<html lang="en" data-content_root="../../" >

<head>

<meta charset="utf-8" />

<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />

<title>External resources &#8212; Matplotlib 3.10.9 documentation</title>

<script data-cfasync="false">

document.documentElement.dataset.mode = localStorage.getItem("mode") || "";

document.documentElement.dataset.theme = localStorage.getItem("theme") || "";

</script>

<!-- Loaded before other Sphinx assets -->

<link href="../../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />

<link href="../../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />

<link href="../../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />

<link href="../../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />

<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />

<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />

<link rel="preload" as="font" type="font/woff2" crossorigin href="../../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />

<link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=03e43079" />

<link rel="stylesheet" type="text/css" href="../../_static/css/style.css?v=86e00652" />

<link rel="stylesheet" type="text/css" href="../../_static/graphviz.css?v=4ae1632d" />

<link rel="stylesheet" type="text/css" href="../../_static/plot_directive.css" />

<link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />

<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=d2d258e8" />

<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-binder.css?v=f4aeca0c" />

<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-dataframe.css?v=2082cf3c" />

<link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-rendered-html.css?v=1277b6f3" />

<link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=95c83b7e" />

<link rel="stylesheet" type="text/css" href="../../_static/mpl.css?v=d3052f62" />

<!-- Pre-loaded scripts that we'll load fully later -->

<link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />

<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />

<script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>

<script src="../../_static/documentation_options.js?v=7f3b29ba"></script>

<script src="../../_static/doctools.js?v=fd6eb6e6"></script>

<script src="../../_static/sphinx_highlight.js?v=6ffebe34"></script>

<script src="../../_static/clipboard.min.js?v=a7894cd8"></script>

<script src="../../_static/copybutton.js?v=ccdb6887"></script>

<script src="../../_static/design-tabs.js?v=f930bc37"></script>

<script data-domain="matplotlib.org" defer="defer" src="https://views.scientific-python.org/js/script.js"></script>

<script>DOCUMENTATION_OPTIONS.pagename = 'users/resources/index';</script>

<script>

DOCUMENTATION_OPTIONS.theme_version = '0.15.4';

DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://matplotlib.org/devdocs/_static/switcher.json?v3.10.9-2-gdf001ac932';

DOCUMENTATION_OPTIONS.theme_switcher_version_match = '3.10.9';

DOCUMENTATION_OPTIONS.show_version_warning_banner = true;

</script>

<link rel="canonical" href="https://matplotlib.org/stable/users/resources/index.html" />

<link rel="search" type="application/opensearchdescription+xml"

title="Search within Matplotlib 3.10.9 documentation"

href="../../_static/opensearch.xml"/>

<link rel="icon" href="../../_static/favicon.ico"/>

<link rel="search" title="Search" href="../../search.html" />

<link rel="next" title="Release notes" href="../release_notes.html" />

<link rel="prev" title="pylab" href="../../api/pylab.html" />

<meta name="viewport" content="width=device-width, initial-scale=1"/>

<meta name="docsearch:language" content="en"/>

<meta name="docbuild:last-update" content="Apr 23, 2026"/>

</head>

<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">

<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>

<div id="pst-scroll-pixel-helper"></div>

<button type="button" class="btn rounded-pill" id="pst-back-to-top">

<i class="fa-solid fa-arrow-up"></i>Back to top</button>

<input type="checkbox"

class="sidebar-toggle"

id="pst-primary-sidebar-checkbox"/>

<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>

<input type="checkbox"

class="sidebar-toggle"

id="pst-secondary-sidebar-checkbox"/>

<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>

<div class="search-button__wrapper">

<div class="search-button__overlay"></div>

<div class="search-button__search-container">

<form class="bd-search d-flex align-items-center"

action="../../search.html"

method="get">

<i class="fa-solid fa-magnifying-glass"></i>

<input type="search"

class="form-control"

name="q"

id="search-input"

placeholder="Search the docs ..."

aria-label="Search the docs ..."

autocomplete="off"

autocorrect="off"

autocapitalize="off"

spellcheck="false"/>

<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>

</div>

<div class="pst-async-banner-revealer d-none">

<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>

<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">

<div class="bd-header__inner bd-page-width">

<button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">

<span class="fa-solid fa-bars"></span>

</button>

<div class="col-lg-3 navbar-header-items__start">

<div class="navbar-item">

<a class="navbar-brand logo" href="https://matplotlib.org/stable/">

<img src="../../_static/logo_light.svg" class="logo__image only-light" alt="Matplotlib 3.10.9 documentation - Home"/>

<script>document.write(`<img src="../../_static/logo_dark.svg" class="logo__image only-dark" alt="Matplotlib 3.10.9 documentation - Home"/>`);</script>

</div>

<div class="col-lg-9 navbar-header-items">

<div class="me-auto navbar-header-items__center">

<div class="navbar-item"><ul id="navbar-main-elements" class="navbar-nav">

<li class="nav-item">

<a class="reference internal nav-link" href="../../plot_types/index.html">Plot types</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../index.html">User guide</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../tutorials/index.html">Tutorials</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../gallery/index.html">Examples</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../api/index.html">Reference</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../devel/index.html">Contribute</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../release_notes.html">Releases</a>

