.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "gallery/pitch_plots/plot_animation.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_gallery_pitch_plots_plot_animation.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_gallery_pitch_plots_plot_animation.py:


=========
Animation
=========

This example shows how to animate tracking data from
`metricasports <https://github.com/metrica-sports/sample-data>`_.

.. GENERATED FROM PYTHON SOURCE LINES 9-17

.. code-block:: Python


    import numpy as np
    import pandas as pd
    from matplotlib import animation
    from matplotlib import pyplot as plt

    from mplsoccer import Pitch








.. GENERATED FROM PYTHON SOURCE LINES 18-19

Load the data

.. GENERATED FROM PYTHON SOURCE LINES 19-32

.. code-block:: Python


    # load away data
    LINK1 = ('https://raw.githubusercontent.com/metrica-sports/sample-data/master/'
             'data/Sample_Game_1/Sample_Game_1_RawTrackingData_Away_Team.csv')
    df_away = pd.read_csv(LINK1, skiprows=2)
    df_away.sort_values('Time [s]', inplace=True)

    # load home data
    LINK2 = ('https://raw.githubusercontent.com/metrica-sports/sample-data/master/'
             'data/Sample_Game_1/Sample_Game_1_RawTrackingData_Home_Team.csv')
    df_home = pd.read_csv(LINK2, skiprows=2)
    df_home.sort_values('Time [s]', inplace=True)








.. GENERATED FROM PYTHON SOURCE LINES 33-34

Reset the column names

.. GENERATED FROM PYTHON SOURCE LINES 34-49

.. code-block:: Python


    # column names aren't great so this sets the player ones with _x and _y suffixes


    def set_col_names(df):
        """ Renames the columns to have x and y suffixes."""
        cols = list(np.repeat(df.columns[3::2], 2))
        cols = [col+'_x' if i % 2 == 0 else col+'_y' for i, col in enumerate(cols)]
        cols = np.concatenate([df.columns[:3], cols])
        df.columns = cols


    set_col_names(df_away)
    set_col_names(df_home)








.. GENERATED FROM PYTHON SOURCE LINES 50-51

Subset 2 seconds of data

.. GENERATED FROM PYTHON SOURCE LINES 51-56

.. code-block:: Python


    # get a subset of the data (10 seconds)
    df_away = df_away[(df_away['Time [s]'] >= 815) & (df_away['Time [s]'] < 825)].copy()
    df_home = df_home[(df_home['Time [s]'] >= 815) & (df_home['Time [s]'] < 825)].copy()








.. GENERATED FROM PYTHON SOURCE LINES 57-58

Split off the ball data, and drop the ball columns from the df_away/ df_home dataframes

.. GENERATED FROM PYTHON SOURCE LINES 58-65

.. code-block:: Python


    # split off a df_ball dataframe and drop the ball columns from the player dataframes
    df_ball = df_away[['Period', 'Frame', 'Time [s]', 'Ball_x', 'Ball_y']].copy()
    df_home.drop(['Ball_x', 'Ball_y'], axis=1, inplace=True)
    df_away.drop(['Ball_x', 'Ball_y'], axis=1, inplace=True)
    df_ball.rename({'Ball_x': 'x', 'Ball_y': 'y'}, axis=1, inplace=True)








.. GENERATED FROM PYTHON SOURCE LINES 66-67

Convert to long form. So each row is a single player's coordinates for a single frame

.. GENERATED FROM PYTHON SOURCE LINES 67-87

.. code-block:: Python



    # convert to long form from wide form
    def to_long_form(df):
        """ Pivots a dataframe from wide-form (each player as a separate column) to long form (rows)"""
        df = pd.melt(df, id_vars=df.columns[:3], value_vars=df.columns[3:], var_name='player')
        df.loc[df.player.str.contains('_x'), 'coordinate'] = 'x'
        df.loc[df.player.str.contains('_y'), 'coordinate'] = 'y'
        df = df.dropna(axis=0, how='any')
        df['player'] = df.player.str[6:-2]
        df = (df.set_index(['Period', 'Frame', 'Time [s]', 'player', 'coordinate'])['value']
              .unstack()
              .reset_index()
              .rename_axis(None, axis=1))
        return df


    df_away = to_long_form(df_away)
    df_home = to_long_form(df_home)








