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Four free calculators for A/B tests and marketing experiments (sample size, minimum detectable effect, peeking, geo holdout) and an interactive CUPED explainer. Each result comes with one plain sentence on what it means and what would invalidate it. Every formula is checked against scipy, statsmodels and numpy on every push.