League_Totals.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e82ea61d",
   "metadata": {},
   "source": [
    "<H1>League Totals</H1>\n",
    "<p>Displays bar graph of stat per team</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8cd404b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Grab the league info\n",
    "\n",
    "#!pip install matplotlib\n",
    "#!pip install espn_api\n",
    "from espn_api.basketball import League\n",
    "import matplotlib.pyplot as plt\n",
    "league = League(league_id=509828671, year=2024, espn_s2='ESPN_S2',swid='{SWID}')\n",
    "teams = league.teams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "02365d2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initiate league dictionary for total\n",
    "team_stat_totals = {}\n",
    "for team in league.teams:\n",
    "    team_stat_totals[team.team_name] = {'PTS': 0, 'BLK': 0, 'STL': 0, 'AST': 0, 'REB': 0, 'TO': 0, 'FGM': 0, 'FGA': 0, 'FTM': 0, 'FTA': 0, '3PTM': 0, 'FG%': 0, 'FT%': 0}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dfb4f5f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Populate the league dictionary\n",
    "for week in range(0,7):\n",
    "    box = league.box_scores(week)\n",
    "    for score in box:\n",
    "        # Home team stats\n",
    "        home_team_name = score.home_team.team_name\n",
    "        for stat in team_stat_totals[home_team_name]:\n",
    "            team_stat_totals[home_team_name][stat] += score.home_stats[stat]['value']\n",
    "        # Away team stats\n",
    "        away_team_name = score.away_team.team_name\n",
    "        for stat in team_stat_totals[away_team_name]:\n",
    "            team_stat_totals[away_team_name][stat] += score.home_stats[stat]['value']\n",
    "            \n",
    "#Correcting the percentages\n",
    "for team in team_stat_totals.keys():\n",
    "    team_stat_totals[team][\"FG%\"] = team_stat_totals[team][\"FGM\"]/team_stat_totals[team][\"FGA\"]\n",
    "    team_stat_totals[team][\"FT%\"] = team_stat_totals[team][\"FTM\"]/team_stat_totals[team][\"FTA\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b116de31",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Plot stat function\n",
