midlearn.MIDImportance

class midlearn.MIDImportance(estimator: MIDRegressor | MIDExplainer, **kwargs)[source]

MID Importance.

This object is returned by the MIDRegressor.importance() method and holds the results of the feature importance calculation.

__init__(estimator: MIDRegressor | MIDExplainer, **kwargs)[source]

Initialize the MIDImportance object.

Parameters:

estimator (MIDRegressor or MIDExplainer) – The fitted MID model instance from which to calculate importance.
**kwargs (dict) – Additional keyword arguments passed to the midr::mid.importance() function in R.

Methods

`__init__`(estimator, **kwargs)	Initialize the MIDImportance object.
`plot`([style, theme, max_nterms])	Visualize the importance scores of the component functions from a fitted MID model with plotnine.
`terms`(**kwargs)

Attributes