first.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import requests_cache\n",
    "from PandasBasketball import pandasbasketball as pb\n",
    "from PandasBasketball.stats import player_stats, team_stats, player_gamelog, n_days\n",
    "# from PandasBasketball.errors import StatusCode404, TableNonExistent "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "requests_cache.install_cache('request_cache')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://www.basketball-reference.com/players/a/',\n",
       " 'http://www.basketball-reference.com/players/b/']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate list of letter directories for player names (by their last names)\n",
    "import string\n",
    "\n",
    "letters = string.ascii_lowercase\n",
    "players_letter_dirs = [f\"http://www.basketball-reference.com/players/{letter}/\" for letter in letters]\n",
    "players_letter_dirs[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Response [200]>, <Response [200]>, <Response [200]>, <Response [200]>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reqs = [requests.get(url) for url in players_letter_dirs]\n",
    "reqs[:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "requests.get('http://www.basketball-reference.com/players/f').from_cache"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scrape player list pages for all names and the file name conventions for each"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Player</th>\n",
       "      <th>From</th>\n",
       "      <th>To</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Ht</th>\n",
       "      <th>Wt</th>\n",
       "      <th>Birth Date</th>\n",
       "      <th>Colleges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Joe Fabel</td>\n",
       "      <td>1947</td>\n",
       "      <td>1947</td>\n",
       "      <td>F-G</td>\n",
       "      <td>6-1</td>\n",
       "      <td>190</td>\n",
       "      <td>May 15, 1917</td>\n",
       "      <td>Pitt</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Player  From    To  Pos   Ht   Wt    Birth Date Colleges\n",
       "0  Joe Fabel  1947  1947  F-G  6-1  190  May 15, 1917     Pitt"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "The player name to file naming convention should be a dictionary with player name being key.\n",
    "This will give a user the ability to lookup naming convention by name\n",
    "'''\n",
    "from bs4 import BeautifulSoup\n",
    "from PandasBasketball.stats import get_data_master\n",
    "\n",
    "f_request = requests.get(\"http://www.basketball-reference.com/players/f\")\n",
    "soup = BeautifulSoup(f_request.text, \"html.parser\")\n",
    "player_table = soup.find(\"table\", id=\"players\")\n",
    "df = get_data_master(player_table, \"player\")\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retrieve full list of players all time and their filename encodings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate list of player tables, one from each letter directory\n",
    "players_tables = []\n",
    "for letter_dir in players_letter_dirs:\n",
    "    r = requests.get(letter_dir)\n",
    "    soup = BeautifulSoup(r.text, \"html.parser\")\n",
    "    players_table = soup.find(\"table\", id=\"players\")\n",
    "    players_tables.append(players_table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Alaa Abdelnaby': 'abdelal01',\n",
       " 'Zaid Abdul-Aziz': 'abdulza01',\n",
       " 'Kareem Abdul-Jabbar': 'abdulka01',\n",
       " 'Mahmoud Abdul-Rauf': 'abdulma02',\n",
       " 'Tariq Abdul-Wahad': 'abdulta01',\n",
       " 'Shareef Abdur-Rahim': 'abdursh01',\n",
       " 'Tom Abernethy': 'abernto01',\n",
       " 'Forest Able': 'ablefo01',\n",
       " 'John Abramovic': 'abramjo01',\n",
       " 'Álex Abrines': 'abrinal01',\n",
       " 'Alex Acker': 'ackeral01',\n",
       " 'Don Ackerman': 'ackerdo01',\n",
       " 'Mark Acres': 'acresma01',\n",
       " 'Bud Acton': 'actonbu01',\n",
       " 'Quincy Acy': 'acyqu01',\n",
       " 'Alvan Adams': 'adamsal01',\n",
       " 'Don Adams': 'adamsdo01',\n",
       " 'George Adams': 'adamsge01',\n",
       " 'Hassan Adams': 'adamsha01',\n",
       " 'Jaylen Adams': 'adamsja01',\n",
       " 'Jordan Adams': 'adamsjo01',\n",
       " 'Michael Adams': 'adamsmi01',\n",
       " 'Steven Adams': 'adamsst01',\n",
       " 'Rafael Addison': 'addisra01',\n",
       " 'Bam Adebayo': 'adebaba01',\n",
       " 'Deng Adel': 'adelde01',\n",
       " 'Rick Adelman': 'adelmri01',\n",
       " 'Jeff Adrien': 'adrieje01',\n",
       " 'Arron Afflalo': 'afflaar01',\n",
       " 'Maurice Ager': 'agerma01',\n",
       " 'Mark Aguirre': 'aguirma01',\n",
       " 'Blake Ahearn': 'ahearbl01',\n",
       " 'Danny Ainge': 'aingeda01',\n",
       " 'Matthew Aitch': 'aitchma01',\n",
       " 'Alexis Ajinça': 'ajincal01',\n",
       " 'Henry Akin': 'akinhe01',\n",
       " 'Josh Akognon': 'akognjo01',\n",
       " 'DeVaughn Akoon-Purcell': 'akoonde01',\n",
       " 'Solomon Alabi': 'alabiso01',\n",
       " 'Mark Alarie': 'alarima01',\n",
       " 'Gary Alcorn': 'alcorga01',\n",
       " 'Furkan Aldemir': 'aldemfu01',\n",
       " 'Cole Aldrich': 'aldrico01',\n",
       " 'LaMarcus Aldridge': 'aldrila01',\n",
       " 'Chuck Aleksinas': 'aleksch01',\n",
       " 'Cliff Alexander': 'alexacl01',\n",
       " 'Cory Alexander': 'alexaco01',\n",
       " 'Courtney Alexander': 'alexaco02',\n",
       " 'Gary Alexander': 'alexaga01',\n",
       " 'Joe Alexander': 'alexajo01',\n",
       " 'Kyle Alexander': 'alexaky01',\n",
       " 'Victor Alexander': 'alexavi01',\n",
       " 'Nickeil Alexander-Walker': 'alexani01',\n",
       " 'Steve Alford': 'alforst01',\n",
       " 'Rawle Alkins': 'alkinra01',\n",
       " 'Bill Allen': 'allenbi01',\n",
       " 'Bob Allen': 'allenbo01',\n",
       " 'Grayson Allen': 'allengr01',\n",
       " 'Jarrett Allen': 'allenja01',\n",
       " 'Jerome Allen': 'allenje01',\n",
       " 'Kadeem Allen': 'allenka01',\n",
       " 'Lavoy Allen': 'allenla01',\n",
       " 'Lucius Allen': 'allenlu01',\n",
       " 'Malik Allen': 'allenma01',\n",
       " 'Randy Allen': 'allenra01',\n",
       " 'Ray Allen': 'allenra02',\n",
       " 'Tony Allen': 'allento01',\n",
       " 'Willie Allen': 'allenwi01',\n",
       " 'Odis Allison': 'allisod01',\n",
       " 'Lance Allred': 'allrela01',\n",
       " 'Darrell Allums': 'allumda01',\n",
       " 'Morris Almond': 'almonmo01',\n",
       " 'Derrick Alston': 'alstode01',\n",
       " 'Rafer Alston': 'alstora01',\n",
       " 'Peter Aluma': 'alumape01',\n",
       " 'John Amaechi': 'amaecjo01',\n",
       " 'Ashraf Amaya': 'amayaas01',\n",
       " 'Al-Farouq Aminu': 'aminual01',\n",
       " 'Lou Amundson': 'amundlo01',\n",
       " 'Bob Anderegg': 'anderbo01',\n",
       " 'Chris Andersen': 'anderch01',\n",
       " 'David Andersen': 'anderda03',\n",
       " 'Alan Anderson': 'anderal01',\n",
       " 'Andrew Anderson': 'anderan01',\n",
       " 'Antonio Anderson': 'anderan02',\n",
       " 'Cliff Anderson': 'andercl01',\n",
       " 'Dan Anderson': 'anderda02',\n",
       " 'Derek Anderson': 'anderde01',\n",
       " 'Dwight Anderson': 'anderdw01',\n",
       " 'Eric Anderson': 'anderer01',\n",
       " 'Greg Anderson': 'andergr01',\n",
       " 'J.J. Anderson': 'anderjj01',\n",
       " 'James Anderson': 'anderja01',\n",
       " 'Jerome Anderson': 'anderje01',\n",
       " 'Justin Anderson': 'anderju01',\n",
       " 'Kenny Anderson': 'anderke01',\n",
       " 'Kim Anderson': 'anderki01',\n",
       " 'Kyle Anderson': 'anderky01',\n",
       " 'Michael Anderson': 'andermi01',\n",
       " 'Nick Anderson': 'anderni01',\n",
       " 'Richard Anderson': 'anderri01',\n",
       " 'Ron Anderson': 'anderro01',\n",
       " 'Ryan Anderson': 'anderry01',\n",
       " 'Shandon Anderson': 'andersh01',\n",
       " 'Willie Anderson': 'anderwi01',\n",
       " 'Wally Anderzunas': 'anderwa01',\n",
       " 'Martynas Andriuškevičius': 'andrima01',\n",
       " 'Don Anielak': 'anieldo01',\n",
       " 'Ike Anigbogu': 'anigbik01',\n",
       " 'Michael Ansley': 'anslemi01',\n",
       " 'Chris Anstey': 'anstech01',\n",
       " 'Giannis Antetokounmpo': 'antetgi01',\n",
       " 'Kostas Antetokounmpo': 'antetko01',\n",
       " 'Thanasis Antetokounmpo': 'antetth01',\n",
       " 'Carmelo Anthony': 'anthoca01',\n",
       " 'Greg Anthony': 'anthogr01',\n",
       " 'Joel Anthony': 'anthojo01',\n",
       " 'Pero Antić': 'anticpe01',\n",
       " 'OG Anunoby': 'anunoog01',\n",
       " 'Keith Appling': 'applike01',\n",
       " 'Rafael Araújo': 'araujra01',\n",
       " 'Stacey Arceneaux': 'arcenst01',\n",
       " 'Robert Archibald': 'archiro01',\n",
       " 'Tiny Archibald': 'architi01',\n",
       " 'Ryan Arcidiacono': 'arcidry01',\n",
       " 'Jim Ard': 'ardji01',\n",
       " 'Gilbert Arenas': 'arenagi01',\n",
       " 'Trevor Ariza': 'arizatr01',\n",
       " 'Paul Arizin': 'arizipa01',\n",
       " 'Joe Arlauckas': 'arlaujo01',\n",
       " 'B.J. Armstrong': 'armstbj01',\n",
       " 'Bob Armstrong': 'armstbo01',\n",
       " 'Brandon Armstrong': 'armstbr01',\n",
       " 'Curly Armstrong': 'armstcu01',\n",
       " 'Darrell Armstrong': 'armstda01',\n",
       " 'Hilton Armstrong': 'armsthi01',\n",
       " 'Tate Armstrong': 'armstta01',\n",
       " 'Jesse Arnelle': 'arnelje01',\n",
       " 'Jay Arnette': 'arnetja01',\n",
       " 'Bob Arnzen': 'arnzebo01',\n",
       " 'Carlos Arroyo': 'arroyca01',\n",
       " 'Darrell Arthur': 'arthuda01',\n",
       " 'John Arthurs': 'arthujo01',\n",
       " 'Jamel Artis': 'artisja01',\n",
       " 'Ömer Aşık': 'asikom01',\n",
       " 'Vincent Askew': 'askewvi01',\n",
       " 'Keith Askins': 'askinke01',\n",
       " 'Don Asmonga': 'asmondo01',\n",
       " 'Dick Atha': 'athadi01',\n",
       " 'Chucky Atkins': 'atkinch01',\n",
       " 'Al Attles': 'attleal01',\n",
       " 'Chet Aubuchon': 'aubucch01',\n",
       " 'Stacey Augmon': 'augmost01',\n",
       " 'D.J. Augustin': 'augusdj01',\n",
       " 'James Augustine': 'augusja01',\n",
       " 'Isaac Austin': 'austiis01',\n",
       " 'Johnny Austin': 'austijo01',\n",
       " 'Ken Austin': 'austike01',\n",
       " 'Anthony Avent': 'aventan01',\n",
       " 'Bird Averitt': 'averibi01',\n",
       " 'William Avery': 'averywi01',\n",
       " 'Dennis Awtrey': 'awtrede01',\n",
       " 'Gustavo Ayón': 'ayongu01',\n",
       " 'Jeff Ayres': 'pendeje02',\n",
       " 'Deandre Ayton': 'aytonde01',\n",
       " 'Kelenna Azubuike': 'azubuke01',\n",
       " 'Chris Babb': 'babbch01',\n",
       " 'Luke Babbitt': 'babbilu01',\n",
       " 'Miloš Babić': 'babicmi01',\n",
       " 'Johnny Bach': 'bachjo01',\n",
       " 'Dwayne Bacon': 'bacondw01',\n",
       " 'Henry Bacon': 'baconhe01',\n",
       " 'Jim Baechtold': 'baechji01',\n",
       " 'Dalibor Bagarić': 'bagarda01',\n",
       " 'John Bagley': 'baglejo01',\n",
       " 'Marvin Bagley': 'baglema01',\n",
       " 'Carl Bailey': 'baileca01',\n",
       " 'Gus Bailey': 'bailegu01',\n",
       " 'James Bailey': 'baileja01',\n",
       " 'Thurl Bailey': 'baileth01',\n",
       " 'Toby Bailey': 'baileto01',\n",
       " 'Cameron Bairstow': 'bairsca01',\n",
       " 'Jimmie Baker': 'bakerji01',\n",
       " 'LaMark Baker': 'bakerla01',\n",
       " 'Maurice Baker': 'bakerma01',\n",
       " 'Norm Baker': 'bakerno01',\n",
       " 'Ron Baker': 'bakerro01',\n",
       " 'Vin Baker': 'bakervi01',\n",
       " 'Wade Baldwin': 'baldwwa01',\n",
       " 'Renaldo Balkman': 'balkmre01',\n",
       " 'Cedric Ball': 'ballce01',\n",
       " 'Lonzo Ball': 'balllo01',\n",
       " 'Greg Ballard': 'ballagr01',\n",
       " 'Herschel Baltimore': 'baltihe01',\n",
       " 'Mohamed Bamba': 'bambamo01',\n",
       " 'Gene Banks': 'banksge01',\n",
       " 'Marcus Banks': 'banksma01',\n",
       " 'Walker Banks': 'bankswa01',\n",
       " 'Ken Bannister': 'bannike01',\n",
       " 'Mike Bantom': 'bantomi01',\n",
       " 'John Barber': 'barbejo01',\n",
       " 'Leandro Barbosa': 'barbole01',\n",
       " 'Steve Bardo': 'bardost01',\n",
       " 'J.J. Barea': 'bareajo01',\n",
       " 'Andrea Bargnani': 'bargnan01',\n",
       " 'Cliff Barker': 'barkecl01',\n",
       " 'Tom Barker': 'barketo01',\n",
       " 'Charles Barkley': 'barklch01',\n",
       " 'Erick Barkley': 'barkler01',\n",
       " 'Don Barksdale': 'barksdo01',\n",
       " 'Harrison Barnes': 'barneha02',\n",
       " 'Harry Barnes': 'barneha01',\n",
       " 'Jim Barnes': 'barneji01',\n",
       " 'Marvin Barnes': 'barnema01',\n",
       " 'Matt Barnes': 'barnema02',\n",
       " 'Dick Barnett': 'barnedi01',\n",
       " 'Jim Barnett': 'barneji02',\n",
       " 'Nathaniel Barnett': 'barnena01',\n",
       " 'John Barnhill': 'barnhjo01',\n",
       " 'Norton Barnhill': 'barnhno01',\n",
       " 'Leo Barnhorst': 'barnhle01',\n",
       " 'John Barr': 'barrjo01',\n",
       " 'Mike Barr': 'barrmi01',\n",
       " 'Moe Barr': 'barrmo01',\n",
       " 'Andre Barrett': 'barrean01',\n",
       " 'Ernie Barrett': 'barreer01',\n",
       " 'Mike Barrett': 'barremi01',\n",
       " 'RJ Barrett': 'barrerj01',\n",
       " 'Earl Barron': 'barroea01',\n",
       " 'Dana Barros': 'barroda01',\n",
       " 'Brent Barry': 'barrybr01',\n",
       " 'Drew Barry': 'barrydr01',\n",
       " 'Jon Barry': 'barryjo01',\n",
       " 'Rick Barry': 'barryri01',\n",
       " 'Ed Bartels': 'barteed01',\n",
       " 'Vic Bartolome': 'bartovi01',\n",
       " 'Will Barton': 'bartowi01',\n",
       " 'Eddie Basden': 'basdeed01',\n",
       " 'Jerry Baskerville': 'baskeje01',\n",
       " 'Brandon Bass': 'bassbr01',\n",
       " 'Tim Bassett': 'basseti01',\n",
       " 'Maceo Baston': 'bastoma01',\n",
       " 'Mengke Bateer': 'bateeme01',\n",
       " 'Billy Bates': 'batesbi01',\n",
       " 'Keita Bates-Diop': 'bateske01',\n",
       " 'Esteban Batista': 'batises01',\n",
       " 'Mike Batiste': 'batismi01',\n",
       " 'Tony Battie': 'battito01',\n",
       " 'Shane Battier': 'battish01',\n",
       " 'John Battle': 'battljo01',\n",
       " 'Kenny Battle': 'battlke01',\n",
       " 'Dave Batton': 'battoda01',\n",
       " 'Lloyd Batts': 'battsll01',\n",
       " 'Nicolas Batum': 'batumni01',\n",
       " 'Johnny Baum': 'baumjo01',\n",
       " 'Frankie Baumholtz': 'baumhfr01',\n",
       " 'Lonny Baxter': 'baxtelo01',\n",
       " 'Jerryd Bayless': 'bayleje01',\n",
       " 'Elgin Baylor': 'bayloel01',\n",
       " 'Howard Bayne': 'bayneho01',\n",
       " 'Aron Baynes': 'baynear01',\n",
       " 'Sergei Bazarevich': 'bazarse01',\n",
       " 'Kent Bazemore': 'bazemke01',\n",
       " 'Darius Bazley': 'bazleda01',\n",
       " 'Ed Beach': 'beached01',\n",
       " 'Bradley Beal': 'bealbr01',\n",
       " 'Al Beard': 'beardal01',\n",
       " 'Butch Beard': 'beardbu01',\n",
       " 'Ralph Beard': 'beardra01',\n",
       " 'Charles Beasley': 'beaslch01',\n",
       " 'Jerome Beasley': 'beaslje01',\n",
       " 'John Beasley': 'beasljo01',\n",
       " 'Malik Beasley': 'beaslma01',\n",
       " 'Michael Beasley': 'beaslmi01',\n",
       " 'Zelmo Beaty': 'beatyze01',\n",
       " 'Rodrigue Beaubois': 'beaubro01',\n",
       " 'Byron Beck': 'beckby01',\n",
       " 'Corey Beck': 'beckco01',\n",
       " 'Ernie Beck': 'becker01',\n",
       " 'Arthur Becker': 'beckear01',\n",
       " 'Moe Becker': 'beckemo01',\n",
       " 'Bob Bedell': 'bedelbo01',\n",
       " 'William Bedford': 'bedfowi01',\n",
       " 'Hank Beenders': 'beendha01',\n",
       " 'Ron Behagen': 'behagro01',\n",
       " 'Elmer Behnke': 'behnkel01',\n",
       " 'Marco Belinelli': 'belinma01',\n",
       " 'Charlie Bell': 'bellch01',\n",
       " 'Dennis Bell': 'bellde01',\n",
       " 'Jordan Bell': 'belljo01',\n",
       " 'Raja Bell': 'bellra01',\n",
       " 'Troy Bell': 'belltr01',\n",
       " 'Whitey Bell': 'bellwh01',\n",
       " 'Walt Bellamy': 'bellawa01',\n",
       " \"DeAndre' Bembry\": 'bembrde01',\n",
       " 'Irv Bemoras': 'bemorir01',\n",
       " 'Leon Benbow': 'benbole01',\n",
       " 'Dragan Bender': 'bendedr01',\n",
       " 'Jonathan Bender': 'bendejo01',\n",
       " 'Jerrelle Benimon': 'benimje01',\n",
       " 'Benoit Benjamin': 'benjabe01',\n",
       " 'Corey Benjamin': 'benjaco01',\n",
       " 'Anthony Bennett': 'bennean01',\n",
       " 'Elmer Bennett': 'benneel01',\n",
       " 'Mario Bennett': 'bennema01',\n",
       " 'Mel Bennett': 'benneme01',\n",
       " 'Spider Bennett': 'bennesp01',\n",
       " 'Tony Bennett': 'benneto01',\n",
       " 'Winston Bennett': 'bennewi01',\n",
       " 'David Benoit': 'benoida01',\n",
       " 'Keith Benson': 'bensoke02',\n",
       " 'Kent Benson': 'bensoke01',\n",
       " 'Ben Bentil': 'bentibe01',\n",
       " 'Gene Berce': 'bercege01',\n",
       " 'Gary Bergen': 'bergega01',\n",
       " 'Larry Bergh': 'berghla01',\n",
       " 'Ricky Berry': 'berryri01',\n",
       " 'Walter Berry': 'berrywa01',\n",
       " 'Dairis Bertāns': 'bertada02',\n",
       " 'Dāvis Bertāns': 'bertada01',\n",
       " 'Del Beshore': 'beshode01',\n",
       " 'Travis Best': 'besttr01',\n",
       " 'Patrick Beverley': 'beverpa01',\n",
       " 'Sim Bhullar': 'bhullsi01',\n",
       " 'Wesley Bialosuknia': 'bialowe01',\n",
       " 'Al Bianchi': 'biancal01',\n",
       " 'Hank Biasatti': 'biasaha01',\n",
       " 'Henry Bibby': 'bibbyhe01',\n",
       " 'Mike Bibby': 'bibbymi01',\n",
       " 'Ed Biedenbach': 'biedeed01',\n",
       " 'Andris Biedriņš': 'biedran01',\n",
       " 'Don Bielke': 'bielkdo01',\n",
       " 'Bob Bigelow': 'bigelbo01',\n",
       " 'Lionel Billingy': 'billili01',\n",
       " 'Chauncey Billups': 'billuch01',\n",
       " 'Dave Bing': 'bingda01',\n",
       " 'Joe Binion': 'biniojo01',\n",
       " 'Khem Birch': 'birchkh01',\n",
       " 'Jabari Bird': 'birdja01',\n",
       " 'Jerry Bird': 'birdje01',\n",
       " 'Larry Bird': 'birdla01',\n",
       " 'Otis Birdsong': 'birdsot01',\n",
       " 'Gale Bishop': 'bishoga01',\n",
       " 'Goga Bitadze': 'bitadgo01',\n",
       " 'Bismack Biyombo': 'biyombi01',\n",
       " 'Nemanja Bjelica': 'bjeline01',\n",
       " 'Uwe Blab': 'blabuw01',\n",
       " 'Charlie Black': 'blackch01',\n",
       " 'Norman Black': 'blackno01',\n",
       " 'Tarik Black': 'blackta01',\n",
       " 'Tom Black': 'blackto01',\n",
       " 'Rolando Blackman': 'blackro01',\n",
       " 'Alex Blackwell': 'blackal01',\n",
       " 'Cory Blackwell': 'blackco01',\n",
       " 'James Blackwell': 'blackja01',\n",
       " 'Nate Blackwell': 'blackna01',\n",
       " 'DeJuan Blair': 'blairde01',\n",
       " 'Steve Blake': 'blakest01',\n",
       " 'Antonio Blakeney': 'blakean01',\n",
       " 'Will Blalock': 'blalowi01',\n",
       " 'George Blaney': 'blanege01',\n",
       " 'Lance Blanks': 'blankla01',\n",
       " 'Ricky Blanton': 'blantri01',\n",
       " 'Andray Blatche': 'blatcan01',\n",
       " 'Mookie Blaylock': 'blaylmo01',\n",
       " 'Eric Bledsoe': 'bledser01',\n",
       " 'Leon Blevins': 'blevile01',\n",
       " 'John Block': 'blockjo01',\n",
       " 'Mike Bloom': 'bloommi01',\n",
