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<span id="sphx-glr-tutorials"></span><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 class="sphx-glr-clear"></div><div class="section" id="introductory">
<span id="tutorials-introductory"></span><span id="sphx-glr-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 align-default" id="id2">
<img alt="Usage Guide" 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><a class="headerlink" href="#id2" title="Permalink to this image">¶</a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="An introduction to the pyplot interface."><div class="figure align-default" id="id3">
<img alt="Pyplot tutorial" 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><a class="headerlink" href="#id3" title="Permalink to this image">¶</a></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 align-default" id="id4">
<img alt="Sample plots in Matplotlib" 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><a class="headerlink" href="#id4" title="Permalink to this image">¶</a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="A short tutorial on plotting images with Matplotlib."><div class="figure align-default" id="id5">
<img alt="Image tutorial" 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><a class="headerlink" href="#id5" title="Permalink to this image">¶</a></p>
</div>
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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 align-default" id="id6">
<img alt="The Lifecycle of a Plot" 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><a class="headerlink" href="#id6" title="Permalink to this image">¶</a></p>
</div>
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<div class="sphx-glr-thumbcontainer" tooltip="Tips for customizing the properties and default styles of Matplotlib."><div class="figure align-default" id="id7">
<img alt="Customizing Matplotlib with style sheets and rcParams" 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><a class="headerlink" href="#id7" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
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<div class="sphx-glr-clear"></div></div>
<div class="section" id="intermediate">
<span id="tutorials-intermediate"></span><span id="sphx-glr-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 align-default" id="id8">
<img alt="Artist tutorial" 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><a class="headerlink" href="#id8" title="Permalink to this image">¶</a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="Generating legends flexibly in Matplotlib."><div class="figure align-default" id="id9">
<img alt="Legend guide" 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><a class="headerlink" href="#id9" title="Permalink to this image">¶</a></p>
</div>
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<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 align-default" id="id10">
<img alt="Styling with cycler" 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><a class="headerlink" href="#id10" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="How to create grid-shaped combinations of axes."><div class="figure align-default" id="id11">
<img alt="Customizing Figure Layouts Using GridSpec and Other Functions" 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><a class="headerlink" href="#id11" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="How to use constrained-layout to fit plots within your figure cleanly."><div class="figure align-default" id="id12">
<img alt="Constrained Layout Guide" 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><a class="headerlink" href="#id12" title="Permalink to this image">¶</a></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 align-default" id="id13">
<img alt="Tight Layout guide" 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><a class="headerlink" href="#id13" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="The limits on an axis can be set manually (e.g. ax.set_xlim(xmin, xmax)) or Matplotlib can set ..."><div class="figure align-default" id="id14">
<img alt="Autoscaling" src="../_images/sphx_glr_autoscale_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="intermediate/autoscale.html#sphx-glr-tutorials-intermediate-autoscale-py"><span class="std std-ref">Autoscaling</span></a></span><a class="headerlink" href="#id14" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="imshow allows you to render an image (either a 2D array which will be color-mapped (based on *n..."><div class="figure align-default" id="id15">
<img alt="*origin* and *extent* in `~.Axes.imshow`" 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><a class="headerlink" href="#id15" title="Permalink to this image">¶</a></p>
</div>
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<div class="sphx-glr-clear"></div></div>
<div class="section" id="advanced">
<span id="tutorials-advanced"></span><span id="sphx-glr-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="*Blitting* is a `standard technique <https://en.wikipedia.org/wiki/Bit_blit>`__ in raster graph..."><div class="figure align-default" id="id16">
<img alt="Faster rendering by using blitting" src="../_images/sphx_glr_blitting_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="advanced/blitting.html#sphx-glr-tutorials-advanced-blitting-py"><span class="std std-ref">Faster rendering by using blitting</span></a></span><a class="headerlink" href="#id16" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Defining paths in your Matplotlib visualization."><div class="figure align-default" id="id17">
<img alt="Path Tutorial" 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><a class="headerlink" href="#id17" title="Permalink to this image">¶</a></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 align-default" id="id18">
<img alt="Path effects guide" 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><a class="headerlink" href="#id18" title="Permalink to this image">¶</a></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 align-default" id="id19">
<img alt="Transformations Tutorial" 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><a class="headerlink" href="#id19" title="Permalink to this image">¶</a></p>
</div>
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<div class="sphx-glr-clear"></div></div>
<div class="section" id="colors">
