From 6fa4b57739bf5cb8f7baf7fdb9ce6f79c69e32ab Mon Sep 17 00:00:00 2001 From: Koushik R Kirugulige Date: Mon, 9 Nov 2020 17:29:20 +0530 Subject: [PATCH] invert y_axis and hide ticks added --- 11tegen11 position map.ipynb | 40 ++++++++++++++++++++++-------------- 1 file changed, 25 insertions(+), 15 deletions(-) diff --git a/11tegen11 position map.ipynb b/11tegen11 position map.ipynb index 04153b2..12f49e9 100644 --- a/11tegen11 position map.ipynb +++ b/11tegen11 position map.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -37,15 +37,16 @@ "from matplotlib.offsetbox import OffsetImage\n", "import StatsbombPitch as sb\n", "from functools import reduce\n", + "from pandas.io.json import json_normalize\n", "\n", "Xg_req = pd.DataFrame(data=None)\n", "\n", "filename = '69275.json' # remove the comment line to work for this match\n", - "with codecs.open(\"%s\" % path + filename,encoding='utf-8') as data_file: \n", + "with codecs.open(\"%s\" % path + filename,encoding='utf-8') as data_file: \n", " data = json.load(data_file)\n", " df = pd.DataFrame(data=None)\n", " \n", - " df = pd.json_normalize(data, sep = \"_\")\n", + " df = json_normalize(data, sep = \"_\")\n", " \n", " #df = df[(df['type_name'] == \"Shot\")]\n", " #df = df.loc[:,['location','shot_body_part_id','shot_end_location','shot_one_on_one','shot_technique_id','shot_type_id','under_pressure','shot_outcome_id']]\n", @@ -59,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -72,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -98,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -352,12 +353,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -372,8 +373,8 @@ "players = home_team_list\n", "#fig=plt.figure() #set up the figures\n", "sb.sb_pitch(\"#195905\",\"#faf0e6\",\"horizontal\",\"full\")\n", - "plt.axis('on')\n", - "plt.gca().invert_yaxis()\n", + "plt.axis('off')\n", + "\n", "for player in players:\n", " x_avg = 0\n", " y_avg = 0\n", @@ -392,17 +393,21 @@ " #print(x_avg,y_avg,players[player])\n", " plt.scatter(x_avg, y_avg, s= (3 *touches ),color=\"red\",edgecolors=\"black\",zorder = 15) \n", " plt.annotate(player, (x_avg, y_avg),zorder = 20,color = 'white')\n", + " plt.gca().invert_yaxis()\n", + " plt.annotate(\"\", xy=(25, 75), xytext=(5, 75),\n", + " arrowprops=dict(arrowstyle=\"->\", linewidth=2))\n", + " plt.text(7,73,'Attack',fontsize=20,color = 'white')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -416,7 +421,7 @@ "source": [ "players = away_list #['Alisson Ramsés Becker','Fágner Conserva Lemos','Fernando Luiz Rosa','Gabriel Fernando de Jesus','João Miranda de Souza Filho','José Paulo Bezzera Maciel Júnior','Marcelo Vieira da Silva Júnior','Neymar da Silva Santos Junior','Philippe Coutinho Correia','Thiago Emiliano da Silva','Willian Borges da Silva']\n", "sb.sb_pitch(\"#195905\",\"#faf0e6\",\"horizontal\",\"full\")\n", - "plt.axis('on')\n", + "plt.axis('off')\n", "for player in players:\n", " x_avg = 0\n", " y_avg = 0\n", @@ -434,6 +439,11 @@ " #print(x_avg,y_avg,players[player])\n", " plt.scatter(x_avg, y_avg, s= (3 *touches ),color=\"red\",edgecolors=\"black\",zorder = 15) \n", " plt.annotate(player, (x_avg, y_avg),zorder = 20,color = 'white')\n", + " plt.annotate(\"\", xy=(25, 75), xytext=(5, 75),\n", + " arrowprops=dict(arrowstyle=\"->\", linewidth=2))\n", + " plt.text(7,73,'Attack',fontsize=20,color = 'white')\n", + " plt.gca().invert_yaxis()\n", + "\n", "plt.show()" ] } @@ -454,7 +464,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.7.6" } }, "nbformat": 4,