distribution comparison

Python Programming Learning Circle

Mar 22, 2023 · Fundamentals

Comparing Distributions Between Groups: Visualization and Statistical Methods in Python

This article demonstrates how to compare the distribution of a variable across control and treatment groups using Python, covering data generation, visual techniques such as boxplots, histograms, KDE, CDF, QQ and ridgeline plots, and a suite of statistical tests including t‑test, SMD, Mann‑Whitney, permutation, chi‑square, Kolmogorov‑Smirnov and ANOVA for both two‑group and multi‑group scenarios.

A/B testingdistribution comparisonstatistical tests

0 likes · 21 min read

Comparing Distributions Between Groups: Visualization and Statistical Methods in Python

Python Programming Learning Circle

Feb 24, 2023 · Fundamentals

Comparing Distributions Between Groups: Visualization and Statistical Methods in Python

This article demonstrates how to compare the distribution of a variable across treatment and control groups using Python, covering data simulation, visual techniques such as boxplots, histograms, KDE, CDF, QQ and ridgeline plots, and statistical tests including t‑test, SMD, Mann‑Whitney, permutation, chi‑square, KS and ANOVA.

A/B testingPythondata visualization

0 likes · 21 min read