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  • API Reference

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  • RealApp
    • pyreal.RealApp
    • pyreal.RealApp.add_model
    • pyreal.RealApp.set_active_model_id
    • pyreal.RealApp.get_active_model
    • pyreal.RealApp.predict
    • pyreal.RealApp.predict_proba
    • pyreal.RealApp.prepare_feature_contributions
    • pyreal.RealApp.produce_feature_contributions
    • pyreal.RealApp.produce_narrative_feature_contributions
    • pyreal.RealApp.train_feature_contribution_llm
    • pyreal.RealApp.prepare_feature_importance
    • pyreal.RealApp.produce_feature_importance
    • pyreal.RealApp.prepare_similar_examples
    • pyreal.RealApp.produce_similar_examples
    • pyreal.RealApp.from_sklearn
  • Explainer
    • pyreal.explainers.ExplainerBase
    • pyreal.explainers.ExplainerBase.fit
    • pyreal.explainers.ExplainerBase.produce
    • pyreal.explainers.ExplainerBase.model_predict
    • pyreal.explainers.LocalFeatureContribution
    • pyreal.explainers.LocalFeatureContribution.fit
    • pyreal.explainers.LocalFeatureContribution.produce
    • pyreal.explainers.GlobalFeatureImportance
    • pyreal.explainers.GlobalFeatureImportance.fit
    • pyreal.explainers.GlobalFeatureImportance.produce
    • pyreal.explainers.DecisionTreeExplainer
    • pyreal.explainers.DecisionTreeExplainer.fit
    • pyreal.explainers.DecisionTreeExplainer.produce
    • pyreal.explainers.PartialDependenceExplainer
    • pyreal.explainers.PartialDependenceExplainer.fit
    • pyreal.explainers.PartialDependenceExplainer.produce
    • pyreal.explainers.SimilarExamples
    • pyreal.explainers.SimilarExamples.fit
    • pyreal.explainers.SimilarExamples.produce
  • Transformer
    • pyreal.transformers.Transformer
    • pyreal.transformers.FeatureSelectTransformer
    • pyreal.transformers.ColumnDropTransformer
    • pyreal.transformers.MinMaxScaler
    • pyreal.transformers.StandardScaler
    • pyreal.transformers.Normalizer
    • pyreal.transformers.MultiTypeImputer
    • pyreal.transformers.OneHotEncoder
    • pyreal.transformers.MappingsOneHotEncoder
    • pyreal.transformers.MappingsOneHotDecoder
    • pyreal.transformers.Mappings.generate_mappings
    • pyreal.transformers.MultiIndexFrameToNestedFrame
    • pyreal.transformers.MultiIndexFrameToNumpy2d
    • pyreal.transformers.MultiIndexFrameToNumpy3d
    • pyreal.transformers.NestedFrameToMultiIndexFrame
    • pyreal.transformers.NestedFrameToNumpy3d
    • pyreal.transformers.Numpy2dToMultiIndexFrame
    • pyreal.transformers.Numpy2dToNestedFrame
    • pyreal.transformers.Numpy3dToMultiIndexFrame
    • pyreal.transformers.Numpy3dToNestedFrame
    • pyreal.transformers.Pandas2dToMultiIndexFrame
    • pyreal.transformers.BoolToIntCaster
    • pyreal.transformers.DataFrameWrapper
    • pyreal.transformers.TimeSeriesPadder
    • pyreal.transformers.LatLongToPlace
    • pyreal.transformers.NarrativeTransformer
    • pyreal.transformers.Aggregator
  • Explanation Type
    • pyreal.explanation_types.base.Explanation
    • pyreal.explanation_types.base.Explanation.get
    • pyreal.explanation_types.base.Explanation.get_explanation
    • pyreal.explanation_types.base.Explanation.get_values
    • pyreal.explanation_types.base.Explanation.update_explanation
    • pyreal.explanation_types.base.Explanation.apply_feature_descriptions
    • pyreal.explanation_types.base.Explanation.update_values
    • pyreal.explanation_types.base.Explanation.validate
    • pyreal.explanation_types.base.Explanation.validate_values
    • pyreal.explanation_types.feature_based.FeatureBased
    • pyreal.explanation_types.feature_based.FeatureImportanceExplanation
    • pyreal.explanation_types.feature_based.AdditiveFeatureImportanceExplanation
    • pyreal.explanation_types.feature_based.FeatureContributionExplanation
    • pyreal.explanation_types.feature_based.AdditiveFeatureContributionExplanation
    • pyreal.explanation_types.feature_value_based.FeatureValueBased
    • pyreal.explanation_types.feature_value_based.PartialDependenceExplanation
    • pyreal.explanation_types.decision_tree.DecisionTreeExplanation
    • pyreal.explanation_types.example_based.ExampleBasedExplanation
    • pyreal.explanation_types.example_based.SimilarExampleExplanation
  • Explanation Utils
    • pyreal.utils.explanation_utils.get_top_contributors
  • Model Utils
    • pyreal.utils.model_utils.load_model_from_pickle
    • pyreal.utils.model_utils.load_model_from_weights
  • Visualization
    • pyreal.visualize.plot_explanation
    • pyreal.visualize.feature_bar_plot
    • pyreal.visualize.strip_plot
    • pyreal.visualize.feature_scatter_plot
    • pyreal.visualize.example_table
    • pyreal.visualize.plot_tree_explanation
    • pyreal.visualize.plot_timeseries_saliency
  • API Reference
  • Model Utils

Model Utils#

Loading Models#

pyreal.utils.model_utils.load_model_from_pickle(...)

Load the model from a pickle filepath

pyreal.utils.model_utils.load_model_from_weights(...)

Generates an sklearn model from a list of weights

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pyreal.utils.explanation_utils.get_top_contributors

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