:orphan:

Examples
========

This gallery contains a selection of examples of the plots mplsoccer can create.

All of the examples can be run from `this Anaconda environment <https://github.com/andrewRowlinson/mplsoccer/blob/master/environment.yml>`_.

To install the environment yourself use the `Anaconda <https://www.anaconda.com/>`_ Prompt:

#. Copy the code above into a blank file called ``environment.yml``, then run the following command from the directory containing the file.

   .. code ::

      conda env create -f environment.yml

#. Activate the new environment:

   .. code ::

      conda activate mplsoccer
      


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------------
Radar charts
------------

Examples of plotting a radar chart using mplsoccer.



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    <div class="sphx-glr-thumbcontainer" tooltip="* mplsoccer, radar_chart module helps one to plot radar charts in a few lines of code.">

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  .. image:: /gallery/radar/images/thumb/sphx_glr_plot_radar_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_radar_plot_radar.py`

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      <div class="sphx-glr-thumbnail-title">Radar Charts</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Here we jazz up radar charts by putting the distributions inside the radar chart. You can mix and match the various elements of the Radar class to create your own version.">

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  .. image:: /gallery/radar/images/thumb/sphx_glr_plot_turbine_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_radar_plot_turbine.py`

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      <div class="sphx-glr-thumbnail-title">Turbine Charts</div>
    </div>


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------------
Pizza Plots
------------

Examples of plotting a pizza plot using mplsoccer.



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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/pizza_plots/images/thumb/sphx_glr_plot_pizza_basic_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pizza_plots_plot_pizza_basic.py`

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      <div class="sphx-glr-thumbnail-title">Basic Pizza Plot (Percentiles)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/pizza_plots/images/thumb/sphx_glr_plot_pizza_colorful_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pizza_plots_plot_pizza_colorful.py`

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      <div class="sphx-glr-thumbnail-title">Colorful Pizza (Percentiles)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/pizza_plots/images/thumb/sphx_glr_plot_pizza_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pizza_plots_plot_pizza_comparison.py`

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      <div class="sphx-glr-thumbnail-title">Comparison Pizza (Percentiles)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/pizza_plots/images/thumb/sphx_glr_plot_pizza_comparison_vary_scales_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pizza_plots_plot_pizza_comparison_vary_scales.py`

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      <div class="sphx-glr-thumbnail-title">Comparison Pizza (scales vary)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/pizza_plots/images/thumb/sphx_glr_plot_pizza_dark_theme_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pizza_plots_plot_pizza_dark_theme.py`

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      <div class="sphx-glr-thumbnail-title">Dark Theme Pizza (Percentiles)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/pizza_plots/images/thumb/sphx_glr_plot_pizza_scales_vary_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pizza_plots_plot_pizza_scales_vary.py`

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      <div class="sphx-glr-thumbnail-title">Different Scales Pizza</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/pizza_plots/images/thumb/sphx_glr_plot_pizza_different_units_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pizza_plots_plot_pizza_different_units.py`

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      <div class="sphx-glr-thumbnail-title">Different Units Pizza</div>
    </div>


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------------
Bumpy Charts
------------

Examples of plotting a bumpy chart using mplsoccer.



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    <div class="sphx-glr-thumbcontainer" tooltip="* Author: slothfulwave612">

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  .. image:: /gallery/bumpy_charts/images/thumb/sphx_glr_plot_bumpy_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_bumpy_charts_plot_bumpy.py`

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      <div class="sphx-glr-thumbnail-title">Bumpy Charts</div>
    </div>


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-------
Pitches
-------

Examples of the methods for plotting pitches in mplsoccer.



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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to animate tracking data from metricasports.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_animation_thumb.gif
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_animation.py`

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      <div class="sphx-glr-thumbnail-title">Animation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot a convex hull around a player&#x27;s events.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_convex_hull_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_convex_hull.py`

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      <div class="sphx-glr-thumbnail-title">Convex Hull</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to use cmasher colormaps and also how to make a custom colormap (cmap) in Matplotlib. Colormaps are used to map from a value to a color in a chart.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_cmap_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_cmap.py`

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      <div class="sphx-glr-thumbnail-title">Customize colormaps</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to recreate the mplcyberpunk  theme in mplsoccer.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_cyberpunk_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_cyberpunk.py`

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      <div class="sphx-glr-thumbnail-title">Cyberpunk theme</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot the location of events occurring in a match using kernel density estimation (KDE).">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_kde_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_kde.py`

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      <div class="sphx-glr-thumbnail-title">Event distribution using kdeplot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to scrape touches events from FBRef.com and plot them as a heatmap.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_fbref_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_fbref.py`

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      <div class="sphx-glr-thumbnail-title">FBRef Touches</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="You can plot formations (e.g. 4-4-2) on any mplsoccer pitch using the formation method. The formations work is a collaboration between Dmitry Mogilevsky and Andy Rowlinson.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_formations_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_formations.py`

