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<div class="section" id="tutorials">
<span id="id1"></span><h1>Tutorials<a class="headerlink" href="#tutorials" title="Permalink to this headline">¶</a></h1>
<p>This page contains more in-depth guides for using Matplotlib.
It is broken up into beginner, intermediate, and advanced sections,
as well as sections covering specific topics.</p>
<p>For shorter examples, see our <a class="reference external" href="../gallery/index.html">examples page</a>.
You can also find <a class="reference external" href="../resources/index.html">external resources</a> and
a <a class="reference external" href="../faq/index.html">FAQ</a> in our <a class="reference external" href="../contents.html">user guide</a>.</p>
<div style='clear:both'></div><div class="section" id="introductory">
<span id="tutorials-introductory"></span><h2>Introductory<a class="headerlink" href="#introductory" title="Permalink to this headline">¶</a></h2>
<p>These tutorials cover the basics of creating visualizations with
Matplotlib, as well as some best-practices in using the package
effectively.</p>
<div class="sphx-glr-thumbcontainer" tooltip="This tutorial covers some basic usage patterns and best-practices to help you get started with ..."><div class="figure" id="id2">
<img alt="../_images/sphx_glr_usage_thumb.png" src="../_images/sphx_glr_usage_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="introductory/usage.html#sphx-glr-tutorials-introductory-usage-py"><span class="std std-ref">Usage Guide</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
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<div class="sphx-glr-thumbcontainer" tooltip="An introduction to the pyplot interface."><div class="figure" id="id3">
<img alt="../_images/sphx_glr_pyplot_thumb.png" src="../_images/sphx_glr_pyplot_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="introductory/pyplot.html#sphx-glr-tutorials-introductory-pyplot-py"><span class="std std-ref">Pyplot tutorial</span></a></span></p>
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<div class="sphx-glr-thumbcontainer" tooltip="Here you'll find a host of example plots with the code that generated them."><div class="figure" id="id4">
<img alt="../_images/sphx_glr_sample_plots_thumb.png" src="../_images/sphx_glr_sample_plots_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="introductory/sample_plots.html#sphx-glr-tutorials-introductory-sample-plots-py"><span class="std std-ref">Sample plots in Matplotlib</span></a></span></p>
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<div class="sphx-glr-thumbcontainer" tooltip="A short tutorial on plotting images with Matplotlib."><div class="figure" id="id5">
<img alt="../_images/sphx_glr_images_thumb.png" src="../_images/sphx_glr_images_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="introductory/images.html#sphx-glr-tutorials-introductory-images-py"><span class="std std-ref">Image tutorial</span></a></span></p>
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<div class="sphx-glr-thumbcontainer" tooltip="This tutorial aims to show the beginning, middle, and end of a single visualization using Matpl..."><div class="figure" id="id6">
<img alt="../_images/sphx_glr_lifecycle_thumb.png" src="../_images/sphx_glr_lifecycle_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="introductory/lifecycle.html#sphx-glr-tutorials-introductory-lifecycle-py"><span class="std std-ref">The Lifecycle of a Plot</span></a></span></p>
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<div class="sphx-glr-thumbcontainer" tooltip="Tips for customizing the properties and default styles of Matplotlib."><div class="figure" id="id7">
<img alt="../_images/sphx_glr_customizing_thumb.png" src="../_images/sphx_glr_customizing_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="introductory/customizing.html#sphx-glr-tutorials-introductory-customizing-py"><span class="std std-ref">Customizing Matplotlib with style sheets and rcParams</span></a></span></p>
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<div style='clear:both'></div></div>
<div class="section" id="intermediate">
<span id="tutorials-intermediate"></span><h2>Intermediate<a class="headerlink" href="#intermediate" title="Permalink to this headline">¶</a></h2>
<p>These tutorials cover some of the more complicated classes and functions
in Matplotlib. They can be useful for particular custom and complex
visualizations.</p>
<div class="sphx-glr-thumbcontainer" tooltip="Using Artist objects to render on the canvas."><div class="figure" id="id8">
<img alt="../_images/sphx_glr_artists_thumb.png" src="../_images/sphx_glr_artists_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/artists.html#sphx-glr-tutorials-intermediate-artists-py"><span class="std std-ref">Artist tutorial</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Generating legends flexibly in Matplotlib."><div class="figure" id="id9">
<img alt="../_images/sphx_glr_legend_guide_thumb.png" src="../_images/sphx_glr_legend_guide_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/legend_guide.html#sphx-glr-tutorials-intermediate-legend-guide-py"><span class="std std-ref">Legend guide</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Demo of custom property-cycle settings to control colors and other style properties for multi-l..."><div class="figure" id="id10">
<img alt="../_images/sphx_glr_color_cycle_thumb.png" src="../_images/sphx_glr_color_cycle_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/color_cycle.html#sphx-glr-tutorials-intermediate-color-cycle-py"><span class="std std-ref">Styling with cycler</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="How to create grid-shaped combinations of axes."><div class="figure" id="id11">