       " 'Jaron Blossomgame': 'blossja01',\n",
       " 'Corie Blount': 'blounco01',\n",
       " 'Mark Blount': 'blounma01',\n",
       " 'Vander Blue': 'blueva01',\n",
       " 'Ray Blume': 'blumera01',\n",
       " 'Nelson Bobb': 'bobbne01',\n",
       " 'Tony Bobbitt': 'bobbito01',\n",
       " 'Bucky Bockhorn': 'bockhbu01',\n",
       " 'Tom Boerwinkle': 'boerwto01',\n",
       " 'Keith Bogans': 'boganke01',\n",
       " 'Bogdan Bogdanović': 'bogdabo01',\n",
       " 'Bojan Bogdanović': 'bogdabo02',\n",
       " 'Muggsy Bogues': 'boguemu01',\n",
       " 'Andrew Bogut': 'bogutan01',\n",
       " 'Etdrick Bohannon': 'bohanet01',\n",
       " 'Bol Bol': 'bolbo01',\n",
       " 'Manute Bol': 'bolma01',\n",
       " 'Jonah Bolden': 'boldejo01',\n",
       " 'Marques Bolden': 'boldema01',\n",
       " 'Bill Bolger': 'bolgebi01',\n",
       " 'Joel Bolomboy': 'bolomjo01',\n",
       " 'Doug Bolstorff': 'bolstdo01',\n",
       " 'George Salle': 'bonsage01',\n",
       " 'Phil Bond': 'bondph01',\n",
       " 'Walter Bond': 'bondwa01',\n",
       " 'Jordan Bone': 'bonejo01',\n",
       " 'Dexter Boney': 'boneyde01',\n",
       " 'Isaac Bonga': 'bongais01',\n",
       " 'Ron Bonham': 'bonharo01',\n",
       " 'Anthony Bonner': 'bonnean01',\n",
       " 'Matt Bonner': 'bonnema01',\n",
       " 'Butch Booker': 'bookebu01',\n",
       " 'Devin Booker': 'bookede01',\n",
       " 'Melvin Booker': 'bookeme01',\n",
       " 'Trevor Booker': 'booketr01',\n",
       " 'Josh Boone': 'boonejo01',\n",
       " 'Ron Boone': 'boonero01',\n",
       " 'Calvin Booth': 'boothca01',\n",
       " 'Keith Booth': 'boothke01',\n",
       " 'Bob Boozer': 'boozebo01',\n",
       " 'Carlos Boozer': 'boozeca01',\n",
       " 'Curtis Borchardt': 'borchcu01',\n",
       " 'Jake Bornheimer': 'bornhja01',\n",
       " 'Lazaro Borrell': 'borrela01',\n",
       " 'Ike Borsavage': 'borsaik01',\n",
       " 'Vince Boryla': 'borylvi01',\n",
       " 'Chris Bosh': 'boshch01',\n",
       " 'Jim Bostic': 'bostiji01',\n",
       " 'Lawrence Boston': 'bostola01',\n",
       " 'Tom Boswell': 'bosweto01',\n",
       " 'Chris Boucher': 'bouchch01',\n",
       " 'Ruben Boumtje-Boumtje': 'boumtru01',\n",
       " 'Don Boven': 'bovendo01',\n",
       " 'Cal Bowdler': 'bowdlca01',\n",
       " 'Brian Bowen': 'bowenbr02',\n",
       " 'Bruce Bowen': 'bowenbr01',\n",
       " 'Ryan Bowen': 'bowenry01',\n",
       " 'Tommie Bowens': 'bowento01',\n",
       " 'Anthony Bowie': 'bowiean01',\n",
       " 'Sam Bowie': 'bowiesa01',\n",
       " 'Orbie Bowling': 'bowlior01',\n",
       " 'Ira Bowman': 'bowmair01',\n",
       " 'Ky Bowman': 'bowmaky01',\n",
       " 'Nate Bowman': 'bowmana01',\n",
       " 'Donnie Boyce': 'boycedo01',\n",
       " 'Dennis Boyd': 'boydde01',\n",
       " 'Freddie Boyd': 'boydfr01',\n",
       " 'Ken Boyd': 'boydke01',\n",
       " 'Earl Boykins': 'boykiea01',\n",
       " 'Harry Boykoff': 'boykoha01',\n",
       " 'Winford Boynes': 'boynewi01',\n",
       " 'Cedric Bozeman': 'bozemce01',\n",
       " 'Steve Bracey': 'bracest01',\n",
       " 'Craig Brackins': 'brackcr01',\n",
       " 'Gary Bradds': 'braddga01',\n",
       " 'Alex Bradley': 'bradlal02',\n",
       " 'Alonzo Bradley': 'bradlal01',\n",
       " 'Avery Bradley': 'bradlav01',\n",
       " 'Bill Bradley': 'bradlbi01',\n",
       " 'Charles Bradley': 'bradlch01',\n",
       " 'Dudley Bradley': 'bradldu01',\n",
       " 'Jim Bradley': 'bradlji01',\n",
       " 'Joe Bradley': 'bradljo01',\n",
       " 'Michael Bradley': 'bradlmi01',\n",
       " 'Shawn Bradley': 'bradlsh01',\n",
       " 'Tony Bradley': 'bradlto01',\n",
       " 'Mark Bradtke': 'bradtma01',\n",
       " 'Marques Bragg': 'braggma01',\n",
       " 'Torraye Braggs': 'braggto01',\n",
       " 'A.J. Bramlett': 'bramlaj01',\n",
       " 'Adrian Branch': 'brancad01',\n",
       " 'Elton Brand': 'brandel01',\n",
       " 'Terrell Brandon': 'brandte01',\n",
       " 'Bob Brannum': 'brannbo01',\n",
       " 'Brad Branson': 'bransbr01',\n",
       " 'Jesse Branson': 'bransje01',\n",
       " 'Jarrell Brantley': 'brantja01',\n",
       " 'Jim Brasco': 'brascji01',\n",
       " 'Mike Bratz': 'bratzmi01',\n",
       " 'Carl Braun': 'braunca01',\n",
       " 'Ignas Brazdeikis': 'brazdig01',\n",
       " 'Tim Breaux': 'breauti01',\n",
       " 'J.R. Bremer': 'bremejr01',\n",
       " 'Pete Brennan': 'brennpe01',\n",
       " 'Tom Brennan': 'brennto01',\n",
       " 'Randy Breuer': 'breuera01',\n",
       " 'Corey Brewer': 'breweco01',\n",
       " 'Jamison Brewer': 'breweja01',\n",
       " 'Jim Brewer': 'breweji01',\n",
       " 'Ron Brewer': 'brewero01',\n",
       " 'Ronnie Brewer': 'brewero02',\n",
       " 'Primož Brezec': 'brezepr01',\n",
       " 'Frankie Brian': 'brianfr01',\n",
       " 'Frank Brickowski': 'brickfr01',\n",
       " 'Junior Bridgeman': 'bridgju01',\n",
       " 'Bill Bridges': 'bridgbi01',\n",
       " 'Mikal Bridges': 'bridgmi01',\n",
       " 'Miles Bridges': 'bridgmi02',\n",
       " 'Al Brightman': 'brighal01',\n",
       " 'Aud Brindley': 'brindau01',\n",
       " 'Isaiah Briscoe': 'briscis01',\n",
       " 'John Brisker': 'briskjo01',\n",
       " 'Oshae Brissett': 'brissos01',\n",
       " 'Allan Bristow': 'bristal01',\n",
       " 'Tyrone Britt': 'brittty01',\n",
       " 'Wayman Britt': 'brittwa01',\n",
       " 'Mike Brittain': 'brittmi01',\n",
       " 'Dave Britton': 'brittda01',\n",
       " 'Jon Brockman': 'brockjo01',\n",
       " 'Ryan Broekhoff': 'broekry01',\n",
       " 'Jim Brogan': 'brogaji01',\n",
       " 'Malcolm Brogdon': 'brogdma01',\n",
       " 'Gary Brokaw': 'brokaga01',\n",
       " 'Price Brookfield': 'brookpr01',\n",
       " 'Clarence Brookins': 'brookcl01',\n",
       " 'Aaron Brooks': 'brookaa01',\n",
       " 'Dillon Brooks': 'brookdi01',\n",
       " 'Kevin Brooks': 'brookke01',\n",
       " 'MarShon Brooks': 'brookma01',\n",
       " 'Michael Brooks': 'brookmi01',\n",
       " 'Scott Brooks': 'brooksc01',\n",
       " 'Andre Brown': 'brownan01',\n",
       " 'Anthony Brown': 'brownan02',\n",
       " 'Bob Brown': 'brownbo01',\n",
       " 'Bobby Brown': 'brownbo02',\n",
       " 'Bruce Brown': 'brownbr01',\n",
       " 'Charlie Brown': 'brownch02',\n",
       " 'Chucky Brown': 'brownch01',\n",
       " 'Damone Brown': 'brownda02',\n",
       " 'Darrell Brown': 'brownda01',\n",
       " 'Dee Brown': 'brownde03',\n",
       " 'Derrick Brown': 'brownde04',\n",
       " 'Devin Brown': 'brownde02',\n",
       " 'Ernest Brown': 'browner01',\n",
       " 'Fred Brown': 'brownfr01',\n",
       " 'George Brown': 'brownge01',\n",
       " 'Gerald Brown': 'brownge02',\n",
       " 'Harold Brown': 'brownha01',\n",
       " 'Jabari Brown': 'brownja01',\n",
       " 'Jaylen Brown': 'brownja02',\n",
       " 'John Brown': 'brownjo01',\n",
       " 'Kedrick Brown': 'brownke01',\n",
       " 'Kwame Brown': 'brownkw01',\n",
       " 'Larry Brown': 'brownla01',\n",
       " 'Leon Brown': 'brownle01',\n",
       " 'Lewis Brown': 'brownle02',\n",
       " 'Lorenzo Brown': 'brownlo01',\n",
       " 'Marcus Brown': 'brownma01',\n",
       " 'Markel Brown': 'brownma02',\n",
       " 'Mike Brown': 'brownmi01',\n",
       " 'Moses Brown': 'brownmo01',\n",
       " 'Myron Brown': 'brownmy01',\n",
       " 'P.J. Brown': 'brownpj01',\n",
       " 'Randy Brown': 'brownra02',\n",
       " 'Raymond Brown': 'brownra01',\n",
       " 'Rickey Brown': 'brownri01',\n",
       " 'Roger Brown': 'brownro02',\n",
       " 'Shannon Brown': 'brownsh01',\n",
       " 'Stan Brown': 'brownst01',\n",
       " 'Sterling Brown': 'brownst02',\n",
       " 'Tierre Brown': 'brownti01',\n",
       " 'Tony Brown': 'brownto01',\n",
       " 'Troy Brown': 'browntr01',\n",
       " 'Jim Browne': 'brownji01',\n",
       " 'Stanley Brundy': 'brundst01',\n",
       " 'Brian Brunkhorst': 'brunkbr01',\n",
       " 'George Bruns': 'brunsge01',\n",
       " 'Jalen Brunson': 'brunsja01',\n",
       " 'Rick Brunson': 'brunsri01',\n",
       " 'Nicolás Brussino': 'brussni01',\n",
       " 'Em Bryant': 'bryanem01',\n",
       " 'Joe Bryant': 'bryanjo01',\n",
       " 'Kobe Bryant': 'bryanko01',\n",
       " 'Mark Bryant': 'bryanma01',\n",
       " 'Thomas Bryant': 'bryanth01',\n",
       " 'Wallace Bryant': 'bryanwa01',\n",
       " 'Torgeir Bryn': 'brynto01',\n",
       " 'George Bucci': 'buccige01',\n",
       " 'Joe Buckhalter': 'buckhjo01',\n",
       " 'Steve Bucknall': 'bucknst01',\n",
       " 'Cleveland Buckner': 'buckncl01',\n",
       " 'Greg Buckner': 'buckngr01',\n",
       " 'Quinn Buckner': 'bucknqu01',\n",
       " 'Dave Budd': 'buddda01',\n",
       " 'Chase Budinger': 'budinch01',\n",
       " 'Walt Budko': 'budkowa01',\n",
       " 'Jud Buechler': 'buechju01',\n",
       " 'Rodney Buford': 'buforro01',\n",
       " 'Matt Bullard': 'bullama01',\n",
       " 'Reggie Bullock': 'bullore01',\n",
       " 'Larry Bunce': 'buncela01',\n",
       " 'Greg Bunch': 'bunchgr01',\n",
       " 'Dick Bunt': 'buntdi01',\n",
       " 'Bill Buntin': 'buntibi01',\n",
       " 'Bill Bunting': 'buntibi02',\n",
       " 'Ticky Burden': 'burdeti01',\n",
       " 'Pat Burke': 'burkepa01',\n",
       " 'Trey Burke': 'burketr01',\n",
       " 'Roger Burkman': 'burkmro01',\n",
       " 'Alec Burks': 'burksal01',\n",
       " 'Antonio Burks': 'burksan01',\n",
       " 'Kevin Burleson': 'burleke01',\n",
       " 'Tom Burleson': 'burleto01',\n",
       " 'Jack Burmaster': 'burmaja01',\n",
       " 'David Burns': 'burnsda01',\n",
       " 'Evers Burns': 'burnsev01',\n",
       " 'Jim Burns': 'burnsji01',\n",
       " 'Scott Burrell': 'burresc01',\n",
       " 'Art Burris': 'burriar01',\n",
       " 'Junior Burrough': 'burroju01',\n",
       " 'Bob Burrow': 'burrobo01',\n",
       " 'Deonte Burton': 'burtode02',\n",
       " 'Ed Burton': 'burtoed01',\n",
       " 'Willie Burton': 'burtowi01',\n",
       " 'Steve Burtt': 'burttst01',\n",
       " 'Don Buse': 'busedo01',\n",
       " 'David Bustion': 'bustida01',\n",
       " 'Donnie Butcher': 'butchdo01',\n",
       " 'Al Butler': 'butleal01',\n",
       " 'Caron Butler': 'butleca01',\n",
       " 'Greg Butler': 'butlegr01',\n",
       " 'Jackie Butler': 'butleja01',\n",
       " 'Jimmy Butler': 'butleji01',\n",
       " 'Mike Butler': 'butlemi01',\n",
       " 'Mitchell Butler': 'butlemi02',\n",
       " 'Rasual Butler': 'butlera01',\n",
       " 'Dwight Buycks': 'buyckdw01',\n",
       " 'Derrick Byars': 'byarsde01',\n",
       " 'Andrew Bynum': 'bynuman01',\n",
       " 'Will Bynum': 'bynumwi01',\n",
       " 'Walter Byrd': 'byrdwa01',\n",
       " 'Marty Byrnes': 'byrnema01',\n",
       " 'Tommy Byrnes': 'byrneto01',\n",
       " 'Michael Bytzura': 'bytzumi01',\n",
       " 'Žarko Čabarkapa': 'cabarza01',\n",
       " 'Barney Cable': 'cableba01',\n",
       " 'Bruno Caboclo': 'cabocbr01',\n",
       " 'Devontae Cacok': 'cacokde01',\n",
       " 'Jason Caffey': 'caffeja01',\n",
       " 'Michael Cage': 'cagemi01',\n",
       " 'Gerry Calabrese': 'calabge01',\n",
       " 'Nick Calathes': 'calatni01',\n",
       " 'José Calderón': 'caldejo01',\n",
       " 'Adrian Caldwell': 'caldwad01',\n",
       " 'Jim Caldwell': 'caldwji01',\n",
       " 'Joe Caldwell': 'caldwjo01',\n",
       " 'Kentavious Caldwell-Pope': 'caldwke01',\n",
       " 'Bill Calhoun': 'calhobi01',\n",
       " 'Corky Calhoun': 'calhoco01',\n",
       " 'Demetrius Calip': 'calipde01',\n",
       " 'Tom Callahan': 'callato01',\n",
       " 'Rick Calloway': 'callori01',\n",
       " 'Ernie Calverley': 'calveer01',\n",
       " 'Mack Calvin': 'calvima01',\n",
       " 'Dexter Cambridge': 'cambrde01',\n",
       " 'Marcus Camby': 'cambyma01',\n",
       " 'Elden Campbell': 'campbel01',\n",
       " 'Tony Campbell': 'campbto01',\n",
       " 'Isaiah Canaan': 'canaais01',\n",
       " 'Vlatko Čančar': 'cancavl01',\n",
       " 'Larry Cannon': 'cannola01',\n",
       " 'Clint Capela': 'capelca01',\n",
       " 'Derrick Caracter': 'caracde01',\n",
       " 'Frank Card': 'cardfr01',\n",
       " 'Brian Cardinal': 'cardibr01',\n",
       " 'Howie Carl': 'carlho01',\n",
       " 'Chet Carlisle': 'carlich01',\n",
       " 'Geno Carlisle': 'carlige01',\n",
       " 'Rick Carlisle': 'carliri01',\n",
       " 'Don Carlos': 'carlodo01',\n",
       " 'Al Carlson': 'carlsal01',\n",
       " 'Don Carlson': 'carlsdo01',\n",
       " 'Bob Carney': 'carnebo01',\n",
       " 'Rodney Carney': 'carnero01',\n",
       " 'Bob Carpenter': 'carpebo01',\n",
       " 'Antoine Carr': 'carran01',\n",
       " 'Austin Carr': 'carrau01',\n",
       " 'Chris Carr': 'carrch01',\n",
       " 'Cory Carr': 'carrco01',\n",
       " 'Kenny Carr': 'carrke01',\n",
       " 'M.L. Carr': 'carrml01',\n",
       " 'Darel Carrier': 'carrida01',\n",
       " 'Bob Carrington': 'carribo01',\n",
       " 'DeMarre Carroll': 'carrode01',\n",
       " 'Joe Carroll': 'carrojo01',\n",
       " 'Matt Carroll': 'carroma01',\n",
       " 'Jimmy Carruth': 'carruji01',\n",
       " 'Anthony Carter': 'cartean01',\n",
       " 'Butch Carter': 'cartebu01',\n",
       " 'Fred Carter': 'cartefr01',\n",
       " 'George Carter': 'cartege01',\n",
       " 'Howard Carter': 'carteho01',\n",
       " 'Jake Carter': 'carteja01',\n",
       " 'Jevon Carter': 'carteje01',\n",
       " 'Maurice Carter': 'cartema01',\n",
       " 'Reggie Carter': 'cartere01',\n",
       " 'Ron Carter': 'cartero01',\n",
       " 'Vince Carter': 'cartevi01',\n",
       " 'Wendell Carter': 'cartewe01',\n",
       " 'Michael Carter-Williams': 'cartemi01',\n",
       " 'Bill Cartwright': 'cartwbi01',\n",
       " 'Jay Carty': 'cartyja01',\n",
       " 'Alex Caruso': 'carusal01',\n",
       " 'Cornelius Cash': 'cashco01',\n",
       " 'Sam Cash': 'cashsa01',\n",
       " 'Sam Cassell': 'cassesa01',\n",
       " 'Omri Casspi': 'casspom01',\n",
       " 'Harvey Catchings': 'catchha01',\n",
       " 'Terry Catledge': 'catlete01',\n",
       " 'Sid Catlett': 'catlesi01',\n",
       " 'Kelvin Cato': 'catoke01',\n",
       " 'Bobby Cattage': 'cattabo01',\n",
       " 'Willie Cauley-Stein': 'caulewi01',\n",
       " 'Troy Caupain': 'caupatr01',\n",
       " 'Duane Causwell': 'causwdu01',\n",
       " 'Tyler Cavanaugh': 'cavanty01',\n",
       " 'Ron Cavenall': 'cavenro01',\n",
       " 'Cedric Ceballos': 'cebalce01',\n",
       " 'John Celestand': 'celesjo01',\n",
       " 'Al Cervi': 'cervial01',\n",
       " 'Lionel Chalmers': 'chalmli01',\n",
       " 'Mario Chalmers': 'chalmma01',\n",
       " 'Bill Chamberlain': 'chambbi01',\n",
       " 'Wilt Chamberlain': 'chambwi01',\n",
       " 'Jerry Chambers': 'chambje01',\n",
       " 'Tom Chambers': 'chambto01',\n",
       " 'Mike Champion': 'champmi01',\n",
       " 'Tyson Chandler': 'chandty01',\n",
       " 'Wilson Chandler': 'chandwi01',\n",
       " 'Don Chaney': 'chanedo01',\n",
       " 'John Chaney': 'chanejo01',\n",
       " 'Rex Chapman': 'chapmre01',\n",
       " 'Wayne Chapman': 'chapmwa01',\n",
       " 'Len Chappell': 'chapple01',\n",
       " 'Ken Charles': 'charlke01',\n",
       " 'Lorenzo Charles': 'charllo01',\n",
       " 'Joe Chealey': 'chealjo01',\n",
       " 'Calbert Cheaney': 'cheanca01',\n",
       " 'Zylan Cheatham': 'cheatzy01',\n",
       " 'Maurice Cheeks': 'cheekma01',\n",
       " 'Phil Chenier': 'cheniph01',\n",
       " 'Will Cherry': 'cherrwi01',\n",
       " 'Derrick Chievous': 'chievde01',\n",
       " 'Pete Chilcutt': 'chilcpe01',\n",
       " 'Josh Childress': 'childjo01',\n",
       " 'Randolph Childress': 'childra01',\n",
       " 'Chris Childs': 'childch01',\n",
       " 'Chris Chiozza': 'chiozch01',\n",
       " 'Leroy Chollet': 'chollle01',\n",
       " 'Jim Chones': 'choneji01',\n",
       " 'Marquese Chriss': 'chrisma01',\n",
       " 'Fred Christ': 'chrisfr01',\n",
       " 'Cal Christensen': 'chrisca01',\n",
       " 'Bob Christian': 'chrisbo01',\n",
       " 'Doug Christie': 'chrisdo01',\n",
       " 'Dionte Christmas': 'chrisdi01',\n",
       " 'Rakeem Christmas': 'chrisra01',\n",
       " 'Semaj Christon': 'chrisse01',\n",
       " 'Patrick Christopher': 'chrispa01',\n",
       " 'Stephen Chubin': 'chubist01',\n",
       " 'Robert Churchwell': 'churcro01',\n",
       " 'Archie Clark': 'clarkar01',\n",
       " 'Carlos Clark': 'clarkca01',\n",
       " 'Earl Clark': 'clarkea01',\n",
       " 'Gary Clark': 'clarkga01',\n",
       " 'Ian Clark': 'clarkia01',\n",
       " 'Keon Clark': 'clarkke01',\n",
       " 'Richard Clark': 'clarkri01',\n",
       " 'Brandon Clarke': 'clarkbr01',\n",
       " 'Coty Clarke': 'clarkco01',\n",
       " 'Jordan Clarkson': 'clarkjo01',\n",
       " 'Gian Clavell': 'clavegi01',\n",
       " 'Victor Claver': 'clavevi01',\n",
       " 'John Clawson': 'clawsjo01',\n",
       " 'Charles Claxton': 'claxtch01',\n",
       " 'Nicolas Claxton': 'claxtni01',\n",
       " 'Speedy Claxton': 'claxtsp01',\n",
       " 'Jim Cleamons': 'cleamji01',\n",
       " 'Mateen Cleaves': 'cleavma01',\n",
       " 'Barry Clemens': 'clemeba01',\n",
       " 'Chris Clemons': 'clemoch01',\n",
       " 'Antonius Cleveland': 'clevean01',\n",
       " 'Nat Clifton': 'cliftna01',\n",
       " 'Bill Closs': 'clossbi01',\n",
       " 'Keith Closs': 'closske01',\n",
       " 'Paul Cloyd': 'cloydpa01',\n",
       " 'Bob Cluggish': 'cluggbo01',\n",
       " 'Ben Clyde': 'clydebe01',\n",
       " 'Amir Coffey': 'coffeam01',\n",
       " 'Richard Coffey': 'cofferi01',\n",
       " 'Fred Cofield': 'cofiefr01',\n",
       " 'John Coker': 'cokerjo01',\n",
       " 'Norris Cole': 'coleno01',\n",
       " 'Ben Coleman': 'colembe01',\n",
       " 'Derrick Coleman': 'colemde01',\n",
       " 'E.C. Coleman': 'colemec01',\n",
       " 'Jack Coleman': 'colemja01',\n",
       " 'Norris Coleman': 'colemno01',\n",
       " 'Bimbo Coles': 'colesbi01',\n",
       " 'Jason Collier': 'collija02',\n",
       " 'Art Collins': 'colliar01',\n",
       " 'Don Collins': 'collido02',\n",
       " 'Doug Collins': 'collido01',\n",
       " 'James Collins': 'collija01',\n",
       " 'Jarron Collins': 'collija03',\n",
       " 'Jason Collins': 'collija04',\n",
       " 'Jimmy Collins': 'colliji01',\n",
       " 'John Collins': 'collijo01',\n",
       " 'Mardy Collins': 'collima01',\n",
       " 'Sherron Collins': 'collish01',\n",
       " 'Zach Collins': 'colliza01',\n",
       " 'Kyle Collinsworth': 'colliky01',\n",
       " 'Darren Collison': 'collida01',\n",
       " 'Nick Collison': 'collini01',\n",
       " 'Joe Colone': 'colonjo01',\n",
       " 'Bonzie Colson': 'colsobo01',\n",
       " 'Sean Colson': 'colsose01',\n",
       " 'Steve Colter': 'coltest01',\n",
       " 'Glen Combs': 'combsgl01',\n",
       " 'Leroy Combs': 'combsle01',\n",
       " 'John Comeaux': 'comeajo01',\n",
       " 'Dallas Comegys': 'comegda01',\n",
       " 'Larry Comley': 'comlela01',\n",
       " 'Jeffrey Congdon': 'congdje01',\n",
       " 'Gene Conley': 'conlege01',\n",
       " 'Larry Conley': 'conlela01',\n",
       " 'Mike Conley': 'conlemi01',\n",
       " 'Ed Conlin': 'conlied01',\n",
       " 'Marty Conlon': 'conloma01',\n",
       " 'Pat Connaughton': 'connapa01',\n",
