Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W A add_custom_stopwords() (stream.preprocessor.TextPreprocessor method) B BaseEmbedder (class in stream.preprocessor) batch_size (stream.models.DCTE attribute) (stream.NAM.DownstreamModel attribute) benchmarking() (in module stream.utils) BERTopicTM (class in stream.models) C c_tf_idf() (in module stream.preprocessor) calculate_document_coherence() (stream.utils.DocumentCoherence method) CBC (class in stream.models) CEDC (class in stream.models) clean_text() (stream.utils.TMDataset static method) clean_topics() (in module stream.preprocessor) cluster_documents() (stream.models.CBC method) column (stream.utils.DocumentCoherence attribute) combine_documents() (stream.models.CBC method) combined_data (stream.NAM.DownstreamModel attribute) configure_optimizers() (stream.NAM.DownstreamModel method) corpus_dict (stream.metrics.Embedding_Coherence attribute) (stream.metrics.Embedding_Topic_Diversity attribute) (stream.metrics.Expressivity attribute) (stream.metrics.INT attribute) (stream.metrics.ISIM attribute) create_doc_embeddings() (stream.preprocessor.BaseEmbedder method) create_load_save_dataset() (stream.utils.TMDataset method) create_word_embeddings() (stream.preprocessor.BaseEmbedder method) D dataset (stream.metrics.NPMI attribute) DCTE (class in stream.models) define_nam_model() (stream.NAM.DownstreamModel method) dim_reduction() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) doc_word_matrix (stream.utils.DocumentCoherence attribute) DocumentCoherence (class in stream.utils) documents (stream.utils.DocumentCoherence attribute) DownstreamModel (class in stream.NAM) E embedder (stream.preprocessor.BaseEmbedder attribute) Embedding_Coherence (class in stream.metrics) embedding_model (stream.models.BERTopicTM attribute) (stream.preprocessor.BaseEmbedder attribute) (stream.preprocessor.GensimBackend attribute) Embedding_Topic_Diversity (class in stream.metrics) embeddings (stream.metrics.Embedding_Coherence attribute) (stream.metrics.Expressivity attribute) (stream.metrics.INT attribute) (stream.metrics.ISIM attribute) encode() (stream.preprocessor.GensimBackend method) encode_documents() (stream.models.BERTopicTM method) (stream.models.CEDC method) (stream.models.KmeansTM method) (stream.models.SOMTM method) Expressivity (class in stream.metrics) extract_tfidf_topics() (in module stream.preprocessor) extract_topic_sizes() (in module stream.preprocessor) F fetch_dataset() (stream.utils.TMDataset method) files (stream.metrics.NPMI attribute) fit() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) forward() (stream.NAM.DownstreamModel method) G GensimBackend (class in stream.preprocessor) get_beta() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) get_corpus() (stream.utils.TMDataset method) get_data_loader() (stream.utils.TMDataset method) get_data_loaders() (stream.utils.TMDataset method) get_embeddings() (stream.utils.TMDataset method) get_feature_names() (stream.NAM.DownstreamModel method) get_hyperparameters() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) get_info() (stream.metrics.ISIM method) (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) (stream.utils.TMDataset method) get_labels() (stream.utils.TMDataset method) get_package_dataset_path() (stream.utils.TMDataset method) get_package_embeddings_path() (stream.utils.TMDataset method) get_theta() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) get_top_tfidf_words_per_document() (in module stream.utils) get_topic_document_matrix() (stream.models.SOMTM method) get_topic_word_matrix() (stream.models.SOMTM method) get_topics() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) get_vocabulary() (stream.utils.TMDataset method) H has_embeddings() (stream.utils.TMDataset method) hyperparameters (stream.models.BERTopicTM attribute) I INT (class in stream.metrics) ISH (class in stream.metrics) ISIM (class in stream.metrics) K kmeans_args (stream.models.BERTopicTM attribute) KmeansTM (class in stream.models) L LDA (class in