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.rename(columns = {'treatment_eq_0': 'treatment'})) experiment_df['proba_diff'] = experiment_df.retention_proba_treatment \ - experiment_df.retention_proba_control experiment_df.proba_diff.mean() # 0.0281 So, we can estimate the effect on retention to be 2.8%. Congratulations! We’ve finally