{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Voronoi Diagrams in Football\n", "\n", "We need to find new metrics for Defenders, above things like tackles and interceptions, because Positioning is the most important defensive skill for a defender - and it isn't being measured at all.\n", "\n", "> 'If I have to make a tackle then I have already made a mistake' - Paolo Maldini\n", "\n", "For a defender, the goal is to get to each location faster than the opposing players.\n", "\n", "Conversely, the goal for the attacking team is to create space - i.e., to generate gaps in defensive coverage of the field.\n", "What are Voronoi Diagrams?\n", "\n", "### What are Voronoi Diagrams?\n", "\n", "If you haven't wikipediaed that yet, here is the definition:\n", "\n", "> In mathematics, a Voronoi diagram is a partitioning of a plane into regions based on distance to points in a specific subset of the plane. That set of points (called seeds, sites, or generators) is specified beforehand, and for each seed there is a corresponding region consisting of all points closer to that seed than to any other.\n", "\n", "Follow the link below if you want to learn more: https://en.wikipedia.org/wiki/Voronoi_diagram" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from matplotlib.patches import Ellipse\n", "import matplotlib.patheffects as path_effects\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('../datasets/BRA_0-[5]_GER_positional_data.csv', index_col=(0,1))\n", "dfPlayers = pd.read_csv('../datasets/BRA_0-[5]_GER_player_data.csv', index_col=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Drawing the basic pitch" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_SIZE = 105.0\n", "Y_SIZE = 68.0\n", "\n", "BOX_HEIGHT = (16.5*2 + 7.32)/Y_SIZE*100\n", "BOX_WIDTH = 16.5/X_SIZE*100\n", "\n", "GOAL = 7.32/Y_SIZE*100\n", "\n", "GOAL_AREA_HEIGHT = 5.4864*2/Y_SIZE*100 + GOAL\n", "GOAL_AREA_WIDTH = 5.4864/X_SIZE*100\n", "\n", "SCALERS = np.array([X_SIZE/100, Y_SIZE/100])\n", "\n", "def draw_pitch(dpi=100):\n", " \"\"\"Sets up field\n", " Returns matplotlib fig and axes objects.\n", " \"\"\"\n", "\n", " fig = plt.figure(figsize=(12.8, 7.2), dpi=dpi) #(X_SIZE/10, Y_SIZE/10)\n", " fig.patch.set_facecolor('#a8bc95') #complementary: #80a260 e #95bbbc, opposing: #bc95a8 & #bc9f95\n", "\n", " axes = fig.add_subplot(1, 1, 1)\n", " axes.set_axis_off()\n", " axes.set_facecolor('#a8bc95')\n", " axes.xaxis.set_visible(False)\n", " axes.yaxis.set_visible(False)\n", "\n", " axes.set_xlim(0,100)\n", " axes.set_ylim(0,100)\n", "\n", " plt.xlim([-13.32, 113.32])\n", " plt.ylim([-5, 105])\n", "\n", " fig.tight_layout(pad=3)\n", "\n", " draw_patches(axes)\n", "\n", " return fig, axes\n", "\n", "def draw_patches(axes):\n", " \"\"\"\n", " Draws basic field shapes on an axes\n", " \"\"\"\n", " #pitch\n", " axes.add_patch(plt.Rectangle((0, 0), 100, 100,\n", " edgecolor=\"white\", facecolor=\"none\"))\n", "\n", " #half-way line\n", " axes.add_line(plt.Line2D([50, 50], [100, 0],\n", " c='w'))\n", "\n", " #penalty areas\n", " axes.add_patch(plt.Rectangle((100-BOX_WIDTH, (100-BOX_HEIGHT)/2), BOX_WIDTH, BOX_HEIGHT,\n", " ec='w', fc='none'))\n", " axes.add_patch(plt.Rectangle((0, (100-BOX_HEIGHT)/2), BOX_WIDTH, BOX_HEIGHT,\n", " ec='w', fc='none'))\n", "\n", " #goal