LabelDrift.add_condition_drift_score_less_than#
- LabelDrift.add_condition_drift_score_less_than(max_allowed_categorical_score: float = 0.15, max_allowed_numeric_score: float = 0.15)[source]#
Add condition - require drift score to be less than the threshold.
The industry standard for PSI limit is above 0.2. There are no common industry standards for other drift methods, such as Cramer’s V, Kolmogorov-Smirnov and Earth Mover’s Distance.
- Parameters
- max_allowed_categorical_score: float , default: 0.15
the max threshold for the categorical variable drift score
- max_allowed_numeric_score: float , default: 0.15
the max threshold for the numeric variable drift score
- Returns
- ——-
- ConditionResult
False if any column has passed the max threshold, True otherwise