BalanceOutput

class dataeval.metrics.bias.BalanceOutput(balance: ndarray[Any, dtype[float64]], factors: ndarray[Any, dtype[float64]], classwise: ndarray[Any, dtype[float64]])

Output class for balance() bias metric

balance

Estimate of mutual information between metadata factors and class label

Type:

NDArray[np.float64]

factors

Estimate of inter/intra-factor mutual information

Type:

NDArray[np.float64]

classwise

Estimate of mutual information between metadata factors and individual class labels

Type:

NDArray[np.float64]