pbp_scrape.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0edc7104",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import time\n",
    "import re\n",
    "import random\n",
    "from unidecode import unidecode\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "efd916d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "347104fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def GET_UA():\n",
    "    uastrings = [\"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/38.0.2125.111 Safari/537.36\",\\\n",
    "                \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/28.0.1500.72 Safari/537.36\",\\\n",
    "                \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10) AppleWebKit/600.1.25 (KHTML, like Gecko) Version/8.0 Safari/600.1.25\",\\\n",
    "                \"Mozilla/5.0 (Windows NT 6.1; WOW64; rv:33.0) Gecko/20100101 Firefox/33.0\",\\\n",
    "                \"Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/38.0.2125.111 Safari/537.36\",\\\n",
    "                \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/38.0.2125.111 Safari/537.36\",\\\n",
    "                \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5) AppleWebKit/600.1.17 (KHTML, like Gecko) Version/7.1 Safari/537.85.10\",\\\n",
    "                \"Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko\",\\\n",
    "                \"Mozilla/5.0 (Windows NT 6.3; WOW64; rv:33.0) Gecko/20100101 Firefox/33.0\",\\\n",
    "                \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/38.0.2125.104 Safari/537.36\"\\\n",
    "                ]\n",
    " \n",
    "    return random.choice(uastrings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ec602b6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_url(url):\n",
    " \n",
    "    headers = {'User-Agent': GET_UA()}\n",
    "    content = None\n",
    " \n",
    "    try:\n",
    "        response = requests.get(url, headers=headers)\n",
    "        ct = response.headers['Content-Type'].lower().strip()\n",
    " \n",
    "        if 'text/html' in ct:\n",
    "            content = response.content\n",
    "            soup = BeautifulSoup(content)\n",
    "        else:\n",
    "            content = response.content\n",
    "            soup = None\n",
    " \n",
    "    except Exception as e:\n",
    "        print('Error:', str(e))\n",
    " \n",
    "    return content, soup, ct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2063754d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Jayson_Tatum', 'Joel_Embiid', 'Shai_Gilgeous-Alexander', 'Luka_Dončić', 'Julius_Randle', 'Damian_Lillard', 'Anthony_Edwards', 'Giannis_Antetokounmpo', 'Trae_Young', 'Donovan_Mitchell']\n",
      "520\n"
     ]
    }
   ],
   "source": [
    "players = pd.read_csv('player_index.csv')\n",
    "player_id = players['Player-additional'].values.tolist()\n",
    "player_name = players['Player'].values.tolist()\n",
    "league_num =len(player_id)\n",
    "i = 0\n",
    "for name in player_name:\n",
    "    player_name[i] = name.replace(\" \", \"_\")\n",
    "    i = i+1\n",
    "print(player_name[0:10])\n",
    "print(len(player_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5cd36aed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.basketball-reference.com/players/c/bealbr01/gamelog/2023\n"
     ]
    }
   ],
   "source": [
    "base = 'https://www.basketball-reference.com/players/c/bealbr01/gamelog/'\n",
    "# NBA season we will be analyzing\n",
    "year = '2023'\n",
    "# URL page we will scraping (see image above)\n",
    "url = base+year\n",
    "print(url)\n",
    "# this is the HTML from the given URL\n",
    "html = urlopen(url)\n",
    "soup = BeautifulSoup(html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1131fb6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['G', 'Date', 'Age', 'Tm', '\\xa0', 'Opp', '\\xa0', 'GS', 'MP', 'FG', 'FGA', 'FG%', '3P', '3PA', '3P%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB', 'TRB', 'AST', 'STL', 'BLK', 'TOV', 'PF', 'PTS', 'GmSc', '+/-']\n"
     ]
    }
   ],
   "source": [
    "# use findALL() to get the column headers\n",
    "soup.findAll('tr', limit=40)\n",
    "# use getText()to extract the text we need into a list\n",
    "i = 0\n",
    "while i < 40:\n",
    "    headers = [th.getText() for th in soup.findAll('tr', limit=40)[i].findAll('th')]\n",
    "    i = i +1\n",
    "    if headers:\n",
    "        idx = i\n",
    "        i = 41\n",
    "\n",
    "headers = headers[1:]\n",
    "print(headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "74180de8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# avoid the first header row\n",
    "rows = soup.findAll('tr')\n",
    "player_stats = [[td.getText() for td in rows[i].findAll('td')]\n",
    "            for i in range(len(rows))]\n",
    "stats = pd.DataFrame(player_stats, columns = headers)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "83e1465c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_stats(num):\n",
    "    for person in range(num):\n",
    "        # NBA season we will be analyzing\n",
    "        year = '2023'\n",
    "        player = player_id[person]\n",
    "        person = person\n",
    "        base = f'https://www.basketball-reference.com/players/c/{player}/gamelog/'\n",
    "        # URL page we will scraping (see image above)\n",
    "        url = base+year\n",
    "        print(url)\n",
    "        time.sleep(2.95)\n",
    "        # this is the HTML from the given URL\n",
    "        content, soup, ct = parse_url(url)\n",
    "        \n",
    "        # use findALL() to get the column headers\n",
    "        soup.findAll('tr', limit=40)\n",
    "        # use getText()to extract the text we need into a list\n",
    "        i = 0\n",
    "        while i < 40:\n",
    "            headers = [th.getText() for th in soup.findAll('tr', limit=40)[i].findAll('th')]\n",
    "            i = i +1\n",
    "            if headers:\n",
    "                idx = i\n",
    "                i = 41\n",
    "\n",
    "        headers = headers[1:]\n",
    "\n",
    "        rows = soup.findAll('tr')\n",
    "        player_stats = [[td.getText() for td in rows[i].findAll('td')]\n",
    "                    for i in range(len(rows))]\n",
    "        stats = pd.DataFrame(player_stats, columns = headers)\n",
    "        stats.dropna(inplace=True)\n",
    "        stats.insert(0, 'Player', player_name[person])\n",
    "        stats.index = range(len(stats))\n",
    "        if person == 0:\n",
    "            data_core = stats\n",
    "        else:\n",
    "            data_core = pd.concat([data_core,stats])\n",
    "        print(person,player_name[person])\n",
    "    return data_core\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0b2ef7e8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.basketball-reference.com/players/c/tatumja01/gamelog/2023\n",
      "0 Jayson_Tatum\n",
      "https://www.basketball-reference.com/players/c/embiijo01/gamelog/2023\n",
      "1 Joel_Embiid\n",
      "https://www.basketball-reference.com/players/c/gilgesh01/gamelog/2023\n",
      "2 Shai_Gilgeous-Alexander\n",
      "https://www.basketball-reference.com/players/c/doncilu01/gamelog/2023\n",
      "3 Luka_Dončić\n",
      "https://www.basketball-reference.com/players/c/randlju01/gamelog/2023\n",
      "4 Julius_Randle\n",
      "https://www.basketball-reference.com/players/c/lillada01/gamelog/2023\n",
      "5 Damian_Lillard\n",
      "https://www.basketball-reference.com/players/c/edwaran01/gamelog/2023\n",
      "6 Anthony_Edwards\n",
      "https://www.basketball-reference.com/players/c/antetgi01/gamelog/2023\n",
      "7 Giannis_Antetokounmpo\n",
      "https://www.basketball-reference.com/players/c/youngtr01/gamelog/2023\n",
      "8 Trae_Young\n",
      "https://www.basketball-reference.com/players/c/mitchdo01/gamelog/2023\n",
      "9 Donovan_Mitchell\n",
      "https://www.basketball-reference.com/players/c/lavinza01/gamelog/2023\n",
      "10 Zach_LaVine\n",
      "https://www.basketball-reference.com/players/c/derozde01/gamelog/2023\n",
      "11 DeMar_DeRozan\n",
      "https://www.basketball-reference.com/players/c/foxde01/gamelog/2023\n",
      "12 De'Aaron_Fox\n",
      "https://www.basketball-reference.com/players/c/brownja02/gamelog/2023\n",
      "13 Jaylen_Brown\n",
      "https://www.basketball-reference.com/players/c/markkla01/gamelog/2023\n",
      "14 Lauri_Markkanen\n",
      "https://www.basketball-reference.com/players/c/jokicni01/gamelog/2023\n",
      "15 Nikola_Jokić\n",
      "https://www.basketball-reference.com/players/c/brunsja01/gamelog/2023\n",
      "16 Jalen_Brunson\n",
      "https://www.basketball-reference.com/players/c/siakapa01/gamelog/2023\n",
      "17 Pascal_Siakam\n",
      "https://www.basketball-reference.com/players/c/poolejo01/gamelog/2023\n",
      "18 Jordan_Poole\n",
      "https://www.basketball-reference.com/players/c/irvinky01/gamelog/2023\n",
      "19 Kyrie_Irving\n",
      "https://www.basketball-reference.com/players/c/greenja05/gamelog/2023\n",
      "20 Jalen_Green\n",
      "https://www.basketball-reference.com/players/c/moranja01/gamelog/2023\n",
      "21 Ja_Morant\n",
      "https://www.basketball-reference.com/players/c/adebaba01/gamelog/2023\n",
      "22 Bam_Adebayo\n",
      "https://www.basketball-reference.com/players/c/curryst01/gamelog/2023\n",
      "23 Stephen_Curry\n",
      "https://www.basketball-reference.com/players/c/porzikr01/gamelog/2023\n",
      "24 Kristaps_Porziņģis\n",
      "https://www.basketball-reference.com/players/c/bridgmi01/gamelog/2023\n",
      "25 Mikal_Bridges\n",
      "https://www.basketball-reference.com/players/c/jamesle01/gamelog/2023\n",
      "26 LeBron_James\n",
      "https://www.basketball-reference.com/players/c/garlada01/gamelog/2023\n",
      "27 Darius_Garland\n",
      "https://www.basketball-reference.com/players/c/mccolcj01/gamelog/2023\n",
      "28 CJ_McCollum\n",
      "https://www.basketball-reference.com/players/c/kuzmaky01/gamelog/2023\n",
      "29 Kyle_Kuzma\n",
      "https://www.basketball-reference.com/players/c/murrade01/gamelog/2023\n",
      "30 Dejounte_Murray\n",
      "https://www.basketball-reference.com/players/c/wagnefr01/gamelog/2023\n",
      "31 Franz_Wagner\n",
      "https://www.basketball-reference.com/players/c/thompkl01/gamelog/2023\n",
      "32 Klay_Thompson\n",
      "https://www.basketball-reference.com/players/c/sabondo01/gamelog/2023\n",
      "33 Domantas_Sabonis\n",
      "https://www.basketball-reference.com/players/c/georgpa01/gamelog/2023\n",
      "34 Paul_George\n",
      "https://www.basketball-reference.com/players/c/roziete01/gamelog/2023\n",
      "35 Terry_Rozier\n",
      "https://www.basketball-reference.com/players/c/banchpa01/gamelog/2023\n",
      "36 Paolo_Banchero\n",
      "https://www.basketball-reference.com/players/c/butleji01/gamelog/2023\n",
      "37 Jimmy_Butler\n",
      "https://www.basketball-reference.com/players/c/johnske04/gamelog/2023\n",
      "38 Keldon_Johnson\n",
      "https://www.basketball-reference.com/players/c/simonan01/gamelog/2023\n",
      "39 Anfernee_Simons\n",
      "https://www.basketball-reference.com/players/c/barrerj01/gamelog/2023\n",
      "40 RJ_Barrett\n",
      "https://www.basketball-reference.com/players/c/grantje01/gamelog/2023\n",
      "41 Jerami_Grant\n",
      "https://www.basketball-reference.com/players/c/bogdabo02/gamelog/2023\n",
      "42 Bojan_Bogdanović\n",
      "https://www.basketball-reference.com/players/c/clarkjo01/gamelog/2023\n",
      "43 Jordan_Clarkson\n",
      "https://www.basketball-reference.com/players/c/vucevni01/gamelog/2023\n",
      "44 Nikola_Vučević\n",
      "https://www.basketball-reference.com/players/c/dinwisp01/gamelog/2023\n",
      "45 Spencer_Dinwiddie\n",
      "https://www.basketball-reference.com/players/c/duranke01/gamelog/2023\n",
      "46 Kevin_Durant\n",
      "https://www.basketball-reference.com/players/c/hieldbu01/gamelog/2023\n",
      "47 Buddy_Hield\n",
      "https://www.basketball-reference.com/players/c/bookede01/gamelog/2023\n",
      "48 Devin_Booker\n",
      "https://www.basketball-reference.com/players/c/herroty01/gamelog/2023\n",
      "49 Tyler_Herro\n",
      "https://www.basketball-reference.com/players/c/davisan02/gamelog/2023\n",
      "50 Anthony_Davis\n",
      "https://www.basketball-reference.com/players/c/vanvlfr01/gamelog/2023\n",
      "51 Fred_VanVleet\n",
      "https://www.basketball-reference.com/players/c/murraja01/gamelog/2023\n",
      "52 Jamal_Murray\n",
      "https://www.basketball-reference.com/players/c/mobleev01/gamelog/2023\n",
      "53 Evan_Mobley\n",
      "https://www.basketball-reference.com/players/c/bealbr01/gamelog/2023\n",
      "54 Bradley_Beal\n",
      "https://www.basketball-reference.com/players/c/russeda01/gamelog/2023\n",
      "55 D'Angelo_Russell\n",
      "https://www.basketball-reference.com/players/c/holidjr01/gamelog/2023\n",
      "56 Jrue_Holiday\n",
      "https://www.basketball-reference.com/players/c/hardeja01/gamelog/2023\n",
      "57 James_Harden\n",
      "https://www.basketball-reference.com/players/c/mathube01/gamelog/2023\n",
      "58 Bennedict_Mathurin\n",
      "https://www.basketball-reference.com/players/c/halibty01/gamelog/2023\n",
      "59 Tyrese_Haliburton\n",
      "https://www.basketball-reference.com/players/c/aytonde01/gamelog/2023\n",
      "60 Deandre_Ayton\n",
      "https://www.basketball-reference.com/players/c/trentga02/gamelog/2023\n",
      "61 Gary_Trent_Jr.\n",
      "https://www.basketball-reference.com/players/c/giddejo01/gamelog/2023\n",
      "62 Josh_Giddey\n",
      "https://www.basketball-reference.com/players/c/lopezbr01/gamelog/2023\n",
      "63 Brook_Lopez\n",
      "https://www.basketball-reference.com/players/c/turnemy01/gamelog/2023\n",
      "64 Myles_Turner\n",
      "https://www.basketball-reference.com/players/c/barneha02/gamelog/2023\n",
      "65 Harrison_Barnes\n",
      "https://www.basketball-reference.com/players/c/barnesc01/gamelog/2023\n",
      "66 Scottie_Barnes\n",
      "https://www.basketball-reference.com/players/c/leonaka01/gamelog/2023\n",
      "67 Kawhi_Leonard\n",
      "https://www.basketball-reference.com/players/c/maxeyty01/gamelog/2023\n",
      "68 Tyrese_Maxey\n",
      "https://www.basketball-reference.com/players/c/banede01/gamelog/2023\n",
      "69 Desmond_Bane\n",
      "https://www.basketball-reference.com/players/c/washipj01/gamelog/2023\n",
      "70 P.J._Washington\n",
      "https://www.basketball-reference.com/players/c/woodch01/gamelog/2023\n",
      "71 Christian_Wood\n",
      "https://www.basketball-reference.com/players/c/gordoaa01/gamelog/2023\n",
      "72 Aaron_Gordon\n",
      "https://www.basketball-reference.com/players/c/iveyja01/gamelog/2023\n",
      "73 Jaden_Ivey\n",
      "https://www.basketball-reference.com/players/c/huertke01/gamelog/2023\n",
      "74 Kevin_Huerter\n",
      "https://www.basketball-reference.com/players/c/quickim01/gamelog/2023\n",
      "75 Immanuel_Quickley\n",
      "https://www.basketball-reference.com/players/c/westbru01/gamelog/2023\n",
      "76 Russell_Westbrook\n",
      "https://www.basketball-reference.com/players/c/valanjo01/gamelog/2023\n",
      "77 Jonas_Valančiūnas\n",
      "https://www.basketball-reference.com/players/c/harrito02/gamelog/2023\n",
      "78 Tobias_Harris\n",
      "https://www.basketball-reference.com/players/c/anunoog01/gamelog/2023\n",
      "79 OG_Anunoby\n",
      "https://www.basketball-reference.com/players/c/oubreke01/gamelog/2023\n",
      "80 Kelly_Oubre_Jr.\n",
      "https://www.basketball-reference.com/players/c/huntede01/gamelog/2023\n",
      "81 De'Andre_Hunter\n",
      "https://www.basketball-reference.com/players/c/jacksja02/gamelog/2023\n",
      "82 Jaren_Jackson_Jr.\n",
      "https://www.basketball-reference.com/players/c/sengual01/gamelog/2023\n",
      "83 Alperen_Şengün\n",
      "https://www.basketball-reference.com/players/c/portemi01/gamelog/2023\n",
      "84 Michael_Porter_Jr.\n",
      "https://www.basketball-reference.com/players/c/monkma01/gamelog/2023\n",
      "85 Malik_Monk\n",
      "https://www.basketball-reference.com/players/c/porteke02/gamelog/2023\n",
      "86 Kevin_Porter_Jr.\n",
      "https://www.basketball-reference.com/players/c/murphtr02/gamelog/2023\n",
      "87 Trey_Murphy_III\n",
      "https://www.basketball-reference.com/players/c/beysa01/gamelog/2023\n",
      "88 Saddiq_Bey\n",
      "https://www.basketball-reference.com/players/c/beaslma01/gamelog/2023\n",
      "89 Malik_Beasley\n",
      "https://www.basketball-reference.com/players/c/brookdi01/gamelog/2023\n",
      "90 Dillon_Brooks\n",
      "https://www.basketball-reference.com/players/c/hardati02/gamelog/2023\n",
      "91 Tim_Hardaway_Jr.\n",
      "https://www.basketball-reference.com/players/c/dortlu01/gamelog/2023\n",
      "92 Luguentz_Dort\n",
      "https://www.basketball-reference.com/players/c/allenja01/gamelog/2023\n",
      "93 Jarrett_Allen\n",
      "https://www.basketball-reference.com/players/c/powelno01/gamelog/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "94 Norman_Powell\n",
      "https://www.basketball-reference.com/players/c/willija06/gamelog/2023\n",
      "95 Jalen_Williams\n",
      "https://www.basketball-reference.com/players/c/martike04/gamelog/2023\n",
      "96 Kenyon_Martin_Jr.\n",
      "https://www.basketball-reference.com/players/c/brogdma01/gamelog/2023\n",
      "97 Malcolm_Brogdon\n",
      "https://www.basketball-reference.com/players/c/whitede01/gamelog/2023\n",
      "98 Derrick_White\n",
      "https://www.basketball-reference.com/players/c/smithja05/gamelog/2023\n",
      "99 Jabari_Smith_Jr.\n",
      "https://www.basketball-reference.com/players/c/goberru01/gamelog/2023\n",
      "100 Rudy_Gobert\n",
      "https://www.basketball-reference.com/players/c/mcdanja02/gamelog/2023\n",
      "101 Jaden_McDaniels\n",
      "https://www.basketball-reference.com/players/c/claxtni01/gamelog/2023\n",
      "102 Nic_Claxton\n",
      "https://www.basketball-reference.com/players/c/ballla01/gamelog/2023\n",
      "103 LaMelo_Ball\n",
      "https://www.basketball-reference.com/players/c/strusma01/gamelog/2023\n",
      "104 Max_Strus\n",
      "https://www.basketball-reference.com/players/c/murrake02/gamelog/2023\n",
      "105 Keegan_Murray\n",
      "https://www.basketball-reference.com/players/c/portibo01/gamelog/2023\n",
      "106 Bobby_Portis\n",
      "https://www.basketball-reference.com/players/c/ingrabr01/gamelog/2023\n",
      "107 Brandon_Ingram\n",
      "https://www.basketball-reference.com/players/c/leverca01/gamelog/2023\n",
      "108 Caris_LeVert\n",
      "https://www.basketball-reference.com/players/c/plumlma01/gamelog/2023\n",
      "109 Mason_Plumlee\n",
      "https://www.basketball-reference.com/players/c/collijo01/gamelog/2023\n",
      "110 John_Collins\n",
      "https://www.basketball-reference.com/players/c/poeltja01/gamelog/2023\n",
      "111 Jakob_Poeltl\n",
      "https://www.basketball-reference.com/players/c/cartewe01/gamelog/2023\n",
      "112 Wendell_Carter_Jr.\n",
      "https://www.basketball-reference.com/players/c/brownbr01/gamelog/2023\n",
      "113 Bruce_Brown\n",
      "https://www.basketball-reference.com/players/c/gordoer01/gamelog/2023\n",
      "114 Eric_Gordon\n",
      "https://www.basketball-reference.com/players/c/caldwke01/gamelog/2023\n",
      "115 Kentavious_Caldwell-Pope\n",
      "https://www.basketball-reference.com/players/c/willizi01/gamelog/2023\n",
      "116 Zion_Williamson\n",
      "https://www.basketball-reference.com/players/c/jonesty01/gamelog/2023\n",
      "117 Tyus_Jones\n",
      "https://www.basketball-reference.com/players/c/schrode01/gamelog/2023\n",
      "118 Dennis_Schröder\n",
      "https://www.basketball-reference.com/players/c/jonestr01/gamelog/2023\n",
      "119 Tre_Jones\n",
      "https://www.basketball-reference.com/players/c/fultzma01/gamelog/2023\n",
      "120 Markelle_Fultz\n",
      "https://www.basketball-reference.com/players/c/morrima03/gamelog/2023\n",
      "121 Marcus_Morris\n",
      "https://www.basketball-reference.com/players/c/willipa01/gamelog/2023\n",
      "122 Patrick_Williams\n",
      "https://www.basketball-reference.com/players/c/olynyke01/gamelog/2023\n",
      "123 Kelly_Olynyk\n",
      "https://www.basketball-reference.com/players/c/zubaciv01/gamelog/2023\n",
      "124 Ivica_Zubac\n",
      "https://www.basketball-reference.com/players/c/meltode01/gamelog/2023\n",
      "125 De'Anthony_Melton\n",
      "https://www.basketball-reference.com/players/c/reidna01/gamelog/2023\n",
      "126 Naz_Reid\n",
      "https://www.basketball-reference.com/players/c/nowelja01/gamelog/2023\n",
      "127 Jaylen_Nowell\n",
      "https://www.basketball-reference.com/players/c/allengr01/gamelog/2023\n",
      "128 Grayson_Allen\n",
      "https://www.basketball-reference.com/players/c/mcdanja01/gamelog/2023\n",
      "129 Jalen_McDaniels\n",
      "https://www.basketball-reference.com/players/c/vassede01/gamelog/2023\n",
      "130 Devin_Vassell\n",
      "https://www.basketball-reference.com/players/c/paulch01/gamelog/2023\n",
      "131 Chris_Paul\n",
      "https://www.basketball-reference.com/players/c/haywago01/gamelog/2023\n",
      "132 Gordon_Hayward\n",
      "https://www.basketball-reference.com/players/c/nurkiju01/gamelog/2023\n",
      "133 Jusuf_Nurkić\n",
      "https://www.basketball-reference.com/players/c/anthoco01/gamelog/2023\n",
      "134 Cole_Anthony\n",
      "https://www.basketball-reference.com/players/c/sextoco01/gamelog/2023\n",
      "135 Collin_Sexton\n",
      "https://www.basketball-reference.com/players/c/okongon01/gamelog/2023\n",
      "136 Onyeka_Okongwu\n",
      "https://www.basketball-reference.com/players/c/capelca01/gamelog/2023\n",
      "137 Clint_Capela\n",
      "https://www.basketball-reference.com/players/c/hartjo01/gamelog/2023\n",
      "138 Josh_Hart\n",
      "https://www.basketball-reference.com/players/c/easonta01/gamelog/2023\n",
      "139 Tari_Eason\n",
      "https://www.basketball-reference.com/players/c/hayeski01/gamelog/2023\n",
      "140 Killian_Hayes\n",
      "https://www.basketball-reference.com/players/c/conlemi01/gamelog/2023\n",
      "141 Mike_Conley\n",
      "https://www.basketball-reference.com/players/c/burksal01/gamelog/2023\n",
      "142 Alec_Burks\n",
      "https://www.basketball-reference.com/players/c/bogdabo01/gamelog/2023\n",
      "143 Bogdan_Bogdanović\n",
      "https://www.basketball-reference.com/players/c/reaveau01/gamelog/2023\n",
      "144 Austin_Reaves\n",
      "https://www.basketball-reference.com/players/c/colliza01/gamelog/2023\n",
      "145 Zach_Collins\n",
      "https://www.basketball-reference.com/players/c/mannte01/gamelog/2023\n",
      "146 Terance_Mann\n",
      "https://www.basketball-reference.com/players/c/kispeco01/gamelog/2023\n",
      "147 Corey_Kispert\n",
      "https://www.basketball-reference.com/players/c/marshna01/gamelog/2023\n",
      "148 Naji_Marshall\n",
      "https://www.basketball-reference.com/players/c/wiggian01/gamelog/2023\n",
      "149 Andrew_Wiggins\n",
      "https://www.basketball-reference.com/players/c/aldamsa01/gamelog/2023\n",
      "150 Santi_Aldama\n",
      "https://www.basketball-reference.com/players/c/hachiru01/gamelog/2023\n",
      "151 Rui_Hachimura\n",
      "https://www.basketball-reference.com/players/c/nesmiaa01/gamelog/2023\n",
      "152 Aaron_Nesmith\n",
      "https://www.basketball-reference.com/players/c/smartma01/gamelog/2023\n",
      "153 Marcus_Smart\n",
      "https://www.basketball-reference.com/players/c/martica02/gamelog/2023\n",
      "154 Caleb_Martin\n",
      "https://www.basketball-reference.com/players/c/jacksre01/gamelog/2023\n",
      "155 Reggie_Jackson\n",
      "https://www.basketball-reference.com/players/c/walkelo01/gamelog/2023\n",
      "156 Lonnie_Walker_IV\n",
      "https://www.basketball-reference.com/players/c/bouchch01/gamelog/2023\n",
      "157 Chris_Boucher\n",
      "https://www.basketball-reference.com/players/c/osmande01/gamelog/2023\n",
      "158 Cedi_Osman\n",
      "https://www.basketball-reference.com/players/c/avdijde01/gamelog/2023\n",
      "159 Deni_Avdija\n",
      "https://www.basketball-reference.com/players/c/bolbo01/gamelog/2023\n",
      "160 Bol_Bol\n",
      "https://www.basketball-reference.com/players/c/dosunay01/gamelog/2023\n",
      "161 Ayo_Dosunmu\n",
      "https://www.basketball-reference.com/players/c/onealro01/gamelog/2023\n",
      "162 Royce_O'Neale\n",
      "https://www.basketball-reference.com/players/c/grimequ01/gamelog/2023\n",
      "163 Quentin_Grimes\n",
      "https://www.basketball-reference.com/players/c/sochaje01/gamelog/2023\n",
      "164 Jeremy_Sochan\n",
      "https://www.basketball-reference.com/players/c/richajo01/gamelog/2023\n",
      "165 Josh_Richardson\n",
      "https://www.basketball-reference.com/players/c/mcderdo01/gamelog/2023\n",
      "166 Doug_McDermott\n",
      "https://www.basketball-reference.com/players/c/gaffoda01/gamelog/2023\n",
      "167 Daniel_Gafford\n",
      "https://www.basketball-reference.com/players/c/morrimo01/gamelog/2023\n",
      "168 Monte_Morris\n",
      "https://www.basketball-reference.com/players/c/divindo01/gamelog/2023\n",
      "169 Donte_DiVincenzo\n",
      "https://www.basketball-reference.com/players/c/joeis01/gamelog/2023\n",
      "170 Isaiah_Joe\n",
      "https://www.basketball-reference.com/players/c/leeda03/gamelog/2023\n",
      "171 Damion_Lee\n",
      "https://www.basketball-reference.com/players/c/willigr01/gamelog/2023\n",
      "172 Grant_Williams\n",
      "https://www.basketball-reference.com/players/c/kesslwa01/gamelog/2023\n",
      "173 Walker_Kessler\n",
      "https://www.basketball-reference.com/players/c/griffaj01/gamelog/2023\n",
      "174 AJ_Griffin\n",
      "https://www.basketball-reference.com/players/c/miltosh01/gamelog/2023\n",
      "175 Shake_Milton\n",
      "https://www.basketball-reference.com/players/c/stewais01/gamelog/2023\n",
      "176 Isaiah_Stewart\n",
      "https://www.basketball-reference.com/players/c/carteje01/gamelog/2023\n",
      "177 Jevon_Carter\n",
      "https://www.basketball-reference.com/players/c/lowryky01/gamelog/2023\n",
      "178 Kyle_Lowry\n",
      "https://www.basketball-reference.com/players/c/horfoal01/gamelog/2023\n",
      "179 Al_Horford\n",
      "https://www.basketball-reference.com/players/c/nembhan01/gamelog/2023\n",
      "180 Andrew_Nembhard\n",
      "https://www.basketball-reference.com/players/c/whiteco01/gamelog/2023\n",
      "181 Coby_White\n",
      "https://www.basketball-reference.com/players/c/niangge01/gamelog/2023\n",
      "182 Georges_Niang\n",
      "https://www.basketball-reference.com/players/c/clarkbr01/gamelog/2023\n",
      "183 Brandon_Clarke\n",
      "https://www.basketball-reference.com/players/c/smithja04/gamelog/2023\n",
      "184 Jalen_Smith\n",
      "https://www.basketball-reference.com/players/c/bryanth01/gamelog/2023\n",
      "185 Thomas_Bryant\n",
      "https://www.basketball-reference.com/players/c/kuminjo01/gamelog/2023\n",
      "186 Jonathan_Kuminga\n",
      "https://www.basketball-reference.com/players/c/vandeja01/gamelog/2023\n",
      "187 Jarred_Vanderbilt\n",
      "https://www.basketball-reference.com/players/c/wagnemo01/gamelog/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "188 Moritz_Wagner\n",
      "https://www.basketball-reference.com/players/c/anderky01/gamelog/2023\n",
      "189 Kyle_Anderson\n",
      "https://www.basketball-reference.com/players/c/sharpsh01/gamelog/2023\n",
      "190 Shaedon_Sharpe\n",
      "https://www.basketball-reference.com/players/c/alvarjo01/gamelog/2023\n",
      "191 Jose_Alvarado\n",
      "https://www.basketball-reference.com/players/c/vincega01/gamelog/2023\n",
      "192 Gabe_Vincent\n",
      "https://www.basketball-reference.com/players/c/hylanbo01/gamelog/2023\n",
      "193 Bones_Hyland\n",
      "https://www.basketball-reference.com/players/c/joneshe01/gamelog/2023\n",
      "194 Herbert_Jones\n",
      "https://www.basketball-reference.com/players/c/thomaca02/gamelog/2023\n",
      "195 Cam_Thomas\n",
      "https://www.basketball-reference.com/players/c/greendr01/gamelog/2023\n",
      "196 Draymond_Green\n",
      "https://www.basketball-reference.com/players/c/mccontj01/gamelog/2023\n",
      "197 T.J._McConnell\n",
      "https://www.basketball-reference.com/players/c/curryse01/gamelog/2023\n",
      "198 Seth_Curry\n",
      "https://www.basketball-reference.com/players/c/looneke01/gamelog/2023\n",
      "199 Kevon_Looney\n",
      "https://www.basketball-reference.com/players/c/hortota01/gamelog/2023\n",
      "200 Talen_Horton-Tucker\n",
      "https://www.basketball-reference.com/players/c/branhma01/gamelog/2023\n",
      "201 Malaki_Branham\n",
      "https://www.basketball-reference.com/players/c/diallha01/gamelog/2023\n",
      "202 Hamidou_Diallo\n",
      "https://www.basketball-reference.com/players/c/durenja01/gamelog/2023\n",
      "203 Jalen_Duren\n",
      "https://www.basketball-reference.com/players/c/bullore01/gamelog/2023\n",
      "204 Reggie_Bullock\n",
      "https://www.basketball-reference.com/players/c/craigto01/gamelog/2023\n",
      "205 Torrey_Craig\n",
      "https://www.basketball-reference.com/players/c/johnsca02/gamelog/2023\n",
      "206 Cameron_Johnson\n",
      "https://www.basketball-reference.com/players/c/greenjo02/gamelog/2023\n",
      "207 Josh_Green\n",
      "https://www.basketball-reference.com/players/c/harrijo01/gamelog/2023\n",
      "208 Joe_Harris\n",
      "https://www.basketball-reference.com/players/c/lylestr01/gamelog/2023\n",
      "209 Trey_Lyles\n",
      "https://www.basketball-reference.com/players/c/grahade01/gamelog/2023\n",
      "210 Devonte'_Graham\n",
      "https://www.basketball-reference.com/players/c/bateske01/gamelog/2023\n",
      "211 Keita_Bates-Diop\n",
      "https://www.basketball-reference.com/players/c/browntr01/gamelog/2023\n",
      "212 Troy_Brown_Jr.\n",
      "https://www.basketball-reference.com/players/c/finnedo01/gamelog/2023\n",
      "213 Dorian_Finney-Smith\n",
      "https://www.basketball-reference.com/players/c/okorois01/gamelog/2023\n",
      "214 Isaac_Okoro\n",
      "https://www.basketball-reference.com/players/c/manntr01/gamelog/2023\n",
      "215 Tre_Mann\n",
      "https://www.basketball-reference.com/players/c/poweldw01/gamelog/2023\n",
      "216 Dwight_Powell\n",
      "https://www.basketball-reference.com/players/c/richani01/gamelog/2023\n",
      "217 Nick_Richards\n",
      "https://www.basketball-reference.com/players/c/loveke01/gamelog/2023\n",
      "218 Kevin_Love\n",
      "https://www.basketball-reference.com/players/c/okogijo01/gamelog/2023\n",
      "219 Josh_Okogie\n",
      "https://www.basketball-reference.com/players/c/smithde03/gamelog/2023\n",
      "220 Dennis_Smith_Jr.\n",
      "https://www.basketball-reference.com/players/c/townska01/gamelog/2023\n",
      "221 Karl-Anthony_Towns\n",
      "https://www.basketball-reference.com/players/c/suggsja01/gamelog/2023\n",
      "222 Jalen_Suggs\n",
      "https://www.basketball-reference.com/players/c/hausesa01/gamelog/2023\n",
      "223 Sam_Hauser\n",
      "https://www.basketball-reference.com/players/c/rosste01/gamelog/2023\n",
      "224 Terrence_Ross\n",
      "https://www.basketball-reference.com/players/c/payneca01/gamelog/2023\n",
      "225 Cameron_Payne\n",
      "https://www.basketball-reference.com/players/c/willike04/gamelog/2023\n",
      "226 Kenrich_Williams\n",
      "https://www.basketball-reference.com/players/c/achiupr01/gamelog/2023\n",
      "227 Precious_Achiuwa\n",
      "https://www.basketball-reference.com/players/c/princta02/gamelog/2023\n",
      "228 Taurean_Prince\n",
      "https://www.basketball-reference.com/players/c/connapa01/gamelog/2023\n",
      "229 Pat_Connaughton\n",
      "https://www.basketball-reference.com/players/c/eubandr01/gamelog/2023\n",
      "230 Drew_Eubanks\n",
      "https://www.basketball-reference.com/players/c/baglema01/gamelog/2023\n",
      "231 Marvin_Bagley_III\n",
      "https://www.basketball-reference.com/players/c/batumni01/gamelog/2023\n",
      "232 Nicolas_Batum\n",
      "https://www.basketball-reference.com/players/c/mitchda01/gamelog/2023\n",
      "233 Davion_Mitchell\n",
      "https://www.basketball-reference.com/players/c/nancela02/gamelog/2023\n",
      "234 Larry_Nance_Jr.\n",
      "https://www.basketball-reference.com/players/c/kennalu01/gamelog/2023\n",
      "235 Luke_Kennard\n",
      "https://www.basketball-reference.com/players/c/landajo01/gamelog/2023\n",
      "236 Jock_Landale\n",
      "https://www.basketball-reference.com/players/c/middlkh01/gamelog/2023\n",
      "237 Khris_Middleton\n",
      "https://www.basketball-reference.com/players/c/nunnke01/gamelog/2023\n",
      "238 Kendrick_Nunn\n",
      "https://www.basketball-reference.com/players/c/nworajo01/gamelog/2023\n",
      "239 Jordan_Nwora\n",
      "https://www.basketball-reference.com/players/c/wiggiaa01/gamelog/2023\n",
      "240 Aaron_Wiggins\n",
      "https://www.basketball-reference.com/players/c/roddyda01/gamelog/2023\n",
      "241 David_Roddy\n",
      "https://www.basketball-reference.com/players/c/walljo01/gamelog/2023\n",
      "242 John_Wall\n",
      "https://www.basketball-reference.com/players/c/daviste02/gamelog/2023\n",
      "243 Terence_Davis\n",
      "https://www.basketball-reference.com/players/c/oladivi01/gamelog/2023\n",
      "244 Victor_Oladipo\n",
      "https://www.basketball-reference.com/players/c/lamban01/gamelog/2023\n",
      "245 Anthony_Lamb\n",
      "https://www.basketball-reference.com/players/c/robinmi01/gamelog/2023\n",
      "246 Mitchell_Robinson\n",
      "https://www.basketball-reference.com/players/c/greenje02/gamelog/2023\n",
      "247 Jeff_Green\n",
      "https://www.basketball-reference.com/players/c/beverpa01/gamelog/2023\n",
      "248 Patrick_Beverley\n",
      "https://www.basketball-reference.com/players/c/harriga01/gamelog/2023\n",
      "249 Gary_Harris\n",
      "https://www.basketball-reference.com/players/c/duartch01/gamelog/2023\n",
      "250 Chris_Duarte\n",
      "https://www.basketball-reference.com/players/c/adamsst01/gamelog/2023\n",
      "251 Steven_Adams\n",
      "https://www.basketball-reference.com/players/c/jacksis01/gamelog/2023\n",
      "252 Isaiah_Jackson\n",
      "https://www.basketball-reference.com/players/c/toppiob01/gamelog/2023\n",
      "253 Obi_Toppin\n",
      "https://www.basketball-reference.com/players/c/reddica01/gamelog/2023\n",
      "254 Cam_Reddish\n",
      "https://www.basketball-reference.com/players/c/harteis01/gamelog/2023\n",
      "255 Isaiah_Hartenstein\n",
      "https://www.basketball-reference.com/players/c/sumneed01/gamelog/2023\n",
      "256 Edmond_Sumner\n",
      "https://www.basketball-reference.com/players/c/josepco01/gamelog/2023\n",
      "257 Cory_Joseph\n",
      "https://www.basketball-reference.com/players/c/wisemja01/gamelog/2023\n",
      "258 James_Wiseman\n",
      "https://www.basketball-reference.com/players/c/greenja01/gamelog/2023\n",
      "259 JaMychal_Green\n",
      "https://www.basketball-reference.com/players/c/watfotr01/gamelog/2023\n",
      "260 Trendon_Watford\n",
      "https://www.basketball-reference.com/players/c/drumman01/gamelog/2023\n",
      "261 Andre_Drummond\n",
      "https://www.basketball-reference.com/players/c/gabriwe01/gamelog/2023\n",
      "262 Wenyen_Gabriel\n",
      "https://www.basketball-reference.com/players/c/tillmxa01/gamelog/2023\n",
      "263 Xavier_Tillman_Sr.\n",
      "https://www.basketball-reference.com/players/c/saricda01/gamelog/2023\n",
      "264 Dario_Šarić\n",
      "https://www.basketball-reference.com/players/c/carusal01/gamelog/2023\n",
      "265 Alex_Caruso\n",
      "https://www.basketball-reference.com/players/c/johnsja05/gamelog/2023\n",
      "266 Jalen_Johnson\n",
      "https://www.basketball-reference.com/players/c/konchjo01/gamelog/2023\n",
      "267 John_Konchar\n",
      "https://www.basketball-reference.com/players/c/brissos01/gamelog/2023\n",
      "268 Oshae_Brissett\n",
      "https://www.basketball-reference.com/players/c/alexani01/gamelog/2023\n",
      "269 Nickeil_Alexander-Walker\n",
      "https://www.basketball-reference.com/players/c/dragigo01/gamelog/2023\n",
      "270 Goran_Dragić\n",
      "https://www.basketball-reference.com/players/c/bartowi01/gamelog/2023\n",
      "271 Will_Barton\n",
      "https://www.basketball-reference.com/players/c/muscami01/gamelog/2023\n",
      "272 Mike_Muscala\n",
      "https://www.basketball-reference.com/players/c/bambamo01/gamelog/2023\n",
      "273 Mo_Bamba\n",
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      "282 Josh_Christopher\n",
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      "283 Ben_Simmons\n",
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      "301 Moses_Moody\n",
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      "303 Jeremiah_Robinson-Earl\n",
      "https://www.basketball-reference.com/players/c/washidu02/gamelog/2023\n",
      "304 Duane_Washington_Jr.\n",
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      "305 Robert_Williams\n",
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      "306 Thaddeus_Young\n",
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      "307 Cade_Cunningham\n",
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      "348 Isaiah_Roby\n",
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      "350 JT_Thor\n",
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      "352 DeAndre_Jordan\n",
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      "353 Amir_Coffey\n",
      "https://www.basketball-reference.com/players/c/greenja02/gamelog/2023\n",
      "354 Javonte_Green\n",
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      "355 Christian_Koloko\n",
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      "356 Evan_Fournier\n",
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      "357 Moses_Brown\n",
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      "358 Ousmane_Dieng\n",
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      "360 Caleb_Houstan\n",
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      "361 Blake_Griffin\n",
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      "362 Derrick_Rose\n",
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      "364 Taj_Gibson\n",
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      "366 Brandon_Boston_Jr.\n",
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      "367 Keon_Johnson\n",
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      "368 A.J._Green\n",
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      "369 Jordan_McLaughlin\n",
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      "371 TyTy_Washington_Jr.\n",
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      "372 Sandro_Mamukelashvili\n",
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      "373 Wesley_Matthews\n",
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      "375 Blake_Wesley\n",
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      "376 Nathan_Knight\n",
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      "380 Max_Christie\n",
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      "381 Juancho_Hernangómez\n",
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      "382 Matt_Ryan\n",
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      "383 Jabari_Walker\n",
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      "384 Dalano_Banton\n",
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      "https://www.basketball-reference.com/players/c/noelne01/gamelog/2023\n",
      "444 Nerlens_Noel\n",
      "https://www.basketball-reference.com/players/c/juzanjo01/gamelog/2023\n",
      "445 Johnny_Juzang\n",
      "https://www.basketball-reference.com/players/c/lawsoaj01/gamelog/2023\n",
      "446 A.J._Lawson\n",
      "https://www.basketball-reference.com/players/c/champju02/gamelog/2023\n",
      "447 Julian_Champagnie\n",
      "https://www.basketball-reference.com/players/c/krejcvi01/gamelog/2023\n",
      "448 Vit_Krejci\n",
      "https://www.basketball-reference.com/players/c/diakima01/gamelog/2023\n",
      "449 Mamadi_Diakite\n",
      "https://www.basketball-reference.com/players/c/browngr01/gamelog/2023\n",
      "450 Greg_Brown_III\n",
      "https://www.basketball-reference.com/players/c/halljo02/gamelog/2023\n",
      "451 Jordan_Hall\n",
      "https://www.basketball-reference.com/players/c/primojo01/gamelog/2023\n",
      "452 Joshua_Primo\n",
      "https://www.basketball-reference.com/players/c/greenda02/gamelog/2023\n",
      "453 Danny_Green\n",
      "https://www.basketball-reference.com/players/c/vonleno01/gamelog/2023\n",
      "454 Noah_Vonleh\n",
      "https://www.basketball-reference.com/players/c/leoname01/gamelog/2023\n",
      "455 Meyers_Leonard\n",
      "https://www.basketball-reference.com/players/c/rolliry01/gamelog/2023\n",
      "456 Ryan_Rollins\n",
      "https://www.basketball-reference.com/players/c/elliske01/gamelog/2023\n",
      "457 Keon_Ellis\n",
      "https://www.basketball-reference.com/players/c/watsope01/gamelog/2023\n",
      "458 Peyton_Watson\n",
      "https://www.basketball-reference.com/players/c/queentr01/gamelog/2023\n",
      "459 Trevelin_Queen\n",
      "https://www.basketball-reference.com/players/c/jacksju01/gamelog/2023\n",
      "460 Justin_Jackson\n",
      "https://www.basketball-reference.com/players/c/bradlto01/gamelog/2023\n",
      "461 Tony_Bradley\n",
      "https://www.basketball-reference.com/players/c/sprinja01/gamelog/2023\n",
      "462 Jaden_Springer\n",
      "https://www.basketball-reference.com/players/c/whiteja03/gamelog/2023\n",
      "463 Jack_White\n",
      "https://www.basketball-reference.com/players/c/arcidry01/gamelog/2023\n",
      "464 Ryan_Arcidiacono\n",
      "https://www.basketball-reference.com/players/c/iguodan01/gamelog/2023\n",
      "465 Andre_Iguodala\n",
      "https://www.basketball-reference.com/players/c/antetth01/gamelog/2023\n",
      "466 Thanasis_Antetokounmpo\n",
      "https://www.basketball-reference.com/players/c/bouyeja01/gamelog/2023\n",
      "467 Jamaree_Bouyea\n",
      "https://www.basketball-reference.com/players/c/daysda01/gamelog/2023\n",
      "468 Darius_Days\n",
      "https://www.basketball-reference.com/players/c/martity01/gamelog/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "469 Tyrese_Martin\n",
      "https://www.basketball-reference.com/players/c/rhodeja01/gamelog/2023\n",
      "470 Jared_Rhoden\n",
      "https://www.basketball-reference.com/players/c/boehebu01/gamelog/2023\n",
      "471 Buddy_Boeheim\n",
      "https://www.basketball-reference.com/players/c/pippesc02/gamelog/2023\n",
      "472 Scotty_Pippen_Jr.\n",
      "https://www.basketball-reference.com/players/c/lenal01/gamelog/2023\n",
      "473 Alex_Len\n",
      "https://www.basketball-reference.com/players/c/quetane01/gamelog/2023\n",
      "474 Neemias_Queta\n",
      "https://www.basketball-reference.com/players/c/mobleis01/gamelog/2023\n",
      "475 Isaiah_Mobley\n",
      "https://www.basketball-reference.com/players/c/sarrol01/gamelog/2023\n",
      "476 Olivier_Sarr\n",
      "https://www.basketball-reference.com/players/c/campafa01/gamelog/2023\n",
      "477 Facundo_Campazzo\n",
      "https://www.basketball-reference.com/players/c/harpero02/gamelog/2023\n",
      "478 Ron_Harper_Jr.\n",
      "https://www.basketball-reference.com/players/c/willivi01/gamelog/2023\n",
      "479 Vince_Williams_Jr.\n",
      "https://www.basketball-reference.com/players/c/brownke03/gamelog/2023\n",
      "480 Kendall_Brown\n",
      "https://www.basketball-reference.com/players/c/dorsety01/gamelog/2023\n",
      "481 Tyler_Dorsey\n",
      "https://www.basketball-reference.com/players/c/hudgitr01/gamelog/2023\n",
      "482 Trevor_Hudgins\n",
      "https://www.basketball-reference.com/players/c/swideco01/gamelog/2023\n",
      "483 Cole_Swider\n",
      "https://www.basketball-reference.com/players/c/wieskjo01/gamelog/2023\n",
      "484 Joe_Wieskamp\n",
      "https://www.basketball-reference.com/players/c/yurtsom01/gamelog/2023\n",
      "485 Omer_Yurtseven\n",
      "https://www.basketball-reference.com/players/c/doziepj01/gamelog/2023\n",
      "486 PJ_Dozier\n",
      "https://www.basketball-reference.com/players/c/johnsal02/gamelog/2023\n",
      "487 Alize_Johnson\n",
      "https://www.basketball-reference.com/players/c/bolmale01/gamelog/2023\n",
      "488 Leandro_Bolmaro\n",
      "https://www.basketball-reference.com/players/c/careyve01/gamelog/2023\n",
      "489 Vernon_Carey_Jr.\n",
      "https://www.basketball-reference.com/players/c/champju01/gamelog/2023\n",
      "490 Justin_Champagnie\n",
      "https://www.basketball-reference.com/players/c/davisjd01/gamelog/2023\n",
      "491 JD_Davison\n",
      "https://www.basketball-reference.com/players/c/butleja02/gamelog/2023\n",
      "492 Jared_Butler\n",
      "https://www.basketball-reference.com/players/c/hillma01/gamelog/2023\n",
      "493 Malcolm_Hill\n",
      "https://www.basketball-reference.com/players/c/huffja01/gamelog/2023\n",
      "494 Jay_Huff\n",
      "https://www.basketball-reference.com/players/c/jacksqu01/gamelog/2023\n",
      "495 Quenton_Jackson\n",
      "https://www.basketball-reference.com/players/c/windldy01/gamelog/2023\n",
      "496 Dylan_Windler\n",
      "https://www.basketball-reference.com/players/c/keybr01/gamelog/2023\n",
      "497 Braxton_Key\n",
      "https://www.basketball-reference.com/players/c/pottemi01/gamelog/2023\n",
      "498 Micah_Potter\n",
      "https://www.basketball-reference.com/players/c/seabrde01/gamelog/2023\n",
      "499 Dereon_Seabron\n",
      "https://www.basketball-reference.com/players/c/dotsode01/gamelog/2023\n",
      "500 Devon_Dotson\n",
      "https://www.basketball-reference.com/players/c/hasleud01/gamelog/2023\n",
      "501 Udonis_Haslem\n",
      "https://www.basketball-reference.com/players/c/jonesca03/gamelog/2023\n",
      "502 Carlik_Jones\n",
      "https://www.basketball-reference.com/players/c/keelstr01/gamelog/2023\n",
      "503 Trevor_Keels\n",
      "https://www.basketball-reference.com/players/c/schakjo01/gamelog/2023\n",
      "504 Jordan_Schakel\n",
      "https://www.basketball-reference.com/players/c/butlejo01/gamelog/2023\n",
      "505 John_Butler\n",
      "https://www.basketball-reference.com/players/c/kabenmf01/gamelog/2023\n",
      "506 Mfiondu_Kabengele\n",
      "https://www.basketball-reference.com/players/c/merrisa01/gamelog/2023\n",
      "507 Sam_Merrill\n",
      "https://www.basketball-reference.com/players/c/monekch01/gamelog/2023\n",
      "508 Chima_Moneke\n",
      "https://www.basketball-reference.com/players/c/silvach01/gamelog/2023\n",
      "509 Chris_Silva\n",
      "https://www.basketball-reference.com/players/c/toddis01/gamelog/2023\n",
      "510 Isaiah_Todd\n",
      "https://www.basketball-reference.com/players/c/umudest01/gamelog/2023\n",
      "511 Stanley_Umude\n",
      "https://www.basketball-reference.com/players/c/wiggili01/gamelog/2023\n",
      "512 Lindell_Wigginton\n",
      "https://www.basketball-reference.com/players/c/brownst02/gamelog/2023\n",
      "513 Sterling_Brown\n",
      "https://www.basketball-reference.com/players/c/burtode02/gamelog/2023\n",
      "514 Deonte_Burton\n",
      "https://www.basketball-reference.com/players/c/cooksxa01/gamelog/2023\n",
      "515 Xavier_Cooks\n",
      "https://www.basketball-reference.com/players/c/fostemi02/gamelog/2023\n",
      "516 Michael_Foster_Jr.\n",
      "https://www.basketball-reference.com/players/c/jacksfr01/gamelog/2023\n",
      "517 Frank_Jackson\n",
      "https://www.basketball-reference.com/players/c/simonma01/gamelog/2023\n",
      "518 Marko_Simonovic\n",
      "https://www.basketball-reference.com/players/c/willial06/gamelog/2023\n",
      "519 Alondes_Williams\n"
     ]
    }
   ],
   "source": [
    "test = get_stats(len(player_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6b13c441",
   "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>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>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",
       "      <th>+/-</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Malcolm_Brogdon</td>\n",
       "      <td>55</td>\n",
       "      <td>2023-03-06</td>\n",
       "      <td>30-085</td>\n",
       "      <td>BOS</td>\n",
       "      <td>@</td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-4)</td>\n",
       "      <td>0</td>\n",
       "      <td>36:28</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>19.5</td>\n",
       "      <td>-7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Cedi_Osman</td>\n",
       "      <td>18</td>\n",
       "      <td>2022-11-23</td>\n",
       "      <td>27-229</td>\n",
       "      <td>CLE</td>\n",
       "      <td></td>\n",
       "      <td>POR</td>\n",
       "      <td>W (+18)</td>\n",
       "      <td>0</td>\n",
       "      <td>27:07</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Shai_Gilgeous-Alexander</td>\n",
       "      <td>20</td>\n",
       "      <td>2022-11-28</td>\n",
       "      <td>24-139</td>\n",
       "      <td>OKC</td>\n",
       "      <td>@</td>\n",
       "      <td>NOP</td>\n",
       "      <td>L (-4)</td>\n",
       "      <td>1</td>\n",
       "      <td>35:38</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>17.5</td>\n",
       "      <td>-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Kevin_Knox</td>\n",
       "      <td>26</td>\n",
       "      <td>2022-12-20</td>\n",
       "      <td>23-131</td>\n",
       "      <td>DET</td>\n",
       "      <td></td>\n",
       "      <td>UTA</td>\n",
       "      <td>L (-15)</td>\n",
       "      <td>0</td>\n",
       "      <td>18:33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>8.3</td>\n",
       "      <td>+9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>James_Bouknight</td>\n",
       "      <td>28</td>\n",
       "      <td>2023-03-26</td>\n",
       "      <td>22-189</td>\n",
       "      <td>CHO</td>\n",
       "      <td></td>\n",
       "      <td>DAL</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>0</td>\n",
       "      <td>10:03</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>-8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Player   G        Date     Age   Tm     Opp          GS  \\\n",
       "54          Malcolm_Brogdon  55  2023-03-06  30-085  BOS  @  CLE   L (-4)  0   \n",
       "17               Cedi_Osman  18  2022-11-23  27-229  CLE     POR  W (+18)  0   \n",
       "19  Shai_Gilgeous-Alexander  20  2022-11-28  24-139  OKC  @  NOP   L (-4)  1   \n",
       "25               Kevin_Knox  26  2022-12-20  23-131  DET     UTA  L (-15)  0   \n",
       "27          James_Bouknight  28  2023-03-26  22-189  CHO     DAL   W (+6)  0   \n",
       "\n",
       "       MP  ... DRB TRB AST STL BLK TOV PF PTS  GmSc  +/-  \n",
       "54  36:28  ...   4   4   5   0   0   1  4  24  19.5   -7  \n",
       "17  27:07  ...   4   4   3   0   0   1  2   3   0.7  +17  \n",
       "19  35:38  ...   3   6   4   2   0   7  4  31  17.5   -9  \n",
       "25  18:33  ...   3   3   1   0   0   1  1   9   8.3   +9  \n",
       "27  10:03  ...   3   3   0   1   1   0  1   5   4.5   -8  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pd.option_context('display.max_rows', None,\n",
    "                       'display.precision', 3,\n",
    "                       ):\n",
    "    display(test.sample(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "04bd8ef2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Jayson_Tatum', 'Joel_Embiid', 'Shai_Gilgeous-Alexander',\n",
       "       'Luka_Dončić', 'Julius_Randle', 'Damian_Lillard',\n",
       "       'Anthony_Edwards', 'Giannis_Antetokounmpo', 'Trae_Young',\n",
       "       'Donovan_Mitchell', 'Zach_LaVine', 'DeMar_DeRozan', \"De'Aaron_Fox\",\n",
       "       'Jaylen_Brown', 'Lauri_Markkanen', 'Nikola_Jokić', 'Jalen_Brunson',\n",
       "       'Pascal_Siakam', 'Jordan_Poole', 'Kyrie_Irving', 'Jalen_Green',\n",
       "       'Ja_Morant', 'Bam_Adebayo', 'Stephen_Curry', 'Kristaps_Porziņģis',\n",
       "       'Mikal_Bridges', 'LeBron_James', 'Darius_Garland', 'CJ_McCollum',\n",
       "       'Kyle_Kuzma', 'Dejounte_Murray', 'Franz_Wagner', 'Klay_Thompson',\n",
       "       'Domantas_Sabonis', 'Paul_George', 'Terry_Rozier',\n",
       "       'Paolo_Banchero', 'Jimmy_Butler', 'Keldon_Johnson',\n",
       "       'Anfernee_Simons', 'RJ_Barrett', 'Jerami_Grant',\n",
       "       'Bojan_Bogdanović', 'Jordan_Clarkson', 'Nikola_Vučević',\n",
       "       'Spencer_Dinwiddie', 'Kevin_Durant', 'Buddy_Hield', 'Devin_Booker',\n",
       "       'Tyler_Herro', 'Anthony_Davis', 'Fred_VanVleet', 'Jamal_Murray',\n",
       "       'Evan_Mobley', 'Bradley_Beal', \"D'Angelo_Russell\", 'Jrue_Holiday',\n",
       "       'James_Harden', 'Bennedict_Mathurin', 'Tyrese_Haliburton',\n",
       "       'Deandre_Ayton', 'Gary_Trent_Jr.', 'Josh_Giddey', 'Brook_Lopez',\n",
       "       'Myles_Turner', 'Harrison_Barnes', 'Scottie_Barnes',\n",
       "       'Kawhi_Leonard', 'Tyrese_Maxey', 'Desmond_Bane', 'P.J._Washington',\n",
       "       'Christian_Wood', 'Aaron_Gordon', 'Jaden_Ivey', 'Kevin_Huerter',\n",
       "       'Immanuel_Quickley', 'Russell_Westbrook', 'Jonas_Valančiūnas',\n",
       "       'Tobias_Harris', 'OG_Anunoby', 'Kelly_Oubre_Jr.',\n",
       "       \"De'Andre_Hunter\", 'Jaren_Jackson_Jr.', 'Alperen_Şengün',\n",
       "       'Michael_Porter_Jr.', 'Malik_Monk', 'Kevin_Porter_Jr.',\n",
       "       'Trey_Murphy_III', 'Saddiq_Bey', 'Malik_Beasley', 'Dillon_Brooks',\n",
       "       'Tim_Hardaway_Jr.', 'Luguentz_Dort', 'Jarrett_Allen',\n",
       "       'Norman_Powell', 'Jalen_Williams', 'Kenyon_Martin_Jr.',\n",
       "       'Malcolm_Brogdon', 'Derrick_White', 'Jabari_Smith_Jr.',\n",
       "       'Rudy_Gobert', 'Jaden_McDaniels', 'Nic_Claxton', 'LaMelo_Ball',\n",
       "       'Max_Strus', 'Keegan_Murray', 'Bobby_Portis', 'Brandon_Ingram',\n",
       "       'Caris_LeVert', 'Mason_Plumlee', 'John_Collins', 'Jakob_Poeltl',\n",
       "       'Wendell_Carter_Jr.', 'Bruce_Brown', 'Eric_Gordon',\n",
       "       'Kentavious_Caldwell-Pope', 'Zion_Williamson', 'Tyus_Jones',\n",
       "       'Dennis_Schröder', 'Tre_Jones', 'Markelle_Fultz', 'Marcus_Morris',\n",
       "       'Patrick_Williams', 'Kelly_Olynyk', 'Ivica_Zubac',\n",
       "       \"De'Anthony_Melton\", 'Naz_Reid', 'Jaylen_Nowell', 'Grayson_Allen',\n",
       "       'Jalen_McDaniels', 'Devin_Vassell', 'Chris_Paul', 'Gordon_Hayward',\n",
       "       'Jusuf_Nurkić', 'Cole_Anthony', 'Collin_Sexton', 'Onyeka_Okongwu',\n",
       "       'Clint_Capela', 'Josh_Hart', 'Tari_Eason', 'Killian_Hayes',\n",
       "       'Mike_Conley', 'Alec_Burks', 'Bogdan_Bogdanović', 'Austin_Reaves',\n",
       "       'Zach_Collins', 'Terance_Mann', 'Corey_Kispert', 'Naji_Marshall',\n",
       "       'Andrew_Wiggins', 'Santi_Aldama', 'Rui_Hachimura', 'Aaron_Nesmith',\n",
       "       'Marcus_Smart', 'Caleb_Martin', 'Reggie_Jackson',\n",
       "       'Lonnie_Walker_IV', 'Chris_Boucher', 'Cedi_Osman', 'Deni_Avdija',\n",
       "       'Bol_Bol', 'Ayo_Dosunmu', \"Royce_O'Neale\", 'Quentin_Grimes',\n",
       "       'Jeremy_Sochan', 'Josh_Richardson', 'Doug_McDermott',\n",
       "       'Daniel_Gafford', 'Monte_Morris', 'Donte_DiVincenzo', 'Isaiah_Joe',\n",
       "       'Damion_Lee', 'Grant_Williams', 'Walker_Kessler', 'AJ_Griffin',\n",
       "       'Shake_Milton', 'Isaiah_Stewart', 'Jevon_Carter', 'Kyle_Lowry',\n",
       "       'Al_Horford', 'Andrew_Nembhard', 'Coby_White', 'Georges_Niang',\n",
       "       'Brandon_Clarke', 'Jalen_Smith', 'Thomas_Bryant',\n",
       "       'Jonathan_Kuminga', 'Jarred_Vanderbilt', 'Moritz_Wagner',\n",
       "       'Kyle_Anderson', 'Shaedon_Sharpe', 'Jose_Alvarado', 'Gabe_Vincent',\n",
       "       'Bones_Hyland', 'Herbert_Jones', 'Cam_Thomas', 'Draymond_Green',\n",
       "       'T.J._McConnell', 'Seth_Curry', 'Kevon_Looney',\n",
       "       'Talen_Horton-Tucker', 'Malaki_Branham', 'Hamidou_Diallo',\n",
       "       'Jalen_Duren', 'Reggie_Bullock', 'Torrey_Craig', 'Cameron_Johnson',\n",
       "       'Josh_Green', 'Joe_Harris', 'Trey_Lyles', \"Devonte'_Graham\",\n",
       "       'Keita_Bates-Diop', 'Troy_Brown_Jr.', 'Dorian_Finney-Smith',\n",
       "       'Isaac_Okoro', 'Tre_Mann', 'Dwight_Powell', 'Nick_Richards',\n",
       "       'Kevin_Love', 'Josh_Okogie', 'Dennis_Smith_Jr.',\n",
       "       'Karl-Anthony_Towns', 'Jalen_Suggs', 'Sam_Hauser', 'Terrence_Ross',\n",
       "       'Cameron_Payne', 'Kenrich_Williams', 'Precious_Achiuwa',\n",
       "       'Taurean_Prince', 'Pat_Connaughton', 'Drew_Eubanks',\n",
       "       'Marvin_Bagley_III', 'Nicolas_Batum', 'Davion_Mitchell',\n",
       "       'Larry_Nance_Jr.', 'Luke_Kennard', 'Jock_Landale',\n",
       "       'Khris_Middleton', 'Kendrick_Nunn', 'Jordan_Nwora',\n",
       "       'Aaron_Wiggins', 'David_Roddy', 'John_Wall', 'Terence_Davis',\n",
       "       'Victor_Oladipo', 'Anthony_Lamb', 'Mitchell_Robinson',\n",
       "       'Jeff_Green', 'Patrick_Beverley', 'Gary_Harris', 'Chris_Duarte',\n",
       "       'Steven_Adams', 'Isaiah_Jackson', 'Obi_Toppin', 'Cam_Reddish',\n",
       "       'Isaiah_Hartenstein', 'Edmond_Sumner', 'Cory_Joseph',\n",
       "       'James_Wiseman', 'JaMychal_Green', 'Trendon_Watford',\n",
       "       'Andre_Drummond', 'Wenyen_Gabriel', 'Xavier_Tillman_Sr.',\n",
       "       'Dario_Šarić', 'Alex_Caruso', 'Jalen_Johnson', 'John_Konchar',\n",
       "       'Oshae_Brissett', 'Nickeil_Alexander-Walker', 'Goran_Dragić',\n",
       "       'Will_Barton', 'Mike_Muscala', 'Mo_Bamba', 'Ochai_Agbaji',\n",
       "       'Jaden_Hardy', 'Ty_Jerome', 'Mark_Williams', 'Nassir_Little',\n",
       "       'Jordan_Goodwin', 'Landry_Shamet', 'Lamar_Stevens',\n",
       "       'Josh_Christopher', 'Ben_Simmons', 'Yuta_Watanabe',\n",
       "       'Chimezie_Metu', 'Isaiah_Livers', 'Rudy_Gay', 'Delon_Wright',\n",
       "       'Montrezl_Harrell', \"Jae'Sean_Tate\", 'Christian_Braun',\n",
       "       'Vlatko_Čančar', 'Aleksej_Pokusevski', 'Romeo_Langford',\n",
       "       'Joe_Ingles', 'Derrick_Jones_Jr.', 'Kevin_Knox',\n",
       "       'Willy_Hernangómez', 'T.J._Warren', 'Austin_Rivers', 'Moses_Moody',\n",
       "       'Matisse_Thybulle', 'Jeremiah_Robinson-Earl',\n",
       "       'Duane_Washington_Jr.', 'Robert_Williams', 'Thaddeus_Young',\n",
       "       'Cade_Cunningham', 'Jaylin_Williams', 'R.J._Hampton',\n",
       "       'Jaxson_Hayes', 'Patty_Mills', 'Robert_Covington', 'Luke_Kornet',\n",
       "       'Zeke_Nnaji', 'P.J._Tucker', 'Ish_Wainright', 'Simone_Fontecchio',\n",
       "       'Duncan_Robinson', 'Garrison_Mathews', 'MarJon_Beauchamp',\n",
       "       'Haywood_Highsmith', 'Aaron_Holiday', 'Payton_Pritchard',\n",
       "       'Usman_Garuba', 'Malachi_Flynn', 'Daishen_Nix', 'Paul_Reed',\n",
       "       'Darius_Bazley', 'George_Hill', 'Danuel_House_Jr.',\n",
       "       'Eugene_Omoruyi', 'Théo_Maledon', 'Charles_Bassey',\n",
       "       'Miles_McBride', 'Justise_Winslow', 'Dyson_Daniels',\n",
       "       'Bismack_Biyombo', 'Ziaire_Williams', 'Rodney_McGruder',\n",
       "       'Maxi_Kleber', 'Dewayne_Dedmon', 'Luka_Garza', 'Justin_Holiday',\n",
       "       'Dean_Wade', 'Lindy_Waters_III', 'Stanley_Johnson',\n",
       "       \"Day'Ron_Sharpe\", 'Isaiah_Roby', 'Jericho_Sims', 'JT_Thor',\n",
       "       'Dāvis_Bertāns', 'DeAndre_Jordan', 'Amir_Coffey', 'Javonte_Green',\n",
       "       'Christian_Koloko', 'Evan_Fournier', 'Moses_Brown',\n",
       "       'Ousmane_Dieng', 'Anthony_Gill', 'Caleb_Houstan', 'Blake_Griffin',\n",
       "       'Derrick_Rose', 'JaVale_McGee', 'Taj_Gibson', 'Ricky_Rubio',\n",
       "       'Brandon_Boston_Jr.', 'Keon_Johnson', 'A.J._Green',\n",
       "       'Jordan_McLaughlin', 'Bryce_McGowens', 'TyTy_Washington_Jr.',\n",
       "       'Sandro_Mamukelashvili', 'Wesley_Matthews', 'Raul_Neto',\n",
       "       'Blake_Wesley', 'Nathan_Knight', 'Bruno_Fernando', 'Kris_Dunn',\n",
       "       'Admiral_Schofield', 'Max_Christie', 'Juancho_Hernangómez',\n",
       "       'Matt_Ryan', 'Jabari_Walker', 'Dalano_Banton', 'Saben_Lee',\n",
       "       'Richaun_Holmes', 'Patrick_Baldwin_Jr.', 'Orlando_Robinson',\n",
       "       'Kai_Jones', 'James_Bouknight', 'Kira_Lewis_Jr.',\n",
       "       'Markieff_Morris', 'Chuma_Okeke', 'Furkan_Korkmaz',\n",
       "       'Frank_Ntilikina', 'Juan_Toscano-Anderson', 'Goga_Bitadze',\n",
       "       'Kevon_Harris', 'Jake_LaRavia', 'Robin_Lopez', 'Ish_Smith',\n",
       "       'Damian_Jones', 'Bryn_Forbes', 'Davon_Reed', 'McKinley_Wright_IV',\n",
       "       'Nikola_Jović', 'Frank_Kaminsky', 'Boban_Marjanović',\n",
       "       'Gorgui_Dieng', 'Terry_Taylor', 'Kemba_Walker', 'Svi_Mykhailiuk',\n",
       "       'Kessler_Edwards', 'Jamal_Cain', 'Kennedy_Chandler', 'Jae_Crowder',\n",
       "       'Serge_Ibaka', 'Theo_Pinson', 'Udoka_Azubuike', 'David_Duke_Jr.',\n",
       "       'Gary_Payton_II', 'Jonathan_Isaac', 'Dominick_Barlow',\n",
       "       'Moussa_Diabaté', 'Trent_Forrest', 'Dalen_Terry', 'Daniel_Theis',\n",
       "       'Kenneth_Lofton_Jr.', 'Cody_Zeller', 'Josh_Minott', 'KZ_Okpala',\n",
       "       'Jarrett_Culver', 'Jeff_Dowtin', 'Otto_Porter_Jr.', 'Khem_Birch',\n",
       "       'Matthew_Dellavedova', 'Dru_Smith', 'Garrett_Temple',\n",
       "       'Jason_Preston', 'Wendell_Moore_Jr.', 'Johnny_Davis',\n",
       "       'James_Johnson', 'Cody_Martin', 'Nerlens_Noel', 'Johnny_Juzang',\n",
       "       'A.J._Lawson', 'Julian_Champagnie', 'Vit_Krejci', 'Mamadi_Diakite',\n",
       "       'Greg_Brown_III', 'Jordan_Hall', 'Joshua_Primo', 'Danny_Green',\n",
       "       'Noah_Vonleh', 'Meyers_Leonard', 'Ryan_Rollins', 'Keon_Ellis',\n",
       "       'Peyton_Watson', 'Trevelin_Queen', 'Justin_Jackson',\n",
       "       'Tony_Bradley', 'Jaden_Springer', 'Jack_White', 'Ryan_Arcidiacono',\n",
       "       'Andre_Iguodala', 'Thanasis_Antetokounmpo', 'Jamaree_Bouyea',\n",
       "       'Darius_Days', 'Tyrese_Martin', 'Jared_Rhoden', 'Buddy_Boeheim',\n",
       "       'Scotty_Pippen_Jr.', 'Alex_Len', 'Neemias_Queta', 'Isaiah_Mobley',\n",
       "       'Olivier_Sarr', 'Facundo_Campazzo', 'Ron_Harper_Jr.',\n",
       "       'Vince_Williams_Jr.', 'Kendall_Brown', 'Tyler_Dorsey',\n",
       "       'Trevor_Hudgins', 'Cole_Swider', 'Joe_Wieskamp', 'Omer_Yurtseven',\n",
       "       'PJ_Dozier', 'Alize_Johnson', 'Leandro_Bolmaro',\n",
       "       'Vernon_Carey_Jr.', 'Justin_Champagnie', 'JD_Davison',\n",
       "       'Jared_Butler', 'Malcolm_Hill', 'Jay_Huff', 'Quenton_Jackson',\n",
       "       'Dylan_Windler', 'Braxton_Key', 'Micah_Potter', 'Dereon_Seabron',\n",
       "       'Devon_Dotson', 'Udonis_Haslem', 'Carlik_Jones', 'Trevor_Keels',\n",
       "       'Jordan_Schakel', 'John_Butler', 'Mfiondu_Kabengele',\n",
       "       'Sam_Merrill', 'Chima_Moneke', 'Chris_Silva', 'Isaiah_Todd',\n",
       "       'Stanley_Umude', 'Lindell_Wigginton', 'Sterling_Brown',\n",
       "       'Deonte_Burton', 'Xavier_Cooks', 'Michael_Foster_Jr.',\n",
       "       'Frank_Jackson', 'Marko_Simonovic', 'Alondes_Williams'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test['Player'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "833aa0c6",
   "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>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>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",
       "      <th>+/-</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Marko_Simonovic</td>\n",
       "      <td>3</td>\n",
       "      <td>2023-02-16</td>\n",
       "      <td>23-124</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-12)</td>\n",
       "      <td>0</td>\n",
       "      <td>1:48</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>+8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Marko_Simonovic</td>\n",
       "      <td>4</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>23-167</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CHO</td>\n",
       "      <td>W (+30)</td>\n",
       "      <td>0</td>\n",
       "      <td>3:58</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Marko_Simonovic</td>\n",
       "      <td>5</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>23-171</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>ATL</td>\n",
       "      <td>L (-18)</td>\n",
       "      <td>0</td>\n",
       "      <td>2:06</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Marko_Simonovic</td>\n",
       "      <td>6</td>\n",
       "      <td>2023-04-05</td>\n",
       "      <td>23-172</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-13)</td>\n",
       "      <td>0</td>\n",
       "      <td>0:39</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alondes_Williams</td>\n",
       "      <td>1</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>23-174</td>\n",
       "      <td>BRK</td>\n",
       "      <td>@</td>\n",
       "      <td>IND</td>\n",
       "      <td>W (+3)</td>\n",
       "      <td>0</td>\n",
       "      <td>5:16</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Player  G        Date     Age   Tm     Opp          GS    MP  \\\n",
       "2   Marko_Simonovic  3  2023-02-16  23-124  CHI     MIL  L (-12)  0  1:48   \n",
       "3   Marko_Simonovic  4  2023-03-31  23-167  CHI  @  CHO  W (+30)  0  3:58   \n",
       "4   Marko_Simonovic  5  2023-04-04  23-171  CHI     ATL  L (-18)  0  2:06   \n",
       "5   Marko_Simonovic  6  2023-04-05  23-172  CHI  @  MIL  L (-13)  0  0:39   \n",
       "0  Alondes_Williams  1  2022-12-10  23-174  BRK  @  IND   W (+3)  0  5:16   \n",
       "\n",
       "   ... DRB TRB AST STL BLK TOV PF PTS  GmSc +/-  \n",
       "2  ...   0   0   0   0   0   0  1   0  -0.4  +8  \n",
       "3  ...   0   1   0   0   0   0  1   0  -0.4  -1  \n",
       "4  ...   0   0   0   0   0   0  0   2   1.0   0  \n",
       "5  ...   0   0   0   0   0   0  0   0   0.0  +3  \n",
       "0  ...   1   1   0   0   0   2  1   0  -2.1  -5  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "save = test.copy(deep=True)\n",
    "save.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0ca99922",
   "metadata": {},
   "outputs": [],
   "source": [
    "test['Date'] = pd.to_datetime(test['Date'])\n",
    "data = test\n",
    "for i in range(len(data)):\n",
    "    data.iloc[i,0] = unidecode(data.iloc[i,0]).replace('_',' ')\n",
    "    \n",
    "    \n",
    "\n",
    "    #remove special characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d12da550",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "aae83e8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Player           Jayson Tatum\n",
       "G                          66\n",
       "Date      2023-03-17 00:00:00\n",
       "Age                    25-014\n",
       "Tm                        BOS\n",
       "                            @\n",
       "Opp                       POR\n",
       "                      W (+14)\n",
       "GS                          1\n",
       "MP                      36:29\n",
       "FG                          8\n",
       "FGA                        20\n",
       "FG%                      .400\n",
       "3P                          2\n",
       "3PA                        11\n",
       "3P%                      .182\n",
       "FT                         16\n",
       "FTA                        18\n",
       "FT%                      .889\n",
       "ORB                         1\n",
       "DRB                        11\n",
       "TRB                        12\n",
       "AST                         4\n",
       "STL                         3\n",
       "BLK                         0\n",
       "TOV                         5\n",
       "PF                          2\n",
       "PTS                        34\n",
       "GmSc                     26.4\n",
       "+/-                       +11\n",
       "Name: 65, dtype: object"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[65]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "972d3144",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Jayson Tatum'"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Player'][2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "267e8496",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "520"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data['Player'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "f3a37f19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jayson Tatum\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>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>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",
