models.poincare.LexicalEntailmentEvaluation method) score_item() (gensim.models.phrases.Phraser method) (gensim.models.phrases.Phrases method) (gensim.models.phrases.SentenceAnalyzer method) score_sentence_cbow() (in module gensim.models.deprecated.word2vec) (in module gensim.models.word2vec_inner) score_sentence_sg() (in module gensim.models.deprecated.word2vec) (in module gensim.models.word2vec_inner) score_sg_pair() (in module gensim.models.deprecated.word2vec) (in module gensim.models.word2vec) seed (gensim.models.fasttext.FastTextTrainables attribute) seeded_vector() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2VecTrainables method) (gensim.models.fasttext.FastTextTrainables method) (gensim.models.word2vec.Word2VecTrainables 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) sentinel() (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) serialize() (gensim.corpora.bleicorpus.BleiCorpus class method) (gensim.corpora.indexedcorpus.IndexedCorpus class method) (gensim.corpora.lowcorpus.LowCorpus class method) (gensim.corpora.malletcorpus.MalletCorpus class method) (gensim.corpora.mmcorpus.MmCorpus class method) (gensim.corpora.sharded_corpus.ShardedCorpus class method) (gensim.corpora.svmlightcorpus.SvmLightCorpus class method) (gensim.corpora.ucicorpus.UciCorpus class 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) shardid2filename() (gensim.similarities.docsim.Similarity method) 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.nmf.Nmf 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.nmf.Nmf method) (gensim.models.wrappers.dtmmodel.DtmModel method) (gensim.models.wrappers.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) sim_cache (gensim.topic_coherence.indirect_confirmation_measure.ContextVectorComputer attribute) similar_by_vector() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) similar_by_word() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) Similarity (class in gensim.similarities.docsim) similarity() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.BaseKeyedVectors method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) similarity_by_id() (gensim.similarities.docsim.Similarity method) similarity_matrix() (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) similarity_unseen_docs() (gensim.models.deprecated.doc2vec.DocvecsArray method) (gensim.models.keyedvectors.Doc2VecKeyedVectors method) SimilarityABC (class in gensim.interfaces) simple_preprocess() (in module gensim.utils) simple_tokenize() (in module gensim.utils)

skip_headers() (gensim.corpora._mmreader.MmReader method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.ucicorpus.UciReader method) SlicedCorpus (class in gensim.utils) smart_extension() (in module gensim.utils) smartirs_normalize() (in module gensim.models.tfidfmodel) smartirs_wglobal() (in module gensim.models.tfidfmodel) smartirs_wlocal() (in module gensim.models.tfidfmodel) SoftCosineSimilarity (class in gensim.similarities.docsim) softcossim() (in module gensim.matutils) sort_embeddings() (gensim.models.wrappers.wordrank.Wordrank method) sort_vocab() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.word2vec.Word2VecVocab method) Space (class in gensim.models.translation_matrix) Sparse2Corpus (class in gensim.matutils) sparse2full() (in module gensim.matutils) SparseMatrixSimilarity (class in gensim.similarities.docsim) SparseTermSimilarityMatrix (class in gensim.similarities.termsim) 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.deprecated.fasttext_wrapper.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) syn0() (gensim.models.keyedvectors.FastTextKeyedVectors property) (gensim.models.keyedvectors.Word2VecKeyedVectors property) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors property) (gensim.models.wrappers.varembed.VarEmbed property) (gensim.models.wrappers.wordrank.Wordrank property) syn0_lockf() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) syn0_ngrams() (gensim.models.keyedvectors.FastTextKeyedVectors property) syn0_ngrams_lockf() (gensim.models.fasttext.FastText property) syn0_ngrams_norm() (gensim.models.keyedvectors.FastTextKeyedVectors property) syn0_vocab() (gensim.models.keyedvectors.FastTextKeyedVectors property) syn0_vocab_lockf() (gensim.models.fasttext.FastText property) syn0_vocab_norm() (gensim.models.keyedvectors.FastTextKeyedVectors property) syn0norm() (gensim.models.keyedvectors.FastTextKeyedVectors property) (gensim.models.keyedvectors.Word2VecKeyedVectors property) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors property) (gensim.models.wrappers.varembed.VarEmbed property) (gensim.models.wrappers.wordrank.Wordrank property) syn1 (gensim.models.fasttext.FastTextTrainables attribute) syn1() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) syn1neg (gensim.models.fasttext.FastTextTrainables attribute) syn1neg() (gensim.models.base_any2vec.BaseWordEmbeddingsModel property) (gensim.models.doc2vec.Doc2Vec property) (gensim.models.fasttext.FastText property) (gensim.models.word2vec.Word2Vec property) 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

