tabular_trees.PredictionDecomposition

class tabular_trees.PredictionDecomposition(summary, nodes)

Bases: object

Prediction decomposition results.

__init__(summary, nodes)

Initialise the PredictionDecomposition object.

Parameters:

• summary (pd.DataFrame) – Prediction contribution for each feature.

• nodes (pd.DataFrame) – Node level prediction contributions for all trees.

Methods

__init__(summary, nodes)

Initialise the PredictionDecomposition object.

Attributes

summary	Prediction contribution for each feature.
nodes	Node level prediction contributions for all trees.

nodes

Node level prediction contributions for all trees.

summary

Prediction contribution for each feature.