dataeval.metrics.bias.ParityOutput¶

class dataeval.metrics.bias.ParityOutput¶

Output class for parity() and label_parity() bias metrics.

score¶

chi-squared score(s) of the test

Type:¶

np.float64 | NDArray[np.float64]

p_value¶

p-value(s) of the test

Type:¶

np.float64 | NDArray[np.float64]

metadata_names¶

Names of each metadata factor

Type:¶

list[str] | None

insufficient_data¶

Dictionary of metadata factors with less than 5 class occurrences per value

Type:¶

dict

dict()¶

Output attributes as a dictionary.

Return type:¶

dict[str, Any]

meta()¶

Execution metadata as a dictionary.

Return type:¶

dict[str, Any]

to_dataframe()¶

Exports the parity output results to a pandas DataFrame.

Return type:¶

pd.DataFrame