<span id="tutorials-colors"></span><span id="sphx-glr-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 in the table below to specify a color."><div class="figure align-default" id="id20">
<img alt="Specifying Colors" 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><a class="headerlink" href="#id20" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to build and customize standalone colorbars, i.e. without an attached p..."><div class="figure align-default" id="id21">
<img alt="Customized Colorbars Tutorial" 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><a class="headerlink" href="#id21" title="Permalink to this image">¶</a></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 ar..."><div class="figure align-default" id="id22">
<img alt="Creating Colormaps in Matplotlib" 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><a class="headerlink" href="#id22" title="Permalink to this image">¶</a></p>
</div>
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</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 align-default" id="id23">
<img alt="Colormap Normalization" 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><a class="headerlink" href="#id23" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="Matplotlib has a number of built-in colormaps accessible via .matplotlib.cm.get_cmap. There ar..."><div class="figure align-default" id="id24">
<img alt="Choosing Colormaps in Matplotlib" 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><a class="headerlink" href="#id24" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-clear"></div></div>
<div class="section" id="provisional">
<span id="tutorials-provisional"></span><span id="sphx-glr-tutorials-provisional"></span><h2>Provisional<a class="headerlink" href="#provisional" title="Permalink to this headline">¶</a></h2>
<p>These tutorials cover proposed APIs of any complexity. These are here
to document features that we have released, but want to get user
feedback on before committing to them. Please have a look, try them
out and give us feedback on <a class="reference external" href="https://gitter.im/matplotlib/matplotlib">gitter</a>, <a class="reference external" href="https://discourse.matplotlib.org">discourse</a>, or the <a class="reference external" href="https://mail.python.org/mailman/listinfo/matplotlib-users">the mailing list</a>! But,
be aware that we may change the APIs without warning in subsequent
versions.</p>
<div class="sphx-glr-thumbcontainer" tooltip=" This tutorial documents experimental / provisional API. We are releasing this in v3.3 to ..."><div class="figure align-default" id="id25">
<img alt="Complex and semantic figure composition" src="../_images/sphx_glr_mosaic_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="provisional/mosaic.html#sphx-glr-tutorials-provisional-mosaic-py"><span class="std std-ref">Complex and semantic figure composition</span></a></span><a class="headerlink" href="#id25" title="Permalink to this image">¶</a></p>
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</div>
<div class="sphx-glr-clear"></div></div>
<div class="section" id="text">
<span id="tutorials-text"></span><span id="sphx-glr-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 align-default" id="id26">
<img alt="Text in Matplotlib Plots" 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><a class="headerlink" href="#id26" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Controlling properties of text and its layout with Matplotlib."><div class="figure align-default" id="id27">
<img alt="Text properties and layout" 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><a class="headerlink" href="#id27" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-thumbcontainer" tooltip="Annotating text with Matplotlib."><div class="figure align-default" id="id28">
<img alt="Annotations" 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><a class="headerlink" href="#id28" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="You can use a subset TeX markup in any matplotlib text string by placing it inside a pair of do..."><div class="figure align-default" id="id29">
<img alt="Writing mathematical expressions" 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><a class="headerlink" href="#id29" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="How to typeset text with the pgf backend in Matplotlib."><div class="figure align-default" id="id30">
<img alt="Typesetting With XeLaTeX/LuaLaTeX" 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><a class="headerlink" href="#id30" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Matplotlib can use LaTeX to render text. This is activated by setting text.usetex : True in yo..."><div class="figure align-default" id="id31">
<img alt="Text rendering With LaTeX" 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><a class="headerlink" href="#id31" title="Permalink to this image">¶</a></p>
</div>
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</div>
<div class="sphx-glr-clear"></div></div>
<div class="section" id="toolkits">
<span id="tutorials-toolkits"></span><span id="sphx-glr-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 mpl_toolkits.axes_grid1 toolkit."><div class="figure align-default" id="id32">
<img alt="Overview of axes_grid1 toolkit" 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><a class="headerlink" href="#id32" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="The axisartist toolkit tutorial."><div class="figure align-default" id="id33">
<img alt="Overview of axisartist toolkit" 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><a class="headerlink" href="#id33" title="Permalink to this image">¶</a></p>
</div>
</div><div class="toctree-wrapper compound">
</div>
<div class="sphx-glr-thumbcontainer" tooltip="Generating 3D plots using the mplot3d toolkit."><div class="figure align-default" id="id34">
<img alt="The mplot3d Toolkit" 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><a class="headerlink" href="#id34" title="Permalink to this image">¶</a></p>
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<a class="reference download internal" download="" href="../_downloads/315c4c52fb68082a731b192d944e2ede/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/a5659940aa3f8f568547d47752a43172/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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