Scripts/2021_22_season/box_outs_drb_pct.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import tqdm\n",
    "from nba_api.stats.endpoints.shotchartdetail import ShotChartDetail\n",
    "import requests\n",
    "from nba_api.stats.static.players import find_players_by_full_name\n",
    "from adjustText import adjust_text\n",
    "from io import BytesIO\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n",
    "import time\n",
    "from PIL import Image\n",
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nba_api.stats.endpoints.playbyplayv2 import PlayByPlayV2\n",
    "\n",
    "from nba_api.stats.endpoints.playbyplay import PlayByPlay\n",
    "from nba_api.stats.endpoints.leaguegamefinder import LeagueGameFinder\n",
    "from nba_api.stats.static.players import find_players_by_full_name\n",
    "from nba_api.stats.static.teams import find_teams_by_full_name\n",
    "from nba_api.stats.endpoints.playergamelogs import PlayerGameLogs\n",
    "from nba_api.stats.endpoints.boxscoretraditionalv2 import BoxScoreTraditionalV2\n",
    "from nba_api.stats.endpoints.shotchartdetail import ShotChartDetail\n",
    "\n",
    "from nba_api.stats.endpoints.leaguedashteamshotlocations import LeagueDashTeamShotLocations\n",
    "from nba_api.stats.endpoints.leaguedashplayerptshot import LeagueDashPlayerPtShot\n",
    "\n",
    "from nba_api.stats.endpoints.playerdashboardbyshootingsplits import PlayerDashboardByShootingSplits\n",
    "from nba_api.stats.endpoints.synergyplaytypes import SynergyPlayTypes\n",
    "from nba_api.stats.endpoints.leaguedashptstats import LeagueDashPtStats\n",
    "from nba_api.stats.endpoints.leaguedashplayerstats import LeagueDashPlayerStats\n",
    "\n",
    "from nba_api.stats.endpoints.leaguehustlestatsplayer import LeagueHustleStatsPlayer\n",
    "from nba_api.stats.endpoints.leaguedashteamstats import LeagueDashTeamStats\n",
    "from nba_api.stats.endpoints.leaguehustlestatsteam import LeagueHustleStatsTeam\n",
    "from nba_api.stats.endpoints.leaguedashteamstats import LeagueDashTeamStats\n",
    "from nba_api.stats.endpoints.synergyplaytypes import SynergyPlayTypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "team_hustle = LeagueHustleStatsTeam(per_mode_time='PerGame', season='2021-22').get_data_frames()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "team_advanced = LeagueDashTeamStats(season='2021-22', per_mode_detailed='PerGame', measure_type_detailed_defense='Advanced').get_data_frames()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = pd.merge(left=team_hustle, right=team_advanced, on=['TEAM_NAME', 'TEAM_ID'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n",
    "from matplotlib.patches import Rectangle\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "\n",
    "import matplotlib.ticker as mtick\n",
    "\n",
    "zoom = 0.1\n",
    "team_root_dir = '../../team_logos_id/'\n",
    "\n",
    "def get_player_img(player_id):\n",
    "    #print(path)\n",
    "    return OffsetImage(plt.imread(f'{player_root_dir}{player_id}.png'), zoom=zoom)\n",
    "\n",
    "def get_team_img(team_id):\n",
    "    #print(path)\n",
    "    return OffsetImage(plt.imread(f'{team_root_dir}{team_id}.png'), zoom=zoom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df.loc[:, 'DREB_PCT'] = merged_df.DREB_PCT * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'DEF_BOXOUTS'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-18-44dcd30ac583>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmerged_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDEF_BOXOUTS\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmerged_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDREB_PCT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmerged_df\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\danie\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5178\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5179\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5180\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5181\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5182\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'DEF_BOXOUTS'"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 20))\n",
    "\n",
    "ax.scatter(merged_df.DEF_BOXOUTS, y=merged_df.DREB_PCT, s=10)\n",
    "\n",
    "for i in range(len(merged_df)):\n",
    "    item = merged_df.iloc[i]\n",
    "    ab = AnnotationBbox(get_team_img(item.TEAM_ID), (item.DEF_BOXOUTS, item.DREB_PCT), frameon=False)\n",
    "    ax.add_artist(ab)\n",
    "    \n",
    "\n",
    "ax.set_xlabel(\"Defensive box outs per game\")\n",
    "ax.set_ylabel(\"Defensive Rebound%\")\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n",
    "ax.set_title(\"Correlation between defensive box outs per game and DREB%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISOs and Off Rtg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "team_advanced = LeagueDashTeamStats(season='2021-22', per_mode_detailed='PerGame', measure_type_detailed_defense='Advanced').get_data_frames()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "team_isos = SynergyPlayTypes(per_mode_simple='PerGame', season='2021-22', player_or_team_abbreviation='T', play_type_nullable='Isolation', type_grouping_nullable='offensive').get_data_frames()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = pd.merge(left=team_advanced, right=team_isos, on=('TEAM_ID', 'TEAM_NAME'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Do more isolations negatively affect Off Rating?')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 20))\n",
    "\n",
    "ax.scatter(merged_df.PPP, y=merged_df.OFF_RATING, s=10)\n",
    "\n",
    "for i in range(len(merged_df)):\n",
    "    item = merged_df.iloc[i]\n",
    "    ab = AnnotationBbox(get_team_img(item.TEAM_ID), (item.PPP, item.OFF_RATING), frameon=False)\n",
    "    ax.add_artist(ab)\n",
    "    \n",
    "\n",
    "ax.set_xlabel(\"Isolation Possesions per game\")\n",
    "ax.set_ylabel(\"Offensive Rating\")\n",
    "#ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n",
    "ax.set_title(\"Do more isolations negatively affect Off Rating?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}