.. GENERATED FROM PYTHON SOURCE LINES 88-89

Show the away data

.. GENERATED FROM PYTHON SOURCE LINES 89-91

.. code-block:: Python

    df_away.head()






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>Period</th>
          <th>Frame</th>
          <th>Time [s]</th>
          <th>player</th>
          <th>x</th>
          <th>y</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>0</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>15</td>
          <td>0.52333</td>
          <td>0.15093</td>
        </tr>
        <tr>
          <th>1</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>16</td>
          <td>0.52972</td>
          <td>0.31205</td>
        </tr>
        <tr>
          <th>2</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>17</td>
          <td>0.48127</td>
          <td>0.45092</td>
        </tr>
        <tr>
          <th>3</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>18</td>
          <td>0.38463</td>
          <td>0.04628</td>
        </tr>
        <tr>
          <th>4</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>19</td>
          <td>0.25890</td>
          <td>0.07167</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 92-93

Show the home data

.. GENERATED FROM PYTHON SOURCE LINES 93-95

.. code-block:: Python

    df_home.head()






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>Period</th>
          <th>Frame</th>
          <th>Time [s]</th>
          <th>player</th>
          <th>x</th>
          <th>y</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>0</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>1</td>
          <td>0.18914</td>
          <td>0.51216</td>
        </tr>
        <tr>
          <th>1</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>10</td>
          <td>0.39725</td>
          <td>0.27164</td>
        </tr>
        <tr>
          <th>2</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>11</td>
          <td>0.05056</td>
          <td>0.44912</td>
        </tr>
        <tr>
          <th>3</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>2</td>
          <td>0.18825</td>
          <td>0.38918</td>
        </tr>
        <tr>
          <th>4</th>
          <td>1</td>
          <td>20375</td>
          <td>815.0</td>
          <td>3</td>
          <td>0.21617</td>
          <td>0.21615</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 96-97

Show the ball data

.. GENERATED FROM PYTHON SOURCE LINES 97-99

.. code-block:: Python

    df_ball.head()






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>Period</th>
          <th>Frame</th>
          <th>Time [s]</th>
          <th>x</th>
          <th>y</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>20374</th>
          <td>1</td>
          <td>20375</td>
          <td>815.00</td>
          <td>0.24042</td>
          <td>0.11311</td>
        </tr>
        <tr>
          <th>20375</th>
          <td>1</td>
          <td>20376</td>
          <td>815.04</td>
          <td>0.23729</td>
          <td>0.11115</td>
        </tr>
        <tr>
          <th>20376</th>
          <td>1</td>
          <td>20377</td>
          <td>815.08</td>
          <td>0.23415</td>
          <td>0.10919</td>
        </tr>
        <tr>
          <th>20377</th>
          <td>1</td>
          <td>20378</td>
          <td>815.12</td>
          <td>0.23102</td>
          <td>0.10723</td>
        </tr>
        <tr>
          <th>20378</th>
          <td>1</td>
          <td>20379</td>
          <td>815.16</td>
          <td>0.22789</td>
          <td>0.10528</td>
        </tr>
      </tbody>
    </table>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 100-101

Plot the animation

.. GENERATED FROM PYTHON SOURCE LINES 101-138

.. code-block:: Python


    # First set up the figure, the axis
    pitch = Pitch(pitch_type='metricasports', goal_type='line', pitch_width=68, pitch_length=105)
    fig, ax = pitch.draw(figsize=(16, 10.4))

    # then setup the pitch plot markers we want to animate
    marker_kwargs = {'marker': 'o', 'markeredgecolor': 'black', 'linestyle': 'None'}
    ball, = ax.plot([], [], ms=6, markerfacecolor='w', zorder=3, **marker_kwargs)
    away, = ax.plot([], [], ms=10, markerfacecolor='#b94b75', **marker_kwargs)  # red/maroon
    home, = ax.plot([], [], ms=10, markerfacecolor='#7f63b8', **marker_kwargs)  # purple


