nba_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d7098cad-ffc4-4c55-978a-95c72ac4eff2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cb14c76-9153-4a32-a629-566a0e432012",
   "metadata": {},
   "source": [
    "DATA CLEANING\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c4962ddc-4a94-4c52-9bd3-6cfbe0b76609",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"C:/Users/Hp Pc/Downloads/Player Totals-checkpoint.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d5159a3f-6fd8-481d-bca8-f62241ff82b8",
   "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>pts_won</th>\n",
       "      <th>pts_max</th>\n",
       "      <th>share</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Joel Embiid</td>\n",
       "      <td>915.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Nikola Jokić</td>\n",
       "      <td>674.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>606.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>280.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Shai Gilgeous-Alexander</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Larry Bird</td>\n",
       "      <td>5.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Buck Williams</td>\n",
       "      <td>5.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Clyde Drexler</td>\n",
       "      <td>3.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Joe Dumars</td>\n",
       "      <td>1.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Isiah Thomas</td>\n",
       "      <td>1.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>513 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         player  pts_won  pts_max  share\n",
       "season                                                  \n",
       "2023                Joel Embiid    915.0   1000.0  0.915\n",
       "2023               Nikola Jokić    674.0   1000.0  0.674\n",
       "2023      Giannis Antetokounmpo    606.0   1000.0  0.606\n",
       "2023               Jayson Tatum    280.0   1000.0  0.280\n",
       "2023    Shai Gilgeous-Alexander     46.0   1000.0  0.046\n",
       "...                         ...      ...      ...    ...\n",
       "1990                 Larry Bird      5.0    920.0  0.005\n",
       "1990              Buck Williams      5.0    920.0  0.005\n",
       "1990              Clyde Drexler      3.0    920.0  0.003\n",
       "1990                 Joe Dumars      1.0    920.0  0.001\n",
       "1990               Isiah Thomas      1.0    920.0  0.001\n",
       "\n",
       "[513 rows x 4 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#mvp dataset\n",
    "df_1 = pd.read_csv('C:/Users/Hp Pc/Downloads/Player Award Shares-checkpoint.csv')\n",
    "df_1\n",
    "\n",
    "df_1 = df_1[df_1['award'] == 'nba mvp']\n",
    "\n",
    "df_1 = df_1[[\"season\", \"player\", \"pts_won\", \"pts_max\", \"share\"]]\n",
    "df_1.index = df_1['season']\n",
    "\n",
    "df_1 = df_1.loc[\"2023\":\"1990\"]\n",
    "\n",
    "df_1.drop('season', axis = 1, inplace = True)\n",
    "df_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "caf45018-af95-41ba-b80d-9dc0980cd16e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "seas_id           int64\n",
       "season            int64\n",
       "player_id         int64\n",
       "player           object\n",
       "birth_year      float64\n",
       "pos              object\n",
       "age             float64\n",
       "experience        int64\n",
       "lg               object\n",
       "tm               object\n",
       "g                 int64\n",
       "gs              float64\n",
       "mp              float64\n",
       "fg                int64\n",
       "fga               int64\n",
       "fg_percent      float64\n",
       "x3p             float64\n",
       "x3pa            float64\n",
       "x3p_percent     float64\n",
       "x2p               int64\n",
       "x2pa              int64\n",
       "x2p_percent     float64\n",
       "e_fg_percent    float64\n",
       "ft                int64\n",
       "fta               int64\n",
       "ft_percent      float64\n",
       "orb             float64\n",
       "drb             float64\n",
       "trb             float64\n",
       "ast               int64\n",
       "stl             float64\n",
       "blk             float64\n",
       "tov             float64\n",
       "pf                int64\n",
       "pts               int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d58bbd3f-0644-4a52-8909-0400d8023826",
   "metadata": {},
   "outputs": [],
   "source": [
    "del df['birth_year']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "21d20ece-e115-4e1c-bf77-261705d0dd01",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['age'] = df['age'].fillna(df['age'].mean)\n",
    "df.fillna(0, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6f6ecc65-1e63-44af-96f5-bcaf3d7e1b05",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "seas_id         0\n",
       "season          0\n",
       "player_id       0\n",
       "player          0\n",
       "pos             0\n",
       "age             0\n",
       "experience      0\n",
       "lg              0\n",
       "tm              0\n",
       "g               0\n",
       "gs              0\n",
       "mp              0\n",
       "fg              0\n",
       "fga             0\n",
       "fg_percent      0\n",
       "x3p             0\n",
       "x3pa            0\n",
       "x3p_percent     0\n",
       "x2p             0\n",
       "x2pa            0\n",
       "x2p_percent     0\n",
       "e_fg_percent    0\n",
       "ft              0\n",
       "fta             0\n",
       "ft_percent      0\n",
       "orb             0\n",
       "drb             0\n",
       "trb             0\n",
       "ast             0\n",
       "stl             0\n",
       "blk             0\n",
       "tov             0\n",
       "pf              0\n",
