featurize_explanations

datarobotx.featurize_explanations(X)

Featurizes a dataframe of explanations into strength values by feature.

Utility to melt and pivot prediction explanations so that each column corresponds to a feature and each value to an explanation strength.

Parameters:

df (pd.DataFrame) – A dataframe with prediction explanations. Assumes dataframe has its explanations in wide form, with at least one of: [feature_name, actual_value, strength, qualitative_strength] for each prediction

Returns:

A dataframe of explanation strengths for each feature

Return type:

pd.DataFrame