{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Tracking data visualization\n\n**Hello everyone!**\n\nAs a great sports fan, I'm always more than happy to participate in sport's competitions on Kaggle! \nAmerical football has always fascinated me, but unfortunately as a European, I might don't fully understand all the rules, so if you find any error in this notebook - you're more than welcome to correct me :)\n\n* **The goal of this notebook is to build a tool to visualize matches more nicely.**\n* **Visualized tracking data can allow us to understand data better and develop better solutions**\n* **You'll learn how to draw pitch in matplotlib**\n* **You'll learn how to create animations**\n* **You'll learn how to create ipywidgets, making your notebooks interactive**\n* **The Whole tool is implemented in sole matplotlib which I hope makes this notebook even more didactic**\n\n*I hope that code is self-explanatory but if anything is unclear - just let me know and I will do my best to help!*\n\n# I invite you to ebmark on this journey with me - let's visualize and animate tracking data together.","metadata":{"execution":{"iopub.status.busy":"2021-09-25T18:03:54.527711Z","iopub.execute_input":"2021-09-25T18:03:54.528011Z","iopub.status.idle":"2021-09-25T18:03:55.229162Z","shell.execute_reply.started":"2021-09-25T18:03:54.527984Z","shell.execute_reply":"2021-09-25T18:03:55.228593Z"}}},{"cell_type":"markdown","source":"# Football field\n\n**From wiki:**\n> The rectangular field of play used for American football games measures 100 yards (91.44 m) long between the goal lines, and 160 feet (48.8 m) (53+1⁄3 yards) wide. The field is made of grass. In addition, there are end zones extending another 10 yards (9.144 m) past the goal lines to the \"end lines\", for a total length of 120 yards (109.7 m). When the \"football field\" is used as unit of measurement, it is usually understood to mean 100 yards (91.44 m), although technically the full length of the official field, including the end zones, is 120 yards (109.7 m). There is a goal centered on each end line, with a crossbar 10 feet (3.0 m) above the ground and goalposts 18 feet 6 inches (5.64 m) apart extending at least 35 feet (11 m) above the crossbar. Between the goal lines, additional lines span the width of the field at 5-yard intervals.\n\n**Visualizations in this notebook are based on the above informations from Wikipedia and the the image provided by competition's organizers**\n\n![image.png](attachment:24d9a880-59b6-435e-8cb5-6057559934f6.png)","metadata":{},"attachments":{"24d9a880-59b6-435e-8cb5-6057559934f6.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Let's draw football pitch in matplotlib","metadata":{}},{"cell_type":"code","source":"import matplotlib.patches as patches\nfrom matplotlib.patches import Arc\nfrom matplotlib import pyplot as plt\nimport matplotlib.patches as mpatches\n\n# Change size of the figure\nplt.rcParams['figure.figsize'] = [20, 16]\ndef drawPitch(width, height, color=\"w\"):\n    fig = plt.figure()\n    ax = plt.axes(xlim=(-10, width + 30), ylim=(-15, height + 5))\n    plt.axis('off')\n\n    # Grass around pitch\n    rect = patches.Rectangle((-10, -5), width + 40, height + 10, linewidth=1, facecolor='#3f995b', capstyle='round')\n    ax.add_patch(rect)\n    ###################\n\n    # Pitch boundaries\n    rect = plt.Rectangle((0, 0), width + 20, height, ec=color, fc=\"None\", lw=2)\n    ax.add_patch(rect)\n    ###################\n\n    # vertical lines - every 5 yards\n    for i in range(21):\n        plt.plot([10 + 5 * i, 10 + 5 * i], [0, height], c=\"w\", lw=2)\n    ###################\n        \n    # distance markers - every 10 yards\n    for yards in range(10, width, 10):\n        yards_text = yards if yards <= width / 2 else width - yards\n        # top markers\n        plt.text(10 + yards - 2, height - 7.5, yards_text, size=20, c=\"w\", weight=\"bold\")\n        # botoom markers\n        plt.text(10 + yards - 2, 7.5, yards_text, size=20, c=\"w\", weight=\"bold\", rotation=180)\n    ###################\n\n    # yards markers - every yard\n    # bottom markers\n    for x in range(20):\n        for j in range(1, 5):\n            plt.plot([10 + x * 5 + j, 10 + x * 5 + j], [1, 3], color=\"w\", lw=3)\n\n    # top