fl4health.feature_alignment package

Submodules

• fl4health.feature_alignment.constants module
  • FeatureType
    • FeatureType.BINARY
    • FeatureType.CATEGORICAL_INDICATOR
    • FeatureType.NUMERIC
    • FeatureType.ORDINAL
    • FeatureType.STRING
• fl4health.feature_alignment.feature_type_extraction module
  • FeatureMeta
    • FeatureMeta.__init__()
    • FeatureMeta.get_type()
    • FeatureMeta.update()
  • Features
    • Features.__init__()
    • Features.types
  • TabularFeatures
    • TabularFeatures.__init__()
  • has_columns()
  • to_list()
• fl4health.feature_alignment.handle_types module
  • convertible_to_type()
  • get_unique()
  • infer_types()
  • to_dtype()
  • to_types()
  • valid_feature_type()
• fl4health.feature_alignment.string_columns_transformer module
  • TextColumnTransformer
    • TextColumnTransformer.__init__()
    • TextColumnTransformer.fit()
    • TextColumnTransformer.set_fit_request()
    • TextColumnTransformer.set_transform_request()
    • TextColumnTransformer.transform()
  • TextMulticolumnTransformer
    • TextMulticolumnTransformer.__init__()
    • TextMulticolumnTransformer.fit()
    • TextMulticolumnTransformer.set_fit_request()
    • TextMulticolumnTransformer.set_transform_request()
    • TextMulticolumnTransformer.transform()
• fl4health.feature_alignment.tab_features_info_encoder module
  • TabularFeaturesInfoEncoder
    • TabularFeaturesInfoEncoder.__init__()
    • TabularFeaturesInfoEncoder.encoder_from_dataframe()
    • TabularFeaturesInfoEncoder.features_by_type()
    • TabularFeaturesInfoEncoder.from_json()
    • TabularFeaturesInfoEncoder.get_categories_list()
    • TabularFeaturesInfoEncoder.get_feature_columns()
    • TabularFeaturesInfoEncoder.get_tabular_features()
    • TabularFeaturesInfoEncoder.get_tabular_targets()
    • TabularFeaturesInfoEncoder.get_target_columns()
    • TabularFeaturesInfoEncoder.get_target_dimension()
    • TabularFeaturesInfoEncoder.to_json()
    • TabularFeaturesInfoEncoder.type_to_features()
• fl4health.feature_alignment.tab_features_preprocessor module
  • TabularFeaturesPreprocessor
    • TabularFeaturesPreprocessor.__init__()
    • TabularFeaturesPreprocessor.fill_in_missing_columns()
    • TabularFeaturesPreprocessor.get_default_binary_pipeline()
    • TabularFeaturesPreprocessor.get_default_numeric_pipeline()
    • TabularFeaturesPreprocessor.get_default_one_hot_pipeline()
    • TabularFeaturesPreprocessor.get_default_ordinal_pipeline()
    • TabularFeaturesPreprocessor.get_default_string_pipeline()
    • TabularFeaturesPreprocessor.initialize_default_pipelines()
    • TabularFeaturesPreprocessor.preprocess_features()
    • TabularFeaturesPreprocessor.return_column_transformer()
    • TabularFeaturesPreprocessor.set_feature_pipeline()
• fl4health.feature_alignment.tabular_feature module
  • TabularFeature
    • TabularFeature.__init__()
    • TabularFeature.from_json()
    • TabularFeature.get_feature_name()
    • TabularFeature.get_feature_type()
    • TabularFeature.get_fill_value()
    • TabularFeature.get_metadata()
    • TabularFeature.get_metadata_dimension()
    • TabularFeature.to_json()
• fl4health.feature_alignment.tabular_type module
  • TabularType
    • TabularType.BINARY
    • TabularType.NUMERIC
    • TabularType.ORDINAL
    • TabularType.STRING
    • TabularType.get_default_fill_value()