shap.datasets.independentlinear60

shap.datasets.independentlinear60(n_points: int = 1000) → tuple[DataFrame, ndarray]

Independent Linear (60 features)

A synthetic dataset consisting of 60 features.

Parameters:

n_pointsint, optional

Number of data points to generate. Default is 1,000.

Returns:

Xpd.DataFrame

The feature data matrix

ynp.ndarray

The target variables

Notes

• Each feature is a unit variance Gaussian random variable centred around 0.

• The labels are generated based on a linear function of the features with added random noise.

Examples

features, labels = shap.datasets.independentlinear60()