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sdv.metrics.tabular.RegressionEfficacyMetric

class sdv.metrics.tabular.RegressionEfficacyMetric[source]

RegressionEfficacy base class.

__init__()

Initialize self. See help(type(self)) for accurate signature.

Methods

SCORER(y_pred, *[, sample_weight, …])

\(R^2\) (coefficient of determination) regression score function.

__init__()

Initialize self.

compute(test_data, train_data[, metadata, …])

Compute this metric.

compute_breakdown(real_data, synthetic_data)

Compute this metric breakdown.

get_subclasses([include_parents])

Recursively find subclasses of this metric.

normalize(raw_score)

Return a normalized version of the R^2 score.

Attributes

METRICS

MODEL

MODEL_KWARGS

goal

max_value

min_value

name