Welcome to SINr’s documentation!

Contents:

• Overview
  • Requirements
  • Install
  • Usage example
  • Contributing
  • License
  • Publications
• SINr Embeddings
  • SINr Core
    • Graph Embeddings
      • DimensionFilteredException
      • InterpretableDimension
      • InterpretableWordsModelBuilder
      • ModelBuilder
      • NoCommunityDetectedException
      • NoEmbeddingExtractedException
      • NoInterpretabilityException
      • NoIntruderPickableException
      • NoVocabularyException
      • OnlyGraphModelBuilder
      • SINr
      • SINrVectors
      • ThresholdedModelBuilder
      • 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
    • Logger
    • Module contents
  • SINr Text
    • Co-occurrence
      • Cooccurrence
    • Co-occurrence Cython
      • construct_cooccurrence_matrix()
    • PMI Filtering
      • pmi()
      • pmi_filter()
    • Preprocess Text
      • Corpus
      • VRTMaker
      • 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
• Publications

Indices and tables

• Index

• Module Index

• Search Page