dataeval.metrics.bias.ParityOutput¶

class dataeval.metrics.bias.ParityOutput¶

Output class for parity() bias metrics.

score¶

chi-squared score(s) of the test

Type:¶

NDArray[np.float64]

p_value¶

p-value(s) of the test

Type:¶

NDArray[np.float64]

factor_names¶

Names of each metadata factor

Type:¶

Sequence[str]

insufficient_data¶

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

Type:¶

dict

data()¶

The output data as a dictionary.

Return type:¶

dict[str, Any]

meta()¶

Metadata about the execution of the function or method for the Output class.

Return type:¶

ExecutionMetadata

to_dataframe()¶

Exports the parity output results to a pandas DataFrame.

Return type:¶

pd.DataFrame

Notes

This method requires pandas to be installed.