TrainTestLabelDrift.add_condition_drift_score_less_than#

TrainTestLabelDrift.add_condition_drift_score_less_than(max_allowed_categorical_score: float = 0.2, max_allowed_numeric_score: float = 0.1)[source]#

Add condition - require drift score to be less than the threshold.

The industry standard for PSI limit is above 0.2. Cramer’s V does not have a common industry standard. Earth movers does not have a common industry standard.

Parameters
max_allowed_categorical_score: float , default: 0.2

the max threshold for the categorical variable drift score

max_allowed_numeric_score: float , default: 0.1

the max threshold for the numeric variable drift score

Returns
——-
ConditionResult

False if any column has passed the max threshold, True otherwise