       "pts             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "02b53547-f15c-4316-9409-59dd43666dbe",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014,\n",
       "       2013, 2012, 2011, 2010, 2009, 2008, 2007, 2006, 2005, 2004, 2003,\n",
       "       2002, 2001, 2000, 1999, 1998, 1997, 1996, 1995, 1994, 1993, 1992,\n",
       "       1991, 1990, 1989, 1988, 1987, 1986, 1985, 1984, 1983, 1982, 1981,\n",
       "       1980, 1979, 1978, 1977, 1976, 1975, 1974, 1973, 1972, 1971, 1970,\n",
       "       1969, 1968, 1967, 1966, 1965, 1964, 1963, 1962, 1961, 1960, 1959,\n",
       "       1958, 1957, 1956, 1955, 1954, 1953, 1952, 1951, 1950, 1949, 1948,\n",
       "       1947])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['season'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "628442ba-94de-444b-aa65-9de0bbc7264c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['NBA', 'ABA', 'BAA'], dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['lg'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1ed920b7-c473-43d6-b9a8-cf76789c80d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['NBA']\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player</th>\n",
       "      <th>pos</th>\n",
       "      <th>age</th>\n",
       "      <th>experience</th>\n",
       "      <th>lg</th>\n",
       "      <th>tm</th>\n",
       "      <th>g</th>\n",
       "      <th>gs</th>\n",
       "      <th>mp</th>\n",
       "      <th>fg</th>\n",
       "      <th>...</th>\n",
       "      <th>ft_percent</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",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>A.J. Green</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIL</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>22</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>31</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>A.J. Lawson</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>TOT</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>0.250</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>A.J. Lawson</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIN</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>A.J. Lawson</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DAL</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>0.250</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>AJ Griffin</td>\n",
       "      <td>SF</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>72</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1401.0</td>\n",
       "      <td>248</td>\n",
       "      <td>...</td>\n",
       "      <td>0.894</td>\n",
       "      <td>37.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>73</td>\n",
       "      <td>42.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>87</td>\n",
       "      <td>639</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",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Winston Garland</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>51</td>\n",
       "      <td>4.0</td>\n",
       "      <td>891.0</td>\n",
       "      <td>108</td>\n",
       "      <td>...</td>\n",
       "      <td>0.841</td>\n",
       "      <td>31.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>157</td>\n",
       "      <td>48.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>77</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Winston Garland</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAC</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.831</td>\n",
       "      <td>20.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>146</td>\n",
       "      <td>30.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>75</td>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Xavier McDaniel</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SEA</td>\n",
       "      <td>69</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2432.0</td>\n",
       "      <td>611</td>\n",
       "      <td>...</td>\n",
       "      <td>0.733</td>\n",
       "      <td>165.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>171</td>\n",
       "      <td>73.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>231</td>\n",
       "      <td>1471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Šarūnas Marčiulionis</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>75</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1695.0</td>\n",
       "      <td>289</td>\n",
       "      <td>...</td>\n",
       "      <td>0.787</td>\n",
       "      <td>84.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>121</td>\n",
       "      <td>94.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>230</td>\n",
       "      <td>905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Žarko Paspalj</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>0.818</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>37</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19335 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      player pos   age  experience   lg   tm   g    gs  \\\n",
       "season                                                                   \n",
       "2023              A.J. Green  SG  23.0           1  NBA  MIL  35   1.0   \n",
       "2023             A.J. Lawson  SG  22.0           1  NBA  TOT  15   0.0   \n",
       "2023             A.J. Lawson  SG  22.0           1  NBA  MIN   1   0.0   \n",
       "2023             A.J. Lawson  SG  22.0           1  NBA  DAL  14   0.0   \n",
       "2023              AJ Griffin  SF  19.0           1  NBA  ATL  72  12.0   \n",
       "...                      ...  ..   ...         ...  ...  ...  ..   ...   \n",
       "1990         Winston Garland  PG  25.0           3  NBA  GSW  51   4.0   \n",
       "1990         Winston Garland  PG  25.0           3  NBA  LAC  28  15.0   \n",
       "1990         Xavier McDaniel  SF  26.0           5  NBA  SEA  69  67.0   \n",
