statannotations

What is it

Python package to optionally compute statistical test and add statistical annotations on plots generated with seaborn.

Features

Latest (v0.7) : supports pandas v2+ and seaborn v0.12+

• Single function to add statistical annotations on plots generated by seaborn:
  • Box plots
  • Bar plots
  • Swarm plots
  • Strip plots
  • Violin plots
  • Supporting FacetGrid
• Integrated statistical tests (binding to scipy.stats methods):
  • Mann-Whitney
  • t-test (independent and paired)
  • Welch's t-test
  • Levene test
  • Wilcoxon test
  • Kruskal-Wallis test
  • Brunner-Munzel test
• Interface to use any other function from any source with minimal extra code
• Smart layout of multiple annotations with correct y offsets.
• Support for vertical and horizontal orientation
• Annotations can be located inside or outside the plot.
• Corrections for multiple testing can be applied (binding to statsmodels.stats.multitest.multipletests methods):
  • Bonferroni
  • Holm-Bonferroni
  • Benjamini-Hochberg
  • Benjamini-Yekutieli
• And any other function from any source with minimal extra code
• Format of the statistical test annotation can be customized: star annotation, simplified p-value format, or explicit p-value.
• Optionally, custom p-values can be given as input. In this case, no statistical test is performed, but corrections for multiple testing can be applied.
• It is also possible to hide non statistically significant annotations
• Any text can be used as annotation
• And various fixes (see CHANGELOG.md).

Installation

From version 0.3.0 on, the package is distributed on PyPi. The latest stable release (v0.6.0) can be downloaded and installed with:

pip install statannotations

or, with conda

conda install -c conda-forge statannotations

or, after cloning the repository,

pip install .

# OR, to have optional dependencies too (multiple comparisons & testing)
pip install -r requirements.txt .

Usage

Here is a minimal example:

import seaborn as sns

from statannotations.Annotator import Annotator

df = sns.load_dataset("tips")
x = "day"
y = "total_bill"
order = ['Sun', 'Thur', 'Fri', 'Sat']

ax = sns.boxplot(data=df, x=x, y=y, order=order)

pairs=[("Thur", "Fri"), ("Thur", "Sat"), ("Fri", "Sun")]

annotator = Annotator(ax, pairs, data=df, x=x, y=y, order=order)
annotator.configure(test='Mann-Whitney', text_format='star', loc='outside')
annotator.apply_and_annotate()

Examples

Documentation

• Usage examples in a jupyter notebook usage/example.ipynb,
• A multipart step-by-step tutorial in a separate repository — First part here, also as a blog post on Medium.
• In-progress sphinx documentation in /docs, available on https://statannotations.readthedocs.io/en/latest/index.html

Requirements

• Python >= 3.8
• numpy >= 1.12.1
• seaborn >= 0.9
• matplotlib >= 2.2.2
• pandas >= 0.23.0
• scipy >= 1.1.0
• statsmodels (optional, for multiple testing corrections)

Citation

If you are using this work, please use the following information to cite it.

Bibtex

@software{florian_charlier_2022_7213391,
  author       = {Florian Charlier and
                  Marc Weber and
                  Dariusz Izak and
                  Emerson Harkin and
                  Marcin Magnus and
                  Joseph Lalli and
                  Louison Fresnais and
                  Matt Chan and
                  Nikolay Markov and
                  Oren Amsalem and
                  Sebastian Proost and
                  Agamemnon Krasoulis and
                  getzze and
                  Stefan Repplinger},
  title        = {Statannotations},
  month        = oct,
  year         = 2022,
  publisher    = {Zenodo},
  version      = {v0.6},
  doi          = {10.5281/zenodo.7213391},
  url          = {https://doi.org/10.5281/zenodo.7213391}
}

Example

Florian Charlier, Marc Weber, Dariusz Izak, Emerson Harkin, Marcin Magnus, 
Joseph Lalli, Louison Fresnais, Matt Chan, Nikolay Markov, Oren Amsalem, 
Sebastian Proost, Agamemnon Krasoulis, getzze, & Stefan Repplinger. (2022). 
Statannotations (v0.6). Zenodo. https://doi.org/10.5281/zenodo.7213391

Contributing

Opening issues and PRs are very much welcome! (preferably in that order).
In addition to git's history, contributions to statannotations are logged in the changelog.
If you don't know where to start, there may be a few ideas in opened issues or discussion, or something to work for the documentation. NB: More on CONTRIBUTING.md

Acknowledgments - Derived work

This repository is based on webermarcolivier/statannot (commit 1835078 of Feb 21, 2020, tagged "v0.2.3").

Additions/modifications since that version are below represented in bold (previous fixes are not listed).

! From version 0.4.0 onwards (introduction of Annotator), statannot's API is no longer usable in statannotations. Please use the latest v0.3.2 release if you must keep statannot's API in your code, but are looking for bug fixes we have covered.

statannot's interface, at least until its version 0.2.3, is usable in statannotations until v.0.3.x, which already provides additional features (see corresponding branch).