evalml.pipelines.graph_permutation_importance

evalml.pipelines.graph_permutation_importance(pipeline, X, y, objective, show_all_features=False)

Generate a bar graph of the pipeline’s permutation importance.

Parameters

• pipeline (PipelineBase or subclass) – Fitted pipeline

• X (pd.DataFrame) – The input data used to score and compute permutation importance

• y (pd.Series) – The target labels

• objective (str, ObjectiveBase) – Objective to score on

• show_all_features (bool, optional) – If True, graph features with a permutation importance value of zero. Defaults to False.

Returns

plotly.Figure, a bar graph showing features and their respective permutation importance.

evalml.pipelines.calculate_permutation_importance evalml.pipelines.utils.make_pipeline