       "1990    Šarūnas Marčiulionis  SG  25.0           1  NBA  GSW  75   3.0   \n",
       "1990           Žarko Paspalj  SF  23.0           1  NBA  SAS  28   1.0   \n",
       "\n",
       "            mp   fg  ...  ft_percent    orb    drb    trb  ast   stl   blk  \\\n",
       "season               ...                                                     \n",
       "2023     345.0   53  ...       1.000    6.0   39.0   45.0   22   6.0   0.0   \n",
       "2023     108.0   22  ...       0.250    6.0   15.0   21.0    2   2.0   0.0   \n",
       "2023       2.0    1  ...       0.000    0.0    1.0    1.0    0   0.0   0.0   \n",
       "2023     106.0   21  ...       0.250    6.0   14.0   20.0    2   2.0   0.0   \n",
       "2023    1401.0  248  ...       0.894   37.0  116.0  153.0   73  42.0  12.0   \n",
       "...        ...  ...  ...         ...    ...    ...    ...  ...   ...   ...   \n",
       "1990     891.0  108  ...       0.841   31.0   80.0  111.0  157  48.0   5.0   \n",
       "1990     871.0  122  ...       0.831   20.0   83.0  103.0  146  30.0   5.0   \n",
       "1990    2432.0  611  ...       0.733  165.0  282.0  447.0  171  73.0  36.0   \n",
       "1990    1695.0  289  ...       0.787   84.0  137.0  221.0  121  94.0   7.0   \n",
       "1990     181.0   27  ...       0.818   15.0   15.0   30.0   10   3.0   7.0   \n",
       "\n",
       "          tov   pf   pts  \n",
       "season                    \n",
       "2023      9.0   31   154  \n",
       "2023      3.0   11    56  \n",
       "2023      0.0    1     2  \n",
       "2023      3.0   10    54  \n",
       "2023     42.0   87   639  \n",
       "...       ...  ...   ...  \n",
       "1990     81.0   77   270  \n",
       "1990     77.0   75   304  \n",
       "1990    187.0  231  1471  \n",
       "1990    137.0  230   905  \n",
       "1990     21.0   37    72  \n",
       "\n",
       "[19335 rows x 31 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#only NBA dataset is what I will need for the modelling\n",
    "nba_players = df[df['lg'] == \"NBA\" ]\n",
    "nba_players\n",
    "print(nba_players.lg.unique())\n",
    "\n",
    "#nba_players['season'] = pd.to_datetime(nba_players['season'])\n",
    "\n",
    "nba_players.index = nba_players['season']\n",
    "nba_players.index\n",
    "\n",
    "nba_players.loc[\"2022\":\"1990\"]\n",
    "\n",
    "nba_players = nba_players.loc['2023':'1990']\n",
    "nba_players\n",
    "\n",
    "del nba_players['seas_id']\n",
    "del nba_players['player_id']\n",
    "del nba_players['season']\n",
    "nba_players\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ffe20ab7-ac2a-43cb-a407-1d91816eee3f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hp Pc\\AppData\\Local\\Temp\\ipykernel_3956\\2215717190.py:20: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
      "  all_players = all_players.groupby(['season', 'player']).apply(single_row)\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>player</th>\n",
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       "      <th>share</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>Aaron Holiday</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NBA</td>\n",
       "      <td>IND</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>646.0</td>\n",
       "      <td>105</td>\n",
       "      <td>...</td>\n",
       "      <td>67.0</td>\n",
       "      <td>87</td>\n",
       "      <td>21.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>71</td>\n",
       "      <td>294</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>Aaron Holiday</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NBA</td>\n",
       "      <td>IND</td>\n",
       "      <td>66</td>\n",
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       "      <td>1617.0</td>\n",
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       "      <td>225</td>\n",
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       "      <td>16.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>120</td>\n",
       "      <td>627</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>Aaron Holiday</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
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       "      <td>8.0</td>\n",
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       "      <td>66.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>Aaron Holiday</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHO</td>\n",
       "      <td>63</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>151</td>\n",
       "      <td>...</td>\n",
       "      <td>122.0</td>\n",
       "      <td>153</td>\n",
       "      <td>42.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>92</td>\n",
       "      <td>400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Aaron Holiday</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>63</td>\n",
       "      <td>6.0</td>\n",
       "      <td>845.0</td>\n",
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       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               player pos   age  experience   lg   tm   g    gs      mp   fg  \\\n",
       "season                                                                         \n",
       "2019    Aaron Holiday  PG  22.0           1  NBA  IND  50   0.0   646.0  105   \n",
       "2020    Aaron Holiday  PG  23.0           2  NBA  IND  66  33.0  1617.0  233   \n",
       "2021    Aaron Holiday  PG  24.0           3  NBA  IND  66   8.0  1176.0  170   \n",
       "2022    Aaron Holiday  PG  25.0           4  NBA  PHO  63  15.0  1021.0  151   \n",
       "2023    Aaron Holiday  PG  26.0           5  NBA  ATL  63   6.0   845.0   92   \n",
       "\n",
       "        ...    trb  ast   stl   blk   tov   pf  pts  pts_won  pts_max  share  \n",
       "season  ...                                                                   \n",
       "2019    ...   67.0   87  21.0  13.0  40.0   71  294      0.0      0.0    0.0  \n",
