SINr Embeddings

• SINr Core
  • Graph Embeddings
    • DimensionFilteredException
    • InterpretableDimension
      • InterpretableDimension.add_interpreter()
      • InterpretableDimension.get_dict()
      • InterpretableDimension.get_idx()
      • InterpretableDimension.get_interpreter()
      • InterpretableDimension.get_interpreters()
      • InterpretableDimension.get_value()
      • InterpretableDimension.sort()
      • InterpretableDimension.topk()
      • InterpretableDimension.with_value()
    • InterpretableWordsModelBuilder
      • InterpretableWordsModelBuilder.build()
    • ModelBuilder
      • ModelBuilder.build()
      • ModelBuilder.with_all()
      • ModelBuilder.with_communities()
      • ModelBuilder.with_embeddings_nfm()
      • ModelBuilder.with_embeddings_nr()
      • ModelBuilder.with_graph()
      • ModelBuilder.with_np()
      • ModelBuilder.with_vocabulary()
    • NoCommunityDetectedException
    • NoEmbeddingExtractedException
    • NoInterpretabilityException
    • NoIntruderPickableException
    • NoVocabularyException
    • OnlyGraphModelBuilder
      • OnlyGraphModelBuilder.build()
    • SINr
      • SINr.detect_communities()
      • SINr.extract_embeddings()
      • SINr.get_communities()
      • SINr.get_cooc_graph()
      • SINr.get_nfm()
      • SINr.get_np()
      • SINr.get_nr()
      • SINr.get_out_of_LgCC_coms()
      • SINr.get_vocabulary()
      • SINr.get_wrd_to_id()
      • SINr.load_from_adjacency_matrix()
      • SINr.load_from_cooc_pkl()
      • SINr.load_from_graph()
      • SINr.run()
      • SINr.size_of_voc()
      • SINr.transfert_communities_labels()
    • SINrVectors
      • SINrVectors.binarize()
      • SINrVectors.cosine_dist()
      • SINrVectors.cosine_sim()
      • SINrVectors.dim_nnz_count()
      • SINrVectors.dim_nnz_thresholds()
      • SINrVectors.get_communities_as_labels_sets()
      • SINrVectors.get_community_membership()
      • SINrVectors.get_community_sets()
      • SINrVectors.get_dimension_descriptors()
      • SINrVectors.get_dimension_descriptors_idx()
      • SINrVectors.get_dimension_stereotypes()
      • SINrVectors.get_dimension_stereotypes_idx()
      • SINrVectors.get_matching_communities()
      • SINrVectors.get_my_vector()
      • SINrVectors.get_nnv()
      • SINrVectors.get_nnz()
      • SINrVectors.get_number_of_dimensions()
      • SINrVectors.get_nz_dims()
      • SINrVectors.get_obj_descriptors()
      • SINrVectors.get_obj_stereotypes()
      • SINrVectors.get_obj_stereotypes_and_descriptors()
      • SINrVectors.get_topk_dims()
      • SINrVectors.get_union_topk()
      • SINrVectors.get_value_dim_per_word()
      • SINrVectors.get_value_obj_dim()
      • SINrVectors.get_vectors_using_self_space()
      • SINrVectors.get_vocabulary_size()
      • SINrVectors.inter_sim()
      • SINrVectors.intra_sim()
      • SINrVectors.labels
      • SINrVectors.light_model_save()
      • SINrVectors.load()
      • SINrVectors.load_from_w2v()
      • SINrVectors.most_similar()
      • SINrVectors.obj_nnz_count()
      • SINrVectors.pct_nnz()
      • SINrVectors.pick_intruder()
      • SINrVectors.remove_communities_dim_nnz()
      • SINrVectors.save()
      • SINrVectors.set_communities()
      • SINrVectors.set_graph()
      • SINrVectors.set_n_jobs()
      • SINrVectors.set_np()
      • SINrVectors.set_vectors()
      • SINrVectors.set_vocabulary()
      • SINrVectors.sparsify()
    • ThresholdedModelBuilder
      • ThresholdedModelBuilder.build()
    • get_compact_lgcc()
    • get_graph_from_matrix()
    • get_lgcc()
  • SINr NFM
    • compute_NP()
    • compute_NR()
    • distributed_degree()
    • get_community_weights()
    • get_membership()
    • get_nfm_embeddings()
  • Loader
    • load_adj_mat()
    • load_pkl_text()
  • Visualization
    • SINrViz
      • SINrViz.compare_stereotypes()
  • Logger
  • Module contents
• SINr Text
  • Co-occurrence
    • Cooccurrence
      • Cooccurrence.fit()
      • Cooccurrence.load()
      • Cooccurrence.save()
  • Co-occurrence Cython
    • construct_cooccurrence_matrix()
  • PMI Filtering
    • pmi()
    • pmi_filter()
  • Preprocess Text
    • Corpus
      • Corpus.LANGUAGE_EN
      • Corpus.LANGUAGE_FR
      • Corpus.REGISTER_NEWS
      • Corpus.REGISTER_WEB
    • VRTMaker
      • VRTMaker.do_txt_to_vrt()
    • extract_text()
    • open_corpus()
  • Evaluate
    • best_predicted_word()
    • best_predicted_word_k()
    • clf_fit()
    • clf_score()
    • clf_xgb_interpretability()
    • compute_analogy_normalized()
    • compute_analogy_sparse_normalized()
    • compute_analogy_value_zero()
    • compute_direct_bias_sinr()
    • compute_indirect_bias_sinr()
    • dist_ratio()
    • dist_ratio_dim()
    • eval_analogy()
    • eval_analogy_by_category_k()
    • eval_analogy_k()
    • eval_similarity()
    • fetch_SimLex()
    • fetch_analogy()
    • fetch_data_MEN()
    • fetch_data_SCWS()
    • fetch_data_WS353()
    • find_txt_files()
    • format_lines()
    • identify_gender_direction_sinr()
    • load_config()
    • normalize_vector()
    • plot_category_error_rates()
    • plot_global_error_rates()
    • project_vector()
    • reject_vector()
    • remove_invalid_lines()
    • similarity_MEN_WS353_SCWS()
    • vectorizer()
  • Module contents
• Test SINr
  • Test SINr NFM
  • Test SINr workflow
  • Module contents