tabular_trees.ShapleyValues

class tabular_trees.ShapleyValues(summary, permutations)

Bases: object

Shapley values results.

__init__(summary, permutations)

Initialise the ShapleyValues object.

Parameters:

• summary (pd.DataFrame) – Shapley values at feature level. Average of permutations over features.

• permutations (pd.DataFrame) – Shapley values for each feature permutation and tree.

Methods

__init__(summary, permutations)

Initialise the ShapleyValues object.

Attributes

summary	Shapley values at feature level.
permutations	Shapley values for each feature permutation and tree.

permutations

Shapley values for each feature permutation and tree.

summary

Shapley values at feature level.

Average of permutations over features.