Side by side
autorank vs Pingouin
Both stand on statistical analysis software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan APILinuxSelf-hosted
autorank provides guided frequentist and Bayesian comparisons from Pandas DataFrames, with report-generation options. Its documented limits on measurements and missing values should be checked before analysis.
Visit autorank Free plan Linux
Pingouin offers a broad set of statistical functions within a Python and Pandas-oriented package. Its own development warning makes independent result checking important.
Visit PingouinThe facts
| autorank | Pingouin | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Not published | Not published |
| Runs on | API, Linux, Self-hosted | Linux |
| Lowest paid plan | Free or on request | Free or on request |
| Plans published | 1 | 1 |
| Maker | autorank | Not published |
| Website | sherbold.github.io | pingouin-stats.org |
| On statistical analysis software | #25 of 106 | #21 of 106 |
autorank: what it does well
- Free Python package
- Selects tests from normality and homogeneity checks
- Generates plots, tables, and LaTeX reports
- Supports frequentist and Bayesian analysis
- Available under Apache 2.0 License
What to know first
- Requires at least five measurements
- Rejects NaN values
- Reliability is described below 5,000 measurements
- No regression model support
Pingouin: what it does well
- Free and open-source under GPL-3.0.
- Offers linear and logistic regression functions.
- Provides power analysis and effect sizes.
- Some analyses work as Pandas DataFrame methods.
- Installable through uv, pip, or conda.
What to know first
- Project says it remains under development.
- Documentation warns bugs may exist.
- The project provides no warranty.
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