areas\n", " axes.add_patch(plt.Rectangle((100-GOAL_AREA_WIDTH, (100-GOAL_AREA_HEIGHT)/2), GOAL_AREA_WIDTH, GOAL_AREA_HEIGHT,\n", " ec='w', fc='none'))\n", " axes.add_patch(plt.Rectangle((0, (100-GOAL_AREA_HEIGHT)/2), GOAL_AREA_WIDTH, GOAL_AREA_HEIGHT,\n", " ec='w', fc='none'))\n", "\n", " #goals\n", " axes.add_patch(plt.Rectangle((100, (100-GOAL)/2), 1, GOAL,\n", " ec='w', fc='none'))\n", " axes.add_patch(plt.Rectangle((0, (100-GOAL)/2), -1, GOAL,\n", " ec='w', fc='none'))\n", "\n", "\n", " #halfway circle\n", " axes.add_patch(Ellipse((50, 50), 2*9.15/X_SIZE*100, 2*9.15/Y_SIZE*100,\n", " ec='w', fc='none'))\n", "\n", " return axes\n", "\n", "draw_pitch()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Drawing Players and the Ball" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def draw_frame(df, dfPlayers, t, text_color='black'):\n", " f = int(t*20)\n", " fig, ax = draw_pitch()\n", " dfFrame = df.loc[f]\n", "\n", " for pid in dfFrame.index:\n", " if pid==0:\n", " #formatting for ball (id==0)\n", " try:\n", " z = dfFrame.loc[pid]['z']\n", " except:\n", " z = 0\n", " size = 1.3+z\n", " lw = 0.7\n", " color='black'\n", " edge='white'\n", " zorder = 100\n", " else:\n", " #formatting for players\n", " size = 3\n", " lw = 2\n", " edge = dfPlayers.loc[pid]['edgecolor']\n", "\n", " color = dfPlayers.loc[pid]['bgcolor']\n", " if dfPlayers.loc[pid]['team']=='attack':\n", " zorder = 21\n", " else:\n", " zorder = 20\n", "\n", " ax.add_artist(Ellipse((dfFrame.loc[pid]['x'],\n", " dfFrame.loc[pid]['y']),\n", " size/X_SIZE*100, size/Y_SIZE*100,\n", " edgecolor=edge,\n", " linewidth=lw,\n", " facecolor=color,\n", " alpha=0.8,\n", " zorder=zorder))\n", "\n", " if pid!=0:\n", " s = dfPlayers.loc[pid]['player_num']\n", " if not(pd.isnull(s)):\n", " if isinstance(s, float):\n", " s=int(s)\n", " text = plt.text(dfFrame.loc[pid]['x'],dfFrame.loc[pid]['y'],str(s),\n", " horizontalalignment='center', verticalalignment='center',\n", " fontsize=8, color=text_color, zorder=22, alpha=0.8)\n", "\n", " text.set_path_effects([path_effects.Stroke(linewidth=1, foreground=text_color, alpha=0.8),\n", " path_effects.Normal()])\n", "\n", " return fig, ax, dfFrame\n", "\n", "\n", "draw_frame(df, dfPlayers, t=2)\n", "\n", "0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Working with Voronoi Diagrams\n", "\n", "We will be using two Python packages:\n", "\n", "* **SciPY:** the library for scientific computing, which includes important spatial functions, particularly `Voronoi`\n", "\n", "* **Shapely:** a package for manipulation and analysis of planar geometric objects, will take the data from SciPy and transform it for matplotlib" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from scipy.spatial import ConvexHull\n", "from scipy.spatial import Voronoi\n", "\n", "from shapely.ops import cascaded_union\n", "from shapely.geometry import Polygon\n", "from shapely.geometry import MultiPoint\n", "from shapely import affinity" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "direction = -1\n", "\n", "def draw_voronoi(df, dfPlayers, t):\n", " fig, ax, dfFrame = draw_frame(df, dfPlayers, t)\n", " vor, dfVor = calculate_voronoi(dfFrame, dfPlayers)\n", " for