fairlens.metrics.bootstrap_statistic#
- bootstrap_statistic(x, y, statistic, n_samples=100, sample_size=None)[source]#
Compute the samples of a statistic estimate using the bootstrap method.
- Parameters
x (pd.Series) – First data sample.
y (pd.Series) – Second data sample.
statistic (Callable[[pd.Series, pd.Series], float]) – Function that computes the test statistic.
n_samples (int, optional) – Number of bootstrap samples to perform.
sample_size (Optional[int], optional) – Number of data samples in a bootstrap sample.
- Returns
The bootstrap samples.
- Return type
np.ndarray