</li>

</div>

<div class="navbar-header-items__end">

<div class="navbar-item navbar-persistent--container">

</div>

<div class="navbar-item">

<div class="navbar-item">

<div class="navbar-item"><ul class="navbar-icon-links"

aria-label="Icon Links">

<li class="nav-item">

<a href="https://gitter.im/matplotlib/matplotlib" title="Gitter" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-gitter fa-lg" aria-hidden="true"></i>

<span class="sr-only">Gitter</span></a>

</li>

<li class="nav-item">

<a href="https://discourse.matplotlib.org" title="Discourse" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-discourse fa-lg" aria-hidden="true"></i>

<span class="sr-only">Discourse</span></a>

</li>

<li class="nav-item">

<a href="https://github.com/matplotlib/matplotlib" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>

<span class="sr-only">GitHub</span></a>

</li>

<li class="nav-item">

<a href="https://twitter.com/matplotlib/" title="Twitter" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-twitter fa-lg" aria-hidden="true"></i>

<span class="sr-only">Twitter</span></a>

</li>

</div>

</div>

<div class="navbar-persistent--mobile">

</div>

<button class="pst-navbar-icon sidebar-toggle secondary-toggle" aria-label="On this page">

<span class="fa-solid fa-outdent"></span>

</button>

</header>

<div class="bd-container">

<div class="bd-container__inner bd-page-width">

<div class="bd-sidebar-primary bd-sidebar">

<div class="sidebar-header-items sidebar-primary__section">

<div class="sidebar-header-items__center">

<div class="navbar-item"><ul id="navbar-main-elements" class="navbar-nav">

<li class="nav-item">

<a class="reference internal nav-link" href="../../plot_types/index.html">Plot types</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../index.html">User guide</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../tutorials/index.html">Tutorials</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../gallery/index.html">Examples</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../api/index.html">Reference</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../../devel/index.html">Contribute</a>

</li>

<li class="nav-item">

<a class="reference internal nav-link" href="../release_notes.html">Releases</a>

</li>

</div>

<div class="sidebar-header-items__end">

<div class="navbar-item">

<div class="navbar-item">

<div class="navbar-item"><ul class="navbar-icon-links"

aria-label="Icon Links">

<li class="nav-item">

<a href="https://gitter.im/matplotlib/matplotlib" title="Gitter" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-gitter fa-lg" aria-hidden="true"></i>

<span class="sr-only">Gitter</span></a>

</li>

<li class="nav-item">

<a href="https://discourse.matplotlib.org" title="Discourse" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-discourse fa-lg" aria-hidden="true"></i>

<span class="sr-only">Discourse</span></a>

</li>

<li class="nav-item">

<a href="https://github.com/matplotlib/matplotlib" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-github fa-lg" aria-hidden="true"></i>

<span class="sr-only">GitHub</span></a>

</li>

<li class="nav-item">

<a href="https://twitter.com/matplotlib/" title="Twitter" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-twitter fa-lg" aria-hidden="true"></i>

<span class="sr-only">Twitter</span></a>

</li>

</div>

</div>

<div class="sidebar-primary-items__start sidebar-primary__section">

<div class="sidebar-primary-item">

<nav class="bd-docs-nav bd-links"

aria-label="Section Navigation">

<p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>

<div class="bd-toc-item navbar-nav"></div>

</div>

<div class="sidebar-primary-items__end sidebar-primary__section">

</div>

<div id="rtd-footer-container"></div>

</div>

<main id="main-content" class="bd-main" role="main">

<div class="bd-content">

<div class="bd-article-container">

<div class="bd-header-article d-print-none">

<div class="header-article-items header-article__inner">

<div class="header-article-items__start">

<div class="header-article-item">

<nav aria-label="Breadcrumb" class="d-print-none">

<ul class="bd-breadcrumbs">

<li class="breadcrumb-item breadcrumb-home">

<a href="../../index.html" class="nav-link" aria-label="Home">

<i class="fa-solid fa-home"></i>

</a>

</li>

<li class="breadcrumb-item active" aria-current="page">External resources</li>

</ul>

</div>

<div id="searchbox"></div>

<article class="bd-article">

<section id="external-resources">

<span id="resources-index"></span><h1>External resources<a class="headerlink" href="#external-resources" title="Link to this heading">#</a></h1>

<section id="books-chapters-and-articles">

<h2>Books, chapters and articles<a class="headerlink" href="#books-chapters-and-articles" title="Link to this heading">#</a></h2>