<img alt="../_images/sphx_glr_gridspec_thumb.png" src="../_images/sphx_glr_gridspec_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/gridspec.html#sphx-glr-tutorials-intermediate-gridspec-py"><span class="std std-ref">Customizing Figure Layouts Using GridSpec and Other Functions</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="How to use constrained-layout to fit plots within your figure cleanly."><div class="figure" id="id12">
<img alt="../_images/sphx_glr_constrainedlayout_guide_thumb.png" src="../_images/sphx_glr_constrainedlayout_guide_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/constrainedlayout_guide.html#sphx-glr-tutorials-intermediate-constrainedlayout-guide-py"><span class="std std-ref">Constrained Layout Guide</span></a></span></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="How to use tight-layout to fit plots within your figure cleanly."><div class="figure" id="id13">
<img alt="../_images/sphx_glr_tight_layout_guide_thumb.png" src="../_images/sphx_glr_tight_layout_guide_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/tight_layout_guide.html#sphx-glr-tutorials-intermediate-tight-layout-guide-py"><span class="std std-ref">Tight Layout guide</span></a></span></p>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip=":meth:`~.Axes.imshow` allows you to render an image (either a 2D array which will be color-mapp..."><div class="figure" id="id14">
<img alt="../_images/sphx_glr_imshow_extent_thumb.png" src="../_images/sphx_glr_imshow_extent_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/imshow_extent.html#sphx-glr-tutorials-intermediate-imshow-extent-py"><span class="std std-ref">origin and extent in imshow</span></a></span></p>
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<div style='clear:both'></div></div>
<div class="section" id="advanced">
<span id="tutorials-advanced"></span><h2>Advanced<a class="headerlink" href="#advanced" title="Permalink to this headline">¶</a></h2>
<p>These tutorials cover advanced topics for experienced Matplotlib
users and developers.</p>
<div class="sphx-glr-thumbcontainer" tooltip="Defining paths in your Matplotlib visualization."><div class="figure" id="id15">
<img alt="../_images/sphx_glr_path_tutorial_thumb.png" src="../_images/sphx_glr_path_tutorial_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="advanced/path_tutorial.html#sphx-glr-tutorials-advanced-path-tutorial-py"><span class="std std-ref">Path Tutorial</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Defining paths that objects follow on a canvas."><div class="figure" id="id16">
<img alt="../_images/sphx_glr_patheffects_guide_thumb.png" src="../_images/sphx_glr_patheffects_guide_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="advanced/patheffects_guide.html#sphx-glr-tutorials-advanced-patheffects-guide-py"><span class="std std-ref">Path effects guide</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Like any graphics packages, Matplotlib is built on top of a transformation framework to easily ..."><div class="figure" id="id17">
<img alt="../_images/sphx_glr_transforms_tutorial_thumb.png" src="../_images/sphx_glr_transforms_tutorial_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="advanced/transforms_tutorial.html#sphx-glr-tutorials-advanced-transforms-tutorial-py"><span class="std std-ref">Transformations Tutorial</span></a></span></p>
</div>
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</div>
<div style='clear:both'></div></div>
<div class="section" id="colors">
<span id="tutorials-colors"></span><h2>Colors<a class="headerlink" href="#colors" title="Permalink to this headline">¶</a></h2>
<p>Matplotlib has support for visualizing information with a wide array
of colors and colormaps. These tutorials cover the basics of how
these colormaps look, how you can create your own, and how you can
customize colormaps for your use case.</p>
<p>For even more information see the <a class="reference internal" href="../gallery/index.html#color-examples"><span class="std std-ref">examples page</span></a>.</p>
<div class="sphx-glr-thumbcontainer" tooltip="Matplotlib recognizes the following formats to specify a color:"><div class="figure" id="id18">
<img alt="../_images/sphx_glr_colors_thumb.png" src="../_images/sphx_glr_colors_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="colors/colors.html#sphx-glr-tutorials-colors-colors-py"><span class="std std-ref">Specifying Colors</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to build colorbars without an attached plot."><div class="figure" id="id19">
<img alt="../_images/sphx_glr_colorbar_only_thumb.png" src="../_images/sphx_glr_colorbar_only_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="colors/colorbar_only.html#sphx-glr-tutorials-colors-colorbar-only-py"><span class="std std-ref">Customized Colorbars Tutorial</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Matplotlib has a number of built-in colormaps accessible via `.matplotlib.cm.get_cmap`. There ..."><div class="figure" id="id20">
<img alt="../_images/sphx_glr_colormap-manipulation_thumb.png" src="../_images/sphx_glr_colormap-manipulation_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="colors/colormap-manipulation.html#sphx-glr-tutorials-colors-colormap-manipulation-py"><span class="std std-ref">Creating Colormaps in Matplotlib</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Objects that use colormaps by default linearly map the colors in the colormap from data values ..."><div class="figure" id="id21">
<img alt="../_images/sphx_glr_colormapnorms_thumb.png" src="../_images/sphx_glr_colormapnorms_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="colors/colormapnorms.html#sphx-glr-tutorials-colors-colormapnorms-py"><span class="std std-ref">Colormap Normalization</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Matplotlib has a number of built-in colormaps accessible via `.matplotlib.cm.get_cmap`. There ..."><div class="figure" id="id22">
