{"id":32157912,"url":"https://github.com/marco-congedo/permutationtests.jl","last_synced_at":"2026-03-08T06:33:37.595Z","repository":{"id":246771952,"uuid":"822156075","full_name":"Marco-Congedo/PermutationTests.jl","owner":"Marco-Congedo","description":"Univariate and multiple comparisons statistical hypothesis testing by data 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PermutationTests.jl\n\n|  \u003cimg src=\"docs/src/assets/logo.png\" height=\"90\"\u003e   | [![](https://img.shields.io/badge/docs-stable-blue.svg)](https://Marco-Congedo.github.io/PermutationTests.jl/stable) | \n|:---------------------------------------:|:--:|\n\n\nA fast pure-[**julia**](https://julialang.org/) package for *univariate* and *multiple comparisons* statistical *hypothesis testing* based on *permutation theory*.\n\nBesides featuring an API with many tests, this package allows you to create your own permutation tests.\n\n---\n## Installation\n\nExecute the following command in julia's REPL:\n\n    ]add PermutationTests\n\n---\n## Available tests\n\nAll tests have a *univariate* and *multiple comparisons* version: \n- Pearson product-moment correlation\n- Trend correlation (fit of any kind of regression)\n- Point bi-serial correlation*\n- Student's t for independent samples\n- 1-way ANOVA for independent samples\n- Χ² for 2xK contingency tables*\n- Fisher exact test* (2x2 contingency tables)\n- Student's t for repeated-measures \n- 1-way ANOVA for repeated-measures\n- Cochran Q*\n- McNemar*\n- One-sample Student's t  \n- Sign*\n\n(* for dicothomous data) \n\n---\n## Quick start\n\nAs an example, let's run a Pearson correlation univariate test:\n\n```\nusing PermutationTests\n# number of observations\nN=10 \n# some random Gaussian data\nx, y = randn(N), randn(N) \nt = rTest(x, y)\n```\n\nThe test result `t` is a structure and its fields are printed in yellow, \nlooking like this:\n\n\u003cimg src=\"docs/src/assets/Result_example.png\" width=\"380\"\u003e\n\nThus, for exmple, the p-value and the number of permutations used by the test\nare retrived such as\n\n```\nt.p\nt.nperm\n```\n---\n## About the authors\n\n[Marco Congedo](https://sites.google.com/site/marcocongedo), corresponding author and developer of the package, is a Research Director of [CNRS](http://www.cnrs.fr/en) (Centre National de la Recherche Scientifique), working at\n[UGA](https://www.univ-grenoble-alpes.fr/english/) (University of Grenoble Alpes, France).\n**Contact**: first name dot last name at gmail dot com\n\n[Livio Finos](https://pnc.unipd.it/finos-livio/), is Full professor at the  [Department of Statistical Sciences](https://www.unipd.it/en/stat) of [Univerità di Padova, Italy](https://pnc.unipd.it/).\n**Contact**: first name dot last name at unipd dot it\n\n---\n## Disclaimer\n\nThis version has been roughly tested.\nIndependent reviewers for both the code and the documentation are welcome.\n\n---\n| **Documentation**  | \n|:---------------------------------------:|\n| [![](https://img.shields.io/badge/docs-stable-blue.svg)](https://Marco-Congedo.github.io/PermutationTests.jl/stable) |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmarco-congedo%2Fpermutationtests.jl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmarco-congedo%2Fpermutationtests.jl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmarco-congedo%2Fpermutationtests.jl/lists"}