index, region in enumerate(vor.regions):\n", " if not -1 in region:\n", " if len(region)>0:\n", " try:\n", " pl = dfVor[dfVor['region']==index]\n", " polygon = Polygon([vor.vertices[i] for i in region]/SCALERS)\n", " color = pl['bgcolor'].values[0]\n", " x, y = polygon.exterior.xy\n", " plt.fill(x, y, c=color, alpha=0.30)\n", " except IndexError:\n", " pass\n", " except AttributeError:\n", " pass\n", "\n", " plt.scatter(dfVor['x'], dfVor['y'], c=dfVor['bgcolor'], alpha=0.2)\n", " return fig, ax, dfFrame\n", "\n", "def calculate_voronoi(dfFrame, dfPlayers):\n", " dfTemp = dfFrame.copy().drop(0, errors='ignore').join(dfPlayers, rsuffix='_dup')\n", "\n", " values = np.vstack((dfTemp[['x', 'y']].values*SCALERS,\n", " [-1000,-1000],\n", " [+1000,+1000],\n", " [+1000,-1000],\n", " [-1000,+1000]\n", " ))\n", "\n", " vor = Voronoi(values)\n", "\n", " dfTemp['region'] = vor.point_region[:-4]\n", "\n", " return vor, dfTemp\n", "\n", "\n", "draw_voronoi(df, dfPlayers, t=2.5)\n", "\n", "0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Focusing on the action" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "direction = -1\n", "\n", "def draw_voronoi(df, dfPlayers, t):\n", " fig, ax, dfFrame = draw_frame(df, dfPlayers, t)\n", "\n", " #defining the area of interest\n", " ball_x_coord = dfFrame.loc[0]['x']\n", " dangerpoints = np.array([[50+direction*50, (100-GOAL_AREA_HEIGHT)/2],\n", " [50+direction*50, (100+GOAL_AREA_HEIGHT)/2],\n", " [50+direction*(50-ball_x_coord/2), 100/2],\n", " [50+direction*(50-ball_x_coord/2), (100-(1.5*BOX_HEIGHT)/2)/2],\n", " [50+direction*(50-ball_x_coord/2), (100+(1.5*BOX_HEIGHT)/2)/2]\n", " ])\n", " \n", " polygon_danger = Polygon(dangerpoints)\n", " x, y = polygon_danger.exterior.xy\n", "\n", " points = np.vstack([dfFrame.loc[0][['x','y']].values,\n", " dangerpoints\n", " ])\n", "\n", " polygon_of_interest = Polygon(points[ConvexHull(points).vertices]).buffer(5)\n", "\n", " vor, dfVor = calculate_voronoi(dfFrame, dfPlayers)\n", " for index, region in enumerate(vor.regions):\n", " if not -1 in region:\n", " if len(region)>0:\n", " try:\n", " pl = dfVor[dfVor['region']==index]\n", " polygon = Polygon([vor.vertices[i] for i in region]/SCALERS)\n", " polygon_interest = polygon.intersection(polygon_of_interest)\n", " color = pl['bgcolor'].values[0]\n", " x, y = polygon_interest.exterior.xy\n", " plt.fill(x, y, c=color, alpha=0.30)\n", " except IndexError:\n", " pass\n", " except AttributeError:\n", " pass\n", "\n", " plt.scatter(dfVor['x'], dfVor['y'], c=dfVor['bgcolor'], alpha=0.2)\n", " return fig, ax, dfFrame\n", "\n", "def calculate_voronoi(dfFrame, dfPlayers):\n", " dfTemp = dfFrame.copy().drop(0, errors='ignore').join(dfPlayers, rsuffix='_dup')\n", "\n", " values = np.vstack((dfTemp[['x', 'y']].values*SCALERS,\n", " #adding far away points guarantee that the whole pitch is covered by the voronoi\n", " [-1000,-1000], \n", " [+1000,+1000],\n", " [+1000,-1000],\n", " [-1000,+1000]\n", " ))\n", "\n", " vor = Voronoi(values)\n", "\n", " dfTemp['region'] = vor.point_region[:-4]\n", "\n", " return vor, dfTemp\n", "\n", "\n", "draw_voronoi(df, dfPlayers, t=1.5)\n", "draw_voronoi(df, dfPlayers, t=3.5)\n", "\n", "0" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }