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We recently added permutation importance, which is a nice alternative to the impurity based feature_importances_
provided by trees.
Whenever we're talking about feature importances in the user guide, we should make sure that we explain that the feature_importances_
attribute refers to impurity based importance.
Where applicable, we should consider replacing its usage by permutation_importance
or compare the two.