       " 'Jimmy Conner': 'conneji01',\n",
       " 'Lester Conner': 'connele01',\n",
       " 'Chuck Connors': 'connoch01',\n",
       " 'Will Conroy': 'conrowi01',\n",
       " 'Anthony Cook': 'cookan01',\n",
       " 'Bert Cook': 'cookbe01',\n",
       " 'Bobby Cook': 'cookbo01',\n",
       " 'Brian Cook': 'cookbr01',\n",
       " 'Daequan Cook': 'cookda02',\n",
       " 'Darwin Cook': 'cookda01',\n",
       " 'Jeff Cook': 'cookje01',\n",
       " 'Norm Cook': 'cookno01',\n",
       " 'Omar Cook': 'cookom01',\n",
       " 'Quinn Cook': 'cookqu01',\n",
       " 'Tyler Cook': 'cookty01',\n",
       " 'Charles Cooke': 'cookech01',\n",
       " 'David Cooke': 'cookeda01',\n",
       " 'Joe Cooke': 'cookejo01',\n",
       " 'Jack Cooley': 'cooleja01',\n",
       " 'Chuck Cooper': 'coopech01',\n",
       " 'Duane Cooper': 'coopedu01',\n",
       " 'Joe Cooper': 'coopejo01',\n",
       " 'Michael Cooper': 'coopemi01',\n",
       " 'Wayne Cooper': 'coopewa01',\n",
       " 'Tom Copa': 'copato01',\n",
       " 'Chris Copeland': 'copelch01',\n",
       " 'Hollis Copeland': 'copelho01',\n",
       " 'Lanard Copeland': 'copella01',\n",
       " 'Tyrone Corbin': 'corbity01',\n",
       " 'Chris Corchiani': 'corchch01',\n",
       " 'Ken Corley': 'corleke01',\n",
       " 'Ray Corley': 'corlera01',\n",
       " 'Dave Corzine': 'corzida01',\n",
       " 'Larry Costello': 'costela01',\n",
       " 'Matt Costello': 'costema01',\n",
       " 'Bryce Cotton': 'cottobr01',\n",
       " 'Jack Cotton': 'cottoja01',\n",
       " 'James Cotton': 'cottoja02',\n",
       " 'John Coughran': 'coughjo01',\n",
       " 'Mel Counts': 'countme01',\n",
       " 'Steve Courtin': 'courtst01',\n",
       " 'Joe Courtney': 'courtjo01',\n",
       " 'Marcus Cousin': 'cousima01',\n",
       " 'DeMarcus Cousins': 'couside01',\n",
       " 'Bob Cousy': 'cousybo01',\n",
       " 'Robert Covington': 'covinro01',\n",
       " 'Dave Cowens': 'cowenda01',\n",
       " 'Chubby Cox': 'coxch01',\n",
       " 'Johnny Cox': 'coxjo01',\n",
       " 'Wesley Cox': 'coxwe01',\n",
       " 'Allen Crabbe': 'crabbal01',\n",
       " 'Torrey Craig': 'craigto01',\n",
       " 'Chris Crawford': 'crawfch01',\n",
       " 'Freddie Crawford': 'crawffr01',\n",
       " 'Jamal Crawford': 'crawfja01',\n",
       " 'Joe Crawford': 'crawfjo01',\n",
       " 'Jordan Crawford': 'crawfjo02',\n",
       " 'Mitch Creek': 'creekmi01',\n",
       " 'Jim Creighton': 'creigji01',\n",
       " 'Ron Crevier': 'creviro01',\n",
       " 'Hal Crisler': 'crislha01',\n",
       " 'Joe Crispin': 'crispjo01',\n",
       " 'Charlie Criss': 'crissch01',\n",
       " 'Russell Critchfield': 'critcru01',\n",
       " 'Winston Crite': 'critewi01',\n",
       " 'Javaris Crittenton': 'crittja01',\n",
       " 'Dillard Crocker': 'crockdi01',\n",
       " 'Bobby Croft': 'croftbo01',\n",
       " 'Geoff Crompton': 'crompge01',\n",
       " 'Terry Crosby': 'crosbte01',\n",
       " 'Austin Croshere': 'croshau01',\n",
       " 'Jeff Cross': 'crossje01',\n",
       " 'Pete Cross': 'crosspe01',\n",
       " 'Russell Cross': 'crossru01',\n",
       " 'Chink Crossin': 'crossch01',\n",
       " 'John Crotty': 'crottjo01',\n",
       " 'Bill Crow': 'crowbi01',\n",
       " 'Mark Crow': 'crowma01',\n",
       " 'Corey Crowder': 'crowdco01',\n",
       " 'Jae Crowder': 'crowdja01',\n",
       " 'Al Cueto': 'cuetoal01',\n",
       " 'Jarrett Culver': 'culveja01',\n",
       " 'Pat Cummings': 'cummipa01',\n",
       " 'Terry Cummings': 'cummite01',\n",
       " 'Vonteego Cummings': 'cummivo01',\n",
       " 'Billy Cunningham': 'cunnibi01',\n",
       " 'Dante Cunningham': 'cunnida01',\n",
       " 'Dick Cunningham': 'cunnidi01',\n",
       " 'Jared Cunningham': 'cunnija01',\n",
       " 'William Cunningham': 'cunniwi01',\n",
       " 'Radisav Ćurčić': 'curcira01',\n",
       " 'Armand Cure': 'curear01',\n",
       " 'Earl Cureton': 'curetea01',\n",
       " 'Bill Curley': 'curlebi01',\n",
       " 'Fran Curran': 'currafr01',\n",
       " 'Dell Curry': 'curryde01',\n",
       " 'Eddy Curry': 'curryed01',\n",
       " 'JamesOn Curry': 'curryja01',\n",
       " 'Michael Curry': 'currymi01',\n",
       " 'Seth Curry': 'curryse01',\n",
       " 'Stephen Curry': 'curryst01',\n",
       " 'Rastko Cvetković': 'cvetkra01',\n",
       " \"Mike D'Antoni\": 'dantomi01',\n",
       " 'Mike Dabich': 'dabicmi01',\n",
       " 'Ed Dahler': 'dahleed01',\n",
       " 'Quintin Dailey': 'dailequ01',\n",
       " 'Samuel Dalembert': 'dalemsa01',\n",
       " 'Howie Dallmar': 'dallmho01',\n",
       " 'Erick Dampier': 'dampier01',\n",
       " 'Louie Dampier': 'dampilo01',\n",
       " 'Bob Dandridge': 'dandrbo01',\n",
       " 'Antonio Daniels': 'daniean01',\n",
       " 'Erik Daniels': 'danieer01',\n",
       " 'Lloyd Daniels': 'daniell01',\n",
       " 'Marquis Daniels': 'daniema01',\n",
       " 'Mel Daniels': 'danieme01',\n",
       " 'Troy Daniels': 'danietr01',\n",
       " 'Sasha Danilović': 'danilsa01',\n",
       " 'Adrian Dantley': 'dantlad01',\n",
       " 'Pete Darcey': 'darcepe01',\n",
       " 'Jimmy Darden': 'dardeji01',\n",
       " 'Ollie Darden': 'dardeol01',\n",
       " 'Yinka Dare': 'dareyi01',\n",
       " 'Jesse Dark': 'darkje01',\n",
       " 'Rick Darnell': 'darneri01',\n",
       " 'Jimmy Darrow': 'darroji01',\n",
       " 'Luigi Datome': 'datomlu01',\n",
       " 'Brad Daugherty': 'daughbr01',\n",
       " 'Mack Daughtry': 'daughma01',\n",
       " 'Kornél Dávid': 'davidko01',\n",
       " 'Jermareo Davidson': 'davidje01',\n",
       " 'Bob Davies': 'daviebo01',\n",
       " 'Brandon Davies': 'daviebr01',\n",
       " 'Anthony Davis': 'davisan02',\n",
       " 'Antonio Davis': 'davisan01',\n",
       " 'Aubrey Davis': 'davisau01',\n",
       " 'Baron Davis': 'davisba01',\n",
       " 'Ben Davis': 'davisbe01',\n",
       " 'Bill Davis': 'davisbi01',\n",
       " 'Bob Davis': 'davisbo01',\n",
       " 'Brad Davis': 'davisbr01',\n",
       " 'Brian Davis': 'davisbr02',\n",
       " 'Charles Davis': 'davisch02',\n",
       " 'Charlie Davis': 'davisch01',\n",
       " 'Dale Davis': 'davisda01',\n",
       " 'Deyonta Davis': 'davisde01',\n",
       " 'Dwight Davis': 'davisdw01',\n",
       " 'Ed Davis': 'davised01',\n",
       " 'Emanual Davis': 'davisem01',\n",
       " 'Glen Davis': 'davisgl01',\n",
       " 'Harry Davis': 'davisha01',\n",
       " 'Hubert Davis': 'davishu01',\n",
       " 'Jim Davis': 'davisji01',\n",
       " 'Johnny Davis': 'davisjo01',\n",
       " 'Josh Davis': 'davisjo02',\n",
       " 'Lee Davis': 'davisle01',\n",
       " 'Mark Davis': 'davisma02',\n",
       " 'Mel Davis': 'davisme01',\n",
       " 'Mickey Davis': 'davismi02',\n",
       " 'Mike Davis': 'davismi03',\n",
       " 'Monti Davis': 'davismo01',\n",
       " 'Paul Davis': 'davispa01',\n",
       " 'Ralph Davis': 'davisra01',\n",
       " 'Red Davis': 'davisre01',\n",
       " 'Ricky Davis': 'davisri01',\n",
       " 'Ron Davis': 'davisro01',\n",
       " 'Terence Davis': 'daviste02',\n",
       " 'Terry Davis': 'daviste01',\n",
       " 'Tyler Davis': 'davisty01',\n",
       " 'Walt Davis': 'daviswa01',\n",
       " 'Walter Davis': 'daviswa03',\n",
       " 'Warren Davis': 'daviswa02',\n",
       " 'Willie Davis': 'daviswi01',\n",
       " 'Andre Dawkins': 'dawkian01',\n",
       " 'Darryl Dawkins': 'dawkida01',\n",
       " 'Johnny Dawkins': 'dawkijo01',\n",
       " 'Paul Dawkins': 'dawkipa01',\n",
       " 'Branden Dawson': 'dawsobr01',\n",
       " 'Eric Dawson': 'dawsoer01',\n",
       " 'Jimmy Dawson': 'dawsoji01',\n",
       " 'Tony Dawson': 'dawsoto01',\n",
       " ...}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate dictionary mapping every player name to their respective name encoding\n",
    "\n",
    "player_dict = {}\n",
    "\n",
    "for players_table in players_tables:\n",
    "    players_name_rows = players_table.find(\"tbody\").find_all(\"th\")\n",
    "    filenames = [row[\"data-append-csv\"] for row in players_name_rows]\n",
    "\n",
    "    for row in players_name_rows:\n",
    "        split_name = row.a.text.split()\n",
    "        first = split_name[0]\n",
    "        last = split_name[-1]\n",
    "        encoding = row[\"data-append-csv\"]\n",
    "        player_dict[f\"{first} {last}\"] = encoding\n",
    "\n",
    "player_dict    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://www.basketball-reference.com/players/a/alexaky01.html',\n",
       " 'http://www.basketball-reference.com/players/b/battljo01.html',\n",
       " 'http://www.basketball-reference.com/players/b/bradldu01.html',\n",
       " 'http://www.basketball-reference.com/players/c/cannola01.html',\n",
       " 'http://www.basketball-reference.com/players/c/corleke01.html',\n",
       " 'http://www.basketball-reference.com/players/d/dickehe01.html',\n",
       " 'http://www.basketball-reference.com/players/e/evansre01.html',\n",
       " 'http://www.basketball-reference.com/players/g/garriki01.html',\n",
       " 'http://www.basketball-reference.com/players/h/hagangl01.html',\n",
       " 'http://www.basketball-reference.com/players/h/higgske01.html',\n",
       " 'http://www.basketball-reference.com/players/j/jamesju01.html',\n",
       " 'http://www.basketball-reference.com/players/k/keefead01.html',\n",
       " 'http://www.basketball-reference.com/players/l/lawsoja01.html',\n",
       " 'http://www.basketball-reference.com/players/m/markkla01.html',\n",
       " 'http://www.basketball-reference.com/players/m/mercero01.html',\n",
       " 'http://www.basketball-reference.com/players/n/napolpa01.html',\n",
       " 'http://www.basketball-reference.com/players/p/parkme01.html',\n",
       " 'http://www.basketball-reference.com/players/r/radojal01.html',\n",
       " 'http://www.basketball-reference.com/players/r/rottnmi01.html',\n",
       " 'http://www.basketball-reference.com/players/s/silaspa01.html',\n",
       " 'http://www.basketball-reference.com/players/s/stovapa01.html',\n",
       " 'http://www.basketball-reference.com/players/t/tsiorlo01.html',\n",
       " 'http://www.basketball-reference.com/players/w/webbsp01.html',\n",
       " 'http://www.basketball-reference.com/players/w/wingada01.html']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get list of every player page to be scraped\n",
    "full_player_urls = []\n",
    "for letter_dir in players_letter_dirs:\n",
    "    for encoding in player_dict.values():\n",
    "        if encoding.startswith(letter_dir[-2]):\n",
    "            full_player_urls.append(letter_dir+encoding+\".html\")\n",
    "full_player_urls[50:6000:200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>Season</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Lg</th>\n",
       "      <th>Pos</th>\n",
       "      <th>G</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>FGA</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-20</td>\n",
       "      <td>23</td>\n",
       "      <td>CLE</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>4.6</td>\n",
       "      <td>6.6</td>\n",
       "      <td>...</td>\n",
       "      <td>.000</td>\n",
       "      <td>1.5</td>\n",
       "      <td>8.1</td>\n",
       "      <td>9.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>10.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1953-54</td>\n",
       "      <td>28</td>\n",
       "      <td>NYK</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>68</td>\n",
       "      <td></td>\n",
       "      <td>2343</td>\n",
       "      <td>3.1</td>\n",
       "      <td>7.6</td>\n",
       "      <td>...</td>\n",
       "      <td>.638</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.8</td>\n",
       "      <td>5.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.1</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1958-59</td>\n",
       "      <td>33</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>71</td>\n",
       "      <td></td>\n",
       "      <td>2063</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.740</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.6</td>\n",
       "      <td>11.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2002-03</td>\n",
       "      <td>26</td>\n",
       "      <td>TOT</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>559</td>\n",
       "      <td>2.6</td>\n",
       "      <td>7.1</td>\n",
       "      <td>...</td>\n",
       "      <td>.727</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.3</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1995-96</td>\n",
       "      <td>24</td>\n",
       "      <td>WSB</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>1.2</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.3</td>\n",
       "      <td>11.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Season Age   Tm   Lg Pos   G GS    MP   FG   FGA  ...   FT%  ORB  DRB  \\\n",
       "0  2019-20  23  CLE  NBA  PF  12  0    71  4.6   6.6  ...  .000  1.5  8.1   \n",
       "4  1953-54  28  NYK  NBA  PG  68     2343  3.1   7.6  ...  .638  NaN  NaN   \n",
       "9  1958-59  33  DET  NBA  PG  71     2063  4.0   9.5  ...  .740  NaN  NaN   \n",
       "2  2002-03  26  TOT  NBA  SG  53  1   559  2.6   7.1  ...  .727  1.2  2.4   \n",
       "0  1995-96  24  WSB  NBA  SF  11  0    58  5.0  14.3  ...        1.2  3.1   \n",
       "\n",
       "   TRB  AST  STL  BLK  TOV   PF   PTS  \n",
       "0  9.6  1.0  1.0  2.0  1.5  4.1  10.1  \n",
       "4  4.8  5.4  NaN  NaN  NaN  3.1   9.6  \n",
       "9  5.0  7.7  NaN  NaN  NaN  2.6  11.4  \n",
       "2  3.7  4.8  1.2  0.4  2.2  3.3   7.8  \n",
       "0  4.3  1.9  2.5  0.0  1.9  4.3  11.2  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate full player dataframe concatenated\n",
    "import random\n",
    "import pandas as pd\n",
    "\n",
    "dfs = [player_stats(requests.get(url), \"per_minute\") for url in random.sample(full_player_urls, 5)]\n",
    "all_stats = pd.concat(dfs)\n",
    "all_stats[::5]\n",
    "#     print(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import sqlite3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = sqlite3.connect('all_player_stats.db')\n",
    "c = conn.cursor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_stats.to_sql(\"all_players\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "sql = \"show tables\"\n",
    "# pd.read_sql(sql, conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, '2019-20', '23', 'CLE', 'NBA')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql = \"select * from all_players\"\n",
    "c.execute(sql).fetchall()[0][:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2</td>\n",
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       "      <td>33.2</td>\n",
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       "      <th>80</th>\n",
       "      <td>76</td>\n",
       "      <td>2019-04-05</td>\n",
       "      <td>29-222</td>\n",
       "      <td>HOU</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+24)</td>\n",
       "      <td>1</td>\n",
       "      <td>29:12</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
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       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>21.1</td>\n",
       "      <td>+29</td>\n",
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       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>77</td>\n",
       "      <td>2019-04-07</td>\n",
       "      <td>29-224</td>\n",
       "      <td>HOU</td>\n",
       "      <td></td>\n",
       "      <td>PHO</td>\n",
       "      <td>W (+36)</td>\n",
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       "      <td>29:00</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
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       "      <td>6</td>\n",
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       "      <td>28.4</td>\n",
       "      <td>+39</td>\n",
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       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>78</td>\n",
       "      <td>2019-04-09</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     G        Date     Age   Tm     Opp          GS     MP  FG  ... DRB TRB  \\\n",
       "Rk                                                              ...           \n",
       "78  74  2019-04-02  29-219  HOU  @  SAC  W (+25)  1  29:28  12  ...   3   3   \n",
       "79  75  2019-04-03  29-220  HOU  @  LAC  W (+32)  1  30:21   9  ...   6   7   \n",
       "80  76  2019-04-05  29-222  HOU     NYK  W (+24)  1  29:12   8  ...   8   9   \n",
       "81  77  2019-04-07  29-224  HOU     PHO  W (+36)  1  29:00  10  ...  13  13   \n",
       "82  78  2019-04-09  29-226  HOU  @  OKC   L (-1)  1  36:58  11  ...   9  10   \n",
       "\n",
       "   AST STL BLK TOV PF PTS  GmSc  +/-  \n",
       "Rk                                    \n",
       "78  10   1   0   2  2  36  33.2  +29  \n",
       "79   7   0   0   6  3  31  23.5  +16  \n",
       "80   8   1   1   3  2  26  21.1  +29  \n",
       "81   9   2   0   6  3  30  28.4  +39  \n",
       "82   3   1   1   4  4  39  25.0   +1  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "harden = pd.concat([pb.get_player_gamelog(\"hardeja01\",\"2010\"),pb.get_player_gamelog(\"hardeja01\",\"2011\"),pb.get_player_gamelog(\"hardeja01\",\"2012\"),\n",
    "                   pb.get_player_gamelog(\"hardeja01\",\"2013\"),pb.get_player_gamelog(\"hardeja01\",\"2014\"),pb.get_player_gamelog(\"hardeja01\",\"2015\"),\n",
    "                   pb.get_player_gamelog(\"hardeja01\",\"2016\"),pb.get_player_gamelog(\"hardeja01\",\"2017\"),pb.get_player_gamelog(\"hardeja01\",\"2018\"),\n",
    "                   pb.get_player_gamelog(\"hardeja01\",\"2019\")])\n",
    "harden.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
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       "      <th>3</th>\n",
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       "      <td>POR</td>\n",
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       "      <th>4</th>\n",
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       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>75</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>29-220</td>\n",
       "      <td>HOU</td>\n",
       "      <td>@</td>\n",
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       "      <td>W (+32)</td>\n",
       "      <td>1</td>\n",
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       "      <td>21.1</td>\n",
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       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>77</td>\n",
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       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>78</td>\n",
       "      <td>2019-04-09</td>\n",
       "      <td>29-226</td>\n",
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       "      <td>11</td>\n",
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       "      <td>25.0</td>\n",