       "2020    ...  156.0  225  55.0  16.0  88.0  120  627      0.0      0.0    0.0  \n",
       "2021    ...   89.0  123  46.0  13.0  66.0   94  475      0.0      0.0    0.0  \n",
       "2022    ...  122.0  153  42.0   9.0  67.0   92  400      0.0      0.0    0.0  \n",
       "2023    ...   74.0   89  37.0  12.0  36.0   79  247      0.0      0.0    0.0  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_players = nba_players.merge(df_1, how = \"outer\", on = ['season', 'player'])\n",
    "\n",
    "all_players\n",
    "\n",
    "all_players[['pts_won', \"pts_max\", \"share\"]] = all_players[['pts_won', \"pts_max\", \"share\"]].fillna(0)\n",
    "\n",
    "all_players[['player', 'tm']].head(50)\n",
    "\n",
    "all_players.groupby(['season', 'player']).get_group((2022, 'Aaron Holiday'))\n",
    "\n",
    "#single row function to deprecate players on multiple teams within a season into a single team\n",
    "def single_row(df):\n",
    "    if df.shape[0] == 1:\n",
    "        return df\n",
    "    else:\n",
    "        row =  df[df['tm'] == 'TOT']\n",
    "        row['tm'] = df.iloc[-1,:]['tm']\n",
    "        return row\n",
    "\n",
    "all_players = all_players.groupby(['season', 'player']).apply(single_row)\n",
    "\n",
    "all_players.index = all_players.index.droplevel()\n",
    "\n",
    "all_players.index = all_players.index.droplevel()\n",
    "\n",
    "all_players[all_players['player'] == 'Aaron Holiday']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e50f4a27-df80-4fcb-9429-1665f7efa582",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>1990</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
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       "      <td>1034</td>\n",
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       "      <td>565.0</td>\n",
       "      <td>519</td>\n",
       "      <td>227.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>241</td>\n",
       "      <td>2753</td>\n",
       "      <td>564.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3122.0</td>\n",
       "      <td>914</td>\n",
       "      <td>...</td>\n",
       "      <td>911.0</td>\n",
       "      <td>226</td>\n",
       "      <td>121.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>304.0</td>\n",
       "      <td>259</td>\n",
       "      <td>2540</td>\n",
       "      <td>214.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Patrick Ewing</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NYK</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3165.0</td>\n",
       "      <td>922</td>\n",
       "      <td>...</td>\n",
       "      <td>893.0</td>\n",
       "      <td>182</td>\n",
       "      <td>78.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>325</td>\n",
       "      <td>2347</td>\n",
       "      <td>162.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3034.0</td>\n",
       "      <td>990</td>\n",
       "      <td>...</td>\n",
       "      <td>492.0</td>\n",
       "      <td>453</td>\n",
       "      <td>223.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>229</td>\n",
       "      <td>2580</td>\n",
       "      <td>891.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3302.0</td>\n",
       "      <td>847</td>\n",
       "      <td>...</td>\n",
       "      <td>967.0</td>\n",
       "      <td>270</td>\n",
       "      <td>89.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>268</td>\n",
       "      <td>2382</td>\n",
       "      <td>142.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>Patrick Ewing</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NYK</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3104.0</td>\n",
       "      <td>845</td>\n",
       "      <td>...</td>\n",
       "      <td>905.0</td>\n",
       "      <td>244</td>\n",
       "      <td>80.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>287</td>\n",
       "      <td>2154</td>\n",
       "      <td>20.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3102.0</td>\n",
       "      <td>943</td>\n",
       "      <td>...</td>\n",
       "      <td>511.0</td>\n",
       "      <td>489</td>\n",
       "      <td>182.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>201</td>\n",
       "      <td>2404</td>\n",
       "      <td>900.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>798</td>\n",
       "      <td>...</td>\n",
       "      <td>909.0</td>\n",
       "      <td>241</td>\n",
       "      <td>108.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>226</td>\n",
       "      <td>2272</td>\n",
       "      <td>262.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>Chris Mullin</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3346.0</td>\n",
       "      <td>830</td>\n",
       "      <td>...</td>\n",
       "      <td>450.0</td>\n",
       "      <td>286</td>\n",
       "      <td>173.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>171</td>\n",
       "      <td>2074</td>\n",
       "      <td>81.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3067.0</td>\n",
       "      <td>992</td>\n",
       "      <td>...</td>\n",
       "      <td>522.0</td>\n",
       "      <td>428</td>\n",
       "      <td>221.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>188</td>\n",
       "      <td>2541</td>\n",
       "      <td>565.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>0.577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3099.0</td>\n",
       "      <td>797</td>\n",
       "      <td>...</td>\n",
       "      <td>919.0</td>\n",
       "      <td>308</td>\n",
       "      <td>124.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>261</td>\n",
       "      <td>2217</td>\n",
       "      <td>10.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>0.010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>Hakeem Olajuwon</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3242.0</td>\n",
