Pingouin is a statistical package for Python designed to provide simple yet comprehensive functions for commonly used statistical tests. Built on NumPy, SciPy and pandas, it returns detailed results in convenient DataFrames and covers classical, robust and Bayesian statistics.
This is free and open source software.
Key Features
- One-way, N-way, repeated measures and mixed-design ANOVA.
- ANCOVA and Welch ANOVA.
- Parametric and non-parametric pairwise tests.
- Pearson, Spearman, robust, partial and repeated measures correlations.
- Linear and logistic regression.
- Mediation analysis.
- Bayes factors for several statistical tests.
- Multivariate statistical tests.
- Reliability and consistency analysis.
- Effect sizes and statistical power calculations.
- Parametric and bootstrapped confidence intervals.
- Normality and homoscedasticity tests.
- Circular statistics.
- Chi-squared tests.
- Bland-Altman, Q-Q, paired and robust correlation plots.
- Results returned as pandas DataFrames for easy subsequent analysis.
Website: github.com/raphaelvallat/pingouin
Support:
Developer: Raphael Vallat
License: GNU General Public License v3.0
Pingouin is written in Python. Learn Python with our recommended free books and free tutorials.
Related Software
| Statistical Analysis Tools | |
|---|---|
| RStudio | Professional software for R with code editor, debugging & visualization tools |
| R | Environment for statistical computing and graphics |
| statsmodels | Statistical modeling and econometrics in Python |
| gretl | Regression, Econometric and Time-Series Library |
| ROOT | Solves the data analysis challenges of high-energy physics |
| SOFA Statistics | Extremely user-friendly statistics, analysis and reporting package |
| PSPP | Free replacement of the proprietary program, SPSS |
| JASP | Statistical package for both Bayesian and Frequentist statistical methods |
| Pingouin | Simple yet comprehensive functions for commonly used statistical tests |
| jamovi | Real-time statistical spreadsheet |
Read our verdict in the software roundup.
Explore our carefully curated directory of recommended free and open source software, covering every major software category.The directory forms part of our extensive collection of articles for Linux enthusiasts. It includes hundreds of detailed reviews, together with free and open source alternatives to proprietary software from companies such as Google, Microsoft, Apple, Adobe, IBM, Cisco, Oracle, and Autodesk. LinuxLinks also covers interesting projects worth exploring, Linux-compatible hardware, free programming books and tutorials, and much more. Know a useful free and open source Linux application that we haven’t covered? Tell us about it using our submission form. |


Please read our Comment Policy before commenting.