    # animation function
    def animate(i):
        """ Function to animate the data. Each frame it sets the data for the players and the ball."""
        # set the ball data with the x and y positions for the ith frame
        ball.set_data(df_ball.iloc[i, [3]], df_ball.iloc[i, [4]])
        # get the frame id for the ith frame
        frame = df_ball.iloc[i, 1]
        # set the player data using the frame id
        away.set_data(df_away.loc[df_away.Frame == frame, 'x'],
                      df_away.loc[df_away.Frame == frame, 'y'])
        home.set_data(df_home.loc[df_home.Frame == frame, 'x'],
                      df_home.loc[df_home.Frame == frame, 'y'])
        return ball, away, home


    # call the animator, animate so 25 frames per second
    anim = animation.FuncAnimation(fig, animate, frames=len(df_ball), interval=50, blit=True)
    plt.show()

    # note that its hard to get the ffmpeg requirements right.
    # I installed from conda-forge: see the environment.yml file in the docs folder
    # how to save animation - commented out for example
    # anim.save('example.mp4', dpi=150, fps=25,
    #          extra_args=['-vcodec', 'libx264'],
    #          savefig_kwargs={'pad_inches':0, 'facecolor':'#457E29'})



.. container:: sphx-glr-animation

    .. raw:: html

        
     <link rel="stylesheet"
     href="https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css">
     <script language="javascript">
       function isInternetExplorer() {
         ua = navigator.userAgent;
         /* MSIE used to detect old browsers and Trident used to newer ones*/
         return ua.indexOf("MSIE ") > -1 || ua.indexOf("Trident/") > -1;
       }

       /* Define the Animation class */
       function Animation(frames, img_id, slider_id, interval, loop_select_id){
         this.img_id = img_id;
         this.slider_id = slider_id;
         this.loop_select_id = loop_select_id;
         this.interval = interval;
         this.current_frame = 0;
         this.direction = 0;
         this.timer = null;
         this.frames = new Array(frames.length);

         for (var i=0; i<frames.length; i++)
         {
          this.frames[i] = new Image();
          this.frames[i].src = frames[i];
         }
         var slider = document.getElementById(this.slider_id);
         slider.max = this.frames.length - 1;
         if (isInternetExplorer()) {
             // switch from oninput to onchange because IE <= 11 does not conform
             // with W3C specification. It ignores oninput and onchange behaves
             // like oninput. In contrast, Microsoft Edge behaves correctly.
             slider.setAttribute('onchange', slider.getAttribute('oninput'));
             slider.setAttribute('oninput', null);
         }
         this.set_frame(this.current_frame);
       }

       Animation.prototype.get_loop_state = function(){
         var button_group = document[this.loop_select_id].state;
         for (var i = 0; i < button_group.length; i++) {
             var button = button_group[i];
             if (button.checked) {
                 return button.value;
             }
         }
         return undefined;
       }

       Animation.prototype.set_frame = function(frame){
         this.current_frame = frame;
         document.getElementById(this.img_id).src =
                 this.frames[this.current_frame].src;
         document.getElementById(this.slider_id).value = this.current_frame;
       }

       Animation.prototype.next_frame = function()
       {
         this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));
       }

       Animation.prototype.previous_frame = function()
       {
         this.set_frame(Math.max(0, this.current_frame - 1));
       }

       Animation.prototype.first_frame = function()
       {
         this.set_frame(0);
       }

       Animation.prototype.last_frame = function()
       {
         this.set_frame(this.frames.length - 1);
       }

       Animation.prototype.slower = function()
       {
         this.interval /= 0.7;
         if(this.direction > 0){this.play_animation();}
         else if(this.direction < 0){this.reverse_animation();}
       }

       Animation.prototype.faster = function()
       {
         this.interval *= 0.7;
         if(this.direction > 0){this.play_animation();}
         else if(this.direction < 0){this.reverse_animation();}
       }

       Animation.prototype.anim_step_forward = function()
       {
         this.current_frame += 1;
         if(this.current_frame < this.frames.length){
           this.set_frame(this.current_frame);
         }else{
           var loop_state = this.get_loop_state();
           if(loop_state == "loop"){
             this.first_frame();
           }else if(loop_state == "reflect"){
             this.last_frame();
             this.reverse_animation();
           }else{
             this.pause_animation();
             this.last_frame();
           }
         }
       }

       Animation.prototype.anim_step_reverse = function()
       {
         this.current_frame -= 1;
         if(this.current_frame >= 0){
           this.set_frame(this.current_frame);
         }else{
           var loop_state = this.get_loop_state();
           if(loop_state == "loop"){
             this.last_frame();
           }else if(loop_state == "reflect"){
             this.first_frame();
             this.play_animation();
           }else{
             this.pause_animation();
             this.first_frame();
           }
         }
       }

       Animation.prototype.pause_animation = function()
       {
         this.direction = 0;
         if (this.timer){
           clearInterval(this.timer);
           this.timer = null;
         }
       }

       Animation.prototype.play_animation = function()
       {
         this.pause_animation();
         this.direction = 1;
         var t = this;
         if (!this.timer) this.timer = setInterval(function() {
             t.anim_step_forward();
         }, this.interval);
       }

       Animation.prototype.reverse_animation = function()
       {
         this.pause_animation();
         this.direction = -1;
         var t = this;
         if (!this.timer) this.timer = setInterval(function() {
             t.anim_step_reverse();
         }, this.interval);
       }
     </script>

     <style>
     .animation {
         display: inline-block;
         text-align: center;
     }
     input[type=range].anim-slider {
         width: 374px;
         margin-left: auto;
         margin-right: auto;
     }
     .anim-buttons {
         margin: 8px 0px;
     }
     .anim-buttons button {
         padding: 0;
         width: 36px;
     }
     .anim-state label {
         margin-right: 8px;
     }
     .anim-state input {
         margin: 0;
         vertical-align: middle;
     }
     </style>

     <div class="animation">
       <img id="_anim_imgbe079a5e5f0240df9f1ab1afe047ec34">
       <div class="anim-controls">
         <input id="_anim_sliderbe079a5e5f0240df9f1ab1afe047ec34" type="range" class="anim-slider"
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           <button title="Last frame" aria-label="Last frame" onclick="animbe079a5e5f0240df9f1ab1afe047ec34.last_frame()">
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           <button title="Increase speed" aria-label="Increase speed" onclick="animbe079a5e5f0240df9f1ab1afe047ec34.faster()">
               <i class="fa fa-plus"></i></button>
         </div>
         <form title="Repetition mode" aria-label="Repetition mode" action="#n" name="_anim_loop_selectbe079a5e5f0240df9f1ab1afe047ec34"
               class="anim-state">
           <input type="radio" name="state" value="once" id="_anim_radio1_be079a5e5f0240df9f1ab1afe047ec34"
                  >
           <label for="_anim_radio1_be079a5e5f0240df9f1ab1afe047ec34">Once</label>
           <input type="radio" name="state" value="loop" id="_anim_radio2_be079a5e5f0240df9f1ab1afe047ec34"
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           <label for="_anim_radio2_be079a5e5f0240df9f1ab1afe047ec34">Loop</label>
           <input type="radio" name="state" value="reflect" id="_anim_radio3_be079a5e5f0240df9f1ab1afe047ec34"
                  >
           <label for="_anim_radio3_be079a5e5f0240df9f1ab1afe047ec34">Reflect</label>
         </form>
       </div>
     </div>


     <script language="javascript">
       /* Instantiate the Animation class. */
       /* The IDs given should match those used in the template above. */
       (function() {
         var img_id = "_anim_imgbe079a5e5f0240df9f1ab1afe047ec34";
         var slider_id = "_anim_sliderbe079a5e5f0240df9f1ab1afe047ec34";
         var loop_select_id = "_anim_loop_selectbe079a5e5f0240df9f1ab1afe047ec34";
         var frames = new Array(250);
    
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     "


         /* set a timeout to make sure all the above elements are created before
            the object is initialized. */
         setTimeout(function() {
             animbe079a5e5f0240df9f1ab1afe047ec34 = new Animation(frames, img_id, slider_id, 50.0,
                                      loop_select_id);
         }, 0);
       })()
     </script>







.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 44.723 seconds)


.. _sphx_glr_download_gallery_pitch_plots_plot_animation.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

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

      :download:`Download Jupyter notebook: plot_animation.ipynb <plot_animation.ipynb>`

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

      :download:`Download Python source code: plot_animation.py <plot_animation.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_animation.zip <plot_animation.zip>`


.. only:: html

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

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