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      <div class="sphx-glr-thumbnail-title">Formations</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="The grid method provides a convenient way to plot multiple pitches in the same figure. Unfortunately, it is often hard to control the space between pitches through Matplotlib&#x27;s plt.subplots (via the Pitch&#x27;s draw method). You have to use trial and error to get a figure looking right.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_grid_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_grid.py`

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      <div class="sphx-glr-thumbnail-title">Grid</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot all pressure events from three matches as a heatmap.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_heatmap_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_heatmap.py`

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      <div class="sphx-glr-thumbnail-title">Heatmap</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Heatmap Juego de Posición">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_heatmap_positional_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_heatmap_positional.py`

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      <div class="sphx-glr-thumbnail-title">Heatmap Juego de Posición</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot the location of events occurring in a match using hexbins.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_hexbin_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_hexbin.py`

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      <div class="sphx-glr-thumbnail-title">Hexbin plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Inspired by the Seaborn jointgrid and @n_mondon charts, jointgrid gives a handy way to put marginal axis on each side of the pitch.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_jointgrid_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_jointgrid.py`

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      <div class="sphx-glr-thumbnail-title">Jointgrid</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot special football markers designed by the wonderful Kalle Yrjänä.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_markers_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_markers.py`

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      <div class="sphx-glr-thumbnail-title">Markers</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot passes between players in a set formation. This is written by @DymondFormation">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_pass_network_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_pass_network.py`

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      <div class="sphx-glr-thumbnail-title">Pass Network</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot the passes from a team as a pass flow plot.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_flow_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_flow.py`

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      <div class="sphx-glr-thumbnail-title">Pass flow plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot all passes from a team in a match as arrows.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_arrows_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_arrows.py`

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      <div class="sphx-glr-thumbnail-title">Pass plot using arrrows</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot all passes from a team in a match as lines.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_lines_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_lines.py`

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      <div class="sphx-glr-thumbnail-title">Pass plot using lines</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot photos in your charts.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_photo_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_photo.py`

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      <div class="sphx-glr-thumbnail-title">Photos</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot the delaunay tesellation for a shot freeze frame">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_delaunay_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_delaunay.py`

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      <div class="sphx-glr-thumbnail-title">Plots Delaunay Tessellation of Players</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot a Voronoi diagram for a freeze frame.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_voronoi_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_voronoi.py`

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      <div class="sphx-glr-thumbnail-title">Plots a Voronoi diagram</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot a scatter chart.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_scatter_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_scatter.py`

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      <div class="sphx-glr-thumbnail-title">Scatter</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot a shot freeze frame.">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_shot_freeze_frame_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_shot_freeze_frame.py`

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      <div class="sphx-glr-thumbnail-title">Shot freeze frame</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example converts data from one data provider to another, based on the excellent ggsoccer (R language).">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_standardize_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_standardize.py`

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      <div class="sphx-glr-thumbnail-title">Standardize data</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="StatsBomb 360">

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  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_sb360_frame_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_sb360_frame.py`

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      <div class="sphx-glr-thumbnail-title">StatsBomb 360</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to plot a pitch with a textured background behind it.">

.. only:: html

  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_textured_background_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_textured_background.py`

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      <div class="sphx-glr-thumbnail-title">Textured background</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In these examples, we aim to size the pitches so that they are not cropped by Twitter and fit exactly in a Powerpoint slide (16:9 aspect ratio).">

.. only:: html

  .. image:: /gallery/pitch_plots/images/thumb/sphx_glr_plot_twitter_powerpoint_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_plots_plot_twitter_powerpoint.py`

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      <div class="sphx-glr-thumbnail-title">Twitter and Powerpoint friendly</div>
    </div>


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    </div>

------
Sonars
------

Examples of the methods for plotting sonars in mplsoccer.



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    <div class="sphx-glr-thumbnails">

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    <div class="sphx-glr-thumbcontainer" tooltip="The following examples show how to use the bin_statistic_sonar method to bin data by x/y coordinates and angles. More information is available on how to customize the plotted sonars in sphx_glr_gallery_sonars_plot_sonar_grid.py and sphx_glr_gallery_sonars_plot_sonar.py.">

.. only:: html

  .. image:: /gallery/sonars/images/thumb/sphx_glr_plot_bin_statistic_sonar_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_sonars_plot_bin_statistic_sonar.py`

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      <div class="sphx-glr-thumbnail-title">Bin Statistic Sonar</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="The following examples show how to use the sonar method to plot a single sonar. I have copied a layout by John Muller. However, I encourage you to try out your variations as the API allows you to mix and match different metrics for setting the slice length and colors. Given the huge array of possible combinations, you should also add a key to explain the viz because there isn’t a single standard for Sonars.">