       "      <td>+1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>804 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     G        Date     Age   Tm     Opp          GS     MP  FG  ... DRB TRB  \\\n",
       "Rk                                                              ...           \n",
       "1    1  2009-10-28  20-063  OKC     SAC  W (+13)  0  12:59   2  ...   2   2   \n",
       "2    2  2009-10-30  20-065  OKC  @  DET   W (+8)  0  16:38   1  ...   1   2   \n",
       "3    3  2009-11-01  20-067  OKC     POR   L (-9)  0  17:52   2  ...   2   3   \n",
       "4    4  2009-11-03  20-069  OKC     LAL   L (-3)  0  17:04   3  ...   1   1   \n",
       "5    5  2009-11-06  20-072  OKC  @  HOU  L (-11)  0  10:02   2  ...   1   1   \n",
       "..  ..         ...     ...  ... ..  ...      ... ..    ...  ..  ...  ..  ..   \n",
       "78  74  2019-04-02  29-219  HOU  @  SAC  W (+25)  1  29:28  12  ...   3   3   \n",
       "79  75  2019-04-03  29-220  HOU  @  LAC  W (+32)  1  30:21   9  ...   6   7   \n",
       "80  76  2019-04-05  29-222  HOU     NYK  W (+24)  1  29:12   8  ...   8   9   \n",
       "81  77  2019-04-07  29-224  HOU     PHO  W (+36)  1  29:00  10  ...  13  13   \n",
       "82  78  2019-04-09  29-226  HOU  @  OKC   L (-1)  1  36:58  11  ...   9  10   \n",
       "\n",
       "   AST STL BLK TOV PF PTS  GmSc  +/-  \n",
       "Rk                                    \n",
       "1    0   0   0   0  3   5   3.8   -5  \n",
       "2    8   0   0   0  3   2   3.6  +17  \n",
       "3    2   1   1   1  2   6   3.1   +4  \n",
       "4    3   1   0   0  2   9   6.5  +16  \n",
       "5    1   0   0   1  1   4   2.3   -8  \n",
       "..  ..  ..  ..  .. ..  ..   ...  ...  \n",
       "78  10   1   0   2  2  36  33.2  +29  \n",
       "79   7   0   0   6  3  31  23.5  +16  \n",
       "80   8   1   1   3  2  26  21.1  +29  \n",
       "81   9   2   0   6  3  30  28.4  +39  \n",
       "82   3   1   1   4  4  39  25.0   +1  \n",
       "\n",
       "[804 rows x 29 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "harden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(harden.PTS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas_profiling import ProfileReport"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "harden.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.corr of      Rk   G        Date     Age   Tm     Opp          GS     MP  ... DRB TRB  \\\n",
       "0     1   1  2009-10-28  20-063  OKC     SAC  W (+13)  0  12:59  ...   2   2   \n",
       "1     2   2  2009-10-30  20-065  OKC  @  DET   W (+8)  0  16:38  ...   1   2   \n",
       "2     3   3  2009-11-01  20-067  OKC     POR   L (-9)  0  17:52  ...   2   3   \n",
       "3     4   4  2009-11-03  20-069  OKC     LAL   L (-3)  0  17:04  ...   1   1   \n",
       "4     5   5  2009-11-06  20-072  OKC  @  HOU  L (-11)  0  10:02  ...   1   1   \n",
       "..   ..  ..         ...     ...  ... ..  ...      ... ..    ...  ...  ..  ..   \n",
       "799  78  74  2019-04-02  29-219  HOU  @  SAC  W (+25)  1  29:28  ...   3   3   \n",
       "800  79  75  2019-04-03  29-220  HOU  @  LAC  W (+32)  1  30:21  ...   6   7   \n",
       "801  80  76  2019-04-05  29-222  HOU     NYK  W (+24)  1  29:12  ...   8   9   \n",
       "802  81  77  2019-04-07  29-224  HOU     PHO  W (+36)  1  29:00  ...  13  13   \n",
       "803  82  78  2019-04-09  29-226  HOU  @  OKC   L (-1)  1  36:58  ...   9  10   \n",
       "\n",
       "    AST STL BLK TOV PF PTS  GmSc  +/-  \n",
       "0     0   0   0   0  3   5   3.8   -5  \n",
       "1     8   0   0   0  3   2   3.6  +17  \n",
       "2     2   1   1   1  2   6   3.1   +4  \n",
       "3     3   1   0   0  2   9   6.5  +16  \n",
       "4     1   0   0   1  1   4   2.3   -8  \n",
       "..   ..  ..  ..  .. ..  ..   ...  ...  \n",
       "799  10   1   0   2  2  36  33.2  +29  \n",
       "800   7   0   0   6  3  31  23.5  +16  \n",
       "801   8   1   1   3  2  26  21.1  +29  \n",
       "802   9   2   0   6  3  30  28.4  +39  \n",
       "803   3   1   1   4  4  39  25.0   +1  \n",
       "\n",
       "[804 rows x 30 columns]>"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "harden.corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Rk</th>\n",
       "      <th>G</th>\n",
       "      <th>Date</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th></th>\n",
       "      <th>Opp</th>\n",
       "      <th></th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>...</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "      <th>GmSc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1985-04-19</td>\n",
       "      <td>22-061</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
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       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1985-04-21</td>\n",
       "      <td>22-063</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-7)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>24.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1985-04-24</td>\n",
       "      <td>22-066</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>W (+2)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>28.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1985-04-26</td>\n",
       "      <td>22-068</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-8)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>24.3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1986-04-17</td>\n",
       "      <td>23-059</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>BOS</td>\n",
       "      <td>L (-19)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>49</td>\n",
       "      <td>29.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Rk  G        Date     Age   Tm     Opp          GS     MP  ... ORB DRB TRB  \\\n",
       "0  1  1  1985-04-19  22-061  CHI  @  MIL   L (-9)  1  44:00  ...   1   3   4   \n",
       "1  2  2  1985-04-21  22-063  CHI  @  MIL   L (-7)  1  43:00  ...   1   3   4   \n",
       "2  3  3  1985-04-24  22-066  CHI     MIL   W (+2)  1  42:00  ...   3   5   8   \n",
       "3  4  4  1985-04-26  22-068  CHI     MIL   L (-8)  1  42:00  ...   2   5   7   \n",
       "4  1  1  1986-04-17  23-059  CHI  @  BOS  L (-19)  1  43:00  ...   0   4   4   \n",
       "\n",
       "  AST STL BLK TOV PF PTS  GmSc  \n",
       "0  10   3   0   1  3  23  21.5  \n",
       "1  12   2   0   7  5  30  24.3  \n",
       "2   7   4   1   3  4  35  28.2  \n",
       "3   5   2   3   4  3  29  24.3  \n",
       "4   2   2   1   5  3  49  29.3  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mj = pd.concat([pb.get_player_gamelog(\"jordami01\",\"1985\", playoffs=True),pb.get_player_gamelog(\"jordami01\",\"1986\", playoffs=True),pb.get_player_gamelog(\"jordami01\",\"1987\", playoffs=True),\n",
    "                   pb.get_player_gamelog(\"jordami01\",\"1988\", playoffs=True),pb.get_player_gamelog(\"jordami01\",\"1989\", playoffs=True),pb.get_player_gamelog(\"jordami01\",\"1990\", playoffs=True),\n",
    "                   pb.get_player_gamelog(\"jordami01\",\"1991\", playoffs=True),pb.get_player_gamelog(\"jordami01\",\"1992\", playoffs=True),pb.get_player_gamelog(\"jordami01\",\"1993\", playoffs=True)])\n",
    "mj.reset_index(inplace=True)\n",
    "mj.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Rk', 'G', 'Date', 'Age', 'Tm', ' ', 'Opp', ' ', 'GS', 'MP', 'FG',\n",
       "       'FGA', 'FG%', '3P', '3PA', '3P%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB',\n",
       "       'TRB', 'AST', 'STL', 'BLK', 'TOV', 'PF', 'PTS', 'GmSc'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = mj.columns\n",
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "mj.PTS = mj.PTS.apply(pd.to_numeric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>28.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1985-04-26</td>\n",
       "      <td>22-068</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
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       "      <td>5</td>\n",
       "      <td>3</td>\n",
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       "      <td>29.3</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1986-04-20</td>\n",
       "      <td>23-062</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>BOS</td>\n",
       "      <td>L (-4)</td>\n",
       "      <td>1</td>\n",
       "      <td>53:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>63</td>\n",
       "      <td>47.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1986-04-22</td>\n",
       "      <td>23-064</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>BOS</td>\n",
       "      <td>L (-18)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>15.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1987-04-23</td>\n",
       "      <td>24-065</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>BOS</td>\n",
       "      <td>L (-4)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>30.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1987-04-26</td>\n",
       "      <td>24-068</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>BOS</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>28.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1987-04-28</td>\n",
       "      <td>24-070</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>BOS</td>\n",
       "      <td>L (-11)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1988-04-28</td>\n",
       "      <td>25-071</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+11)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>50</td>\n",
       "      <td>34.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1988-05-01</td>\n",
       "      <td>25-074</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>55</td>\n",
       "      <td>40.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1988-05-03</td>\n",
       "      <td>25-076</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-8)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>38</td>\n",
       "      <td>30.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1988-05-05</td>\n",
       "      <td>25-078</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-6)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>44</td>\n",
       "      <td>37.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1988-05-08</td>\n",
       "      <td>25-081</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>27.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1988-05-10</td>\n",
       "      <td>25-083</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-11)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>20.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1988-05-12</td>\n",
       "      <td>25-085</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>28.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1988-05-14</td>\n",
       "      <td>25-087</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-22)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>12.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1988-05-15</td>\n",
       "      <td>25-088</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-19)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1988-05-18</td>\n",
       "      <td>25-091</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-7)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1989-04-28</td>\n",
       "      <td>26-070</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>26.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1989-04-30</td>\n",
       "      <td>26-072</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-8)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1989-05-03</td>\n",
       "      <td>26-075</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>35.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1989-05-05</td>\n",
       "      <td>26-077</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-3)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>37.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1989-05-07</td>\n",
       "      <td>26-079</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+1)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>32.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1989-05-09</td>\n",
       "      <td>26-081</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+11)</td>\n",
       "      <td>1</td>\n",
       "      <td>46:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>34</td>\n",
       "      <td>32.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1989-05-11</td>\n",
       "      <td>26-083</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-17)</td>\n",
       "      <td>1</td>\n",
       "      <td>34:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1989-05-13</td>\n",
       "      <td>26-085</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+23)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>40</td>\n",
       "      <td>41.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1989-05-14</td>\n",
       "      <td>26-086</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+13)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>47</td>\n",
       "      <td>39.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1989-05-16</td>\n",
       "      <td>26-088</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-7)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>33.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1989-05-19</td>\n",
       "      <td>26-091</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+2)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>40</td>\n",
       "      <td>34.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1989-05-21</td>\n",
       "      <td>26-093</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>32</td>\n",
       "      <td>16.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1989-05-23</td>\n",
       "      <td>26-095</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>16.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>1989-05-27</td>\n",
       "      <td>26-099</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+2)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>42.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1989-05-29</td>\n",
       "      <td>26-101</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-6)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>1989-05-31</td>\n",
       "      <td>26-103</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>46:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>1989-06-02</td>\n",
       "      <td>26-105</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>32</td>\n",
       "      <td>20.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1990-04-27</td>\n",
       "      <td>27-069</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>W (+14)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>25.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1990-04-29</td>\n",
       "      <td>27-071</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>34.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1990-05-01</td>\n",
       "      <td>27-073</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-7)</td>\n",
       "      <td>1</td>\n",
       "      <td>46:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>48</td>\n",
       "      <td>33.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1990-05-03</td>\n",
       "      <td>27-075</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIL</td>\n",
       "      <td>W (+24)</td>\n",
       "      <td>1</td>\n",
       "      <td>32:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "      <td>18.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1990-05-07</td>\n",
       "      <td>27-079</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+11)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>31.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1990-05-09</td>\n",
       "      <td>27-081</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>45</td>\n",
       "      <td>35.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1990-05-11</td>\n",
       "      <td>27-083</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHI</td>\n",
       "      <td>L (-6)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>49</td>\n",
       "      <td>35.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1990-05-13</td>\n",
       "      <td>27-085</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>45</td>\n",
       "      <td>38.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1990-05-16</td>\n",
       "      <td>27-088</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+18)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>35.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1990-05-20</td>\n",
       "      <td>27-092</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>34</td>\n",
       "      <td>26.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1990-05-22</td>\n",
       "      <td>27-094</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>17.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1990-05-26</td>\n",
       "      <td>27-098</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>47</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1990-05-28</td>\n",
       "      <td>27-100</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>42</td>\n",
       "      <td>35.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>1990-05-30</td>\n",
       "      <td>27-102</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-14)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>17.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1990-06-01</td>\n",
       "      <td>27-104</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+18)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>20.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>1990-06-03</td>\n",
       "      <td>27-106</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-19)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1991-04-25</td>\n",
       "      <td>28-067</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+41)</td>\n",
       "      <td>1</td>\n",
       "      <td>32:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>27.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1991-04-28</td>\n",
       "      <td>28-070</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1991-04-30</td>\n",
       "      <td>28-072</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+9)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1991-05-04</td>\n",
       "      <td>28-076</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+13)</td>\n",
       "      <td>1</td>\n",
       "      <td>31:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>27.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1991-05-06</td>\n",
       "      <td>28-078</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+12)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1991-05-10</td>\n",
