statsmodels.stats.power.GofChisquarePower.power¶
method
-
GofChisquarePower.
power
(effect_size, nobs, alpha, n_bins, ddof=0)[source]¶ Calculate the power of a chisquare test for one sample
Only two-sided alternative is implemented
- Parameters
- effect_sizefloat
standardized effect size, according to Cohen’s definition. see
statsmodels.stats.gof.chisquare_effectsize
- nobsint or float
sample size, number of observations.
- alphafloat in interval (0,1)
significance level, e.g. 0.05, is the probability of a type I error, that is wrong rejections if the Null Hypothesis is true.
- n_binsint
number of bins or cells in the distribution.
- Returns
- powerfloat
Power of the test, e.g. 0.8, is one minus the probability of a type II error. Power is the probability that the test correctly rejects the Null Hypothesis if the Alternative Hypothesis is true.