.. only:: html

  .. image:: /gallery/sonars/images/thumb/sphx_glr_plot_sonar_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_sonars_plot_sonar.py`

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      <div class="sphx-glr-thumbnail-title">Sonar</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The following examples show how to use the sonar_grid method to plot a grid of sonars. I have copied a layout by Ted Knutson the founder of StatsBomb. However, I encourage you to try out your variations as the API allows you to mix and match different metrics for setting the slice length and colors. Given the huge array of possible combinations, you should also add a key to explain the viz because there isn’t a single standard for Sonars.">

.. only:: html

  .. image:: /gallery/sonars/images/thumb/sphx_glr_plot_sonar_grid_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_sonars_plot_sonar_grid.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Sonar Grid</div>
    </div>


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.. raw:: html

    </div>

---------
Tutorials
---------

Tutorials for soccer data.



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    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to create an expected threat (xT) model. Expected threat is a method for valuing the likelihood of scoring with possession of the ball at a position on the football pitch.">

.. only:: html

  .. image:: /gallery/tutorials/images/thumb/sphx_glr_plot_xt_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_tutorials_plot_xt.py`

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      <div class="sphx-glr-thumbnail-title">Expected threat</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example tries to make some improvements to our sphx_glr_gallery_tutorials_plot_xt.py model. Such as filtering out set pieces, changing the grid layout, and changing the simple goal probabilities with the average of a better expected goals model. Can you think of any more improvements?">

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  .. image:: /gallery/tutorials/images/thumb/sphx_glr_plot_xt_improvements_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_tutorials_plot_xt_improvements.py`

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      <div class="sphx-glr-thumbnail-title">Improvements to expected threat</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to make an alternative to the pass sonar. The pass sonar was introduced by Eliot McKinley. The idea is to use a kernel density estimator (KDE) instead of a polar bar chart that is used in the usual pass sonar.">

.. only:: html

  .. image:: /gallery/tutorials/images/thumb/sphx_glr_plot_pass_sonar_kde_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_tutorials_plot_pass_sonar_kde.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Pass Sonar Alternative</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how you can plot wedge and comet lines on normal axes.">

.. only:: html

  .. image:: /gallery/tutorials/images/thumb/sphx_glr_plot_wedges_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_tutorials_plot_wedges.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot wedges</div>
    </div>


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.. raw:: html

    </div>

---------
StatsBomb
---------

Using real StatsBomb data for plotting.



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    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="mplsoccer contains functions to return StatsBomb data in a flat, tidy dataframe. However, if you want to flatten the json into a dictionary you can also set dataframe=False.">

.. only:: html

  .. image:: /gallery/statsbomb/images/thumb/sphx_glr_plot_statsbomb_data_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_statsbomb_plot_statsbomb_data.py`

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      <div class="sphx-glr-thumbnail-title">StatsBomb</div>
    </div>


.. thumbnail-parent-div-close

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    </div>

-----------
Pitch setup
-----------

How drawing the pitch works.



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    <div class="sphx-glr-thumbcontainer" tooltip="This example is used to explain why you should use mplsoccer&#x27;s standardization technique. It shows how pitches stretch to fit pitches of a fixed dimension. More details are available in the Standardize data example.">

.. only:: html

  .. image:: /gallery/pitch_setup/images/thumb/sphx_glr_plot_explain_standardizer_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_setup_plot_explain_standardizer.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Explain the Standardizer</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="First we import the Pitch classes and matplotlib">

.. only:: html

  .. image:: /gallery/pitch_setup/images/thumb/sphx_glr_plot_pitches_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_setup_plot_pitches.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Pitch Basics</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="A key design principle of mplsoccer is to support  different data providers by changing the pitch_type argument.">

.. only:: html

  .. image:: /gallery/pitch_setup/images/thumb/sphx_glr_plot_pitch_types_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_setup_plot_pitch_types.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Pitch Types</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Pitch comparison">

.. only:: html

  .. image:: /gallery/pitch_setup/images/thumb/sphx_glr_plot_compare_pitches_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_setup_plot_compare_pitches.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Pitch comparison</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Quick start">

.. only:: html

  .. image:: /gallery/pitch_setup/images/thumb/sphx_glr_plot_quick_start_thumb.png
    :alt:

  :ref:`sphx_glr_gallery_pitch_setup_plot_quick_start.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Quick start</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:
   :includehidden:


   /gallery/radar/index.rst
   /gallery/pizza_plots/index.rst
   /gallery/bumpy_charts/index.rst
   /gallery/pitch_plots/index.rst
   /gallery/sonars/index.rst
   /gallery/tutorials/index.rst
   /gallery/statsbomb/index.rst
   /gallery/pitch_setup/index.rst


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: gallery_python.zip </gallery/gallery_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: gallery_jupyter.zip </gallery/gallery_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_