       "      <td>28-082</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHI</td>\n",
       "      <td>L (-2)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>46</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1991-05-12</td>\n",
       "      <td>28-084</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+16)</td>\n",
       "      <td>1</td>\n",
       "      <td>41:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>21.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1991-05-14</td>\n",
       "      <td>28-086</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>38</td>\n",
       "      <td>29.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1991-05-19</td>\n",
       "      <td>28-091</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+11)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>13.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1991-05-21</td>\n",
       "      <td>28-093</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>29.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1991-05-25</td>\n",
       "      <td>28-097</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>46:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>34.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1991-05-27</td>\n",
       "      <td>28-099</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+21)</td>\n",
       "      <td>1</td>\n",
       "      <td>37:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>27.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1991-06-02</td>\n",
       "      <td>28-105</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>LAL</td>\n",
       "      <td>L (-2)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>32.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>1991-06-05</td>\n",
       "      <td>28-108</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+21)</td>\n",
       "      <td>1</td>\n",
       "      <td>36:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1991-06-07</td>\n",
       "      <td>28-110</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>52:00</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>29</td>\n",
       "      <td>24.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>1991-06-09</td>\n",
       "      <td>28-112</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+15)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>1991-06-12</td>\n",
       "      <td>28-115</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>48:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1992-04-24</td>\n",
       "      <td>29-067</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIA</td>\n",
       "      <td>W (+19)</td>\n",
       "      <td>1</td>\n",
       "      <td>41:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>46</td>\n",
       "      <td>37.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1992-04-26</td>\n",
       "      <td>29-069</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIA</td>\n",
       "      <td>W (+30)</td>\n",
       "      <td>1</td>\n",
       "      <td>35:00</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>27.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1992-04-29</td>\n",
       "      <td>29-072</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIA</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>56</td>\n",
       "      <td>49.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1992-05-05</td>\n",
       "      <td>29-078</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-5)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>23.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1992-05-07</td>\n",
       "      <td>29-080</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>18.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1992-05-09</td>\n",
       "      <td>29-082</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>20.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1992-05-10</td>\n",
       "      <td>29-083</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-7)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>19.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1992-05-12</td>\n",
       "      <td>29-085</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>37</td>\n",
       "      <td>24.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1992-05-14</td>\n",
       "      <td>29-087</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-14)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1992-05-17</td>\n",
       "      <td>29-090</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+29)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1992-05-19</td>\n",
       "      <td>29-092</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+14)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1992-05-21</td>\n",
       "      <td>29-094</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-26)</td>\n",
       "      <td>1</td>\n",
       "      <td>35:00</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>12.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1992-05-23</td>\n",
       "      <td>29-096</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+9)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>1992-05-25</td>\n",
       "      <td>29-098</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-14)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>20.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1992-05-27</td>\n",
       "      <td>29-100</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+23)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>1992-05-29</td>\n",
       "      <td>29-102</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>20.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>1992-06-03</td>\n",
       "      <td>29-107</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+33)</td>\n",
       "      <td>1</td>\n",
       "      <td>34:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>36.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>1992-06-05</td>\n",
       "      <td>29-109</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>POR</td>\n",
       "      <td>L (-11)</td>\n",
       "      <td>1</td>\n",
       "      <td>50:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>39</td>\n",
       "      <td>25.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>1992-06-07</td>\n",
       "      <td>29-111</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>41:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>17.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>1992-06-10</td>\n",
       "      <td>29-114</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>POR</td>\n",
       "      <td>L (-5)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>17.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>1992-06-12</td>\n",
       "      <td>29-116</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+13)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>1992-06-14</td>\n",
       "      <td>29-118</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+4)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1993-04-30</td>\n",
       "      <td>30-072</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>ATL</td>\n",
       "      <td>W (+24)</td>\n",
       "      <td>1</td>\n",
       "      <td>29:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1993-05-02</td>\n",
       "      <td>30-074</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>ATL</td>\n",
       "      <td>W (+15)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>29</td>\n",
       "      <td>24.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1993-05-04</td>\n",
       "      <td>30-076</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>ATL</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>27.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1993-05-11</td>\n",
       "      <td>30-083</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>43</td>\n",
       "      <td>30.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1993-05-13</td>\n",
       "      <td>30-085</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+19)</td>\n",
       "      <td>1</td>\n",
       "      <td>31:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1993-05-15</td>\n",
       "      <td>30-087</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>24.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1993-05-17</td>\n",
       "      <td>30-089</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+2)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>23.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1993-05-23</td>\n",
       "      <td>30-095</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-8)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1993-05-25</td>\n",
       "      <td>30-097</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-5)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1993-05-29</td>\n",
       "      <td>30-101</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+20)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>21.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1993-05-31</td>\n",
       "      <td>30-103</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>41.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1993-06-02</td>\n",
       "      <td>30-105</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+3)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>26.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1993-06-04</td>\n",
       "      <td>30-107</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>19.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>1993-06-09</td>\n",
       "      <td>30-112</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHO</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>25.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1993-06-11</td>\n",
       "      <td>30-114</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHO</td>\n",
       "      <td>W (+3)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td>31.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>1993-06-13</td>\n",
       "      <td>30-116</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHO</td>\n",
       "      <td>L (-8)</td>\n",
       "      <td>1</td>\n",
       "      <td>57:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>44</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>1993-06-16</td>\n",
       "      <td>30-119</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHO</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>46:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>38.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>1993-06-18</td>\n",
       "      <td>30-121</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHO</td>\n",
       "      <td>L (-10)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>30.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>1993-06-20</td>\n",
       "      <td>30-123</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHO</td>\n",
       "      <td>W (+1)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>24.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rk   G       Date     Age   Tm     Opp          GS     MP  ...  ORB  DRB  \\\n",
       "0     1   1 1985-04-19  22-061  CHI  @  MIL   L (-9)  1  44:00  ...    1    3   \n",
       "1     2   2 1985-04-21  22-063  CHI  @  MIL   L (-7)  1  43:00  ...    1    3   \n",
       "2     3   3 1985-04-24  22-066  CHI     MIL   W (+2)  1  42:00  ...    3    5   \n",
       "3     4   4 1985-04-26  22-068  CHI     MIL   L (-8)  1  42:00  ...    2    5   \n",
       "4     1   1 1986-04-17  23-059  CHI  @  BOS  L (-19)  1  43:00  ...    0    4   \n",
       "5     2   2 1986-04-20  23-062  CHI  @  BOS   L (-4)  1  53:00  ...    1    4   \n",
       "6     3   3 1986-04-22  23-064  CHI     BOS  L (-18)  1  39:00  ...    4    6   \n",
       "7     1   1 1987-04-23  24-065  CHI  @  BOS   L (-4)  1  44:00  ...    0    6   \n",
       "8     2   2 1987-04-26  24-068  CHI  @  BOS   L (-9)  1  45:00  ...    1    3   \n",
       "9     3   3 1987-04-28  24-070  CHI     BOS  L (-11)  1  39:00  ...    6    5   \n",
       "10    1   1 1988-04-28  25-071  CHI     CLE  W (+11)  1  44:00  ...    1    6   \n",
       "11    2   2 1988-05-01  25-074  CHI     CLE   W (+5)  1  44:00  ...    3    3   \n",
       "12    3   3 1988-05-03  25-076  CHI  @  CLE   L (-8)  1  44:00  ...    2    3   \n",
       "13    4   4 1988-05-05  25-078  CHI  @  CLE   L (-6)  1  42:00  ...    2    3   \n",
       "14    5   5 1988-05-08  25-081  CHI     CLE   W (+6)  1  43:00  ...    1    3   \n",
       "15    6   6 1988-05-10  25-083  CHI  @  DET  L (-11)  1  40:00  ...    5    6   \n",
       "16    7   7 1988-05-12  25-085  CHI  @  DET  W (+10)  1  44:00  ...    4    7   \n",
       "17    8   8 1988-05-14  25-087  CHI     DET  L (-22)  1  38:00  ...    1    6   \n",
       "18    9   9 1988-05-15  25-088  CHI     DET  L (-19)  1  45:00  ...    2    5   \n",
       "19   10  10 1988-05-18  25-091  CHI  @  DET   L (-7)  1  43:00  ...    2    6   \n",
       "20    1   1 1989-04-28  26-070  CHI  @  CLE   W (+7)  1  40:00  ...    0    5   \n",
       "21    2   2 1989-04-30  26-072  CHI  @  CLE   L (-8)  1  44:00  ...    3    2   \n",
       "22    3   3 1989-05-03  26-075  CHI     CLE   W (+7)  1  39:00  ...    2    5   \n",
       "23    4   4 1989-05-05  26-077  CHI     CLE   L (-3)  1  43:00  ...    0    3   \n",
       "24    5   5 1989-05-07  26-079  CHI  @  CLE   W (+1)  1  44:00  ...    3    6   \n",
       "25    6   6 1989-05-09  26-081  CHI  @  NYK  W (+11)  1  46:00  ...    2    8   \n",
       "26    7   7 1989-05-11  26-083  CHI  @  NYK  L (-17)  1  34:00  ...    2    6   \n",
       "27    8   8 1989-05-13  26-085  CHI     NYK  W (+23)  1  39:00  ...    2   13   \n",
       "28    9   9 1989-05-14  26-086  CHI     NYK  W (+13)  1  42:00  ...    0   11   \n",
       "29   10  10 1989-05-16  26-088  CHI  @  NYK   L (-7)  1  43:00  ...    5    3   \n",
       "30   11  11 1989-05-19  26-091  CHI     NYK   W (+2)  1  45:00  ...    1    4   \n",
       "31   12  12 1989-05-21  26-093  CHI  @  DET   W (+6)  1  45:00  ...    2    9   \n",
       "32   13  13 1989-05-23  26-095  CHI  @  DET   L (-9)  1  38:00  ...    1    3   \n",
       "33   14  14 1989-05-27  26-099  CHI     DET   W (+2)  1  45:00  ...    3    4   \n",
       "34   15  15 1989-05-29  26-101  CHI     DET   L (-6)  1  43:00  ...    0    2   \n",
       "35   16  16 1989-05-31  26-103  CHI  @  DET   L (-9)  1  46:00  ...    0    5   \n",
       "36   17  17 1989-06-02  26-105  CHI     DET   L (-9)  1  42:00  ...    0    4   \n",
       "37    1   1 1990-04-27  27-069  CHI     MIL  W (+14)  1  44:00  ...    1    7   \n",
       "38    2   2 1990-04-29  27-071  CHI     MIL   W (+7)  1  44:00  ...    1    8   \n",
       "39    3   3 1990-05-01  27-073  CHI  @  MIL   L (-7)  1  46:00  ...    2    7   \n",
       "40    4   4 1990-05-03  27-075  CHI  @  MIL  W (+24)  1  32:00  ...    1    5   \n",
       "41    5   5 1990-05-07  27-079  CHI     PHI  W (+11)  1  43:00  ...    1    4   \n",
       "42    6   6 1990-05-09  27-081  CHI     PHI   W (+5)  1  43:00  ...    4    4   \n",
       "43    7   7 1990-05-11  27-083  CHI  @  PHI   L (-6)  1  42:00  ...    2    3   \n",
       "44    8   8 1990-05-13  27-085  CHI  @  PHI  W (+10)  1  42:00  ...    1    5   \n",
       "45    9   9 1990-05-16  27-088  CHI     PHI  W (+18)  1  42:00  ...    2    7   \n",
       "46   10  10 1990-05-20  27-092  CHI  @  DET   L (-9)  1  42:00  ...    1    6   \n",
       "47   11  11 1990-05-22  27-094  CHI  @  DET   L (-9)  1  45:00  ...    1    6   \n",
       "48   12  12 1990-05-26  27-098  CHI     DET   W (+5)  1  43:00  ...    3    7   \n",
       "49   13  13 1990-05-28  27-100  CHI     DET   W (+7)  1  43:00  ...    0    4   \n",
       "50   14  14 1990-05-30  27-102  CHI  @  DET  L (-14)  1  39:00  ...    1    3   \n",
       "51   15  15 1990-06-01  27-104  CHI     DET  W (+18)  1  39:00  ...    1    9   \n",
       "52   16  16 1990-06-03  27-106  CHI  @  DET  L (-19)  1  45:00  ...    2    6   \n",
       "53    1   1 1991-04-25  28-067  CHI     NYK  W (+41)  1  32:00  ...    1    5   \n",
       "54    2   2 1991-04-28  28-070  CHI     NYK  W (+10)  1  42:00  ...    1    4   \n",
       "55    3   3 1991-04-30  28-072  CHI  @  NYK   W (+9)  1  39:00  ...    1    2   \n",
       "56    4   4 1991-05-04  28-076  CHI     PHI  W (+13)  1  31:00  ...    0    5   \n",
       "57    5   5 1991-05-06  28-078  CHI     PHI  W (+12)  1  40:00  ...    1    7   \n",
       "58    6   6 1991-05-10  28-082  CHI  @  PHI   L (-2)  1  42:00  ...    0    4   \n",
       "59    7   7 1991-05-12  28-084  CHI  @  PHI  W (+16)  1  41:00  ...    0    4   \n",
       "60    8   8 1991-05-14  28-086  CHI     PHI   W (+5)  1  42:00  ...    4   15   \n",
       "61    9   9 1991-05-19  28-091  CHI     DET  W (+11)  1  38:00  ...    0    3   \n",
       "62   10  10 1991-05-21  28-093  CHI     DET   W (+8)  1  39:00  ...    2    1   \n",
       "63   11  11 1991-05-25  28-097  CHI  @  DET   W (+6)  1  46:00  ...    0    7   \n",
       "64   12  12 1991-05-27  28-099  CHI  @  DET  W (+21)  1  37:00  ...    0    8   \n",
       "65   13  13 1991-06-02  28-105  CHI     LAL   L (-2)  1  40:00  ...    2    6   \n",
       "66   14  14 1991-06-05  28-108  CHI     LAL  W (+21)  1  36:00  ...    1    6   \n",
       "67   15  15 1991-06-07  28-110  CHI  @  LAL   W (+8)  1  52:00  ...    4    5   \n",
       "68   16  16 1991-06-09  28-112  CHI  @  LAL  W (+15)  1  44:00  ...    1    4   \n",
       "69   17  17 1991-06-12  28-115  CHI  @  LAL   W (+7)  1  48:00  ...    0    4   \n",
       "70    1   1 1992-04-24  29-067  CHI     MIA  W (+19)  1  41:00  ...    1   10   \n",
       "71    2   2 1992-04-26  29-069  CHI     MIA  W (+30)  1  35:00  ...    4    9   \n",
       "72    3   3 1992-04-29  29-072  CHI  @  MIA   W (+5)  1  43:00  ...    1    4   \n",
       "73    4   4 1992-05-05  29-078  CHI     NYK   L (-5)  1  44:00  ...    1    5   \n",
       "74    5   5 1992-05-07  29-080  CHI     NYK   W (+8)  1  43:00  ...    1    5   \n",
       "75    6   6 1992-05-09  29-082  CHI  @  NYK   W (+8)  1  44:00  ...    1    8   \n",
       "76    7   7 1992-05-10  29-083  CHI  @  NYK   L (-7)  1  44:00  ...    2    2   \n",
       "77    8   8 1992-05-12  29-085  CHI     NYK   W (+8)  1  40:00  ...    2    3   \n",
       "78    9   9 1992-05-14  29-087  CHI  @  NYK  L (-14)  1  45:00  ...    0    4   \n",
       "79   10  10 1992-05-17  29-090  CHI     NYK  W (+29)  1  42:00  ...    3    3   \n",
       "80   11  11 1992-05-19  29-092  CHI     CLE  W (+14)  1  40:00  ...    1    5   \n",
       "81   12  12 1992-05-21  29-094  CHI     CLE  L (-26)  1  35:00  ...    8    3   \n",
       "82   13  13 1992-05-23  29-096  CHI  @  CLE   W (+9)  1  43:00  ...    3    3   \n",
