plot_shap_dependence

Note

This page is a reference documentation. It only explains the function signature, and not how to use it. Please refer to the Habitat Guide and Python API guide (v2.0) for usage.

plot_shap_dependence(shap_values: ndarray, features: ndarray, feature_index: int, *, feature_names: Sequence[str] | None = None, interaction_index: int | str = 'auto', title: str | None = None)[source]

SHAP dependence plot for one feature (pure; no filesystem).

Parameters:

  • shap_values – Attribution matrix (n_samples, n_features).

  • features – Feature matrix aligned with shap_values.

  • feature_index – Column index to explain.

  • feature_names – Optional column names.

  • interaction_index – Color-by feature ("auto" or a column index).

  • title – Optional figure title; defaults to the feature name.

Returns:

The matplotlib Figure.