       "      <td>848</td>\n",
       "      <td>...</td>\n",
       "      <td>1068.0</td>\n",
       "      <td>291</td>\n",
       "      <td>150.0</td>\n",
       "      <td>342.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>305</td>\n",
       "      <td>2140</td>\n",
       "      <td>647.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>0.660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3241.0</td>\n",
       "      <td>840</td>\n",
       "      <td>...</td>\n",
       "      <td>855.0</td>\n",
       "      <td>381</td>\n",
       "      <td>139.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>228</td>\n",
       "      <td>2383</td>\n",
       "      <td>730.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ORL</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3224.0</td>\n",
       "      <td>953</td>\n",
       "      <td>...</td>\n",
       "      <td>1072.0</td>\n",
       "      <td>195</td>\n",
       "      <td>76.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>281</td>\n",
       "      <td>2377</td>\n",
       "      <td>289.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>Hakeem Olajuwon</td>\n",
       "      <td>C</td>\n",
       "      <td>31.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3277.0</td>\n",
       "      <td>894</td>\n",
       "      <td>...</td>\n",
       "      <td>955.0</td>\n",
       "      <td>287</td>\n",
       "      <td>128.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>289</td>\n",
       "      <td>2184</td>\n",
       "      <td>889.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ORL</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2923.0</td>\n",
       "      <td>930</td>\n",
       "      <td>...</td>\n",
       "      <td>901.0</td>\n",
       "      <td>214</td>\n",
       "      <td>73.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>258</td>\n",
       "      <td>2315</td>\n",
       "      <td>605.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>0.576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3074.0</td>\n",
       "      <td>788</td>\n",
       "      <td>...</td>\n",
       "      <td>877.0</td>\n",
       "      <td>236</td>\n",
       "      <td>134.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>230</td>\n",
       "      <td>2238</td>\n",
       "      <td>901.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>0.858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3126.0</td>\n",
       "      <td>830</td>\n",
       "      <td>...</td>\n",
       "      <td>871.0</td>\n",
       "      <td>285</td>\n",
       "      <td>129.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>269</td>\n",
       "      <td>2187</td>\n",
       "      <td>532.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>0.507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3090.0</td>\n",
       "      <td>916</td>\n",
       "      <td>...</td>\n",
       "      <td>543.0</td>\n",
       "      <td>352</td>\n",
       "      <td>180.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>195</td>\n",
       "      <td>2491</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>0.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3113.0</td>\n",
       "      <td>789</td>\n",
       "      <td>...</td>\n",
       "      <td>804.0</td>\n",
       "      <td>345</td>\n",
       "      <td>138.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>245</td>\n",
       "      <td>2106</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3019.0</td>\n",
       "      <td>711</td>\n",
       "      <td>...</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>247</td>\n",
       "      <td>111.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>262</td>\n",
       "      <td>2051</td>\n",
       "      <td>574.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>0.508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>33.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3106.0</td>\n",
       "      <td>920</td>\n",
       "      <td>...</td>\n",
       "      <td>482.0</td>\n",
       "      <td>352</td>\n",
       "      <td>140.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>156</td>\n",
       "      <td>2431</td>\n",
       "      <td>957.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>0.832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2998.0</td>\n",
       "      <td>864</td>\n",
       "      <td>...</td>\n",
       "      <td>809.0</td>\n",
       "      <td>368</td>\n",
       "      <td>113.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>217</td>\n",
       "      <td>2249</td>\n",
       "      <td>986.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>0.857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Glen Rice</td>\n",
       "      <td>SF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHH</td>\n",
       "      <td>79</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3362.0</td>\n",
       "      <td>722</td>\n",
       "      <td>...</td>\n",
       "      <td>318.0</td>\n",
       "      <td>160</td>\n",
       "      <td>72.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>190</td>\n",
       "      <td>2115</td>\n",
       "      <td>134.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>0.117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>34.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3181.0</td>\n",
       "      <td>881</td>\n",
       "      <td>...</td>\n",
       "      <td>475.0</td>\n",
       "      <td>283</td>\n",
       "      <td>141.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>151</td>\n",
       "      <td>2357</td>\n",
       "      <td>1084.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>0.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>34.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3030.0</td>\n",
       "      <td>780</td>\n",
       "      <td>...</td>\n",
       "      <td>834.0</td>\n",
       "      <td>316</td>\n",
       "      <td>96.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>237</td>\n",
       "      <td>2190</td>\n",
       "      <td>842.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>0.726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>Antoine Walker</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NBA</td>\n",
       "      <td>BOS</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3268.0</td>\n",
       "      <td>722</td>\n",
       "      <td>...</td>\n",
       "      <td>836.0</td>\n",
       "      <td>273</td>\n",
       "      <td>142.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>262</td>\n",
       "      <td>1840</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>0.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>49</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1705.0</td>\n",
       "      <td>510</td>\n",
       "      <td>...</td>\n",
       "      <td>525.0</td>\n",
       "      <td>114</td>\n",
       "      <td>36.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>155</td>\n",
       "      <td>1289</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>48</td>\n",
       "      <td>48.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>435</td>\n",
       "      <td>...</td>\n",
       "      <td>236.0</td>\n",
       "      <td>223</td>\n",
       "      <td>110.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>98</td>\n",
       "      <td>1284</td>\n",
       "      <td>319.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>0.270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>35.0</td>\n",
       "      <td>14</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>49</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>393</td>\n",
       "      <td>...</td>\n",
       "      <td>463.0</td>\n",
       "      <td>201</td>\n",
       "      <td>62.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>134</td>\n",
       "      <td>1164</td>\n",
       "      <td>827.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>0.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3163.0</td>\n",
       "      <td>956</td>\n",
       "      <td>...</td>\n",
       "      <td>1078.0</td>\n",
       "      <td>299</td>\n",
       "      <td>36.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>255</td>\n",
       "      <td>2344</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>Vince Carter</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NBA</td>\n",
       "      <td>TOR</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3126.0</td>\n",
       "      <td>788</td>\n",
       "      <td>...</td>\n",
       "      <td>476.0</td>\n",
       "      <td>322</td>\n",
       "      <td>110.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>263</td>\n",
       "      <td>2107</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2947.0</td>\n",
       "      <td>752</td>\n",
       "      <td>...</td>\n",
       "      <td>779.0</td>\n",
       "      <td>304</td>\n",
       "      <td>79.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>229</td>\n",
       "      <td>2095</td>\n",
       "      <td>312.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>Jerry Stackhouse</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DET</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3215.0</td>\n",
       "      <td>774</td>\n",
       "      <td>...</td>\n",
       "      <td>315.0</td>\n",
       "      <td>410</td>\n",
       "      <td>97.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>160</td>\n",
       "      <td>2380</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>0.002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>71</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2979.0</td>\n",
       "      <td>762</td>\n",
       "      <td>...</td>\n",
       "      <td>273.0</td>\n",
       "      <td>325</td>\n",
       "      <td>178.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>147</td>\n",
       "      <td>2207</td>\n",
       "      <td>1121.0</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>0.904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2924.0</td>\n",
       "      <td>813</td>\n",
       "      <td>...</td>\n",
       "      <td>940.0</td>\n",
       "      <td>277</td>\n",
       "      <td>47.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>256</td>\n",
       "      <td>2125</td>\n",
       "      <td>578.0</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>0.466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>Paul Pierce</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NBA</td>\n",
       "      <td>BOS</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3302.0</td>\n",
       "      <td>707</td>\n",
       "      <td>...</td>\n",
       "      <td>566.0</td>\n",
       "      <td>261</td>\n",
       "      <td>154.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>237</td>\n",
       "      <td>2144</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3329.0</td>\n",
       "      <td>764</td>\n",
       "      <td>...</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>307</td>\n",
       "      <td>61.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>217</td>\n",
       "      <td>2089</td>\n",
       "      <td>954.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3063.0</td>\n",
       "      <td>749</td>\n",
       "      <td>...</td>\n",
       "      <td>441.0</td>\n",
       "      <td>438</td>\n",
       "      <td>118.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>228</td>\n",
       "      <td>2019</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3401.0</td>\n",
       "      <td>868</td>\n",
       "      <td>...</td>\n",
       "      <td>564.0</td>\n",
       "      <td>481</td>\n",
       "      <td>181.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>218</td>\n",
       "      <td>2461</td>\n",
       "      <td>496.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>Tracy McGrady</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ORL</td>\n",
       "      <td>75</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2954.0</td>\n",
       "      <td>829</td>\n",
       "      <td>...</td>\n",
       "      <td>488.0</td>\n",
       "      <td>411</td>\n",
       "      <td>124.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>156</td>\n",
       "      <td>2407</td>\n",
       "      <td>427.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3485.0</td>\n",
       "      <td>804</td>\n",
       "      <td>...</td>\n",
       "      <td>344.0</td>\n",
       "      <td>454</td>\n",
       "      <td>225.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>149</td>\n",
       "      <td>2262</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIN</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3231.0</td>\n",
       "      <td>804</td>\n",
       "      <td>...</td>\n",
       "      <td>1139.0</td>\n",
       "      <td>409</td>\n",
       "      <td>120.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>202</td>\n",
       "      <td>1987</td>\n",
       "      <td>1219.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>Peja Stojaković</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAC</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3264.0</td>\n",
       "      <td>665</td>\n",
       "      <td>...</td>\n",
       "      <td>508.0</td>\n",
       "      <td>173</td>\n",
       "      <td>108.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>159</td>\n",
       "      <td>1964</td>\n",
       "      <td>281.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>Tracy McGrady</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ORL</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2675.0</td>\n",
       "      <td>653</td>\n",
       "      <td>...</td>\n",
       "      <td>402.0</td>\n",
       "      <td>370</td>\n",
       "      <td>93.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>129</td>\n",
       "      <td>1878</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>PG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>75</td>\n",
       "      <td>75.0</td>\n",
       "      <td>3174.0</td>\n",
       "      <td>771</td>\n",
       "      <td>...</td>\n",
       "      <td>299.0</td>\n",
       "      <td>596</td>\n",
       "      <td>180.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>140</td>\n",
       "      <td>2302</td>\n",
       "      <td>240.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3388.0</td>\n",
       "      <td>795</td>\n",
       "      <td>...</td>\n",
       "      <td>588.0</td>\n",
       "      <td>577</td>\n",
       "      <td>177.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>146</td>\n",
       "      <td>2175</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>Amar'e Stoudemire</td>\n",
       "      <td>C</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHO</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2889.0</td>\n",
       "      <td>747</td>\n",
       "      <td>...</td>\n",
       "      <td>713.0</td>\n",
       "      <td>131</td>\n",
       "      <td>77.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>278</td>\n",
       "      <td>2080</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3277.0</td>\n",
       "      <td>978</td>\n",
       "      <td>...</td>\n",
       "      <td>425.0</td>\n",
       "      <td>360</td>\n",
       "      <td>147.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>233</td>\n",
       "      <td>2832</td>\n",
       "      <td>483.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3361.0</td>\n",
       "      <td>875</td>\n",
       "      <td>...</td>\n",
       "      <td>556.0</td>\n",
       "      <td>521</td>\n",
       "      <td>123.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>181</td>\n",
       "      <td>2478</td>\n",
       "      <td>688.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>3103.0</td>\n",
       "      <td>815</td>\n",
       "      <td>...</td>\n",
       "      <td>232.0</td>\n",
       "      <td>532</td>\n",
       "      <td>140.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>121</td>\n",
       "      <td>2377</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>3140.0</td>\n",
       "      <td>813</td>\n",
       "      <td>...</td>\n",
       "      <td>439.0</td>\n",
       "      <td>413</td>\n",
       "      <td>111.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>205</td>\n",
       "      <td>2430</td>\n",
       "      <td>521.0</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>0.404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3190.0</td>\n",
       "      <td>772</td>\n",
       "      <td>...</td>\n",
       "      <td>526.0</td>\n",
       "      <td>470</td>\n",
       "      <td>125.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>171</td>\n",
       "      <td>2132</td>\n",
       "      <td>183.0</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>0.142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>Gilbert Arenas</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>WAS</td>\n",
       "      <td>74</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2942.0</td>\n",
       "      <td>647</td>\n",
       "      <td>...</td>\n",
       "      <td>338.0</td>\n",
       "      <td>443</td>\n",
       "      <td>139.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>249</td>\n",
       "      <td>2105</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>0.024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3192.0</td>\n",
       "      <td>775</td>\n",
       "      <td>...</td>\n",
       "      <td>517.0</td>\n",
       "      <td>441</td>\n",
       "      <td>151.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>227</td>\n",
