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as intended. For example, with this call, we can see that for the control group, retention is equal to 64% like in the population, and it's 93.7% for the experiment group (as expected with effect_size = 0.3 ) get_sample_for_retention(before_df, 10000, 0.3)\ .groupby('treatment', as_index =