       "83   14  14 1992-05-25  29-098  CHI  @  CLE  L (-14)  1  44:00  ...    2    3   \n",
       "84   15  15 1992-05-27  29-100  CHI     CLE  W (+23)  1  39:00  ...    0    3   \n",
       "85   16  16 1992-05-29  29-102  CHI  @  CLE   W (+5)  1  44:00  ...    1    7   \n",
       "86   17  17 1992-06-03  29-107  CHI     POR  W (+33)  1  34:00  ...    2    1   \n",
       "87   18  18 1992-06-05  29-109  CHI     POR  L (-11)  1  50:00  ...    1    4   \n",
       "88   19  19 1992-06-07  29-111  CHI  @  POR  W (+10)  1  41:00  ...    2    5   \n",
       "89   20  20 1992-06-10  29-114  CHI  @  POR   L (-5)  1  44:00  ...    0    5   \n",
       "90   21  21 1992-06-12  29-116  CHI  @  POR  W (+13)  1  42:00  ...    0    5   \n",
       "91   22  22 1992-06-14  29-118  CHI     POR   W (+4)  1  43:00  ...    1    3   \n",
       "92    1   1 1993-04-30  30-072  CHI     ATL  W (+24)  1  29:00  ...    3    4   \n",
       "93    2   2 1993-05-02  30-074  CHI     ATL  W (+15)  1  38:00  ...    0    6   \n",
       "94    3   3 1993-05-04  30-076  CHI  @  ATL  W (+10)  1  40:00  ...    0    7   \n",
       "95    4   4 1993-05-11  30-083  CHI     CLE   W (+7)  1  42:00  ...    0    0   \n",
       "96    5   5 1993-05-13  30-085  CHI     CLE  W (+19)  1  31:00  ...    2    3   \n",
       "97    6   6 1993-05-15  30-087  CHI  @  CLE   W (+6)  1  40:00  ...    2    4   \n",
       "98    7   7 1993-05-17  30-089  CHI  @  CLE   W (+2)  1  40:00  ...    3    6   \n",
       "99    8   8 1993-05-23  30-095  CHI  @  NYK   L (-8)  1  43:00  ...    1    1   \n",
       "100   9   9 1993-05-25  30-097  CHI  @  NYK   L (-5)  1  39:00  ...    3    6   \n",
       "101  10  10 1993-05-29  30-101  CHI     NYK  W (+20)  1  38:00  ...    1    7   \n",
       "102  11  11 1993-05-31  30-103  CHI     NYK  W (+10)  1  39:00  ...    0    6   \n",
       "103  12  12 1993-06-02  30-105  CHI  @  NYK   W (+3)  1  45:00  ...    2    8   \n",
       "104  13  13 1993-06-04  30-107  CHI     NYK   W (+8)  1  45:00  ...    0    2   \n",
       "105  14  14 1993-06-09  30-112  CHI  @  PHO   W (+8)  1  43:00  ...    2    5   \n",
       "106  15  15 1993-06-11  30-114  CHI  @  PHO   W (+3)  1  40:00  ...    5    7   \n",
       "107  16  16 1993-06-13  30-116  CHI     PHO   L (-8)  1  57:00  ...    3    6   \n",
       "108  17  17 1993-06-16  30-119  CHI     PHO   W (+6)  1  46:00  ...    1    7   \n",
       "109  18  18 1993-06-18  30-121  CHI     PHO  L (-10)  1  44:00  ...    1    6   \n",
       "110  19  19 1993-06-20  30-123  CHI  @  PHO   W (+1)  1  44:00  ...    3    5   \n",
       "\n",
       "     TRB  AST  STL  BLK  TOV  PF  PTS  GmSc  \n",
       "0      4   10    3    0    1   3   23  21.5  \n",
       "1      4   12    2    0    7   5   30  24.3  \n",
       "2      8    7    4    1    3   4   35  28.2  \n",
       "3      7    5    2    3    4   3   29  24.3  \n",
       "4      4    2    2    1    5   3   49  29.3  \n",
       "5      5    6    3    2    4   4   63  47.2  \n",
       "6     10    9    2    1    5   6   19  15.4  \n",
       "7      6    7    4    2    2   4   35  30.8  \n",
       "8      4    4    0    4    4   3   42  28.5  \n",
       "9     11    7    2    1    2   4   30  21.5  \n",
       "10     7    2    2    2    5   3   50  34.2  \n",
       "11     6    3    4    1    1   4   55  40.3  \n",
       "12     5    9    2    1    4   5   38  30.2  \n",
       "13     5    4    4    2    4   6   44  37.4  \n",
       "14     4    6    2    2    7   4   39  27.8  \n",
       "15    11    6    0    1    5   4   29  20.8  \n",
       "16    11    1    1    1    2   5   36  28.7  \n",
       "17     7    3    1    1    5   3   24  12.9  \n",
       "18     7    5    6    0    3   0   23  21.0  \n",
       "19     8    8    2    0    3   4   25  18.6  \n",
       "20     5   11    4    1    6   5   31  26.6  \n",
       "21     5   10    2    0    7   2   30  22.5  \n",
       "22     7   10    5    1    5   4   44  35.6  \n",
       "23     3    4    3    0    1   6   50  37.3  \n",
       "24     9    6    1    0    2   3   44  32.7  \n",
       "25    10   12    2    0    6   5   34  32.7  \n",
       "26     8    3    1    0    1   4   15   8.4  \n",
       "27    15    9    6    1    3   3   40  41.4  \n",
       "28    11    6    1    2    6   3   47  39.9  \n",
       "29     8   10    5    1    3   2   38  33.9  \n",
       "30     5   10    0    4    6   3   40  34.3  \n",
       "31    11    4    0    0    3   5   32  16.4  \n",
       "32     4    4    2    1    4   5   27  16.9  \n",
       "33     7    5    5    0    2   2   46  42.8  \n",
       "34     2    4    1    0    1   5   23  13.9  \n",
       "35     5    9    1    0    4   3   18  17.2  \n",
       "36     4   13    3    2    8   5   32  20.9  \n",
       "37     8    7    2    1    7   4   38  25.7  \n",
       "38     9   11    5    1    5   5   36  34.8  \n",
       "39     9    5    1    2    5   4   48  33.5  \n",
       "40     6    5    2    0    1   3   25  18.8  \n",
       "41     5    6    5    2    4   3   39  31.3  \n",
       "42     8    7    3    0    2   3   45  35.7  \n",
       "43     5    5    4    1    5   4   49  35.9  \n",
       "44     6   11    2    2    3   3   45  38.4  \n",
       "45     9    8    6    1    4   2   37  35.8  \n",
       "46     7    5    3    0    1   3   34  26.7  \n",
       "47     7    7    4    1    3   5   20  17.1  \n",
       "48    10    4    1    0    4   3   47  33.4  \n",
       "49     4    9    4    3    4   5   42  35.4  \n",
       "50     4    8    1    0    1   1   22  17.5  \n",
       "51    10    2    1    0    3   4   29  20.6  \n",
       "52     8    9    1    0    4   2   31  23.0  \n",
       "53     6    6    2    0    1   2   28  27.3  \n",
       "54     5    5    0    1    2   2   26  21.3  \n",
       "55     3    7    6    1    1   3   33  29.7  \n",
       "56     5    5    3    1    1   2   29  27.8  \n",
       "57     8    9    1    1    1   4   29  23.0  \n",
       "58     4    6    1    4    2   3   46  35.0  \n",
       "59     4   12    4    0    1   4   25  21.1  \n",
       "60    19    7    0    1    4   3   38  29.2  \n",
       "61     3    6    3    0    6   4   22  13.2  \n",
       "62     3    7    2    0    3   2   35  29.4  \n",
       "63     7    7    3    5    1   4   33  34.6  \n",
       "64     8    8    1    2    2   2   29  27.9  \n",
       "65     8   12    3    0    4   5   36  32.6  \n",
       "66     7   13    2    1    4   4   33  34.7  \n",
       "67     9    9    4    2    3   5   29  24.8  \n",
       "68     5   13    0    2    1   3   28  28.6  \n",
       "69     4   10    5    2    6   1   30  26.1  \n",
       "70    11    9    3    1    5   4   46  37.7  \n",
       "71    13    6    2    0    4   3   33  27.8  \n",
       "72     5    5    4    2    2   3   56  49.8  \n",
       "73     6    3    1    3    2   4   31  23.1  \n",
       "74     6    5    3    0    2   2   27  18.9  \n",
       "75     9    3    3    1    6   2   32  20.9  \n",
       "76     4    4    0    0    0   1   29  19.6  \n",
       "77     5    3    1    0    4   3   37  24.7  \n",
       "78     4    8    0    1    7   0   21   6.8  \n",
       "79     6    4    2    3    5   3   42  31.0  \n",
       "80     6    7    2    1    1   0   33  27.5  \n",
       "81    11    3    3    2    6   3   20  12.8  \n",
       "82     6    9    1    0    5   3   36  26.0  \n",
       "83     5    6    3    0    5   3   35  20.8  \n",
       "84     3    5    4    0    0   4   37  29.0  \n",
       "85     8    8    2    0    3   3   29  20.3  \n",
       "86     3   11    2    0    1   0   39  36.9  \n",
       "87     5   10    1    0    5   5   39  25.1  \n",
       "88     7    4    3    0    5   4   26  17.1  \n",
       "89     5    6    0    0    5   4   32  17.3  \n",
       "90     5    4    0    1    4   5   46  33.3  \n",
       "91     4    4    4    1    4   3   33  25.3  \n",
       "92     7    5    0    0    0   3   35  28.0  \n",
       "93     6    4    3    4    0   5   29  24.2  \n",
       "94     7    4    2    1    4   4   39  27.8  \n",
       "95     0    4    3    1    3   3   43  30.7  \n",
       "96     5    6    2    0    2   0   18  13.9  \n",
       "97     6    5    2    0    2   1   32  24.9  \n",
       "98     9    6    2    1    4   2   31  23.8  \n",
       "99     2    5    4    0    1   5   27  17.2  \n",
       "100    9    1    2    0    3   3   36  20.0  \n",
       "101    8   11    2    2    2   1   22  21.7  \n",
       "102    6    2    2    1    2   5   54  41.3  \n",
       "103   10   14    2    1    5   2   29  26.3  \n",
       "104    2    9    3    2    1   4   25  19.7  \n",
       "105    7    5    5    1    2   2   31  25.9  \n",
       "106   12    9    2    0    5   2   42  31.7  \n",
       "107    9    6    2    1    3   5   44  26.1  \n",
       "108    8    4    0    0    1   3   55  38.9  \n",
       "109    7    7    0    2    2   5   41  30.7  \n",
       "110    8    7    1    0    3   3   33  24.5  \n",
       "\n",
       "[111 rows x 29 columns]"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mj.Date = mj.Date.apply(pd.to_datetime)\n",
    "mj[cols[10:]] = mj[cols[10:]].apply(pd.to_numeric)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      19\n",
       "1      21\n",
       "2      24\n",
       "3      26\n",
       "4      17\n",
       "5      20\n",
       "6      22\n",
       "7      23\n",
       "8      26\n",
       "9      28\n",
       "10     28\n",
       "11      1\n",
       "12      3\n",
       "13      5\n",
       "14      8\n",
       "15     10\n",
       "16     12\n",
       "17     14\n",
       "18     15\n",
       "19     18\n",
       "20     28\n",
       "21     30\n",
       "22      3\n",
       "23      5\n",
       "24      7\n",
       "25      9\n",
       "26     11\n",
       "27     13\n",
       "28     14\n",
       "29     16\n",
       "30     19\n",
       "31     21\n",
       "32     23\n",
       "33     27\n",
       "34     29\n",
       "35     31\n",
       "36      2\n",
       "37     27\n",
       "38     29\n",
       "39      1\n",
       "40      3\n",
       "41      7\n",
       "42      9\n",
       "43     11\n",
       "44     13\n",
       "45     16\n",
       "46     20\n",
       "47     22\n",
       "48     26\n",
       "49     28\n",
       "50     30\n",
       "51      1\n",
       "52      3\n",
       "53     25\n",
       "54     28\n",
       "55     30\n",
       "56      4\n",
       "57      6\n",
       "58     10\n",
       "59     12\n",
       "60     14\n",
       "61     19\n",
       "62     21\n",
       "63     25\n",
       "64     27\n",
       "65      2\n",
       "66      5\n",
       "67      7\n",
       "68      9\n",
       "69     12\n",
       "70     24\n",
       "71     26\n",
       "72     29\n",
       "73      5\n",
       "74      7\n",
       "75      9\n",
       "76     10\n",
       "77     12\n",
       "78     14\n",
       "79     17\n",
       "80     19\n",
       "81     21\n",
       "82     23\n",
       "83     25\n",
       "84     27\n",
       "85     29\n",
       "86      3\n",
       "87      5\n",
       "88      7\n",
       "89     10\n",
       "90     12\n",
       "91     14\n",
       "92     30\n",
       "93      2\n",
       "94      4\n",
       "95     11\n",
       "96     13\n",
       "97     15\n",
       "98     17\n",
       "99     23\n",
       "100    25\n",
       "101    29\n",
       "102    31\n",
       "103     2\n",
       "104     4\n",
       "105     9\n",
       "106    11\n",
       "107    13\n",
       "108    16\n",
       "109    18\n",
       "110    20\n",
       "Name: Date, dtype: int64"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fig, ax = plt.subplots()\n",
    "mj.PTS.dt.day.plot.line()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AST',\n",
       " 'Age',\n",
       " 'BLK',\n",
       " 'DRB',\n",
       " 'Date',\n",
       " 'FG',\n",
       " 'FGA',\n",
       " 'FT',\n",
       " 'FTA',\n",
       " 'G',\n",
       " 'GS',\n",
       " 'GmSc',\n",
       " 'MP',\n",
       " 'ORB',\n",
       " 'Opp',\n",
       " 'PF',\n",
       " 'PTS',\n",
       " 'Rk',\n",
       " 'STL',\n",
       " 'T',\n",
       " 'TOV',\n",
       " 'TRB',\n",
       " 'Tm',\n",
       " '_AXIS_LEN',\n",
       " '_AXIS_NAMES',\n",
       " '_AXIS_NUMBERS',\n",
       " '_AXIS_ORDERS',\n",
       " '_AXIS_REVERSED',\n",
       " '_AXIS_TO_AXIS_NUMBER',\n",
       " '__abs__',\n",
       " '__add__',\n",
       " '__and__',\n",
       " '__annotations__',\n",
       " '__array__',\n",
       " '__array_priority__',\n",
       " '__array_wrap__',\n",
       " '__bool__',\n",
       " '__class__',\n",
       " '__contains__',\n",
       " '__copy__',\n",
       " '__deepcopy__',\n",
       " '__delattr__',\n",
       " '__delitem__',\n",
       " '__dict__',\n",
       " '__dir__',\n",
       " '__div__',\n",
       " '__doc__',\n",
       " '__eq__',\n",
       " '__finalize__',\n",
       " '__floordiv__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattr__',\n",
       " '__getattribute__',\n",
       " '__getitem__',\n",
       " '__getstate__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__iadd__',\n",
       " '__iand__',\n",
       " '__ifloordiv__',\n",
       " '__imod__',\n",
       " '__imul__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__invert__',\n",
       " '__ior__',\n",
       " '__ipow__',\n",
       " '__isub__',\n",
       " '__iter__',\n",
       " '__itruediv__',\n",
       " '__ixor__',\n",
       " '__le__',\n",
       " '__len__',\n",
       " '__lt__',\n",
       " '__matmul__',\n",
       " '__mod__',\n",
       " '__module__',\n",
       " '__mul__',\n",
       " '__ne__',\n",
       " '__neg__',\n",
       " '__new__',\n",
       " '__nonzero__',\n",
       " '__or__',\n",
       " '__pos__',\n",
       " '__pow__',\n",
       " '__radd__',\n",
       " '__rand__',\n",
       " '__rdiv__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__rfloordiv__',\n",
       " '__rmatmul__',\n",
       " '__rmod__',\n",
       " '__rmul__',\n",
       " '__ror__',\n",
       " '__round__',\n",
       " '__rpow__',\n",
       " '__rsub__',\n",
       " '__rtruediv__',\n",
       " '__rxor__',\n",
       " '__setattr__',\n",
       " '__setitem__',\n",
       " '__setstate__',\n",
       " '__sizeof__',\n",
       " '__str__',\n",
       " '__sub__',\n",
       " '__subclasshook__',\n",
       " '__truediv__',\n",
       " '__weakref__',\n",
       " '__xor__',\n",
       " '_accessors',\n",
       " '_add_numeric_operations',\n",
       " '_add_series_or_dataframe_operations',\n",
       " '_agg_by_level',\n",
       " '_agg_examples_doc',\n",
       " '_agg_summary_and_see_also_doc',\n",
       " '_aggregate',\n",
       " '_aggregate_multiple_funcs',\n",
       " '_align_frame',\n",
       " '_align_series',\n",
       " '_box_col_values',\n",
       " '_builtin_table',\n",
       " '_can_fast_transpose',\n",
       " '_check_inplace_setting',\n",
       " '_check_is_chained_assignment_possible',\n",
       " '_check_label_or_level_ambiguity',\n",
       " '_check_setitem_copy',\n",
       " '_clear_item_cache',\n",
       " '_clip_with_one_bound',\n",
       " '_clip_with_scalar',\n",
       " '_combine_frame',\n",
       " '_consolidate',\n",
       " '_consolidate_inplace',\n",
       " '_construct_axes_dict',\n",
       " '_construct_axes_from_arguments',\n",
       " '_construct_result',\n",
       " '_constructor',\n",
       " '_constructor_expanddim',\n",
       " '_constructor_sliced',\n",
       " '_convert',\n",
       " '_count_level',\n",
       " '_cython_table',\n",
       " '_data',\n",
       " '_deprecations',\n",
       " '_dir_additions',\n",
       " '_dir_deletions',\n",
       " '_drop_axis',\n",
       " '_drop_labels_or_levels',\n",
       " '_ensure_valid_index',\n",
       " '_find_valid_index',\n",
       " '_from_arrays',\n",
       " '_get_agg_axis',\n",
       " '_get_axis',\n",
       " '_get_axis_name',\n",
       " '_get_axis_number',\n",
       " '_get_axis_resolvers',\n",
       " '_get_block_manager_axis',\n",
       " '_get_bool_data',\n",
       " '_get_cacher',\n",
       " '_get_cleaned_column_resolvers',\n",
       " '_get_column_array',\n",
       " '_get_cython_func',\n",
       " '_get_index_resolvers',\n",
       " '_get_item_cache',\n",
       " '_get_label_or_level_values',\n",
       " '_get_numeric_data',\n",
       " '_get_value',\n",
       " '_getitem_bool_array',\n",
       " '_getitem_multilevel',\n",
       " '_gotitem',\n",
       " '_indexed_same',\n",
       " '_info_axis',\n",
       " '_info_axis_name',\n",
       " '_info_axis_number',\n",
       " '_info_repr',\n",
       " '_init_mgr',\n",
       " '_internal_names',\n",
       " '_internal_names_set',\n",
       " '_is_builtin_func',\n",
       " '_is_cached',\n",
       " '_is_copy',\n",
       " '_is_homogeneous_type',\n",
       " '_is_label_or_level_reference',\n",
       " '_is_label_reference',\n",
       " '_is_level_reference',\n",
       " '_is_mixed_type',\n",
       " '_is_view',\n",
       " '_iset_item',\n",
       " '_iter_column_arrays',\n",
       " '_ix',\n",
       " '_ixs',\n",
       " '_join_compat',\n",
       " '_maybe_cache_changed',\n",
       " '_maybe_update_cacher',\n",
       " '_metadata',\n",
       " '_needs_reindex_multi',\n",
       " '_obj_with_exclusions',\n",
       " '_protect_consolidate',\n",
       " '_reduce',\n",
       " '_reindex_axes',\n",
       " '_reindex_columns',\n",
       " '_reindex_index',\n",
       " '_reindex_multi',\n",
       " '_reindex_with_indexers',\n",
       " '_replace_columnwise',\n",
       " '_repr_data_resource_',\n",
       " '_repr_fits_horizontal_',\n",
       " '_repr_fits_vertical_',\n",
       " '_repr_html_',\n",
       " '_repr_latex_',\n",
       " '_reset_cache',\n",
       " '_reset_cacher',\n",
       " '_sanitize_column',\n",
       " '_selected_obj',\n",
       " '_selection',\n",
       " '_selection_list',\n",
       " '_selection_name',\n",
       " '_series',\n",
       " '_set_as_cached',\n",
       " '_set_axis',\n",
       " '_set_axis_name',\n",
       " '_set_is_copy',\n",
       " '_set_item',\n",
       " '_set_value',\n",
       " '_setitem_array',\n",
       " '_setitem_frame',\n",
       " '_setitem_slice',\n",
       " '_slice',\n",
       " '_stat_axis',\n",
       " '_stat_axis_name',\n",
       " '_stat_axis_number',\n",
       " '_take_with_is_copy',\n",
       " '_to_dict_of_blocks',\n",
       " '_try_aggregate_string_function',\n",
       " '_typ',\n",
       " '_update_inplace',\n",
       " '_validate_dtype',\n",
       " '_values',\n",
       " '_where',\n",
       " 'abs',\n",
       " 'add',\n",
       " 'add_prefix',\n",
       " 'add_suffix',\n",
       " 'agg',\n",
       " 'aggregate',\n",
       " 'align',\n",
       " 'all',\n",