t() (gensim.models._fasttext_bin.Model property) tag (gensim.summarization.syntactic_unit.SyntacticUnit attribute) TaggedBrownCorpus (class in gensim.models.deprecated.doc2vec) (class in gensim.models.doc2vec) TaggedDocument (class in gensim.models.deprecated.doc2vec) (class in gensim.models.doc2vec) TaggedLineDocument (class in gensim.models.deprecated.doc2vec) (class in gensim.models.doc2vec) tags() (gensim.models.deprecated.doc2vec.TaggedDocument property) (gensim.models.doc2vec.TaggedDocument property) temporary_file() (in module gensim.test.utils) terminate() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) terminate_workers() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) TermSimilarityIndex (class in gensim.similarities.termsim) text (gensim.summarization.syntactic_unit.SyntacticUnit attribute) Text2BowTransformer (class in gensim.sklearn_api.text2bow) Text8Corpus (class in gensim.models.deprecated.word2vec) (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) token (gensim.summarization.syntactic_unit.SyntacticUnit attribute) token2id (gensim.corpora.dictionary.Dictionary attribute) (gensim.topic_coherence.text_analysis.UsesDictionary attribute) 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) (gensim.models.nmf.Nmf method) top_topics_as_word_lists() (gensim.models.coherencemodel.CoherenceModel static method) topics() (gensim.models.coherencemodel.CoherenceModel property) topn() (gensim.models.coherencemodel.CoherenceModel property) toptexts() (in module gensim.utils) train() (gensim.models.base_any2vec.BaseAny2VecModel method) (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText class method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.poincare.PoincareModel 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.ldamallet.LdaMallet method) (gensim.models.wrappers.ldavowpalwabbit.LdaVowpalWabbit method) (gensim.models.wrappers.wordrank.Wordrank class method) train_batch_cbow() (in module gensim.models.deprecated.fasttext) (in module gensim.models.deprecated.word2vec) (in module gensim.models.fasttext_inner) (in module gensim.models.word2vec_inner) train_batch_sg() (in module gensim.models.deprecated.fasttext) (in module gensim.models.deprecated.word2vec) (in module gensim.models.fasttext_inner) (in module gensim.models.word2vec_inner) train_cbow_pair() (in module gensim.models.deprecated.word2vec) (in module gensim.models.word2vec) train_document_dbow() (in module gensim.models.deprecated.doc2vec) (in module gensim.models.doc2vec_inner) train_document_dm() (in module gensim.models.deprecated.doc2vec) (in module gensim.models.doc2vec_inner) train_document_dm_concat() (in module gensim.models.deprecated.doc2vec) (in module gensim.models.doc2vec_inner) train_sg_pair() (in module gensim.models.deprecated.word2vec) (in module gensim.models.word2vec) trainables (gensim.models.doc2vec.Doc2Vec attribute) (gensim.models.fasttext.FastText attribute) (gensim.models.word2vec.Word2Vec attribute) trained_item() (gensim.models.deprecated.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) transposed (gensim.corpora._mmreader.MmReader attribute) (gensim.corpora.mmcorpus.MmCorpus attribute) (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) trim_vocab_by_freq() (in module gensim.utils)

