scikit_posthocs.global_f_test

scikit_posthocs.global_f_test(p_vals: List | ndarray, stat: bool = False) → float | Tuple[float, float]

Fisher’s combination test for global null hypothesis.

Computes the combined p value using chi-squared distribution and T statistic: -2 * sum(log(x)) [1].

Parameters:

  • p_vals (Union[List, ndarray]) – An array or a list of p values.

  • stat (bool) – Defines if statistic should be returned.

Returns:

  • p_value (float) – Global p value.

  • t_stat (float) – Statistic.

References

Examples

>>> x = [0.04, 0.03, 0.98, 0.01, 0.43, 0.99, 1.0, 0.002]
>>> sp.global_f_test(x)