       " 'any',\n",
       " 'append',\n",
       " 'apply',\n",
       " 'applymap',\n",
       " 'asfreq',\n",
       " 'asof',\n",
       " 'assign',\n",
       " 'astype',\n",
       " 'at',\n",
       " 'at_time',\n",
       " 'attrs',\n",
       " 'axes',\n",
       " 'backfill',\n",
       " 'between_time',\n",
       " 'bfill',\n",
       " 'bool',\n",
       " 'boxplot',\n",
       " 'clip',\n",
       " 'columns',\n",
       " 'combine',\n",
       " 'combine_first',\n",
       " 'compare',\n",
       " 'convert_dtypes',\n",
       " 'copy',\n",
       " 'corr',\n",
       " 'corrwith',\n",
       " 'count',\n",
       " 'cov',\n",
       " 'cummax',\n",
       " 'cummin',\n",
       " 'cumprod',\n",
       " 'cumsum',\n",
       " 'describe',\n",
       " 'diff',\n",
       " 'div',\n",
       " 'divide',\n",
       " 'dot',\n",
       " 'drop',\n",
       " 'drop_duplicates',\n",
       " 'droplevel',\n",
       " 'dropna',\n",
       " 'dtypes',\n",
       " 'duplicated',\n",
       " 'empty',\n",
       " 'eq',\n",
       " 'equals',\n",
       " 'eval',\n",
       " 'ewm',\n",
       " 'expanding',\n",
       " 'explode',\n",
       " 'ffill',\n",
       " 'fillna',\n",
       " 'filter',\n",
       " 'first',\n",
       " 'first_valid_index',\n",
       " 'floordiv',\n",
       " 'from_dict',\n",
       " 'from_records',\n",
       " 'ge',\n",
       " 'get',\n",
       " 'global_phik',\n",
       " 'groupby',\n",
       " 'gt',\n",
       " 'head',\n",
       " 'hist',\n",
       " 'hist2d',\n",
       " 'iat',\n",
       " 'idxmax',\n",
       " 'idxmin',\n",
       " 'iloc',\n",
       " 'index',\n",
       " 'infer_objects',\n",
       " 'info',\n",
       " 'insert',\n",
       " 'interpolate',\n",
       " 'isin',\n",
       " 'isna',\n",
       " 'isnull',\n",
       " 'items',\n",
       " 'iteritems',\n",
       " 'iterrows',\n",
       " 'itertuples',\n",
       " 'join',\n",
       " 'keys',\n",
       " 'kurt',\n",
       " 'kurtosis',\n",
       " 'last',\n",
       " 'last_valid_index',\n",
       " 'le',\n",
       " 'loc',\n",
       " 'lookup',\n",
       " 'lt',\n",
       " 'mad',\n",
       " 'mask',\n",
       " 'max',\n",
       " 'mean',\n",
       " 'median',\n",
       " 'melt',\n",
       " 'memory_usage',\n",
       " 'merge',\n",
       " 'min',\n",
       " 'mod',\n",
       " 'mode',\n",
       " 'mul',\n",
       " 'multiply',\n",
       " 'ndim',\n",
       " 'ne',\n",
       " 'nlargest',\n",
       " 'notna',\n",
       " 'notnull',\n",
       " 'nsmallest',\n",
       " 'nunique',\n",
       " 'outlier_significance_matrices',\n",
       " 'outlier_significance_matrix',\n",
       " 'pad',\n",
       " 'pct_change',\n",
       " 'phik_matrix',\n",
       " 'pipe',\n",
       " 'pivot',\n",
       " 'pivot_table',\n",
       " 'plot',\n",
       " 'pop',\n",
       " 'pow',\n",
       " 'prod',\n",
       " 'product',\n",
       " 'profile_report',\n",
       " 'quantile',\n",
       " 'query',\n",
       " 'radd',\n",
       " 'rank',\n",
       " 'rdiv',\n",
       " 'reindex',\n",
       " 'reindex_like',\n",
       " 'rename',\n",
       " 'rename_axis',\n",
       " 'reorder_levels',\n",
       " 'replace',\n",
       " 'resample',\n",
       " 'reset_index',\n",
       " 'rfloordiv',\n",
       " 'rmod',\n",
       " 'rmul',\n",
       " 'rolling',\n",
       " 'round',\n",
       " 'rpow',\n",
       " 'rsub',\n",
       " 'rtruediv',\n",
       " 'sample',\n",
       " 'select_dtypes',\n",
       " 'sem',\n",
       " 'set_axis',\n",
       " 'set_index',\n",
       " 'shape',\n",
       " 'shift',\n",
       " 'significance_matrix',\n",
       " 'size',\n",
       " 'skew',\n",
       " 'slice_shift',\n",
       " 'sort_index',\n",
       " 'sort_values',\n",
       " 'squeeze',\n",
       " 'stack',\n",
       " 'std',\n",
       " 'style',\n",
       " 'sub',\n",
       " 'subtract',\n",
       " 'sum',\n",
       " 'swapaxes',\n",
       " 'swaplevel',\n",
       " 'tail',\n",
       " 'take',\n",
       " 'to_clipboard',\n",
       " 'to_csv',\n",
       " 'to_dict',\n",
       " 'to_excel',\n",
       " 'to_feather',\n",
       " 'to_gbq',\n",
       " 'to_hdf',\n",
       " 'to_html',\n",
       " 'to_json',\n",
       " 'to_latex',\n",
       " 'to_markdown',\n",
       " 'to_numpy',\n",
       " 'to_parquet',\n",
       " 'to_period',\n",
       " 'to_pickle',\n",
       " 'to_records',\n",
       " 'to_sql',\n",
       " 'to_stata',\n",
       " 'to_string',\n",
       " 'to_timestamp',\n",
       " 'to_xarray',\n",
       " 'transform',\n",
       " 'transpose',\n",
       " 'truediv',\n",
       " 'truncate',\n",
       " 'tz_convert',\n",
       " 'tz_localize',\n",
       " 'unstack',\n",
       " 'update',\n",
       " 'value_counts',\n",
       " 'values',\n",
       " 'var',\n",
       " 'where',\n",
       " 'xs']"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.plotting.backend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87.30876330876332"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mj['PTS'].var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l/WgLsKWqbu7a1zL6RTCxMTH4Z9HNz14F3F1V75226nrgkm75EuCLk65tSEkWJzmxWz4OuIjR5x83Aa/qXtbcuFTVn1fV6VW1ktFtSP61ql5L4+OS5IQkT9i3DLwIuJOG96Oq2g7cn+SsruuFwF1McEy8cncWSZ4L/BtwB4/M2V7OaJ7/GmA5sBl4dVX9aJAiB5DkXEYfPC1gdOBwTVX9VZKnMDrSPRn4JvC6qnp4uEqHk+T5wJ9W1erWx6X777+uay4EPlVV70ryJNrej1YxOgngGOD7wBvo9icmMCYGvyQ1xqkeSWqMwS9JjTH4JakxBr8kNcbgl6TGGPyS1BiDX5Ia87+EC/8qlHEj8wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mj.PTS.plot.hist(edgecolor='k').autoscale(enable=True, axis='both',tight=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas._libs.tslibs.timestamps.Timestamp"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(mj.Date[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "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>G</th>\n",
       "      <th>Date</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th></th>\n",
       "      <th>Opp</th>\n",
       "      <th></th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>...</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "      <th>GmSc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1985-04-19</th>\n",
       "      <td>1</td>\n",
       "      <td>1985-04-19</td>\n",
       "      <td>22-061</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985-04-21</th>\n",
       "      <td>2</td>\n",
       "      <td>1985-04-21</td>\n",
       "      <td>22-063</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-7)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>24.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985-04-24</th>\n",
       "      <td>3</td>\n",
       "      <td>1985-04-24</td>\n",
       "      <td>22-066</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>W (+2)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>28.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985-04-26</th>\n",
       "      <td>4</td>\n",
       "      <td>1985-04-26</td>\n",
       "      <td>22-068</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-8)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>24.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-17</th>\n",
       "      <td>1</td>\n",
       "      <td>1986-04-17</td>\n",
       "      <td>23-059</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>BOS</td>\n",
       "      <td>L (-19)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>49</td>\n",
       "      <td>29.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            G       Date     Age   Tm     Opp          GS     MP  FG  ...  \\\n",
       "Date                                                                  ...   \n",
       "1985-04-19  1 1985-04-19  22-061  CHI  @  MIL   L (-9)  1  44:00   7  ...   \n",
       "1985-04-21  2 1985-04-21  22-063  CHI  @  MIL   L (-7)  1  43:00   9  ...   \n",
       "1985-04-24  3 1985-04-24  22-066  CHI     MIL   W (+2)  1  42:00  12  ...   \n",
       "1985-04-26  4 1985-04-26  22-068  CHI     MIL   L (-8)  1  42:00   6  ...   \n",
       "1986-04-17  1 1986-04-17  23-059  CHI  @  BOS  L (-19)  1  43:00  18  ...   \n",
       "\n",
       "            ORB  DRB  TRB  AST  STL  BLK  TOV  PF  PTS  GmSc  \n",
       "Date                                                          \n",
       "1985-04-19    1    3    4   10    3    0    1   3   23  21.5  \n",
       "1985-04-21    1    3    4   12    2    0    7   5   30  24.3  \n",
       "1985-04-24    3    5    8    7    4    1    3   4   35  28.2  \n",
       "1985-04-26    2    5    7    5    2    3    4   3   29  24.3  \n",
       "1986-04-17    0    4    4    2    2    1    5   3   49  29.3  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# def sampling(df, sample_rule):\n",
    "#     df.resample(rule=f\"{sample_rule}\")\n",
    "# sampling(mj, 'A')\n",
    "mj = mj.set_index(mj.Date).drop('Rk', axis=1)\n",
    "mj.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 331,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mj.resample(rule='A').PTS.mean().plot(figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "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>G</th>\n",
       "      <th>Date</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th></th>\n",
       "      <th>Opp</th>\n",
       "      <th></th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>...</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "      <th>GmSc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-05-30</th>\n",
       "      <td>14</td>\n",
       "      <td>1990-05-30</td>\n",
       "      <td>27-102</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-14)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>17.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-06-01</th>\n",
       "      <td>15</td>\n",
       "      <td>1990-06-01</td>\n",
       "      <td>27-104</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+18)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>20.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-06-03</th>\n",
       "      <td>16</td>\n",
       "      <td>1990-06-03</td>\n",
       "      <td>27-106</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>L (-19)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-25</th>\n",
       "      <td>1</td>\n",
       "      <td>1991-04-25</td>\n",
       "      <td>28-067</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+41)</td>\n",
       "      <td>1</td>\n",
       "      <td>32:00</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>27.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-28</th>\n",
       "      <td>2</td>\n",
       "      <td>1991-04-28</td>\n",
       "      <td>28-070</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>3</td>\n",
       "      <td>1991-04-30</td>\n",
       "      <td>28-072</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+9)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-04</th>\n",
       "      <td>4</td>\n",
       "      <td>1991-05-04</td>\n",
       "      <td>28-076</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+13)</td>\n",
       "      <td>1</td>\n",
       "      <td>31:00</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>27.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-06</th>\n",
       "      <td>5</td>\n",
       "      <td>1991-05-06</td>\n",
       "      <td>28-078</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+12)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-10</th>\n",
       "      <td>6</td>\n",
       "      <td>1991-05-10</td>\n",
       "      <td>28-082</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHI</td>\n",
       "      <td>L (-2)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>46</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-12</th>\n",
       "      <td>7</td>\n",
       "      <td>1991-05-12</td>\n",
       "      <td>28-084</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+16)</td>\n",
       "      <td>1</td>\n",
       "      <td>41:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>21.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-14</th>\n",
       "      <td>8</td>\n",
       "      <td>1991-05-14</td>\n",
       "      <td>28-086</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>38</td>\n",
       "      <td>29.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-19</th>\n",
       "      <td>9</td>\n",
       "      <td>1991-05-19</td>\n",
       "      <td>28-091</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+11)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:00</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>13.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-21</th>\n",
       "      <td>10</td>\n",
       "      <td>1991-05-21</td>\n",
       "      <td>28-093</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>29.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-25</th>\n",
       "      <td>11</td>\n",
       "      <td>1991-05-25</td>\n",
       "      <td>28-097</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>46:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>34.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-27</th>\n",
       "      <td>12</td>\n",
       "      <td>1991-05-27</td>\n",
       "      <td>28-099</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>DET</td>\n",
       "      <td>W (+21)</td>\n",
       "      <td>1</td>\n",
       "      <td>37:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>27.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-02</th>\n",
       "      <td>13</td>\n",
       "      <td>1991-06-02</td>\n",
       "      <td>28-105</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>LAL</td>\n",
       "      <td>L (-2)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>32.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-05</th>\n",
       "      <td>14</td>\n",
       "      <td>1991-06-05</td>\n",
       "      <td>28-108</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+21)</td>\n",
       "      <td>1</td>\n",
       "      <td>36:00</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-07</th>\n",
       "      <td>15</td>\n",
       "      <td>1991-06-07</td>\n",
       "      <td>28-110</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>52:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>29</td>\n",
       "      <td>24.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-09</th>\n",
       "      <td>16</td>\n",
       "      <td>1991-06-09</td>\n",
       "      <td>28-112</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+15)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>28.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-12</th>\n",
       "      <td>17</td>\n",
       "      <td>1991-06-12</td>\n",
       "      <td>28-115</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>LAL</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>48:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>26.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-24</th>\n",
       "      <td>1</td>\n",
       "      <td>1992-04-24</td>\n",
       "      <td>29-067</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIA</td>\n",
       "      <td>W (+19)</td>\n",
       "      <td>1</td>\n",
       "      <td>41:00</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>46</td>\n",
       "      <td>37.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-26</th>\n",
       "      <td>2</td>\n",
       "      <td>1992-04-26</td>\n",
       "      <td>29-069</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIA</td>\n",
       "      <td>W (+30)</td>\n",
       "      <td>1</td>\n",
       "      <td>35:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>27.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-29</th>\n",
       "      <td>3</td>\n",
       "      <td>1992-04-29</td>\n",
       "      <td>29-072</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIA</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>56</td>\n",
       "      <td>49.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-05</th>\n",
       "      <td>4</td>\n",
       "      <td>1992-05-05</td>\n",
       "      <td>29-078</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-5)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>23.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-07</th>\n",
       "      <td>5</td>\n",
       "      <td>1992-05-07</td>\n",
       "      <td>29-080</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>18.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-09</th>\n",
       "      <td>6</td>\n",
       "      <td>1992-05-09</td>\n",
       "      <td>29-082</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>20.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-10</th>\n",
       "      <td>7</td>\n",
       "      <td>1992-05-10</td>\n",
       "      <td>29-083</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-7)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>19.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-12</th>\n",
       "      <td>8</td>\n",
       "      <td>1992-05-12</td>\n",
       "      <td>29-085</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+8)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>37</td>\n",
       "      <td>24.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-14</th>\n",
       "      <td>9</td>\n",
       "      <td>1992-05-14</td>\n",
       "      <td>29-087</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-14)</td>\n",
       "      <td>1</td>\n",
       "      <td>45:00</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-17</th>\n",
       "      <td>10</td>\n",
       "      <td>1992-05-17</td>\n",
       "      <td>29-090</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>NYK</td>\n",
       "      <td>W (+29)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-19</th>\n",
       "      <td>11</td>\n",
       "      <td>1992-05-19</td>\n",
       "      <td>29-092</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+14)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-21</th>\n",
       "      <td>12</td>\n",
       "      <td>1992-05-21</td>\n",
       "      <td>29-094</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-26)</td>\n",
       "      <td>1</td>\n",
       "      <td>35:00</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>12.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-23</th>\n",
       "      <td>13</td>\n",
       "      <td>1992-05-23</td>\n",
       "      <td>29-096</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+9)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-25</th>\n",
       "      <td>14</td>\n",
       "      <td>1992-05-25</td>\n",
       "      <td>29-098</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-14)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>20.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-27</th>\n",