<ul class="simple">

<li><p><a class="reference external" href="https://hal.inria.fr/hal-03427242/">Scientific Visualization: Python + Matplotlib (2021)</a>

by Nicolas P. Rougier</p></li>

<li><p><a class="reference external" href="https://www.packtpub.com/product/mastering-matplotlib/9781783987542">Mastering matplotlib</a>

by Duncan M. McGreggor</p></li>

<li><p><a class="reference external" href="https://www.packtpub.com/product/interactive-applications-using-matplotlib/9781783988846">Interactive Applications Using Matplotlib</a>

by Benjamin Root</p></li>

<li><p><a class="reference external" href="https://www.packtpub.com/product/matplotlib-for-python-developers/9781847197900">Matplotlib for Python Developers</a>

by Sandro Tosi</p></li>

<li><p><a class="reference external" href="http://www.aosabook.org/en/matplotlib.html">Matplotlib chapter</a>

by John Hunter and Michael Droettboom in The Architecture of Open Source

Applications</p></li>

<li><p><a class="reference external" href="https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1003833">Ten Simple Rules for Better Figures</a>

by Nicolas P. Rougier, Michael Droettboom and Philip E. Bourne</p></li>

<li><p><a class="reference external" href="https://scipython.com/book/chapter-7-matplotlib/">Learning Scientific Programming with Python chapter 7</a>

by Christian Hill</p></li>

<li><p><a class="reference external" href="https://www.packtpub.com/product/hands-on-data-analysis-with-pandas-second-edition/9781800563452">Hands-On Data Analysis with Pandas, chapters 5 and 6</a>

by Stefanie Molin</p></li>

<section id="videos">

<h2>Videos<a class="headerlink" href="#videos" title="Link to this heading">#</a></h2>

<ul class="simple">

<li><p><a class="reference external" href="https://www.youtube.com/watch?v=P7SVi0YTIuE">Plotting with matplotlib</a>

by Mike Müller</p></li>

<li><p><a class="reference external" href="https://www.youtube.com/watch?v=3Fp1zn5ao2M&amp;feature=plcp">Introduction to NumPy and Matplotlib</a> by Eric Jones</p></li>

<li><p><a class="reference external" href="https://www.youtube.com/watch?v=6gdNUDs6QPc">Anatomy of Matplotlib</a>

by Benjamin Root and Hannah Aizenman</p></li>

<li><p><a class="reference external" href="https://www.oreilly.com/library/view/data-visualization-basics/9781771375573/">Data Visualization Basics with Python (O'Reilly)</a>

by Randal S. Olson</p></li>

<li><p><a class="reference external" href="https://www.youtube.com/playlist?list=PLeo1K3hjS3uu4Lr8_kro2AqaO6CFYgKOl">Matplotlib Introduction</a>

by codebasics</p></li>

<li><p><a class="reference external" href="https://www.youtube.com/watch?v=wB9C0Mz9gSo">Matplotlib</a>

by Derek Banas</p></li>

<section id="tutorials">

<h2>Tutorials<a class="headerlink" href="#tutorials" title="Link to this heading">#</a></h2>

<ul class="simple">

<li><p><a class="reference external" href="https://www.labri.fr/perso/nrougier/teaching/matplotlib/">Matplotlib tutorial</a>

by Nicolas P. Rougier</p></li>

<li><p><a class="reference external" href="https://github.com/WeatherGod/AnatomyOfMatplotlib">Anatomy of Matplotlib - IPython Notebooks</a>

by Benjamin Root</p></li>

<li><p><a class="reference external" href="https://github.com/stefmolin/python-data-viz-workshop">Beyond the Basics: Data Visualization in Python</a>

by Stefanie Molin</p></li>

<section id="galleries">

<h2>Galleries<a class="headerlink" href="#galleries" title="Link to this heading">#</a></h2>

<ul class="simple">

<li><p><a class="reference external" href="https://jhepc.github.io/gallery.html">Past winners for JDH plotting contest</a>

by Nelle Varoquaux</p></li>

<li><p><a class="reference external" href="https://www.python-graph-gallery.com">The Python Graph Gallery</a>

by Yan Holtz</p></li>

</article>

</div>

<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">

<div class="sidebar-secondary-item">

id="pst-page-navigation-heading-2"

class="page-toc tocsection onthispage">

<i class="fa-solid fa-list"></i> On this page

</div>

<nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">

<ul class="visible nav section-nav flex-column">

<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#books-chapters-and-articles">Books, chapters and articles</a></li>

<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#videos">Videos</a></li>

<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#tutorials">Tutorials</a></li>

<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#galleries">Galleries</a></li>

</nav></div>

</div>

<footer class="bd-footer-content">

</footer>

</main>

</div>

</div>

<!-- Scripts loaded after <body> so the DOM is not blocked -->

<script src="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>

<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>

<footer class="bd-footer">

<div class="bd-footer__inner bd-page-width">

<div class="footer-items__start">

<div class="footer-item">

<p class="copyright">

© Copyright 2002–2012 John Hunter, Darren Dale, Eric Firing, Michael Droettboom and the Matplotlib development team; 2012–2026 The Matplotlib development team.

<br/>

</p>

<div class="footer-item">

<p class="sphinx-version">

Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 9.1.0.

<br/>

</p>

<div class="footer-item">

<p class="sphinx-version">

Built from v3.10.9-2-gdf001ac932.

<br/>

</p>

</div>

<div class="footer-items__end">

<div class="footer-item">

<p class="theme-version">

Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.15.4.

</div>

</footer>

</body>