    "def plot_stat(stat):\n",
    "    team_names = [\"Team 1\",\"Team 2\",\"Team 3\",\"Team 4\",\"Team 5\",\"Team 6\",\"Team 7\",\"Team 8\"]\n",
    "    team_stats = []\n",
    "    for key in team_stat_totals.keys():\n",
    "        team_stats.append(team_stat_totals[key][stat])\n",
    "    \n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.bar(team_names, team_stats, color='blue')\n",
    "    plt.xlabel('Teams')\n",
    "    plt.ylabel(stat)\n",
    "    plt.title(f'{stat} by Each Team')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0b77bd5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3NhvUkvw5QFVdW1Vvq6rHA78KPAS4aAT1SZIkzVtbmvo8cuZAVa2pqpOqymlQSZKkIdrSyQQLkuxFN+15H1V1644vSZIkSbDloPYY4HJmD2oFPGqHVyRJkiRgy0Htqqp6wkgqkSRJ0s/xsz4lSZIataWg9tcjqUKSJEn3saWg9prpG0k+MuRaJEmSNGBLQW3wJAJPHJAkSRqhLQW1up/bkiRJGrItnfV5aJLb6fas7drfpr9fVbXHUKuTJEmaxzYb1KpqwagKkSRJ0s/z8hySJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0aWlBL8v4kNyW5cmDsoUkuTvLN/vteA8tOTLIuyTVJjhgYPyzJmn7ZaUkyrJolSZJaMsw9amcBR84YexNwSVUdCFzS3yfJwcBK4JB+m/ckWdBvcwawCjiw/5r5mJIkSRNpaEGtqj4P3Dpj+Cjg7P722cDRA+PnVdWmqroOWAccnmRfYI+q+lJVFXDOwDaSJEkTbdTHqO1TVRsA+u979+NLgOsH1lvfjy3pb88cn1WSVUlWJ1m9cePGHVq4JEnSqLVyMsFsx53VZsZnVVVnVtVUVU0tXrx4hxUnSZI0DqMOajf205n032/qx9cDywbWWwrc0I8vnWVckiRp4o06qF0IHNffPg64YGB8ZZKFSfanO2ngsn569I4kT+zP9jx2YBtJkqSJtvOwHjjJh4CnA4uSrAf+DPhL4PwkrwC+A7wQoKrWJjkfuAq4Gzihqu7pH+p4ujNIdwUu6r8kSZImXrqTKSfP1NRUrV69eqjPMWlXdNuel4I9sAdgD8AegD0AewD2YHslubyqpmaOt3IygSRJkmYwqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1aixBLcm3kqxJckWS1f3YQ5NcnOSb/fe9BtY/Mcm6JNckOWIcNUuSJI3aOPeo/XpVraiqqf7+m4BLqupA4JL+PkkOBlYChwBHAu9JsmAcBUuSJI1SS1OfRwFn97fPBo4eGD+vqjZV1XXAOuDw0ZcnSZI0WuMKagV8OsnlSVb1Y/tU1QaA/vve/fgS4PqBbdf3Y5IkSRNt5zE975Or6oYkewMXJ/n3zaybWcZq1hW70LcK4JGPfOQvXqUkSdIYjWWPWlXd0H+/CfgY3VTmjUn2Bei/39Svvh5YNrD5UuCG+3ncM6tqqqqmFi9ePKzyJUmSRmLkQS3Jg5LsPn0beBZwJXAhcFy/2nHABf3tC4GVSRYm2R84ELhstFVLkiSN3jimPvcBPpZk+vk/WFX/lOQrwPlJXgF8B3ghQFWtTXI+cBVwN3BCVd0zhrolSZJGauRBraquBQ6dZfwW4DfvZ5u3AW8bcmmSJElNaenyHJIkSRpgUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUXMmqCU5Msk1SdYledO465EkSRq2ORHUkiwA/gZ4NnAw8KIkB4+3KkmSpOGaE0ENOBxYV1XXVtVPgPOAo8ZckyRJ0lDNlaC2BLh+4P76fkySJGli7TzuArZSZhmr+6yUrAJW9XfvTHLNUKsanUXAzcN+kszW5XbYA3sA9gDsAdgDsAcweT3Yb7bBuRLU1gPLBu4vBW6YuVJVnQmcOaqiRiXJ6qqaGncd42QP7AHYA7AHYA/AHsD86cFcmfr8CnBgkv2TPABYCVw45pokSZKGak7sUauqu5P8IfApYAHw/qpaO+ayJEmShmpOBDWAqvok8Mlx1zEmEzedux3sgT0AewD2AOwB2AOYJz1I1X2OyZckSVID5soxapIkSfOOQU1zXtL4CeQjYA9+pv8kE81j/j5AkjlzaJM2z6CmSbAnzPv/oPcG6M+KnpeSPAagqu6Zr6+FJCuSLNvympMryZOB35vPQSXJbwCnJdlt3LWMS3+ViMVJHjzuWn5RBrU5LMkRSX5r3HWMU5IjgfOS/G/gNZPwS7mt+h58OMnpwBuSPHDcNY1akkcDVyX5G5ifYS3JEcDfAw8Zdy3jkuS5wAeBm4B7B8bnzR62/nVwFvAY4KH92Lz5+eGnPbgQ+HPgXXM9sBrU5qj+r8aLgA8led646xmHJM8E/hp4O/CvwP50b07zRpJnAP8LOAX4Il0PfjLWosbjJ8DFwFFJzoUurAEkmfj3uSS/DrwbeGVVXTkd1udLWE1nD+BlwMur6p+B3ZI8MMmDqqrmyevgucBbgGOBa4G3AtQ8OmswyS8DpwGvBd4F/KiqfjiX97BO/At3EvVvOL8EHAk8n24X91H9snnxl1M/xfc7wFur6p+r6hzgwcC82cOYZCHwXOD1VfUZ4KvAk4E3J/mjJIvHWuAIVdV1dEHtEOCgJO9JclCSxVV17xY2n9OS7EL3u3AZ8MUkS4FTk7wD+LP58Dqozu10Hyd0S5JHAp8ATgf+Jcl+VXXvpL4/9kF1N+B44KSq+hxwMvDwJP91nLWNwYOAi/qw/iO6P95OA/4uyZz8jHAvzzFHJXkQsGtV3dyHtFOBN1TVx/rlD6iqid6zkuRhwG7Ad/s34ZXA4VX1+n75gum9KpMqyQOr6sdJ9gQ+DHweuAo4jG4K7LVV9Z9jLHFk+unvT1TVhUmuBZYDT6qqS5PsNMmBrQ9nf9LffSbwf+im/w4GdgX+2yS/DvoAtoBuqmt62nMT3XW2TgJeRPfecPvYihyBgfeDnen+3d8G/EdVvTtJ5sOetST7A1fQTf++hG7G4R/pXgNTwO9U1Q/HVd/2mLO7Aue7qroLuKu/fUH/RnVqkhuBhwO/nOQtk/yfU1XdAtwyMPRD4FEASY4B9kzy3kl+c6qqH/ffb0vyxqr6GkCSW4EXTvJ/ztMGQtin6Ka79gYCrANOAC6d5N+D/j/g9UneDvwpcFpVvadf9gzgBZP+Ouh/x+9O8gHgn+g+C/r3+5/7lCT7AfPhRJtN0H2aD3BHkn8APpjki1V1xVgrG4H+veC6JIfRnWD1gKp6e7/sdOAvxlrgdnLqc47rd3nvVFUfp/uL4Qt0x6r8/ST/5zRoYDrjLmBDf4LFfwc+O8khbdr0zz8d0nrLgKVJHjSp0z3TBl7na4H/Cfw73bFaBwEHJFkyyT3oj79KVa0HXk+3N23aUubJ66B/H7ya7nCA/YBjkjwsyYuBXxlvdaMx8/2uqi6mO07ryH6KfKL1Mys7VdU64BvAo5Mc1y9+Jt0e5jl3spV71OaAmbusB6dx+vHpZbsC3weeUVVXjb7S4dmKHgB8h25X9+Po/pr+5ugrHZ7768GMsZ2BVwPHAcf2e14nxv31oB+/JslfA2ur6rP9Kk+ZtLC+hR7cOTD+auAPgJfOo9fBgv5kimfSTQWfCDwJeHFV3Tyueodhc++JM9wEPIMJ3DGzpd+FJG8BLuxfD9PTnreOreDt5DFqjRt8ISZ5LHBtVW2aZb0HACuBy6rq30dc5lBtQw+WAF8Cnl1Va0dc5lBtQw8WAe8D/ntVXTniModqa3qQZGFVbRrYyzhRb3Db8DrYE3gvcMp8ex1MH5uaZLfqzvZ76Fz8z3lztvZ1MLD+w6vqeyMrcAS24nWQfm/z/sA+wPp+r/OcY1CbI5L8Ed1fxzcD7wT+tapum7HORB8surkeDLw5L9zcG9Zct4UeTL8x7TLJxyRtze/CpPN1sOUewOQF9Zm29Luwmb1sE2Nr/l8YY3k7xMTtCp0Ug8eTpDs4+r8ATwPOA15Ad8zBnoPbTNqb0rb0YOCXcaLOdN3GHkz/+9894jKHant+FyaNr4Nt78GkvR/Ctv8uTGJI287/F+Y0j1Fr0Ixduq