       "      <td>15</td>\n",
       "      <td>1992-05-27</td>\n",
       "      <td>29-100</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+23)</td>\n",
       "      <td>1</td>\n",
       "      <td>39:00</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-29</th>\n",
       "      <td>16</td>\n",
       "      <td>1992-05-29</td>\n",
       "      <td>29-102</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+5)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>20.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-06-03</th>\n",
       "      <td>17</td>\n",
       "      <td>1992-06-03</td>\n",
       "      <td>29-107</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+33)</td>\n",
       "      <td>1</td>\n",
       "      <td>34:00</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>36.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-06-05</th>\n",
       "      <td>18</td>\n",
       "      <td>1992-06-05</td>\n",
       "      <td>29-109</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>POR</td>\n",
       "      <td>L (-11)</td>\n",
       "      <td>1</td>\n",
       "      <td>50:00</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>39</td>\n",
       "      <td>25.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-06-07</th>\n",
       "      <td>19</td>\n",
       "      <td>1992-06-07</td>\n",
       "      <td>29-111</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>41:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>17.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-06-10</th>\n",
       "      <td>20</td>\n",
       "      <td>1992-06-10</td>\n",
       "      <td>29-114</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>POR</td>\n",
       "      <td>L (-5)</td>\n",
       "      <td>1</td>\n",
       "      <td>44:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>17.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-06-12</th>\n",
       "      <td>21</td>\n",
       "      <td>1992-06-12</td>\n",
       "      <td>29-116</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+13)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-06-14</th>\n",
       "      <td>22</td>\n",
       "      <td>1992-06-14</td>\n",
       "      <td>29-118</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+4)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-04-30</th>\n",
       "      <td>1</td>\n",
       "      <td>1993-04-30</td>\n",
       "      <td>30-072</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>ATL</td>\n",
       "      <td>W (+24)</td>\n",
       "      <td>1</td>\n",
       "      <td>29:00</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-02</th>\n",
       "      <td>2</td>\n",
       "      <td>1993-05-02</td>\n",
       "      <td>30-074</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>ATL</td>\n",
       "      <td>W (+15)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:00</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>29</td>\n",
       "      <td>24.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-04</th>\n",
       "      <td>3</td>\n",
       "      <td>1993-05-04</td>\n",
       "      <td>30-076</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>ATL</td>\n",
       "      <td>W (+10)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>27.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-11</th>\n",
       "      <td>4</td>\n",
       "      <td>1993-05-11</td>\n",
       "      <td>30-083</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:00</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>43</td>\n",
       "      <td>30.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-13</th>\n",
       "      <td>5</td>\n",
       "      <td>1993-05-13</td>\n",
       "      <td>30-085</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+19)</td>\n",
       "      <td>1</td>\n",
       "      <td>31:00</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-15</th>\n",
       "      <td>6</td>\n",
       "      <td>1993-05-15</td>\n",
       "      <td>30-087</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>24.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-17</th>\n",
       "      <td>7</td>\n",
       "      <td>1993-05-17</td>\n",
       "      <td>30-089</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>W (+2)</td>\n",
       "      <td>1</td>\n",
       "      <td>40:00</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>23.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-23</th>\n",
       "      <td>8</td>\n",
       "      <td>1993-05-23</td>\n",
       "      <td>30-095</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>NYK</td>\n",
       "      <td>L (-8)</td>\n",
       "      <td>1</td>\n",
       "      <td>43:00</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>17.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             G       Date     Age   Tm     Opp          GS     MP  FG  ...  \\\n",
       "Date                                                                   ...   \n",
       "1990-05-30  14 1990-05-30  27-102  CHI  @  DET  L (-14)  1  39:00   7  ...   \n",
       "1990-06-01  15 1990-06-01  27-104  CHI     DET  W (+18)  1  39:00  11  ...   \n",
       "1990-06-03  16 1990-06-03  27-106  CHI  @  DET  L (-19)  1  45:00  13  ...   \n",
       "1991-04-25   1 1991-04-25  28-067  CHI     NYK  W (+41)  1  32:00   8  ...   \n",
       "1991-04-28   2 1991-04-28  28-070  CHI     NYK  W (+10)  1  42:00   9  ...   \n",
       "1991-04-30   3 1991-04-30  28-072  CHI  @  NYK   W (+9)  1  39:00  14  ...   \n",
       "1991-05-04   4 1991-05-04  28-076  CHI     PHI  W (+13)  1  31:00   8  ...   \n",
       "1991-05-06   5 1991-05-06  28-078  CHI     PHI  W (+12)  1  40:00  12  ...   \n",
       "1991-05-10   6 1991-05-10  28-082  CHI  @  PHI   L (-2)  1  42:00  20  ...   \n",
       "1991-05-12   7 1991-05-12  28-084  CHI  @  PHI  W (+16)  1  41:00  11  ...   \n",
       "1991-05-14   8 1991-05-14  28-086  CHI     PHI   W (+5)  1  42:00  14  ...   \n",
       "1991-05-19   9 1991-05-19  28-091  CHI     DET  W (+11)  1  38:00   6  ...   \n",
       "1991-05-21  10 1991-05-21  28-093  CHI     DET   W (+8)  1  39:00  10  ...   \n",
       "1991-05-25  11 1991-05-25  28-097  CHI  @  DET   W (+6)  1  46:00  11  ...   \n",
       "1991-05-27  12 1991-05-27  28-099  CHI  @  DET  W (+21)  1  37:00  11  ...   \n",
       "1991-06-02  13 1991-06-02  28-105  CHI     LAL   L (-2)  1  40:00  14  ...   \n",
       "1991-06-05  14 1991-06-05  28-108  CHI     LAL  W (+21)  1  36:00  15  ...   \n",
       "1991-06-07  15 1991-06-07  28-110  CHI  @  LAL   W (+8)  1  52:00  11  ...   \n",
       "1991-06-09  16 1991-06-09  28-112  CHI  @  LAL  W (+15)  1  44:00  11  ...   \n",
       "1991-06-12  17 1991-06-12  28-115  CHI  @  LAL   W (+7)  1  48:00  12  ...   \n",
       "1992-04-24   1 1992-04-24  29-067  CHI     MIA  W (+19)  1  41:00  21  ...   \n",
       "1992-04-26   2 1992-04-26  29-069  CHI     MIA  W (+30)  1  35:00  12  ...   \n",
       "1992-04-29   3 1992-04-29  29-072  CHI  @  MIA   W (+5)  1  43:00  20  ...   \n",
       "1992-05-05   4 1992-05-05  29-078  CHI     NYK   L (-5)  1  44:00  12  ...   \n",
       "1992-05-07   5 1992-05-07  29-080  CHI     NYK   W (+8)  1  43:00  12  ...   \n",
       "1992-05-09   6 1992-05-09  29-082  CHI  @  NYK   W (+8)  1  44:00  12  ...   \n",
       "1992-05-10   7 1992-05-10  29-083  CHI  @  NYK   L (-7)  1  44:00  12  ...   \n",
       "1992-05-12   8 1992-05-12  29-085  CHI     NYK   W (+8)  1  40:00  11  ...   \n",
       "1992-05-14   9 1992-05-14  29-087  CHI  @  NYK  L (-14)  1  45:00   9  ...   \n",
       "1992-05-17  10 1992-05-17  29-090  CHI     NYK  W (+29)  1  42:00  15  ...   \n",
       "1992-05-19  11 1992-05-19  29-092  CHI     CLE  W (+14)  1  40:00  15  ...   \n",
       "1992-05-21  12 1992-05-21  29-094  CHI     CLE  L (-26)  1  35:00   7  ...   \n",
       "1992-05-23  13 1992-05-23  29-096  CHI  @  CLE   W (+9)  1  43:00  13  ...   \n",
       "1992-05-25  14 1992-05-25  29-098  CHI  @  CLE  L (-14)  1  44:00  15  ...   \n",
       "1992-05-27  15 1992-05-27  29-100  CHI     CLE  W (+23)  1  39:00  13  ...   \n",
       "1992-05-29  16 1992-05-29  29-102  CHI  @  CLE   W (+5)  1  44:00  10  ...   \n",
       "1992-06-03  17 1992-06-03  29-107  CHI     POR  W (+33)  1  34:00  16  ...   \n",
       "1992-06-05  18 1992-06-05  29-109  CHI     POR  L (-11)  1  50:00  16  ...   \n",
       "1992-06-07  19 1992-06-07  29-111  CHI  @  POR  W (+10)  1  41:00  11  ...   \n",
       "1992-06-10  20 1992-06-10  29-114  CHI  @  POR   L (-5)  1  44:00  11  ...   \n",
       "1992-06-12  21 1992-06-12  29-116  CHI  @  POR  W (+13)  1  42:00  14  ...   \n",
       "1992-06-14  22 1992-06-14  29-118  CHI     POR   W (+4)  1  43:00  13  ...   \n",
       "1993-04-30   1 1993-04-30  30-072  CHI     ATL  W (+24)  1  29:00  15  ...   \n",
       "1993-05-02   2 1993-05-02  30-074  CHI     ATL  W (+15)  1  38:00  10  ...   \n",
       "1993-05-04   3 1993-05-04  30-076  CHI  @  ATL  W (+10)  1  40:00  16  ...   \n",
       "1993-05-11   4 1993-05-11  30-083  CHI     CLE   W (+7)  1  42:00  16  ...   \n",
       "1993-05-13   5 1993-05-13  30-085  CHI     CLE  W (+19)  1  31:00   8  ...   \n",
       "1993-05-15   6 1993-05-15  30-087  CHI  @  CLE   W (+6)  1  40:00  12  ...   \n",
       "1993-05-17   7 1993-05-17  30-089  CHI  @  CLE   W (+2)  1  40:00  11  ...   \n",
       "1993-05-23   8 1993-05-23  30-095  CHI  @  NYK   L (-8)  1  43:00  10  ...   \n",
       "\n",
       "            ORB  DRB  TRB  AST  STL  BLK  TOV  PF  PTS  GmSc  \n",
       "Date                                                          \n",
       "1990-05-30    1    3    4    8    1    0    1   1   22  17.5  \n",
       "1990-06-01    1    9   10    2    1    0    3   4   29  20.6  \n",
       "1990-06-03    2    6    8    9    1    0    4   2   31  23.0  \n",
       "1991-04-25    1    5    6    6    2    0    1   2   28  27.3  \n",
       "1991-04-28    1    4    5    5    0    1    2   2   26  21.3  \n",
       "1991-04-30    1    2    3    7    6    1    1   3   33  29.7  \n",
       "1991-05-04    0    5    5    5    3    1    1   2   29  27.8  \n",
       "1991-05-06    1    7    8    9    1    1    1   4   29  23.0  \n",
       "1991-05-10    0    4    4    6    1    4    2   3   46  35.0  \n",
       "1991-05-12    0    4    4   12    4    0    1   4   25  21.1  \n",
       "1991-05-14    4   15   19    7    0    1    4   3   38  29.2  \n",
       "1991-05-19    0    3    3    6    3    0    6   4   22  13.2  \n",
       "1991-05-21    2    1    3    7    2    0    3   2   35  29.4  \n",
       "1991-05-25    0    7    7    7    3    5    1   4   33  34.6  \n",
       "1991-05-27    0    8    8    8    1    2    2   2   29  27.9  \n",
       "1991-06-02    2    6    8   12    3    0    4   5   36  32.6  \n",
       "1991-06-05    1    6    7   13    2    1    4   4   33  34.7  \n",
       "1991-06-07    4    5    9    9    4    2    3   5   29  24.8  \n",
       "1991-06-09    1    4    5   13    0    2    1   3   28  28.6  \n",
       "1991-06-12    0    4    4   10    5    2    6   1   30  26.1  \n",
       "1992-04-24    1   10   11    9    3    1    5   4   46  37.7  \n",
       "1992-04-26    4    9   13    6    2    0    4   3   33  27.8  \n",
       "1992-04-29    1    4    5    5    4    2    2   3   56  49.8  \n",
       "1992-05-05    1    5    6    3    1    3    2   4   31  23.1  \n",
       "1992-05-07    1    5    6    5    3    0    2   2   27  18.9  \n",
       "1992-05-09    1    8    9    3    3    1    6   2   32  20.9  \n",
       "1992-05-10    2    2    4    4    0    0    0   1   29  19.6  \n",
       "1992-05-12    2    3    5    3    1    0    4   3   37  24.7  \n",
       "1992-05-14    0    4    4    8    0    1    7   0   21   6.8  \n",
       "1992-05-17    3    3    6    4    2    3    5   3   42  31.0  \n",
       "1992-05-19    1    5    6    7    2    1    1   0   33  27.5  \n",
       "1992-05-21    8    3   11    3    3    2    6   3   20  12.8  \n",
       "1992-05-23    3    3    6    9    1    0    5   3   36  26.0  \n",
       "1992-05-25    2    3    5    6    3    0    5   3   35  20.8  \n",
       "1992-05-27    0    3    3    5    4    0    0   4   37  29.0  \n",
       "1992-05-29    1    7    8    8    2    0    3   3   29  20.3  \n",
       "1992-06-03    2    1    3   11    2    0    1   0   39  36.9  \n",
       "1992-06-05    1    4    5   10    1    0    5   5   39  25.1  \n",
       "1992-06-07    2    5    7    4    3    0    5   4   26  17.1  \n",
       "1992-06-10    0    5    5    6    0    0    5   4   32  17.3  \n",
       "1992-06-12    0    5    5    4    0    1    4   5   46  33.3  \n",
       "1992-06-14    1    3    4    4    4    1    4   3   33  25.3  \n",
       "1993-04-30    3    4    7    5    0    0    0   3   35  28.0  \n",
       "1993-05-02    0    6    6    4    3    4    0   5   29  24.2  \n",
       "1993-05-04    0    7    7    4    2    1    4   4   39  27.8  \n",
       "1993-05-11    0    0    0    4    3    1    3   3   43  30.7  \n",
       "1993-05-13    2    3    5    6    2    0    2   0   18  13.9  \n",
       "1993-05-15    2    4    6    5    2    0    2   1   32  24.9  \n",
       "1993-05-17    3    6    9    6    2    1    4   2   31  23.8  \n",
       "1993-05-23    1    1    2    5    4    0    1   5   27  17.2  \n",
       "\n",
       "[50 rows x 28 columns]"
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mj[50:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "object of type 'NoneType' has no len()",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-354-4633fbc6a2de>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# bron.reset_index(inplace=True)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mpb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_player_gamelog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"jamesle01\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"2004\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplayoffs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/share/virtualenvs/nba_stats-7HmuDRvH/lib/python3.8/site-packages/PandasBasketball/pandasbasketball.py\u001b[0m in \u001b[0;36mget_player_gamelog\u001b[0;34m(player, season, playoffs)\u001b[0m\n\u001b[1;32m     52\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mStatusCode404\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 54\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mplayer_gamelog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplayoffs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mplayoffs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_team\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mteam\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/share/virtualenvs/nba_stats-7HmuDRvH/lib/python3.8/site-packages/PandasBasketball/stats.py\u001b[0m in \u001b[0;36mplayer_gamelog\u001b[0;34m(request, playoffs)\u001b[0m\n\u001b[1;32m     45\u001b[0m         \u001b[0msoup\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBeautifulSoup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"html.parser\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m         \u001b[0mcomment_table\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msoup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNavigableString\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m\"pgl_basic_playoffs\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m         \u001b[0msoup\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBeautifulSoup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcomment_table\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"html.parser\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m         \u001b[0mtable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msoup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"table\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"pgl_basic_playoffs\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/share/virtualenvs/nba_stats-7HmuDRvH/lib/python3.8/site-packages/bs4/__init__.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, markup, features, builder, parse_only, from_encoding, exclude_encodings, element_classes, **kwargs)\u001b[0m\n\u001b[1;32m    308\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmarkup\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'read'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m        \u001b[0;31m# It's a file-type object.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    309\u001b[0m             \u001b[0mmarkup\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmarkup\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 310\u001b[0;31m         elif len(markup) <= 256 and (\n\u001b[0m\u001b[1;32m    311\u001b[0m                 \u001b[0;34m(\u001b[0m\u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmarkup\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbytes\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;34mb'<'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmarkup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    312\u001b[0m                 \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmarkup\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;34m'<'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmarkup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: object of type 'NoneType' has no len()"
     ]
    }
   ],
   "source": [
    "# bron = pd.concat([pb.get_player_gamelog(\"jamesle01\",\"2003\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2004\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2005\", playoffs=True),\n",
    "#                    pb.get_player_gamelog(\"jamesle01\",\"2006\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2007\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2008\", playoffs=True),\n",
    "#                    pb.get_player_gamelog(\"jamesle01\",\"2009\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2010\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2011\", playoffs=True),\n",
    "#                    pb.get_player_gamelog(\"jamesle01\",\"2012\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2013\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2014\", playoffs=True),\n",
    "#                    pb.get_player_gamelog(\"jamesle01\",\"2015\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2016\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2017\", playoffs=True),\n",
    "#                    pb.get_player_gamelog(\"jamesle01\",\"2018\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2019\", playoffs=True),pb.get_player_gamelog(\"jamesle01\",\"2020\", playoffs=True)])\n",
    "# bron.reset_index(inplace=True)\n",
    "\n",
    "pb.get_player_gamelog(\"jamesle01\",\"2004\", playoffs=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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