markers\n    for x in range(20):\n        for j in range(1, 5):\n            plt.plot([10 + x * 5 + j, 10 + x * 5 + j], [height - 1, height - 3], color=\"w\", lw=3)\n\n    # middle bottom markers\n    y = (height - 18.5) / 2\n    for x in range(20):\n        for j in range(1, 5):\n            plt.plot([10 + x * 5 + j, 10 + x * 5 + j], [y, y + 2], color=\"w\", lw=3)\n\n    # middle top markers\n    for x in range(20):\n        for j in range(1, 5):\n            plt.plot([10 + x * 5 + j, 10 + x * 5 + j], [height - y, height - y - 2], color=\"w\", lw=3)\n    ###################\n\n    # draw home end zone\n    plt.text(2.5, (height - 10) / 2, \"HOME\", size=40, c=\"w\", weight=\"bold\", rotation=90)\n    rect = plt.Rectangle((0, 0), 10, height, ec=color, fc=\"#0064dc\", lw=2)\n    ax.add_patch(rect)\n\n    # draw away end zone    \n    plt.text(112.5, (height - 10) / 2, \"AWAY\", size=40, c=\"w\", weight=\"bold\", rotation=-90)\n    rect = plt.Rectangle((width + 10, 0), 10, height, ec=color, fc=\"#c80014\", lw=2)\n    ax.add_patch(rect)\n    ###################\n    \n    # draw extra spot point\n    # left\n    y = (height - 3) / 2\n    plt.plot([10 + 2, 10 + 2], [y, y + 3], c=\"w\", lw=2)\n    \n    # right\n    plt.plot([width + 10 - 2, width + 10 - 2], [y, y + 3], c=\"w\", lw=2)\n    ###################\n    \n    # draw goalpost\n    goal_width = 6 # yards\n    y = (height - goal_width) / 2\n    # left\n    plt.plot([0, 0], [y, y + goal_width], \"-\", c=\"y\", lw=10, ms=20)\n    # right\n    plt.plot([width + 20, width + 20], [y, y + goal_width], \"-\", c=\"y\", lw=10, ms=20)\n    \n    return fig, ax\n\nfig, ax = drawPitch(100, 53.3)","metadata":{"execution":{"iopub.status.busy":"2021-09-25T19:38:25.638835Z","iopub.execute_input":"2021-09-25T19:38:25.639461Z","iopub.status.idle":"2021-09-25T19:38:26.394308Z","shell.execute_reply.started":"2021-09-25T19:38:25.639302Z","shell.execute_reply":"2021-09-25T19:38:26.393545Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Load tracking data\n\nFor simplicity I use data only from 2018","metadata":{}},{"cell_type":"code","source":"import pandas as pd\ndf = pd.read_csv(\"/kaggle/input/nfl-big-data-bowl-2022/tracking2018.csv\")\nprint(df)\n\ngames_ids = {}\ngames = df.groupby(by=[\"gameId\"])\nfor game, data in games:\n    games_ids[game] = list(set(data.playId.tolist()))","metadata":{"execution":{"iopub.status.busy":"2021-09-25T19:38:31.216760Z","iopub.execute_input":"2021-09-25T19:38:31.217539Z","iopub.status.idle":"2021-09-25T19:39:13.717787Z","shell.execute_reply.started":"2021-09-25T19:38:31.217490Z","shell.execute_reply":"2021-09-25T19:39:13.717073Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Prepare data for visualization","metadata":{}},{"cell_type":"code","source":"def extract_one_game(game_id, play_id):\n    game = df[(df.gameId == game_id) & (df.playId == play_id)]\n    home = {}\n    away = {}\n    balls = []\n    \n    players = game.sort_values(['frameId'], ascending=True).groupby('nflId')\n    for id, dx in players:\n        jerseyNumber = int(dx.jerseyNumber.iloc[0])\n        if dx.team.iloc[0] == \"home\":\n            home[jerseyNumber] = list(zip(dx.x.tolist(), dx.y.tolist()))\n        elif dx.team.iloc[0] == \"away\":\n            away[jerseyNumber] = list(zip(dx.x.tolist(), dx.y.tolist()))\n\n\n    ball_df = game.sort_values(['frameId'], ascending=True) \n    ball_df = ball_df[ball_df.team == \"football\"]\n    balls = list(zip(ball_df.x.tolist(), ball_df.y.tolist()))\n    return home, away, balls","metadata":{"execution":{"iopub.status.busy":"2021-09-25T19:41:16.781524Z","iopub.execute_input":"2021-09-25T19:41:16.782459Z","iopub.status.idle":"2021-09-25T19:41:16.791628Z","shell.execute_reply.started":"2021-09-25T19:41:16.782415Z","shell.execute_reply":"2021-09-25T19:41:16.790541Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Function animating tracking data\nI didn't find information about tracking data frequency, so I arbitrary chose 10Hz (one frame per 100ms), which looks smooth","metadata":{}},{"cell_type":"code","source":"from matplotlib import animation\nfrom IPython.display import HTML\ndef animate_one_play(game_id, play_id):\n    fig, ax = drawPitch(100, 53.3)\n    \n    home, away, balls = extract_one_game(game_id, play_id)\n\n    