stream.models) load_custom_dataset_from_folder() (stream.utils.TMDataset method) load_dataset_from_parquet() (stream.utils.TMDataset method) load_hyperparameters() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) load_model() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) load_model_preprocessing_steps() (stream.utils.TMDataset method) loss_fn (stream.NAM.DownstreamModel attribute) lr (stream.NAM.DownstreamModel attribute) M model (stream.models.DCTE attribute) (stream.NAM.DownstreamModel attribute) N n_intruders (stream.metrics.INT attribute) (stream.metrics.ISIM attribute) n_topics (stream.models.BERTopicTM attribute) (stream.models.DCTE attribute) n_words (stream.metrics.Embedding_Coherence attribute) (stream.metrics.Embedding_Topic_Diversity attribute) (stream.metrics.Expressivity attribute) (stream.metrics.INT attribute) (stream.metrics.ISIM attribute) NPMI (class in stream.metrics) ntopics (stream.metrics.NPMI attribute) num_epochs (stream.models.DCTE attribute) num_iterations (stream.models.DCTE attribute) O optim (stream.models.BERTopicTM attribute) P plot_downstream_model() (in module stream.visuals) plot_feature_nns() (stream.NAM.DownstreamModel method) predict() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) prepare_combined_data() (stream.NAM.DownstreamModel method) prepare_data() (stream.models.CBC method) prepare_embeddings() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) preprocess() (stream.utils.TMDataset method) preprocess_structured_data() (stream.NAM.DownstreamModel method) R remove_custom_stopwords() (stream.preprocessor.TextPreprocessor method) S save_embeddings() (stream.utils.TMDataset method) save_hyperparameters() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) save_model() (stream.models.BERTopicTM method) (stream.models.CBC method) (stream.models.CEDC method) (stream.models.DCTE method) (stream.models.KmeansTM method) (stream.models.LDA method) (stream.models.SOMTM method) (stream.models.WordCluTM method) score() (stream.metrics.Embedding_Coherence method) (stream.metrics.Embedding_Topic_Diversity method) (stream.metrics.Expressivity method) (stream.metrics.INT method) (stream.metrics.ISH method) (stream.metrics.ISIM method) (stream.metrics.NPMI method) score_one_intr() (stream.metrics.INT method) (stream.metrics.ISIM method) score_one_intr_per_topic() (stream.metrics.INT method) (stream.metrics.ISIM method) score_per_topic() (stream.metrics.Embedding_Coherence method) (stream.metrics.Embedding_Topic_Diversity method) (stream.metrics.Expressivity method) (stream.metrics.INT method) (stream.metrics.ISIM method) (stream.metrics.NPMI method) setup() (stream.NAM.DownstreamModel method) SOMTM (class in stream.models) split_dataset() (stream.utils.TMDataset method) split_document() (stream.models.BERTopicTM method) (stream.models.CEDC method) (stream.models.KmeansTM method) (stream.models.SOMTM method) stopword_emb (stream.metrics.Expressivity attribute) stopword_list (stream.metrics.Expressivity attribute) stopword_mean (stream.metrics.Expressivity attribute) stopwords (stream.metrics.NPMI attribute) (stream.utils.DocumentCoherence attribute) structured_data (stream.NAM.DownstreamModel attribute) T target_column (stream.NAM.DownstreamModel attribute) task (stream.NAM.DownstreamModel attribute) TextPreprocessor (class in stream.preprocessor) TMDataset (class in stream.utils) TopicExtractor (class in stream.preprocessor) train_dataloader() (stream.NAM.DownstreamModel method) train_model() (stream.models.DCTE method) train_word2vec() (stream.models.WordCluTM method) trained_topic_model (stream.NAM.DownstreamModel attribute) U umap_args (stream.models.BERTopicTM attribute) update_preprocessing_steps() (stream.utils.TMDataset method) V val_dataloader() (stream.NAM.DownstreamModel method) visualize_topic_model() (in module stream.visuals) visualize_topics() (in module stream.visuals) visualize_topics_as_wordclouds() (in module stream.visuals) W word_index (stream.utils.DocumentCoherence attribute) WordCluTM (class in stream.models)