<img alt="../_images/sphx_glr_colormaps_thumb.png" src="../_images/sphx_glr_colormaps_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="colors/colormaps.html#sphx-glr-tutorials-colors-colormaps-py"><span class="std std-ref">Choosing Colormaps in Matplotlib</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div style='clear:both'></div></div>
<div class="section" id="text">
<span id="tutorials-text"></span><h2>Text<a class="headerlink" href="#text" title="Permalink to this headline">¶</a></h2>
<p>matplotlib has extensive text support, including support for
mathematical expressions, truetype support for raster and
vector outputs, newline separated text with arbitrary
rotations, and unicode support. These tutorials cover
the basics of working with text in Matplotlib.</p>
<div class="sphx-glr-thumbcontainer" tooltip="Introduction to plotting and working with text in Matplotlib."><div class="figure" id="id23">
<img alt="../_images/sphx_glr_text_intro_thumb.png" src="../_images/sphx_glr_text_intro_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="text/text_intro.html#sphx-glr-tutorials-text-text-intro-py"><span class="std std-ref">Text in Matplotlib Plots</span></a></span></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="Controlling properties of text and its layout with Matplotlib."><div class="figure" id="id24">
<img alt="../_images/sphx_glr_text_props_thumb.png" src="../_images/sphx_glr_text_props_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="text/text_props.html#sphx-glr-tutorials-text-text-props-py"><span class="std std-ref">Text properties and layout</span></a></span></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="Annotating text with Matplotlib."><div class="figure" id="id25">
<img alt="../_images/sphx_glr_annotations_thumb.png" src="../_images/sphx_glr_annotations_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="text/annotations.html#sphx-glr-tutorials-text-annotations-py"><span class="std std-ref">Annotations</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="An introduction to writing mathematical expressions in Matplotlib."><div class="figure" id="id26">
<img alt="../_images/sphx_glr_mathtext_thumb.png" src="../_images/sphx_glr_mathtext_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="text/mathtext.html#sphx-glr-tutorials-text-mathtext-py"><span class="std std-ref">Writing mathematical expressions</span></a></span></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="How to typeset text with the ``pgf`` backend in Matplotlib."><div class="figure" id="id27">
<img alt="../_images/sphx_glr_pgf_thumb.png" src="../_images/sphx_glr_pgf_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="text/pgf.html#sphx-glr-tutorials-text-pgf-py"><span class="std std-ref">Typesetting With XeLaTeX/LuaLaTeX</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Rendering text with LaTeX in Matplotlib."><div class="figure" id="id28">
<img alt="../_images/sphx_glr_usetex_thumb.png" src="../_images/sphx_glr_usetex_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="text/usetex.html#sphx-glr-tutorials-text-usetex-py"><span class="std std-ref">Text rendering With LaTeX</span></a></span></p>
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<div style='clear:both'></div></div>
<div class="section" id="toolkits">
<span id="tutorials-toolkits"></span><h2>Toolkits<a class="headerlink" href="#toolkits" title="Permalink to this headline">¶</a></h2>
<p>These tutorials cover toolkits designed to extend the functionality
of Matplotlib in order to accomplish specific goals.</p>
<div class="sphx-glr-thumbcontainer" tooltip="Controlling the layout of plots with the axes_grid toolkit."><div class="figure" id="id29">
<img alt="../_images/sphx_glr_axes_grid_thumb.png" src="../_images/sphx_glr_axes_grid_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="toolkits/axes_grid.html#sphx-glr-tutorials-toolkits-axes-grid-py"><span class="std std-ref">Overview of axes_grid1 toolkit</span></a></span></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="The axisartist toolkit tutorial."><div class="figure" id="id30">
<img alt="../_images/sphx_glr_axisartist_thumb.png" src="../_images/sphx_glr_axisartist_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="toolkits/axisartist.html#sphx-glr-tutorials-toolkits-axisartist-py"><span class="std std-ref">Overview of axisartist toolkit</span></a></span></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="Generating 3D plots using the mplot3d toolkit."><div class="figure" id="id31">
<img alt="../_images/sphx_glr_mplot3d_thumb.png" src="../_images/sphx_glr_mplot3d_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="toolkits/mplot3d.html#sphx-glr-tutorials-toolkits-mplot3d-py"><span class="std std-ref">The mplot3d Toolkit</span></a></span></p>
</div>
</div><div class="toctree-wrapper compound">
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<a class="reference download internal" download="" href="../_downloads/1e213ff4bcc6ccf3128b453a862c04d2/tutorials_python.zip"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">all</span> <span class="pre">examples</span> <span class="pre">in</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">tutorials_python.zip</span></code></a></div>
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<a class="reference download internal" download="" href="../_downloads/535f1c08124c14d72d66ebe258383fbe/tutorials_jupyter.zip"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">all</span> <span class="pre">examples</span> <span class="pre">in</span> <span class="pre">Jupyter</span> <span class="pre">notebooks:</span> <span class="pre">tutorials_jupyter.zip</span></code></a></div>
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<p class="sphx-glr-signature">Keywords: matplotlib code example, codex, python plot, pyplot
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