team_left, = ax.plot([], [], 'o', markersize=20, markerfacecolor=\"r\", markeredgewidth=2, markeredgecolor=\"white\", zorder=7)\n    team_right, = ax.plot([], [], 'o', markersize=20, markerfacecolor=\"b\", markeredgewidth=2, markeredgecolor=\"white\", zorder=7)\n    ball, = ax.plot([], [], 'o', markersize=10, markerfacecolor=\"black\", markeredgewidth=2, markeredgecolor=\"white\", zorder=7)\n    drawings = [team_left, team_right, ball]\n\n    def init():\n        team_left.set_data([], [])\n        team_right.set_data([], [])\n        ball.set_data([], [])\n        return drawings\n\n    def draw_teams(i):\n        X = []\n        Y = []\n        for k, v in home.items():\n            x, y = v[i]\n            X.append(x)\n            Y.append(y)\n        team_left.set_data(X, Y)\n        \n        X = []\n        Y = []\n        for k, v in away.items():\n            x, y = v[i]\n            X.append(x)\n            Y.append(y)\n        team_right.set_data(X, Y)\n\n    def animate(i):\n        draw_teams(i)\n        \n        x, y = balls[i]\n        ball.set_data([x, y])\n        return drawings\n    \n    # !May take a while!\n    anim = animation.FuncAnimation(fig, animate, init_func=init,\n                                   frames=len(balls), interval=100, blit=True)\n\n    return HTML(anim.to_html5_video())\n","metadata":{"execution":{"iopub.status.busy":"2021-09-25T19:42:12.229625Z","iopub.execute_input":"2021-09-25T19:42:12.230563Z","iopub.status.idle":"2021-09-25T19:42:12.244125Z","shell.execute_reply.started":"2021-09-25T19:42:12.230511Z","shell.execute_reply":"2021-09-25T19:42:12.243291Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Let's animate single play!","metadata":{}},{"cell_type":"code","source":"animate_one_play(2018123000, 36)","metadata":{"execution":{"iopub.status.busy":"2021-09-25T19:42:25.994357Z","iopub.execute_input":"2021-09-25T19:42:25.994703Z","iopub.status.idle":"2021-09-25T19:42:39.576057Z","shell.execute_reply.started":"2021-09-25T19:42:25.994667Z","shell.execute_reply":"2021-09-25T19:42:39.575009Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Let's add some interactivity\nFrom provided dropdown widgets you can choose a demanded game.\n\n**Animation's creation can take a while (depending on play's length - sometimes even up to 60s, so don't give up after clicking start)**","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport ipywidgets as widgets\nfrom IPython.display import display,clear_output\nfrom ipywidgets import Output, Button\n\noutput = Output()\nstart = Button(description=\"Start\")\nplays_widget = widgets.Dropdown(\n    options=list(games_ids.keys()),\n    value=list(games_ids.keys())[0],\n    description='Game id:',\n    disabled=False,\n)\ngames_widget = widgets.Dropdown(\n    options=games_ids[list(games_ids.keys())[0]],\n    value=games_ids[list(games_ids.keys())[0]][0],\n    description='Play id:',\n    disabled=False,\n)\ndef click_start(b):\n    with output:\n        clear_output()\n        display(animate_one_play(plays_widget.value, games_widget.value))\n       \nstart.on_click(click_start)\ndef on_change(change):\n    with output:\n        games_widget.options = games_ids[change.owner.value]\n\nplays_widget.observe(on_change)\n\ndisplay(plays_widget, games_widget, start, output)","metadata":{"execution":{"iopub.status.busy":"2021-09-25T19:43:00.495182Z","iopub.execute_input":"2021-09-25T19:43:00.495530Z","iopub.status.idle":"2021-09-25T19:43:00.593150Z","shell.execute_reply.started":"2021-09-25T19:43:00.495495Z","shell.execute_reply":"2021-09-25T19:43:00.592168Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Summary \nI hope you're gonna enjoy my notebook. The above code can be easily used within your pipeline. Obviously, more features (like players' directions) can be added to the plot, but I think for illustration purposes, current features are the most significant. I truly believe:\n\n> The greatest value of a picture is when it forces us to notice what we never expected to see.\n> \nand hope my dataViz will allow you to better understand the problem and create better agents.\n\n# **Can't wait to see your feedback - I will truly appreciate your comments and try to improve my work! Good luck in the competition!**","metadata":{}}]}