8CdgcW9n8lvDfJ3cARwMIkH6+qH4yv2uHY3h5M0puzPfB3AXwdgK8DsAcwf3vgHrUGDbwQnwe8ku6yE49Pcmq//AN0F7d8Ij87kWCi2AN7APYA7AHYA7AHMH974DFqjUp3lsrLgQ9VdwHP5XQHiX+9fnZB14dMyl8Ms7EH9gDsAdgDsAdgD2B+9sA9ao0YnHfvPQh4GPCUdGfsfAt4BfC0JNMX7Zuoq2zbA3sA9gDsAdgDsAdgD8A9ak2YMe9+KLCuqu5K98HrrwYuAf6xqm5K9xl2qapvj7HkHc4e2AOwB2APwB6APQB7MM2g1pAkrwGOoZtjvxN4O90VtVcBXwbOr6qN46tw+OyBPQB7APYA7AHYA7AHTn02IskL6E4t/k3gEXRXkn4H8DXgbGAFE3bpiZnsgT0AewD2AOwB2AOwB2BQG5v8vAXAj+k+/uiVwCLgj+k+YPxv6P6KeM0kHRwJ9gDsAdgDsAdgD8AegD2YjUFtDJLsXz1gMXBvVX2iqq4HDgN+r6ouBW4AfgDsVlU/GmPJO5w9sAdgD8AegD0AewD24P54wdsRS/Ic4F1JHgOcADwb+I8kt1XVycCjgT9N8hVgP7oPF5+0z2izB/bAHmAPwB6APQB7sDnuURuhJEcAfwW8iO6CfC+kOxhyEd2LEOB36D5A9reB11XVhjGUOjT2wB6APQB7APYA7AHYgy1xj9qIJHkWcA7wBeD7wKHA64DfAvYGnpMkwM5VtTIT+IHK9sAegD0AewD2AOwB2IOt4eU5RiDJbwJnAKcADwf2opt/fz5wRVU9q1/vlcCBwJuratOYyh0Ke2APwB6APQB7APYA7MHWco/aaNwOvKyq/q2ff38RcA3weeAB6T4C4znAq+jm3SfxhWgP7AHYA7AHYA/AHoA92CruURuhJDtV1b0DL8gfAU8FbqULzW+tqrXjrHHY7IE9AHsA9gDsAdgDsAdbYlAbkySPprvS8i7APwFfrqp7x1vVaNkDewD2AOwB2AOwB2APZuNZn2NSVdcAH6H7y2HdfHwh2gN7APYA7AHYA7AHYA9m4x61MZuPZ7DMZA/sAdgDsAdgD8AegD0YZFCTJElqlFOfkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKz/qUNK8keRhwSX/34cA9wMb+/uFV9ZOxFCZJs/A6apLmrSQnA3dW1V+NuxZJmo1Tn5LmvSSHJfmXJJcn+VSSffvxVyb5SpKvJ/lIkt368bOSnJHks0muTfK0JO9PcnWSs/p1FvTrXZlkTZI/HuOPKGmOMqhJmu8CnA78blUdBrwfeFu/7KNV9atVdShwNfCKge32An4D+GPgH4BTgUOAxydZAawAllTV46rq8cAHRvCzSJowHqMmab5bCDwOuDgJwAJgQ7/scUneCuwJPBj41MB2/1BVlWQNcGNVrQFIshZYDvwL8KgkpwOfAD49/B9F0qQxqEma7wKsraonzbLsLODoqvp6kpcBTx9Ytqn/fu/A7en7O1fV95McChwBnAAcA7x8x5YuadI59SlpvtsELE7yJIAkuyQ5pF+2O7AhyS7Ai7flQZMsAnaqqo8AbwZ+ZQfWLGmecI+apPnuXuB3gdOSPITuffFdwFq6gHUp8G1gDV1w21pLgA8kmf6D+MQdVbCk+cPLc0iSJDXKqU9JkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJatT/B3/h8iLmkh5PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats_to_plot = ['PTS', 'BLK', 'STL', 'AST', 'REB', 'TO', 'FGM', 'FGA', 'FTM', 'FTA', '3PTM', 'FG%', 'FT%']\n",
    "for stat in stats_to_plot:\n",
    "    plot_stat(stat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b6d76bfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_stat(\"PTS\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d62c05bb",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}