{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Viz Showing The Ballon d'Or votings by players and the vote count recieved by each player for the respective position" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import json\n", "from pandas.io.json import json_normalize\n", "import numpy as np\n", "import seaborn as sns\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Arc, Rectangle, ConnectionPatch\n", "from matplotlib.offsetbox import OffsetImage\n", "#import squarify\n", "from functools import reduce\n", "import os\n", "\n", "df = pd.read_csv('Balon d\\'Or 2019 Stats - Sheet1.csv')\n", "df = df.dropna()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Country12345
1AlbaniaRonaldoVan DijkMessiAlissonSalah
2AlgeriaManeMessiMahrezVan DijkAguero
4AndorraMessiSalahMbappeDe JongRonaldo
5AngolaVan DijkRonaldoMessiSalahMane
6ArgentinaMessiRonaldoAgueroVan DijkBenzema
\n", "
" ], "text/plain": [ " Country 1 2 3 4 5\n", "1 Albania Ronaldo Van Dijk Messi Alisson Salah\n", "2 Algeria Mane Messi Mahrez Van Dijk Aguero\n", "4 Andorra Messi Salah Mbappe De Jong Ronaldo\n", "5 Angola Van Dijk Ronaldo Messi Salah Mane\n", "6 Argentina Messi Ronaldo Aguero Van Dijk Benzema" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df.rename(columns ={'1':'FirstChoice','2':'SecondChoice','3':'ThirdChoice','4':'FourthChoice','5':'FifthChoice'}, inplace = True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Ronaldo', 'Mane ', 'Messi ', 'Van Dijk ', 'Ronaldo ', 'Van Dijk',\n", " 'Salah ', 'Mane', 'Messi', 'Alisson ', 'Lewandowski ', 'Mbappe ',\n", " 'Alexander-Arnold '], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.FirstChoice.unique()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df['FirstChoice'] = df.FirstChoice.str.strip()\n", "df['SecondChoice'] = df.SecondChoice.str.strip()\n", "df['ThirdChoice'] = df.ThirdChoice.str.strip()\n", "df['FourthChoice'] = df.FourthChoice.str.strip()\n", "df['FifthChoice'] = df.FifthChoice.str.strip()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryFirstChoiceSecondChoiceThirdChoiceFourthChoiceFifthChoice
1AlbaniaRonaldoVan DijkMessiAlissonSalah
2AlgeriaManeMessiMahrezVan DijkAguero
4AndorraMessiSalahMbappeDe JongRonaldo
5AngolaVan DijkRonaldoMessiSalahMane
6ArgentinaMessiRonaldoAgueroVan DijkBenzema
\n", "
" ], "text/plain": [ " Country FirstChoice SecondChoice ThirdChoice FourthChoice FifthChoice\n", "1 Albania Ronaldo Van Dijk Messi Alisson Salah\n", "2 Algeria Mane Messi Mahrez Van Dijk Aguero\n", "4 Andorra Messi Salah Mbappe De Jong Ronaldo\n", "5 Angola Van Dijk Ronaldo Messi Salah Mane\n", "6 Argentina Messi Ronaldo Aguero Van Dijk Benzema" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "unique_player = set()\n", "unique_player.update(df.FirstChoice.unique())\n", "unique_player.update(df.SecondChoice.unique())\n", "unique_player.update(df.ThirdChoice.unique())\n", "unique_player.update(df.FourthChoice.unique())\n", "unique_player.update(df.FifthChoice.unique())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df_agg = pd.DataFrame(list(unique_player),columns=['Players'])#\n", "\n", "df_agg['First'] = ''\n", "df_agg['Second'] = ''\n", "df_agg['Third'] = ''\n", "df_agg['Fourth'] = ''\n", "df_agg['Fifth'] = ''\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "for i in unique_player:\n", " df_agg['First'][df_agg.Players == i] = df[df.FirstChoice == i].count()[0]\n", " df_agg['Second'][df_agg.Players == i] = df[df.SecondChoice == i].count()[0]\n", " df_agg['Third'][df_agg.Players == i] = df[df.ThirdChoice == i].count()[0]\n", " df_agg['Fourth'][df_agg.Players == i] = df[df.FourthChoice == i].count()[0]\n", " df_agg['Fifth'][df_agg.Players == i] = df[df.FifthChoice == i].count()[0]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PlayersFirstSecondThirdFourthFifth
0Tadic00021
1Sterling002710
2Griezmann00122
3Mbappe2461316
4Koulibaly00010
\n", "
" ], "text/plain": [ " Players First Second Third Fourth Fifth\n", "0 Tadic 0 0 0 2 1\n", "1 Sterling 0 0 2 7 10\n", "2 Griezmann 0 0 1 2 2\n", "3 Mbappe 2 4 6 13 16\n", "4 Koulibaly 0 0 0 1 0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_agg.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "plot = df_agg.melt('Players',var_name='for hue', value_name='value')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Playersfor huevalue
0TadicFirst0
1SterlingFirst0
2GriezmannFirst0
3MbappeFirst2
4KoulibalyFirst0
\n", "
" ], "text/plain": [ " Players for hue value\n", "0 Tadic First 0\n", "1 Sterling First 0\n", "2 Griezmann First 0\n", "3 Mbappe First 2\n", "4 Koulibaly First 0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Players')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "bg = \"#181818\"\n", "a4_dims = (40 ,20)\n", "fig, ax = plt.subplots(figsize=a4_dims)\n", "sns.set(rc={ 'grid.color': '#5c5b5b','grid.linestyle': ' ','axes.edgecolor': '#000000','axes.facecolor':bg, 'figure.facecolor':bg,'ytick.color':'white','xtick.color':'white' ,'axes.labelcolor': 'white','text.color': 'white'})\n", "plt.xticks(rotation=90)\n", "sns.set(font_scale = 5)\n", "ax = sns.barplot(x=\"Players\", y=\"value\", hue=\"for hue\", data=plot)\n", "plt.legend(scatterpoints=1,\n", " bbox_to_anchor=(1, 0.7), loc=2, borderaxespad=1.,\n", " ncol=1,\n", " fontsize=29)\n", "plt.xlabel('Players', fontsize=16)\n", "#plt.ylabel('Vote Count', fontsize=16)" ] } ], "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }