explainy package

Subpackages

• explainy.core package
  • Submodules
  • explainy.core.explanation module
    • Explanation
      • Explanation.get_explanation()
      • Explanation.print_output()
  • explainy.core.explanation_base module
    • ExplanationBase
      • ExplanationBase.define_explanation_placeholder()
      • ExplanationBase.get_description_text()
      • ExplanationBase.get_feature_names()
      • ExplanationBase.get_feature_values()
      • ExplanationBase.get_method_text()
      • ExplanationBase.get_model_text()
      • ExplanationBase.get_natural_language_text()
      • ExplanationBase.get_number_of_features()
      • ExplanationBase.get_plot_name()
      • ExplanationBase.get_prediction()
      • ExplanationBase.get_sample_name()
      • ExplanationBase.get_score_text()
      • ExplanationBase.get_sentences()
      • ExplanationBase.importance()
      • ExplanationBase.plot()
      • ExplanationBase.save()
      • ExplanationBase.save_csv()
      • ExplanationBase.set_paths()
  • Module contents
• explainy.explanations package
  • Submodules
  • explainy.explanations.counterfactual_explanation module
    • Counterfactual Explanation
      • Characteristics
      • Source
    • CounterfactualExplanation
      • CounterfactualExplanation.explain()
      • CounterfactualExplanation.explanation_name
      • CounterfactualExplanation.explanation_style
      • CounterfactualExplanation.explanation_type
      • CounterfactualExplanation.get_feature_importance()
      • CounterfactualExplanation.get_feature_values()
      • CounterfactualExplanation.get_method_text()
      • CounterfactualExplanation.get_natural_language_text()
      • CounterfactualExplanation.get_prediction_from_new_feature_value()
      • CounterfactualExplanation.importance()
      • CounterfactualExplanation.plot()
  • explainy.explanations.permutation_explanation module
    • Permutation feature importance
      • Characteristics
      • Source
    • PermutationExplanation
      • PermutationExplanation.explain()
      • PermutationExplanation.explanation_name
      • PermutationExplanation.explanation_style
      • PermutationExplanation.explanation_type
      • PermutationExplanation.get_feature_values()
      • PermutationExplanation.plot()
  • explainy.explanations.shap_explanation module
    • SHAP Explanation
      • Characteristics
      • Source
    • ShapExplanation
      • ShapExplanation.explain()
      • ShapExplanation.explanation_name
      • ShapExplanation.explanation_style
      • ShapExplanation.explanation_type
      • ShapExplanation.get_feature_values()
      • ShapExplanation.plot()
  • explainy.explanations.surrogate_model_explanation module
    • Global Surrogate Model
      • Characteristics
      • Source
    • SurrogateModelExplanation
      • SurrogateModelExplanation.explain()
      • SurrogateModelExplanation.get_feature_values()
      • SurrogateModelExplanation.importance()
      • SurrogateModelExplanation.plot()
      • SurrogateModelExplanation.save()
  • Module contents
• explainy.utils package
  • Submodules
  • explainy.utils.surrogate_plot module
    • GraphvizNotFoundError
    • SurrogatePlot
      • SurrogatePlot.get_plot()
      • SurrogatePlot.one_hot_encoding_text()
  • explainy.utils.surrogate_text module
    • SurrogateText
      • SurrogateText.find_path()
      • SurrogateText.get_paths()
      • SurrogateText.get_rule()
      • SurrogateText.get_text()
  • explainy.utils.utils module
    • NonConvergenceError
    • create_folder()
    • get_number_to_string_dict()
    • join_text_with_comma_and_and()
  • Module contents

Submodules

explainy.logger module

Module contents

Top-level package for explainy.