Dataset Measures

class ContinuousStatistics(method_name: str, description: str)

Bases: DatasetMeasureEvaluator

Calculate continuous statistics for a dataset.

This evaluator calculates comprehensive descriptive statistics for continuous features in both training and test datasets, including measures of central tendency, dispersion, and distribution shape.

Attributes:

namestr

The name of the evaluator, set to ‘continuous_statistics’

class CategoricalStatistics(method_name: str, description: str)

Bases: DatasetMeasureEvaluator

Calculate categorical statistics for a dataset.

This evaluator calculates descriptive statistics for categorical features in both training and test datasets, including frequency distributions, proportions, entropy, and chi-square tests for distribution differences.

Attributes:

namestr

The name of the evaluator, set to ‘categorical_statistics’