.. _sphx_glr_gallery_tutorials:

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

Tutorials for soccer data.



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <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`

.. raw:: html

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


.. raw:: html

    <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?">

.. only:: html

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

  :ref:`sphx_glr_gallery_tutorials_plot_xt_improvements.py`

.. raw:: html

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


.. raw:: html

    <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>


.. raw:: html

    <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>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /gallery/tutorials/plot_xt
   /gallery/tutorials/plot_xt_improvements
   /gallery/tutorials/plot_pass_sonar_kde
   /gallery/tutorials/plot_wedges