{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from mplsoccer.pitch import Pitch\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "import math\n", "import os\n", "plt.style.use('ggplot')\n", "%config InlineBackend.figure_format='retina'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "pitch = Pitch(layout=(1, 2), figsize=(16, 9), orientation='vertical', view='half', \n", " pad_left=-25, pad_right=-25, pad_bottom=-35, \n", " label=True, axis=True,\n", " goal_type='box')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def calculate_visible(x, y, pitch):\n", " left_post, right_post = pitch.goal_right\n", " d1 = max(abs(left_post[1] - y), abs(right_post[1] - y))\n", " d2 = abs(pitch.right - x)\n", " d3 = abs(pitch.center_width - y)\n", " angle_start = math.degrees(math.atan2(d2, d1))\n", " goal_width = abs(right_post - left_post)[1]\n", " angle_deg = math.atan2(goal_width * d2 , (d2**2 + d3**2 - (goal_width / 2.) ** 2))\n", " if angle_deg < 0:\n", " angle_deg = math.pi + angle_deg\n", " angle_deg = round(math.degrees(angle_deg), 1)\n", " angle_start = round(angle_start, 1)\n", " \n", " return angle_start, angle_deg\n", " " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "x, y = (100, 30)\n", "x1, y1 = (108, 50)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 564, "width": 1144 } }, "output_type": "display_data" } ], "source": [ "pitch = Pitch(layout=(1, 2), figsize=(16, 9), orientation='vertical', view='half', #line_color='white',\n", " pad_left=-25, pad_right=-25, pad_bottom=-35, #pitch_color='grass', stripe=True,\n", " label=True, axis=True,\n", " goal_type='box')\n", "fig, axes = pitch.draw()\n", "\n", "left_post, right_post = pitch.goal_right\n", "mid_goal_y = pitch.center_width\n", "arrowstyle = dict(arrowstyle=\"-|>\", connectionstyle=\"arc3,rad=-0.1\", ec=\"blue\", fc='blue')\n", "\n", "for ax in axes:\n", " pitch.scatter([x, x1], [y, y1], ax=ax, s=400, marker='football', zorder=2)\n", " pitch.annotate(f'o = distance \\n to mid \\n line {abs(mid_goal_y - y1)}',\n", " (106, 45), ax=ax, fontsize=12, color='blue', ha='center', va='center')\n", " pitch.annotate(f'a = distance \\n to goal \\n line = {abs(pitch.right - x1)}',\n", " (111, 37), ax=ax, fontsize=12, color='blue', ha='center', va='center')\n", "\n", "# first angle\n", "pitch.lines(x, y, left_post[0], mid_goal_y,\n", " lw=1, color='#3F3F3F', ax=axes[0], zorder=1.5, linestyle='--')\n", "mid_angle1 = round(math.degrees(math.atan2(abs(mid_goal_y - y), abs(pitch.right - x))), 1)\n", "arc3 = patches.Arc((mid_goal_y, pitch.right), 10, 10, angle=270, theta1=-mid_angle1, theta2=0,\n", " ec='#3F3F3F', linewidth=2, fill=False, zorder=2)\n", "axes[0].add_patch(arc3)\n", "pitch.annotate(f'{mid_angle1}°',(113.5, 38.6), ax=axes[0], fontsize=12, color='#3F3F3F', ha='center', va='center')\n", "mid_angle2 = round(math.degrees(math.atan2(abs(mid_goal_y - y1), abs(pitch.right - x1))), 1)\n", "distance2 = round((abs(mid_goal_y - y1)**2 + abs(pitch.right - x1)**2)**0.5, 1)\n", "arc4 = patches.Arc((mid_goal_y, pitch.right), 10, 10, angle=270, theta1=0, theta2=mid_angle2,\n", " ec='blue', linewidth=2, fill=False, zorder=2)\n", "axes[0].add_patch(arc4)\n", "pitch.annotate(f'{mid_angle2}°',(116.5, 41.5), ax=axes[0], fontsize=12, color='blue', ha='center', va='center')\n", "pitch.arrows([x1, x1, x1], [y1, y1, mid_goal_y], [left_post[0], x1, left_post[0]], [mid_goal_y, mid_goal_y, mid_goal_y],\n", " width=2, color='blue', ax=axes[0], headlength=10, headwidth=10)\n", "pitch.annotate(distance2, (113, 47.5), ax=axes[0], fontsize=12, color='blue', ha='center', va='center')\n", "pitch.annotate(r'angle = $\\tan^{-1}$(o/a)', xy=(117, 41.5), xytext=(119, 48),\n", " arrowprops=arrowstyle, ax=axes[0], fontsize=12, color='blue', ha='center', va='center')\n", "distance_annotation = r'distance = $\\sqrt{o^\\mathsf{2} + a^\\mathsf{2}}$'\n", "pitch.annotate(distance_annotation, xy=(113.5, 48), xytext=(117, 50),\n", " arrowprops=arrowstyle, ax=axes[0], fontsize=12, color='blue', ha='center', va='center')\n", "axes[0].set_title('Angle and distance to the mid-goal', fontsize=18, pad=10)\n", "\n", "# second angle\n", "pitch.lines([x, x], [y, y], [left_post[0], right_post[0]], [left_post[1], right_post[1]],\n", " lw=1, ax=axes[1], color='#3F3F3F', zorder=1.5, linestyle='--')\n", "\n", "pitch.arrows([x1, x1], [y1, y1], [left_post[0], right_post[0]], [left_post[1], right_post[1]], ax=axes[1],\n", " width=2, color='blue', headlength=10, headwidth=10)\n", "angle_start1, angle_deg1 = calculate_visible(x, y, pitch)\n", "arc1 = patches.Arc((y, x), 10, 10, angle=0, theta1=angle_start1, theta2=angle_start1 + angle_deg1,\n", " ec='#3F3F3F', linewidth=2, fill=False, zorder=2)\n", "axes[1].add_patch(arc1)\n", "pitch.annotate(f'{angle_deg1}°',(x+3, y+2), ax=axes[1], fontsize=12, ha='center', va='center')\n", "\n", "angle_start2, angle_deg2 = calculate_visible(x1, y1, pitch)\n", "arc2 = patches.Arc((y1, x1), 10, 10, angle=0, theta1= 180 - angle_deg2 - angle_start2,\n", " theta2= 180 - angle_start2, ec='blue', linewidth=2, fill=False, zorder=2)\n", "axes[1].add_patch(arc2)\n", "pitch.annotate(f'{angle_deg2}°',(x1+3, y1-2.5), ax=axes[1], fontsize=12, color='blue', ha='center', va='center')\n", "pitch.arrows([x1, x1], [y1, mid_goal_y], [x1, left_post[0]], [mid_goal_y, mid_goal_y],\n", " width=2, color='blue', ax=axes[1], headlength=10, headwidth=10)\n", "angle_annotation = r'angle = $tan^{-1}\\frac{goal width * o}{o^2 + a^2 - (goal width/2)^2}$'\n", "pitch.annotate(angle_annotation, xy=(110.5, 47), xytext=(100, 45),\n", " arrowprops=arrowstyle, ax=axes[1], fontsize=16, color='blue', ha='center', va='center')\n", "\n", "axes[1].set_title('Visible angle to the goal posts', fontsize=18, pad=10)\n", "\n", "fig.savefig(os.path.join('..', 'figures', '03_angle_and_distance.png'), bbox_inches = 'tight', pad_inches = 0.1)" ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }