NBA-2024 Data Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b5915a34",
   "metadata": {},
   "outputs": [],
   "source": [
    "year = '2024'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "32245d79",
   "metadata": {},
   "outputs": [],
   "source": [
    "url_link = 'https://www.basketball-reference.com/leagues/NBA_{}_per_game.html'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "97c3b653",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = url_link.format(year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "b3669e33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.basketball-reference.com/leagues/NBA_2024_per_game.html'"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "418a2750",
   "metadata": {},
   "outputs": [],
   "source": [
    "years = [2020,2021,2022,2023,2024] \n",
    "url_link = 'https://www.basketball-reference.com/leagues/NBA_{}_per_game.html' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "b11e5104",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.basketball-reference.com/leagues/NBA_2020_per_game.html\n",
      "https://www.basketball-reference.com/leagues/NBA_2021_per_game.html\n",
      "https://www.basketball-reference.com/leagues/NBA_2022_per_game.html\n",
      "https://www.basketball-reference.com/leagues/NBA_2023_per_game.html\n",
      "https://www.basketball-reference.com/leagues/NBA_2024_per_game.html\n"
     ]
    }
   ],
   "source": [
    "for year in years:\n",
    "    url = url_link.format(year)\n",
    "    print(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "e4842a38",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "c2e922fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read HTML page using pd\n",
    "df = pd.read_html(url, header = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "9663325f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[      Rk            Player   Pos Age   Tm   G  GS    MP   FG   FGA  ...   FT%  \\\n",
       " 0      1  Precious Achiuwa  C-PF  24  TOT  46   7  20.4  3.2   6.5  ...  .625   \n",
       " 1      1  Precious Achiuwa     C  24  TOR  25   0  17.5  3.1   6.8  ...  .571   \n",
       " 2      1  Precious Achiuwa    PF  24  NYK  21   7  23.9  3.2   6.1  ...  .786   \n",
       " 3      2       Bam Adebayo     C  26  MIA  43  43  34.5  7.6  15.0  ...  .780   \n",
       " 4      3      Ochai Agbaji    SG  23  TOT  52  10  19.7  2.1   5.0  ...  .739   \n",
       " ..   ...               ...   ...  ..  ...  ..  ..   ...  ...   ...  ...   ...   \n",
       " 650  533    Thaddeus Young    PF  35  TOR  23   6  15.2  2.3   3.8  ...  .417   \n",
       " 651  534        Trae Young    PG  25  ATL  48  48  36.6  8.5  19.6  ...  .855   \n",
       " 652  535    Omer Yurtseven     C  25  UTA  28   6   9.5  1.4   2.9  ...  .545   \n",
       " 653  536       Cody Zeller     C  31  NOP  36   0   8.0  0.6   1.5  ...  .600   \n",
       " 654  537       Ivica Zubac     C  26  LAC  41  41  26.6  5.1   7.8  ...  .655   \n",
       " \n",
       "      ORB  DRB   TRB   AST  STL  BLK  TOV   PF   PTS  \n",
       " 0    2.3  3.6   5.9   1.3  0.6  0.7  1.0  1.8   7.5  \n",
       " 1    2.0  3.4   5.4   1.8  0.6  0.5  1.2  1.6   7.7  \n",
       " 2    2.6  3.9   6.5   0.8  0.6  1.0  0.8  2.0   7.2  \n",
       " 3    2.2  8.3  10.6   4.0  1.0  1.0  2.4  2.5  20.3  \n",
       " 4    0.7  1.8   2.5   0.9  0.5  0.6  0.7  1.3   5.4  \n",
       " ..   ...  ...   ...   ...  ...  ...  ...  ...   ...  \n",
       " 650  1.3  2.0   3.3   2.2  0.8  0.1  0.5  1.7   5.0  \n",
       " 651  0.4  2.3   2.8  10.8  1.5  0.2  4.4  2.0  27.1  \n",
       " 652  1.3  2.5   3.8   0.5  0.1  0.4  0.9  1.3   3.1  \n",
       " 653  1.1  1.6   2.6   0.9  0.2  0.1  0.4  1.1   1.8  \n",
       " 654  3.1  6.3   9.4   1.2  0.2  1.3  1.1  2.7  12.0  \n",
       " \n",
       " [655 rows x 30 columns]]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "e156b4f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# table len\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "b847e751",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[      Rk            Player   Pos Age   Tm   G  GS    MP   FG   FGA  ...   FT%  \\\n",
       " 0      1  Precious Achiuwa  C-PF  24  TOT  46   7  20.4  3.2   6.5  ...  .625   \n",
       " 1      1  Precious Achiuwa     C  24  TOR  25   0  17.5  3.1   6.8  ...  .571   \n",
       " 2      1  Precious Achiuwa    PF  24  NYK  21   7  23.9  3.2   6.1  ...  .786   \n",
       " 3      2       Bam Adebayo     C  26  MIA  43  43  34.5  7.6  15.0  ...  .780   \n",
       " 4      3      Ochai Agbaji    SG  23  TOT  52  10  19.7  2.1   5.0  ...  .739   \n",
       " ..   ...               ...   ...  ..  ...  ..  ..   ...  ...   ...  ...   ...   \n",
       " 650  533    Thaddeus Young    PF  35  TOR  23   6  15.2  2.3   3.8  ...  .417   \n",
       " 651  534        Trae Young    PG  25  ATL  48  48  36.6  8.5  19.6  ...  .855   \n",
       " 652  535    Omer Yurtseven     C  25  UTA  28   6   9.5  1.4   2.9  ...  .545   \n",
       " 653  536       Cody Zeller     C  31  NOP  36   0   8.0  0.6   1.5  ...  .600   \n",
       " 654  537       Ivica Zubac     C  26  LAC  41  41  26.6  5.1   7.8  ...  .655   \n",
       " \n",
       "      ORB  DRB   TRB   AST  STL  BLK  TOV   PF   PTS  \n",
       " 0    2.3  3.6   5.9   1.3  0.6  0.7  1.0  1.8   7.5  \n",
       " 1    2.0  3.4   5.4   1.8  0.6  0.5  1.2  1.6   7.7  \n",
       " 2    2.6  3.9   6.5   0.8  0.6  1.0  0.8  2.0   7.2  \n",
       " 3    2.2  8.3  10.6   4.0  1.0  1.0  2.4  2.5  20.3  \n",
       " 4    0.7  1.8   2.5   0.9  0.5  0.6  0.7  1.3   5.4  \n",
       " ..   ...  ...   ...   ...  ...  ...  ...  ...   ...  \n",
       " 650  1.3  2.0   3.3   2.2  0.8  0.1  0.5  1.7   5.0  \n",
       " 651  0.4  2.3   2.8  10.8  1.5  0.2  4.4  2.0  27.1  \n",
       " 652  1.3  2.5   3.8   0.5  0.1  0.4  0.9  1.3   3.1  \n",
       " 653  1.1  1.6   2.6   0.9  0.2  0.1  0.4  1.1   1.8  \n",
       " 654  3.1  6.3   9.4   1.2  0.2  1.3  1.1  2.7  12.0  \n",
       " \n",
       " [655 rows x 30 columns]]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select first table\n",
    "#df[0]\n",
    "df[0:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "267c8cb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2024 = df[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "c8a3dd78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .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>Rk</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>FGA</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>Rk</td>\n",
       "      <td>Player</td>\n",
       "      <td>Pos</td>\n",
       "      <td>Age</td>\n",
       "      <td>Tm</td>\n",
       "      <td>G</td>\n",
       "      <td>GS</td>\n",
       "      <td>MP</td>\n",
       "      <td>FG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>...</td>\n",
       "      <td>FT%</td>\n",
       "      <td>ORB</td>\n",
       "      <td>DRB</td>\n",
       "      <td>TRB</td>\n",
       "      <td>AST</td>\n",
       "      <td>STL</td>\n",
       "      <td>BLK</td>\n",
       "      <td>TOV</td>\n",
       "      <td>PF</td>\n",
       "      <td>PTS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB  \\\n",
       "28   Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "61   Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "84   Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "111  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "132  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "157  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "182  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "207  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "228  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "251  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "272  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "295  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "316  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "339  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "368  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "395  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "418  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "445  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "472  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "495  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "518  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "543  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "564  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "587  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "610  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "635  Rk  Player  Pos  Age  Tm  G  GS  MP  FG  FGA  ...  FT%  ORB  DRB  TRB   \n",
       "\n",
       "     AST  STL  BLK  TOV  PF  PTS  \n",
       "28   AST  STL  BLK  TOV  PF  PTS  \n",
       "61   AST  STL  BLK  TOV  PF  PTS  \n",
       "84   AST  STL  BLK  TOV  PF  PTS  \n",
       "111  AST  STL  BLK  TOV  PF  PTS  \n",
       "132  AST  STL  BLK  TOV  PF  PTS  \n",
       "157  AST  STL  BLK  TOV  PF  PTS  \n",
       "182  AST  STL  BLK  TOV  PF  PTS  \n",
       "207  AST  STL  BLK  TOV  PF  PTS  \n",
       "228  AST  STL  BLK  TOV  PF  PTS  \n",
       "251  AST  STL  BLK  TOV  PF  PTS  \n",
       "272  AST  STL  BLK  TOV  PF  PTS  \n",
       "295  AST  STL  BLK  TOV  PF  PTS  \n",
       "316  AST  STL  BLK  TOV  PF  PTS  \n",
       "339  AST  STL  BLK  TOV  PF  PTS  \n",
       "368  AST  STL  BLK  TOV  PF  PTS  \n",
       "395  AST  STL  BLK  TOV  PF  PTS  \n",
       "418  AST  STL  BLK  TOV  PF  PTS  \n",
       "445  AST  STL  BLK  TOV  PF  PTS  \n",
       "472  AST  STL  BLK  TOV  PF  PTS  \n",
       "495  AST  STL  BLK  TOV  PF  PTS  \n",
       "518  AST  STL  BLK  TOV  PF  PTS  \n",
       "543  AST  STL  BLK  TOV  PF  PTS  \n",
       "564  AST  STL  BLK  TOV  PF  PTS  \n",
       "587  AST  STL  BLK  TOV  PF  PTS  \n",
       "610  AST  STL  BLK  TOV  PF  PTS  \n",
       "635  AST  STL  BLK  TOV  PF  PTS  \n",
       "\n",
       "[26 rows x 30 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data Cleaning - here table column name is duplicating in rows\n",
    "df2024[df2024.Age == 'Age']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "15361390",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df2024[df2024.Age == 'Age'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "926640cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df2024.drop(df2024[df2024.Age == 'Age'].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "73daff5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(629, 30)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "048303b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exploratory Data Analysis\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "1425892e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PTS'>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df.PTS, kde=False, color='blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "388924a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PTS'>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df.PTS, kde=False, color='blue', hist_kws=dict(edgecolor=\"red\", linewidth=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "0b69e956",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PTS'>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3XmyslJUVuvEAwEIECnAyra1Sw36po9H5saITJZ3r/DgAYDkCBTgVHY1Syz5pYIxzY7S1S3EjRaAAAIECnLqBMdLsNOeOv/59544NAH0MN8kCAADrECgAAMA6BAoAALAOgQIAAKxDoAAAAOsQKAAAwDoECgAAsA6BAgAArEOgAAAA6xAoAADAOgQKAACwDoECAACsw5cFom/asUfq/FxKaHB+rM2bJd9+Ke6QJAe/LBAA4EegoG/q6JI6m4+EQ/1OZ8dq2i+ZZsnd7ew4AAA/AgV9l8snudql7jpnx/EdlAYYSdHOjgMA8CNQ0LfFREmzHX7b5cN/SF0dzo4BAAjATbIAAMA6BAoAALAOgQIAAKxDoAAAAOsQKAAAwDoECgAAsI7jgZKfny+Xy6Xs7Gz/NmOMcnNzlZSUpNjYWGVkZKi6utrpqQAAgD7C0UDZsmWLVq9erUsuuSRg+8qVK1VQUKCioiJt2bJFXq9XM2bMUHNzs5PTAQAAfYRjf6jt0KFDuu222/T888/rscce8283xqiwsFDLli1TVlaWJKm4uFgej0clJSWaP39+r2P5fD75fD7/86amJqemDYRPKL9fqEdsrPTf/x0CgE0cC5SFCxfquuuu01VXXRUQKDU1Naqrq1NmZqZ/m9vt1rRp01RZWXnMQMnPz9cjjzzi1FQBO4Ty+4UkKTpR0rnOjwMAX4AjgbJ27VpVVVVp69atvV6rqzvyvSkejydgu8fj0d69e495vJycHC1evNj/vKmpScnJyUGcMWCJUH2/UFu7FDdSBAoAWwU9UGpra/XjH/9YZWVlGjhw4HH3c7lcAc+NMb229XC73XK73UGdJ2CtUHy/0Pr3nT0+AHxJQb9JtqqqSvX19ZowYYKioqIUFRWliooK/fKXv1RUVJT/yknPlZQe9fX1va6qAACA/inogTJ9+nTt2LFD27dv9z8mTpyo2267Tdu3b9fo0aPl9XpVXl7u/5n29nZVVFQoPT092NMBAAB9UNDf4omPj9fYsWMDtg0aNEhDhgzxb8/OzlZeXp5SU1OVmpqqvLw8xcXFac6cOcGeDgAA6IMc+xTPiSxZskStra1asGCBGhoalJaWprKyMsXHx4djOgAAwDIhCZSNGzcGPHe5XMrNzVVubm4ohgcAAH0M38UDAACsQ6AAAADrECgAAMA6BAoAALAOgQIAAKxDoAAAAOsQKAAAwDoECgAAsA6BAgAArEOgAAAA6xAoAADAOgQKAACwDoECAACsQ6AAAADrECgAAMA6BAoAALAOgQIAAKxDoAAAAOsQKAAAwDoECgAAsA6BAgAArEOgAAAA6xAoAADAOgQKAACwDoECAACsQ6AAAADrECgAAMA6BAoAALAOgQIAAKxDoAAAAOsQKAAAwDpR4Z4AAPQppaVSa2tox4yNlbKyQjsmEGYECgCcjtZWqWG/1NEYmvGiEyWdG5qxAIsQKABwujoapZZ90sAYZ8dpa5fiRopAQX9EoADAFzEwRpqd5uwY69939viAxbhJFgAAWIdAAQAA1iFQAACAdbgHBeiPduyROj+XEhpCMx4fkwVwmggUoD/q6JI6myXffql+p7Nj8TFZAF8AgQL0Vy6f5GqXuuucG4OPyQL4gggUoD+LiXL2o7J8TBbAF8RNsgAAwDoECgAAsA6BAgAArEOgAAAA6xAoAADAOgQKAACwDoECAACsQ6AAAADrBD1Q8vPzNWnSJMXHx2vYsGG64YYbtGvXroB9jDHKzc1VUlKSYmNjlZGRoerq6mBPBQAA9FFBD5SKigotXLhQ7733nsrLy9XZ2anMzEwdPnzYv8/KlStVUFCgoqIibdmyRV6vVzNmzFBzc3OwpwMAAPqgoP+p+z/+8Y8Bz9esWaNhw4apqqpKU6dOlTFGhYWFWrZsmbL+++2mxcXF8ng8Kikp0fz584M9JQAA0Mc4fg9KY2OjJGnw4MGSpJqaGtXV1SkzM9O/j9vt1rRp01RZWXnMY/h8PjU1NQU8AABA5HI0UIwxWrx4sS6//HKNHTtWklRXd+SbUz0eT8C+Ho/H/9rR8vPzlZiY6H8kJyc7OW0AABBmjgbKokWL9NFHH+m3v/1tr9dcLlfAc2NMr209cnJy1NjY6H/U1tY6Ml8AAGCHoN+D0uOee+7Ra6+9pk2bNmnEiBH+7V6vV9KRKynDhw/3b6+vr+91VaWH2+2W2+12aqoAAMAyQb+CYozRokWLVFpaqrffflspKSkBr6ekpMjr9aq8vNy/rb29XRUVFUpPTw/2dAAAQB8U9CsoCxcuVElJidavX6/4+Hj/fSWJiYmKjY2Vy+VSdna28vLylJqaqtTUVOXl5SkuLk5z5swJ9nQAAEAfFPRAWbVqlSQpIyMjYPuaNWs0b948SdKSJUvU2tqqBQsWqKGhQWlpaSorK1N8fHywpwMAAPqgoAeKMeak+7hcLuXm5io3NzfYwwMAgAjAd/EAAADrOPYpHgAIqdJSqbXV+XE2b5Z8+6W4Q5LSnB8P6KcIFACRobVVatgvdTQ6O07Tfsk0S+5uZ8cB+jkCBUDk6GiUWvZJA2OcG8N3UBpgJEU7NwYAAgWAg3bskTo/lxIanB/rf996+fHNzo3z4T+krg7njg9AEoECwEkdXVJn85FwqN/p7Fi89QJEFAIFgLNcPsnVLnUf+8tAg4a3XoCIQqAAcF5MlDTb4U+88NYLEFH4OygAAMA6BAoAALAOgQIAAKxDoAAAAOsQKAAAwDoECgAAsA6BAgAArEOgAAAA6xAoAADAOgQKAACwDoECAACsQ6AAAADrECgAAMA6BAoAALAOgQIAAKxDoAAAAOsQKAAAwDoECgAAsE5UuCcAADiOHXukzs+lhIbQjBcbK2VlhWYs4CQIFACwVUeX1Nks+fZL9TudHSs6UdK5zo4BnAYCBQBs5vJJrnapu865MdrapbiRIlBgEwIFAGwXEyXNTnPu+Ovfd+7YwBfETbIAAMA6BAoAALAOb/EAQH8Xyk8LbdkitbdLMTHSpEnOj8cnk/osAgUA+rtQflro8xqpq0OKi5bqBzk7Fp9M6tMIFABAaD4tJEm+g9IAI7lcfDIJJ0SgAACOcPrTQpL04T+OXEHhk0k4CW6SBQAA1iFQAACAdQgUAABgHQIFAABYh0ABAADWIVAAAIB1CBQAAGAdAgUAAFiHQAEAANYhUAAAgHUIFAAAYB0CBQAAWIcvCwQARJ4de6TOz6WEhtCNGRsrZWU5d/zSUqm11bnjH4vTazoBAgUAEHk6uqTOZsm3X6rf6fx40YmSznV2jNZWqWG/1NHo7Dg9QrGmEyBQAACRyeWTXO1Sd52z47S1S3EjFZJ/zDsapZZ90sAYZ8cJ5ZqOI6yB8uyzz+qpp57SgQMHdPHFF6uwsFBTpkwJ55QAAJEkJkqanebsGOvfd/b4RxsYE3lrOoaw3ST7yiuvKDs7W8uWLdO2bds0ZcoUzZw5U/v27QvXlAAAgCXCFigFBQW64447dOedd+qiiy5SYWGhkpOTtWrVqnBNCQAAWCIsb/G0t7erqqpKS5cuDdiemZmpysrKXvv7fD75fD7/88bGIzcINTU1BX9yLS1Sm09qOSS98k7wj9/jcJs0wEiHupwdJ5RjReKaQjkWa+obY7GmvjFWKNfU1i41/lOq/teRf0Oc8v77UkKHNKgtNGuK8x1ZTxD/re35d9sYc/KdTRjs37/fSDKbN28O2P7444+bCy64oNf+y5cvN5J48ODBgwcPHhHwqK2tPWkrhPUmWZfLFfDcGNNrmyTl5ORo8eLF/ufd3d3697//rSFDhhxz/y+jqalJycnJqq2tVUJCQlCP3Rew/v67/v68don1s37WH4r1G2PU3NyspKSkk+4blkA555xzNGDAANXVBX70q76+Xh6Pp9f+brdbbrc7YNtZZ53l5BSVkJDQL39Je7D+/rv+/rx2ifWzftbv9PoTExNPab+w3CQbExOjCRMmqLy8PGB7eXm50tPTwzElAABgkbC9xbN48WJ973vf08SJEzV58mStXr1a+/bt09133x2uKQEAAEuELVBuvvlmHTx4UCtWrNCBAwc0duxYvfHGGxo1alS4piTpyNtJy5cv7/WWUn/B+vvv+vvz2iXWz/pZv23rdxlzKp/1AQAACJ2w/aE2AACA4yFQAACAdQgUAABgHQIFAABYh0D5H88++6xSUlI0cOBATZgwQe+84/B3HVgiNzdXLpcr4OH1esM9Lcds2rRJ119/vZKSkuRyufTqq68GvG6MUW5urpKSkhQbG6uMjAxVV1eHZ7IOONn6582b1+v34Zvf/GZ4Jhtk+fn5mjRpkuLj4zVs2DDdcMMN2rVrV8A+kXz+T2X9kXz+V61apUsuucT/x8gmT56sN9980/96JJ976eTrt+3cEyj/9corryg7O1vLli3Ttm3bNGXKFM2cOVP79u0L99RC4uKLL9aBAwf8jx07doR7So45fPiwxo8fr6KiomO+vnLlShUUFKioqEhbtmyR1+vVjBkz1NzcHOKZOuNk65eka665JuD34Y033gjhDJ1TUVGhhQsX6r333lN5ebk6OzuVmZmpw4cP+/eJ5PN/KuuXIvf8jxgxQk888YS2bt2qrVu36sorr9Ts2bP9ERLJ5146+foly879l//qv8jwjW98w9x9990B2y688EKzdOnSMM0odJYvX27Gjx8f7mmEhSSzbt06//Pu7m7j9XrNE0884d/W1tZmEhMTzXPPPReGGTrr6PUbY8zcuXPN7NmzwzKfUKuvrzeSTEVFhTGm/53/o9dvTP86/8YYc/bZZ5tf//rX/e7c9+hZvzH2nXuuoEhqb29XVVWVMjMzA7ZnZmaqsrIyTLMKrU8//VRJSUlKSUnRLbfcot27d4d7SmFRU1Ojurq6gN8Ft9utadOm9ZvfBUnauHGjhg0bpgsuuEB33XWX6uvrwz0lRzQ2NkqSBg8eLKn/nf+j19+jP5z/rq4urV27VocPH9bkyZP73bk/ev09bDr3Yf02Y1t8/vnn6urq6vVFhR6Pp9cXGkaitLQ0vfTSS7rgggv0r3/9S4899pjS09NVXV2tIUOGhHt6IdVzvo/1u7B3795wTCnkZs6cqRtvvFGjRo1STU2NHn74YV155ZWqqqqy6q9MflnGGC1evFiXX365xo4dK6l/nf9jrV+K/PO/Y8cOTZ48WW1tbTrzzDO1bt06jRkzxh8hkX7uj7d+yb5zT6D8D5fLFfDcGNNrWySaOXOm/7/HjRunyZMn6ytf+YqKi4u1ePHiMM4sfPrr74J05GsoeowdO1YTJ07UqFGj9Ic//EFZWVlhnFlwLVq0SB999JHefffdXq/1h/N/vPVH+vn/6le/qu3bt+s///mPfve732nu3LmqqKjwvx7p5/546x8zZox15563eCSdc845GjBgQK+rJfX19b1quj8YNGiQxo0bp08//TTcUwm5nk8v8bvw/w0fPlyjRo2KqN+He+65R6+99po2bNigESNG+Lf3l/N/vPUfS6Sd/5iYGJ1//vmaOHGi8vPzNX78eD399NP95twfb/3HEu5zT6DoyAmbMGGCysvLA7aXl5crPT09TLMKH5/Pp48//ljDhw8P91RCLiUlRV6vN+B3ob29XRUVFf3yd0GSDh48qNra2oj4fTDGaNGiRSotLdXbb7+tlJSUgNcj/fyfbP3HEknn/1iMMfL5fBF/7o+nZ/3HEvZzH667c22zdu1aEx0dbV544QWzc+dOk52dbQYNGmT27NkT7qk57r777jMbN240u3fvNu+9956ZNWuWiY+Pj9i1Nzc3m23btplt27YZSaagoMBs27bN7N271xhjzBNPPGESExNNaWmp2bFjh7n11lvN8OHDTVNTU5hnHhwnWn9zc7O57777TGVlpampqTEbNmwwkydPNueee25ErP+HP/yhSUxMNBs3bjQHDhzwP1paWvz7RPL5P9n6I/385+TkmE2bNpmamhrz0UcfmYceesicccYZpqyszBgT2efemBOv38ZzT6D8j1/96ldm1KhRJiYmxnz9618P+OhdJLv55pvN8OHDTXR0tElKSjJZWVmmuro63NNyzIYNG4ykXo+5c+caY4581HT58uXG6/Uat9ttpk6danbs2BHeSQfRidbf0tJiMjMzzdChQ010dLQZOXKkmTt3rtm3b1+4px0Ux1q3JLNmzRr/PpF8/k+2/kg//7fffrv//+OHDh1qpk+f7o8TYyL73Btz4vXbeO5dxhgTuus1AAAAJ8c9KAAAwDoECgAAsA6BAgAArEOgAAAA6xAoAADAOgQKAACwDoECAACsQ6AAAADrECgAAMA6BAqAkJg3b55cLpdcLpeio6M1evRo3X///XrggQf824/32LNnjw4fPqwHH3xQo0eP1sCBAzV06FBlZGTo9ddfD/fSADggKtwTANB/XHPNNVqzZo06Ojr0zjvv6M4779TNN9+sAwcO+PeZNGmSfvCDH+iuu+7ybxs6dKjmzZunDz74QEVFRRozZowOHjyoyspKHTx4MBxLAeAwAgVAyLjdbnm9XknSnDlztGHDBr3++utas2aNf58BAwYoPj7ev1+P3//+93r66ad17bXXSpLOO+88TZgwIXSTBxBSvMUDIGxiY2PV0dFxSvt6vV698cYbam5udnhWAGxAoAAIiw8++EAlJSWaPn36Ke2/evVqVVZWasiQIZo0aZLuvfdebd682eFZAggXAgVAyLz++us688wzNXDgQE2ePFlTp07VM888c0o/O3XqVO3evVtvvfWWvv3tb6u6ulpTpkzRo48+6vCsAYQDgQIgZK644gpt375du3btUltbm0pLSzVs2LBT/vno6GhNmTJFS5cuVVlZmVasWKFHH31U7e3tDs4aQDhwkyyAkBk0aJDOP//8oB1vzJgx6uzsVFtbm2JiYoJ2XADhR6AA6BMyMjJ06623auLEiRoyZIh27typhx56SFdccYUSEhLCPT0AQUagAOgTrr76ahUXF+uhhx5SS0uLkpKSNGvWLP30pz8N99QAOMBljDHhngQAAMD/4iZZAABgHQIFAABYh0ABAADWIVAAAIB1CBQAAGAdAgUAAFiHQAEAANYhUAAAgHUIFAAAYB0CBQAAWIdAAQAA1vl/ibGjocLTVMkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df.PTS, kde=False, hist_kws=dict(edgecolor=\"red\", linewidth=2), color='orange')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61447456",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}