NBA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c2c52dc8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b21242e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>PlayerName</th>\n",
       "      <th>Season</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Team</th>\n",
       "      <th>OffensiveRating</th>\n",
       "      <th>DefensiveRating</th>\n",
       "      <th>RatingSum</th>\n",
       "      <th>scaledRatingSum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Nikola Jokić</td>\n",
       "      <td>2022</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>DEN</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>183</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>2022</td>\n",
       "      <td>PF</td>\n",
       "      <td>27</td>\n",
       "      <td>MIL</td>\n",
       "      <td>95</td>\n",
       "      <td>93</td>\n",
       "      <td>179</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Joel Embiid</td>\n",
       "      <td>2022</td>\n",
       "      <td>C</td>\n",
       "      <td>27</td>\n",
       "      <td>PHI</td>\n",
       "      <td>94</td>\n",
       "      <td>91</td>\n",
       "      <td>177</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Luka Dončić</td>\n",
       "      <td>2022</td>\n",
       "      <td>PG</td>\n",
       "      <td>22</td>\n",
       "      <td>DAL</td>\n",
       "      <td>92</td>\n",
       "      <td>89</td>\n",
       "      <td>173</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0             PlayerName  Season Position  Age Team  \\\n",
       "0           0           Nikola Jokić    2022        C   26  DEN   \n",
       "1           1  Giannis Antetokounmpo    2022       PF   27  MIL   \n",
       "2           2            Joel Embiid    2022        C   27  PHI   \n",
       "3           3            Luka Dončić    2022       PG   22  DAL   \n",
       "\n",
       "   OffensiveRating  DefensiveRating  RatingSum  scaledRatingSum  \n",
       "0               97               97        183               96  \n",
       "1               95               93        179               94  \n",
       "2               94               91        177               93  \n",
       "3               92               89        173               91  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('nba_players_dataset/fr/fr_2022.csv')\n",
    "\n",
    "#Shows the column labels and first four rows.\n",
    "nba.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e3ef48d8-e26c-49a7-8e4c-845582bfd550",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "77.53271028037383\n"
     ]
    }
   ],
   "source": [
    "print(nba['scaledRatingSum'].mean())\n",
    "\n",
    "nba_teams = nba['Team'].to_numpy()\n",
    "nba_teams = np.unique(nba_teams)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1472eba2-be91-4fe5-82ce-9cc7d5ee81c2",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "team_srm_dict = {}\n",
    "team_srm_team_list = []\n",
    "team_srm_stat_list = []\n",
    "\n",
    "for team in nba_teams:\n",
    "    team_srm_team_list.append(team)\n",
    "    team_srm_stat_list.append(nba.loc[nba['Team'] == team]['scaledRatingSum'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "67fa0806-4a81-4070-a4f6-d2a021258258",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "font = {'family': 'helvetica',\n",
    "        'color': 'black',\n",
    "        'weight': 'normal',\n",
    "        'size': 32,\n",
    "       }\n",
    "\n",
    "title_dict = {'family': 'helvetica',\n",
    "              'color': 'black',\n",
    "              'weight': 'bold',\n",
    "              'size': 42\n",
    "             }\n",
    "\n",
    "team_colors = ['#E03A3E', '#007A33', '#000000', '#1D1160', '#CE1141', '#860038', '#00538C', '#0E2240', \n",
    "               '#C8102E', '#1D428A', '#CE1141', '#002D62', '#C8102E', '#552583', '#5D76A9', '#98002E', \n",
    "               '#00471B', '#0C2340', '#0C2340', '#006BB6', '#007AC1', '#0077C0', '#006BB6', '#1D1160', \n",
    "               '#E03A3E', '#5A2D81', '#C4CED4', '#CE1141', '#002B5C', '#002B5C']\n",
    "team_secondary = ['#C1D32F', '#BA9653', '#FFFFFF', '#00788C', '#000000', '#041E42', '#002B5E', '#FEC524', \n",
    "                 '#1D42BA', '#FFC72C', '#000000', '#FDBB30', '#1D428A', '#FDB927', '#12173F', '#F9A01B', \n",
    "                 '#EEE1C6', '#236192', '#C8102E', '#F58426', '#EF3B24', '#C4CED4', '#ED174C', '#E56020', \n",
    "                 '#000000', '#63727A', '#000000', '#000000', '#00471B', '#E31837']\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (18, 10)\n",
    "plt.rcParams[\"figure.autolayout\"] = True\n",
    "plt.xticks(rotation = 90)\n",
    "plt.tick_params(axis='both', which='both', bottom=False, top=False, left=False, right=False)\n",
    "plt.tick_params(labelright=True)\n",
    "plt.title('Average Team Player Rated Stats', fontdict=title_dict)\n",
    "\n",
    "ax.bar(team_srm_team_list, \n",
    "       team_srm_stat_list, \n",
    "       width=0.9, \n",
    "       linewidth=4, \n",
    "       edgecolor=team_secondary, \n",
    "       color=team_colors)\n",
    "ax.set(ylim=(74, 80))\n",
    "ax.set_xlabel('NBA Team', fontdict=font, labelpad=30)\n",
    "ax.set_ylabel('Rated Stats', fontdict=font, labelpad=15)\n",
    "ax.tick_params(axis='both', which='major', labelsize=20)\n",
    "\n",
    "for spine in plt.gca().spines.values():\n",
    "    spine.set_visible(False)\n",
    "\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "535daccf-8d00-4e66-8bec-0e6a20b43853",
   "metadata": {},
   "outputs": [],
   "source": [
    "directory = 'nba_players_dataset/fr'\n",
    "\n",
    "#List of average scaled rating sums for the Dallas Mavs in order from 2004 till 2022\n",
    "mav_stats = []\n",
    "mav_years = [int(x) for x in range(2004, 2023)]\n",
    "\n",
    "for filename in os.listdir(directory):\n",
    "    f = os.path.join(directory, filename)\n",
    "    if filename[0] == 'f':\n",
    "        temp_df = pd.read_csv(f)\n",
    "        mav_stats.append(temp_df.loc[temp_df['Team'] == 'DAL']['scaledRatingSum'].mean())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2feae42d-5977-40cd-a54b-8628af8ac9d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (18, 10)\n",
    "plt.rcParams[\"figure.autolayout\"] = True\n",
    "plt.xticks(rotation = 90)\n",
    "plt.tick_params(axis='both', which='both', bottom=False, top=False, left=False, right=False)\n",
    "plt.tick_params(labelright=True)\n",
    "plt.title('Dallas Mavericks Team Average Rating', fontdict=title_dict)\n",
    "\n",
    "ax.bar(mav_years, \n",
    "       mav_stats, \n",
    "       width=0.9, \n",
    "       linewidth=4, \n",
    "       color=['#00538C', '#002B5E', '#B8C4CA', '#000000'])\n",
    "ax.set(ylim=(76, 80))\n",
    "ax.set_xlabel('Year', fontdict=font, labelpad=30)\n",
    "ax.set_ylabel('Rated Stats', fontdict=font, labelpad=15)\n",
    "ax.set_xticks(np.arange(2004, 2023, 2))\n",
    "ax.tick_params(axis='both', which='major', labelsize=20)\n",
    "\n",
    "for spine in plt.gca().spines.values():\n",
    "    spine.set_visible(False)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  },
  "toc-autonumbering": false,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
  "vscode": {
   "interpreter": {
    "hash": "19b2ef8745a02817b3ebac51e8f5b4a2eafac48d21a5b94bd919d2a174b13b33"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}