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) UniformTermSimilarityIndex (class in gensim.similarities.termsim) 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.nmf.Nmf 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_ngrams_weights() (gensim.models.keyedvectors.FastTextKeyedVectors method) update_obs() (gensim.models.ldaseqmodel.sslm method) update_phi() (gensim.models.ldaseqmodel.LdaPost method) update_weights() (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2VecTrainables method) (gensim.models.fasttext.FastTextTrainables method) (gensim.models.word2vec.Word2VecTrainables 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_by_id() (gensim.similarities.docsim.Similarity method) vector_distance() (gensim.models.poincare.PoincareKeyedVectors static method) vector_distance_batch() (gensim.models.poincare.PoincareKeyedVectors static method) vectors() (gensim.models.poincare.PoincareKeyedVectors property) vectors_lockf (gensim.models.fasttext.FastTextTrainables attribute) vectors_ngrams (gensim.models.keyedvectors.FastTextKeyedVectors attribute) vectors_ngrams() (gensim.models._fasttext_bin.Model property)

vectors_ngrams_lockf (gensim.models.fasttext.FastTextTrainables attribute) vectors_ngrams_norm (gensim.models.keyedvectors.FastTextKeyedVectors attribute) vectors_vocab (gensim.models.keyedvectors.FastTextKeyedVectors attribute) vectors_vocab_lockf (gensim.models.fasttext.FastTextTrainables attribute) vectors_vocab_norm (gensim.models.keyedvectors.FastTextKeyedVectors attribute) Vocab (class in gensim.models.deprecated.keyedvectors) (class in gensim.models.keyedvectors) vocab_size() (gensim.models._fasttext_bin.Model property) VocabTransform (class in gensim.models) vocabulary (gensim.models.doc2vec.Doc2Vec attribute) (gensim.models.fasttext.FastText attribute) (gensim.models.word2vec.Word2Vec attribute) vwmodel2ldamodel() (in module gensim.models.wrappers.ldavowpalwabbit)

W

W2VTransformer (class in gensim.sklearn_api.w2vmodel) walk() (in module gensim.corpora.textcorpus) WikiCorpus (class in gensim.corpora.wikicorpus) WindowedTextsAnalyzer (class in gensim.topic_coherence.text_analysis) wmdistance() (gensim.models.base_any2vec.BaseWordEmbeddingsModel method) (gensim.models.deprecated.doc2vec.Doc2Vec method) (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.word2vec.Word2Vec method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.word2vec.Word2Vec method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) WmdSimilarity (class in gensim.similarities.docsim) Word2Vec (class in gensim.models.deprecated.word2vec) (class in gensim.models.word2vec) word2vec2tensor() (in module gensim.scripts.word2vec2tensor) word2vec_similarity() (in module gensim.topic_coherence.indirect_confirmation_measure) Word2VecKeyedVectors (class in gensim.models.keyedvectors) Word2VecTrainables (class in gensim.models.word2vec) Word2VecVocab (class in gensim.models.word2vec) word_count() (gensim.models.deprecated.doc2vec.Doctag property) (gensim.models.doc2vec.Doctag property) word_vec() (gensim.models.deprecated.fasttext.FastText method) (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) WordEmbeddingSimilarityIndex (class in gensim.models.keyedvectors)

WordEmbeddingsKeyedVectors (class in gensim.models.keyedvectors) WordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) Wordrank (class in gensim.models.wrappers.wordrank) words() (gensim.models.deprecated.doc2vec.TaggedDocument property) (gensim.models.doc2vec.TaggedDocument property) words_closer_than() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors method) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors method) (gensim.models.deprecated.keyedvectors.KeyedVectorsBase method) (gensim.models.keyedvectors.FastTextKeyedVectors method) (gensim.models.keyedvectors.Word2VecKeyedVectors method) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.wrappers.varembed.VarEmbed method) (gensim.models.wrappers.wordrank.Wordrank method) WordVectorsAccumulator (class in gensim.topic_coherence.text_analysis) Worker (class in gensim.models.lda_worker) (class in gensim.models.lsi_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) ws() (gensim.models._fasttext_bin.Model property) wv (gensim.models.doc2vec.Doc2Vec attribute) (gensim.models.fasttext.FastText attribute) (gensim.models.word2vec.Word2Vec attribute) wv() (gensim.models.deprecated.fasttext_wrapper.FastTextKeyedVectors property) (gensim.models.deprecated.keyedvectors.EuclideanKeyedVectors property) (gensim.models.keyedvectors.FastTextKeyedVectors property) (gensim.models.keyedvectors.Word2VecKeyedVectors property) (gensim.models.keyedvectors.WordEmbeddingsKeyedVectors property) (gensim.models.wrappers.varembed.VarEmbed property) (gensim.models.wrappers.wordrank.Wordrank property)

Y

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

Z

zeros_aligned() (in module gensim.matutils)