       "      <th>+/-</th>\n",
       "      <th>Pos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>1</td>\n",
       "      <td>2022-10-18</td>\n",
       "      <td>24-229</td>\n",
       "      <td>BOS</td>\n",
       "      <td></td>\n",
       "      <td>PHI</td>\n",
       "      <td>W (+9)</td>\n",
       "      <td>1</td>\n",
       "      <td>38:38</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>30.1</td>\n",
       "      <td>+10</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-10-21</td>\n",
       "      <td>24-232</td>\n",
       "      <td>BOS</td>\n",
       "      <td>@</td>\n",
       "      <td>MIA</td>\n",
       "      <td>W (+7)</td>\n",
       "      <td>1</td>\n",
       "      <td>36:47</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>22.7</td>\n",
       "      <td>-1</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>3</td>\n",
       "      <td>2022-10-22</td>\n",
       "      <td>24-233</td>\n",
       "      <td>BOS</td>\n",
       "      <td>@</td>\n",
       "      <td>ORL</td>\n",
       "      <td>W (+6)</td>\n",
       "      <td>1</td>\n",
       "      <td>37:39</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>34.2</td>\n",
       "      <td>+6</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>4</td>\n",
       "      <td>2022-10-24</td>\n",
       "      <td>24-235</td>\n",
       "      <td>BOS</td>\n",
       "      <td>@</td>\n",
       "      <td>CHI</td>\n",
       "      <td>L (-18)</td>\n",
       "      <td>1</td>\n",
       "      <td>35:26</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>20.7</td>\n",
       "      <td>-8</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>5</td>\n",
       "      <td>2022-10-28</td>\n",
       "      <td>24-239</td>\n",
       "      <td>BOS</td>\n",
       "      <td></td>\n",
       "      <td>CLE</td>\n",
       "      <td>L (-9)</td>\n",
       "      <td>1</td>\n",
       "      <td>42:11</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>24.1</td>\n",
       "      <td>-10</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25141</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>3</td>\n",
       "      <td>2023-02-16</td>\n",
       "      <td>23-124</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-12)</td>\n",
       "      <td>0</td>\n",
       "      <td>1:48</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>+8</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25142</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>4</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>23-167</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>CHO</td>\n",
       "      <td>W (+30)</td>\n",
       "      <td>0</td>\n",
       "      <td>3:58</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25143</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>5</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>23-171</td>\n",
       "      <td>CHI</td>\n",
       "      <td></td>\n",
       "      <td>ATL</td>\n",
       "      <td>L (-18)</td>\n",
       "      <td>0</td>\n",
       "      <td>2:06</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25144</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>6</td>\n",
       "      <td>2023-04-05</td>\n",
       "      <td>23-172</td>\n",
       "      <td>CHI</td>\n",
       "      <td>@</td>\n",
       "      <td>MIL</td>\n",
       "      <td>L (-13)</td>\n",
       "      <td>0</td>\n",
       "      <td>0:39</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+3</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25145</th>\n",
       "      <td>Alondes Williams</td>\n",
       "      <td>1</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>23-174</td>\n",
       "      <td>BRK</td>\n",
       "      <td>@</td>\n",
       "      <td>IND</td>\n",
       "      <td>W (+3)</td>\n",
       "      <td>0</td>\n",
       "      <td>5:16</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-5</td>\n",
       "      <td>SG</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25146 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Player  G       Date     Age   Tm     Opp          GS     MP  \\\n",
       "0          Jayson Tatum  1 2022-10-18  24-229  BOS     PHI   W (+9)  1  38:38   \n",
       "1          Jayson Tatum  2 2022-10-21  24-232  BOS  @  MIA   W (+7)  1  36:47   \n",
       "2          Jayson Tatum  3 2022-10-22  24-233  BOS  @  ORL   W (+6)  1  37:39   \n",
       "3          Jayson Tatum  4 2022-10-24  24-235  BOS  @  CHI  L (-18)  1  35:26   \n",
       "4          Jayson Tatum  5 2022-10-28  24-239  BOS     CLE   L (-9)  1  42:11   \n",
       "...                 ... ..        ...     ...  ... ..  ...      ... ..    ...   \n",
       "25141   Marko Simonovic  3 2023-02-16  23-124  CHI     MIL  L (-12)  0   1:48   \n",
       "25142   Marko Simonovic  4 2023-03-31  23-167  CHI  @  CHO  W (+30)  0   3:58   \n",
       "25143   Marko Simonovic  5 2023-04-04  23-171  CHI     ATL  L (-18)  0   2:06   \n",
       "25144   Marko Simonovic  6 2023-04-05  23-172  CHI  @  MIL  L (-13)  0   0:39   \n",
       "25145  Alondes Williams  1 2022-12-10  23-174  BRK  @  IND   W (+3)  0   5:16   \n",
       "\n",
       "       ... TRB AST STL BLK TOV PF PTS  GmSc  +/- Pos  \n",
       "0      ...  12   4   1   1   3  1  35  30.1  +10  PF  \n",
       "1      ...   5   4   1   2   2  1  29  22.7   -1  PF  \n",
       "2      ...   8   1   1   2   1  2  40  34.2   +6  PF  \n",
       "3      ...   8   5   0   0   1  2  26  20.7   -8  PF  \n",
       "4      ...   7   4   1   1   4  4  32  24.1  -10  PF  \n",
       "...    ...  ..  ..  ..  ..  .. ..  ..   ...  ...  ..  \n",
       "25141  ...   0   0   0   0   0  1   0  -0.4   +8   C  \n",
       "25142  ...   1   0   0   0   0  1   0  -0.4   -1   C  \n",
       "25143  ...   0   0   0   0   0  0   2   1.0    0   C  \n",
       "25144  ...   0   0   0   0   0  0   0   0.0   +3   C  \n",
       "25145  ...   1   0   0   0   2  1   0  -2.1   -5  SG  \n",
       "\n",
       "[25146 rows x 31 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info = pd.read_csv('player_index.csv')\n",
    "for i in range(len(info)):\n",
    "    info.iloc[i,1] = unidecode(info.iloc[i,1]).replace('_',' ')\n",
    "print(data['Player'][2])\n",
    "\n",
    "p2pos = {player:pos for player,pos in zip(info['Player'].to_list(),info['Pos'].to_list())}\n",
    "pos = []\n",
    "for i in range(len(data)):\n",
    "    pos.append(p2pos[data.iloc[i][0]])\n",
    "pos\n",
    "\n",
    "data['Pos'] = pos\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "95da63cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "minutes =  data['MP'].to_list()\n",
    "\n",
    "for i in range(len(minutes)):\n",
    "    new = minutes[i].split(':')\n",
    "    res = float(new[0])+(float(new[1])/60)\n",
    "    minutes[i] = res\n",
    "data['MP'] = minutes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "0841bd03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1],\n",
       "       [0],\n",
       "       [0],\n",
       "       [0],\n",
       "       [1],\n",
       "       [1],\n",
       "       [0],\n",
       "       [1],\n",
       "       [0],\n",
       "       [0]], dtype=object)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns = [['Player', 'G', 'Date', 'Age', 'Tm', 'H/A', 'Opp', 'W/L', 'GS', 'MP', 'FG',\n",
    "       'FGA', 'FG%', '3P', '3PA', '3P%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB',\n",
    "       'TRB', 'AST', 'STL', 'BLK', 'TOV', 'PF', 'PTS', 'GmSc', '+/-', 'Pos']]\n",
    "home = data['H/A'].values\n",
    "\n",
    "for i in range(len(home)):\n",
    "    if home[i] == '@':\n",
    "        home[i] = 0\n",
    "    else:\n",
    "        home[i] = 1\n",
    "home[0:10]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "8f6028e2",
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>G</th>\n",
       "      <th>Date</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>H/A</th>\n",
       "      <th>Opp</th>\n",
       "      <th>W/L</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>...</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",
       "      <th>+/-</th>\n",
       "      <th>Pos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>1</td>\n",
       "      <td>2022-10-18</td>\n",
       "      <td>24-229</td>\n",
       "      <td>BOS</td>\n",
       "      <td>1</td>\n",
       "      <td>PHI</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>38.633333</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>30.1</td>\n",
       "      <td>+10</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-10-21</td>\n",
       "      <td>24-232</td>\n",
       "      <td>BOS</td>\n",
       "      <td>0</td>\n",
       "      <td>MIA</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>36.783333</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>22.7</td>\n",
       "      <td>-1</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>3</td>\n",
       "      <td>2022-10-22</td>\n",
       "      <td>24-233</td>\n",
       "      <td>BOS</td>\n",
       "      <td>0</td>\n",
       "      <td>ORL</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>37.650000</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>34.2</td>\n",
       "      <td>+6</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>4</td>\n",
       "      <td>2022-10-24</td>\n",
       "      <td>24-235</td>\n",
       "      <td>BOS</td>\n",
       "      <td>0</td>\n",
       "      <td>CHI</td>\n",
       "      <td>-18</td>\n",
       "      <td>1</td>\n",
       "      <td>35.433333</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>20.7</td>\n",
       "      <td>-8</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>5</td>\n",
       "      <td>2022-10-28</td>\n",
       "      <td>24-239</td>\n",
       "      <td>BOS</td>\n",
       "      <td>1</td>\n",
       "      <td>CLE</td>\n",
       "      <td>-9</td>\n",
       "      <td>1</td>\n",
       "      <td>42.183333</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>24.1</td>\n",
       "      <td>-10</td>\n",
       "      <td>PF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25141</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>3</td>\n",
       "      <td>2023-02-16</td>\n",
       "      <td>23-124</td>\n",
       "      <td>CHI</td>\n",
       "      <td>1</td>\n",
       "      <td>MIL</td>\n",
       "      <td>-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>+8</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25142</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>4</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>23-167</td>\n",
       "      <td>CHI</td>\n",
       "      <td>0</td>\n",
       "      <td>CHA</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>3.966667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25143</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>5</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>23-171</td>\n",
       "      <td>CHI</td>\n",
       "      <td>1</td>\n",
       "      <td>ATL</td>\n",
       "      <td>-18</td>\n",
       "      <td>0</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25144</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>6</td>\n",
       "      <td>2023-04-05</td>\n",
       "      <td>23-172</td>\n",
       "      <td>CHI</td>\n",
       "      <td>0</td>\n",
       "      <td>MIL</td>\n",
       "      <td>-13</td>\n",
       "      <td>0</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+3</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25145</th>\n",
       "      <td>Alondes Williams</td>\n",
       "      <td>1</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>23-174</td>\n",
       "      <td>BKN</td>\n",
       "      <td>0</td>\n",
       "      <td>IND</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5.266667</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-5</td>\n",
       "      <td>SG</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25146 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Player  G       Date     Age   Tm H/A  Opp W/L GS         MP  \\\n",
       "0          Jayson Tatum  1 2022-10-18  24-229  BOS   1  PHI   9  1  38.633333   \n",
       "1          Jayson Tatum  2 2022-10-21  24-232  BOS   0  MIA   7  1  36.783333   \n",
       "2          Jayson Tatum  3 2022-10-22  24-233  BOS   0  ORL   6  1  37.650000   \n",
       "3          Jayson Tatum  4 2022-10-24  24-235  BOS   0  CHI -18  1  35.433333   \n",
       "4          Jayson Tatum  5 2022-10-28  24-239  BOS   1  CLE  -9  1  42.183333   \n",
       "...                 ... ..        ...     ...  ...  ..  ...  .. ..        ...   \n",
       "25141   Marko Simonovic  3 2023-02-16  23-124  CHI   1  MIL -12  0   1.800000   \n",
       "25142   Marko Simonovic  4 2023-03-31  23-167  CHI   0  CHA  30  0   3.966667   \n",
       "25143   Marko Simonovic  5 2023-04-04  23-171  CHI   1  ATL -18  0   2.100000   \n",
       "25144   Marko Simonovic  6 2023-04-05  23-172  CHI   0  MIL -13  0   0.650000   \n",
       "25145  Alondes Williams  1 2022-12-10  23-174  BKN   0  IND   3  0   5.266667   \n",
       "\n",
       "       ... TRB AST STL BLK TOV PF PTS  GmSc  +/- Pos  \n",
       "0      ...  12   4   1   1   3  1  35  30.1  +10  PF  \n",
       "1      ...   5   4   1   2   2  1  29  22.7   -1  PF  \n",
       "2      ...   8   1   1   2   1  2  40  34.2   +6  PF  \n",
       "3      ...   8   5   0   0   1  2  26  20.7   -8  PF  \n",
       "4      ...   7   4   1   1   4  4  32  24.1  -10  PF  \n",
       "...    ...  ..  ..  ..  ..  .. ..  ..   ...  ...  ..  \n",
       "25141  ...   0   0   0   0   0  1   0  -0.4   +8   C  \n",
       "25142  ...   1   0   0   0   0  1   0  -0.4   -1   C  \n",
       "25143  ...   0   0   0   0   0  0   2   1.0    0   C  \n",
       "25144  ...   0   0   0   0   0  0   0   0.0   +3   C  \n",
       "25145  ...   1   0   0   0   2  1   0  -2.1   -5  SG  \n",
       "\n",
       "[25146 rows x 31 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['H/A'] = home\n",
    "data = data.replace('CHO','CHA')\n",
    "data = data.replace('PHO','PHX')\n",
    "data= data.replace('BRK','BKN')\n",
    "\n",
    "WL = data['W/L'].values.astype(str)\n",
    "margin = []\n",
    "for i in range(len(WL)):\n",
    "    input_string = WL[i][0]\n",
    "    output = re.match(r\"^[WL]\\s*\\(([-]?\\d+|\\+\\d+)\\)\", input_string).group(1)\n",
    "    margin.append(output)\n",
    "\n",
    "margin[0:10]\n",
    "data['W/L']=margin\n",
    "data['W/L'] = data['W/L'].astype(int)\n",
    "data.fillna(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e87fa1d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date   2023-04-05\n",
       "dtype: datetime64[ns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Date'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "59f2c615",
   "metadata": {},
   "outputs": [],
   "source": [
    "KM_vals = pd.read_csv('KM_vals.csv',index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6843cfe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "KM_dict = dict(zip(KM_vals.Player,KM_vals.KM))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "40c912d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Jayson Tatum'"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Player.values[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "297b5abb",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = []\n",
    "for p in data.Player.values:\n",
    "    if p[0] in KM_dict:\n",
    "        temp.append(KM_dict[p[0]])\n",
    "    else:\n",
    "        temp.append(15)\n",
    "data['KM'] = temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cdf3e19b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[['FG%','3P%','FT%']] = data[['FG%','3P%','FT%']].replace(5.00,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "b8a04bd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('data.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "c1304c1e",
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>G</th>\n",
       "      <th>Date</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>H/A</th>\n",
       "      <th>Opp</th>\n",
       "      <th>W/L</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>...</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",
       "      <th>+/-</th>\n",
       "      <th>Pos</th>\n",
       "      <th>KM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>1</td>\n",
       "      <td>2022-10-18</td>\n",
       "      <td>24-229</td>\n",
       "      <td>BOS</td>\n",
       "      <td>1</td>\n",
       "      <td>PHI</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>38.633333</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>30.1</td>\n",
       "      <td>+10</td>\n",
       "      <td>PF</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-10-21</td>\n",
       "      <td>24-232</td>\n",
       "      <td>BOS</td>\n",
       "      <td>0</td>\n",
       "      <td>MIA</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>36.783333</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>22.7</td>\n",
       "      <td>-1</td>\n",
       "      <td>PF</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>3</td>\n",
       "      <td>2022-10-22</td>\n",
       "      <td>24-233</td>\n",
       "      <td>BOS</td>\n",
       "      <td>0</td>\n",
       "      <td>ORL</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>37.650000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>34.2</td>\n",
       "      <td>+6</td>\n",
       "      <td>PF</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>4</td>\n",
       "      <td>2022-10-24</td>\n",
       "      <td>24-235</td>\n",
       "      <td>BOS</td>\n",
       "      <td>0</td>\n",
       "      <td>CHI</td>\n",
       "      <td>-18</td>\n",
       "      <td>1</td>\n",
       "      <td>35.433333</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>20.7</td>\n",
       "      <td>-8</td>\n",
       "      <td>PF</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>5</td>\n",
       "      <td>2022-10-28</td>\n",
       "      <td>24-239</td>\n",
       "      <td>BOS</td>\n",
       "      <td>1</td>\n",
       "      <td>CLE</td>\n",
       "      <td>-9</td>\n",
       "      <td>1</td>\n",
       "      <td>42.183333</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>24.1</td>\n",
       "      <td>-10</td>\n",
       "      <td>PF</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25141</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>3</td>\n",
       "      <td>2023-02-16</td>\n",
       "      <td>23-124</td>\n",
       "      <td>CHI</td>\n",
       "      <td>1</td>\n",
       "      <td>MIL</td>\n",
       "      <td>-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>+8</td>\n",
       "      <td>C</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25142</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>4</td>\n",
       "      <td>2023-03-31</td>\n",
       "      <td>23-167</td>\n",
       "      <td>CHI</td>\n",
       "      <td>0</td>\n",
       "      <td>CHA</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>3.966667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1</td>\n",
       "      <td>C</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25143</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>5</td>\n",
       "      <td>2023-04-04</td>\n",
       "      <td>23-171</td>\n",
       "      <td>CHI</td>\n",
       "      <td>1</td>\n",
       "      <td>ATL</td>\n",
       "      <td>-18</td>\n",
       "      <td>0</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25144</th>\n",
       "      <td>Marko Simonovic</td>\n",
       "      <td>6</td>\n",
       "      <td>2023-04-05</td>\n",
       "      <td>23-172</td>\n",
       "      <td>CHI</td>\n",
       "      <td>0</td>\n",
       "      <td>MIL</td>\n",
       "      <td>-13</td>\n",
       "      <td>0</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>+3</td>\n",
       "      <td>C</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25145</th>\n",
       "      <td>Alondes Williams</td>\n",
       "      <td>1</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>23-174</td>\n",
       "      <td>BKN</td>\n",
       "      <td>0</td>\n",
       "      <td>IND</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5.266667</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-5</td>\n",
       "      <td>SG</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25146 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Player  G       Date     Age   Tm H/A  Opp W/L GS         MP  \\\n",
       "0          Jayson Tatum  1 2022-10-18  24-229  BOS   1  PHI   9  1  38.633333   \n",
       "1          Jayson Tatum  2 2022-10-21  24-232  BOS   0  MIA   7  1  36.783333   \n",
       "2          Jayson Tatum  3 2022-10-22  24-233  BOS   0  ORL   6  1  37.650000   \n",
       "3          Jayson Tatum  4 2022-10-24  24-235  BOS   0  CHI -18  1  35.433333   \n",
       "4          Jayson Tatum  5 2022-10-28  24-239  BOS   1  CLE  -9  1  42.183333   \n",
       "...                 ... ..        ...     ...  ...  ..  ...  .. ..        ...   \n",
       "25141   Marko Simonovic  3 2023-02-16  23-124  CHI   1  MIL -12  0   1.800000   \n",
       "25142   Marko Simonovic  4 2023-03-31  23-167  CHI   0  CHA  30  0   3.966667   \n",
       "25143   Marko Simonovic  5 2023-04-04  23-171  CHI   1  ATL -18  0   2.100000   \n",
       "25144   Marko Simonovic  6 2023-04-05  23-172  CHI   0  MIL -13  0   0.650000   \n",
       "25145  Alondes Williams  1 2022-12-10  23-174  BKN   0  IND   3  0   5.266667   \n",
       "\n",
       "       ... AST STL BLK TOV PF PTS  GmSc  +/- Pos  KM  \n",
       "0      ...   4   1   1   3  1  35  30.1  +10  PF   7  \n",
       "1      ...   4   1   2   2  1  29  22.7   -1  PF   7  \n",
       "2      ...   1   1   2   1  2  40  34.2   +6  PF   7  \n",
       "3      ...   5   0   0   1  2  26  20.7   -8  PF   7  \n",
       "4      ...   4   1   1   4  4  32  24.1  -10  PF   7  \n",
       "...    ...  ..  ..  ..  .. ..  ..   ...  ...  ..  ..  \n",
       "25141  ...   0   0   0   0  1   0  -0.4   +8   C  15  \n",
       "25142  ...   0   0   0   0  1   0  -0.4   -1   C  15  \n",
       "25143  ...   0   0   0   0  0   2   1.0    0   C  15  \n",
       "25144  ...   0   0   0   0  0   0   0.0   +3   C  15  \n",
       "25145  ...   0   0   0   2  1   0  -2.1   -5  SG  15  \n",
       "\n",
       "[25146 rows x 32 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "12f08495",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date   2023-04-05\n",
       "dtype: datetime64[ns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Date.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7807d680",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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