lpspline.datasets.load_demo_dataset#

lpspline.datasets.load_demo_dataset(samples: int = 1000) → Tuple[DataFrame, Series][source]#

Generate a diverse synthetic dataset for demonstrating multiple LPSpline component features.

Parameters:

samples (int, default=1000) – Number of samples to generate.

Returns:

X (pl.DataFrame) – A DataFrame containing multiple features tracking various generative relationships.
y_series (pl.Series) – The synthesized composite target variable.