       "      <td>2323</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>75</td>\n",
       "      <td>74.0</td>\n",
       "      <td>3027.0</td>\n",
       "      <td>794</td>\n",
       "      <td>...</td>\n",
       "      <td>592.0</td>\n",
       "      <td>539</td>\n",
       "      <td>138.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>165</td>\n",
       "      <td>2250</td>\n",
       "      <td>438.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>SG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DEN</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3424.0</td>\n",
       "      <td>712</td>\n",
       "      <td>...</td>\n",
       "      <td>243.0</td>\n",
       "      <td>586</td>\n",
       "      <td>160.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>109</td>\n",
       "      <td>2164</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3048.0</td>\n",
       "      <td>854</td>\n",
       "      <td>...</td>\n",
       "      <td>398.0</td>\n",
       "      <td>589</td>\n",
       "      <td>173.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>178</td>\n",
       "      <td>2386</td>\n",
       "      <td>680.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>789</td>\n",
       "      <td>...</td>\n",
       "      <td>613.0</td>\n",
       "      <td>587</td>\n",
       "      <td>137.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>139</td>\n",
       "      <td>2304</td>\n",
       "      <td>1172.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2960.0</td>\n",
       "      <td>800</td>\n",
       "      <td>...</td>\n",
       "      <td>429.0</td>\n",
       "      <td>399</td>\n",
       "      <td>120.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>189</td>\n",
       "      <td>2201</td>\n",
       "      <td>698.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3239.0</td>\n",
       "      <td>794</td>\n",
       "      <td>...</td>\n",
       "      <td>623.0</td>\n",
       "      <td>231</td>\n",
       "      <td>112.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>171</td>\n",
       "      <td>2472</td>\n",
       "      <td>609.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2966.0</td>\n",
       "      <td>768</td>\n",
       "      <td>...</td>\n",
       "      <td>554.0</td>\n",
       "      <td>651</td>\n",
       "      <td>125.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>119</td>\n",
       "      <td>2258</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2792.0</td>\n",
       "      <td>719</td>\n",
       "      <td>...</td>\n",
       "      <td>373.0</td>\n",
       "      <td>501</td>\n",
       "      <td>142.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>181</td>\n",
       "      <td>2045</td>\n",
       "      <td>119.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3038.0</td>\n",
       "      <td>711</td>\n",
       "      <td>...</td>\n",
       "      <td>533.0</td>\n",
       "      <td>214</td>\n",
       "      <td>88.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>159</td>\n",
       "      <td>2161</td>\n",
       "      <td>190.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3063.0</td>\n",
       "      <td>758</td>\n",
       "      <td>...</td>\n",
       "      <td>590.0</td>\n",
       "      <td>554</td>\n",
       "      <td>124.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>163</td>\n",
       "      <td>2111</td>\n",
       "      <td>522.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>15</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2779.0</td>\n",
       "      <td>740</td>\n",
       "      <td>...</td>\n",
       "      <td>419.0</td>\n",
       "      <td>388</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>172</td>\n",
       "      <td>2078</td>\n",
       "      <td>428.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>66</td>\n",
       "      <td>66.0</td>\n",
       "      <td>2546.0</td>\n",
       "      <td>643</td>\n",
       "      <td>...</td>\n",
       "      <td>527.0</td>\n",
       "      <td>231</td>\n",
       "      <td>88.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>133</td>\n",
       "      <td>1850</td>\n",
       "      <td>889.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>62</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2326.0</td>\n",
       "      <td>621</td>\n",
       "      <td>...</td>\n",
       "      <td>492.0</td>\n",
       "      <td>387</td>\n",
       "      <td>115.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>96</td>\n",
       "      <td>1683</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>33.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>58</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2232.0</td>\n",
       "      <td>574</td>\n",
       "      <td>...</td>\n",
       "      <td>313.0</td>\n",
       "      <td>264</td>\n",
       "      <td>69.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>105</td>\n",
       "      <td>1616</td>\n",
       "      <td>352.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3119.0</td>\n",
       "      <td>731</td>\n",
       "      <td>...</td>\n",
       "      <td>640.0</td>\n",
       "      <td>374</td>\n",
       "      <td>116.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>143</td>\n",
       "      <td>2280</td>\n",
       "      <td>765.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>34.0</td>\n",
       "      <td>17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3013.0</td>\n",
       "      <td>738</td>\n",
       "      <td>...</td>\n",
       "      <td>433.0</td>\n",
       "      <td>469</td>\n",
       "      <td>106.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>173</td>\n",
       "      <td>2133</td>\n",
       "      <td>184.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2877.0</td>\n",
       "      <td>765</td>\n",
       "      <td>...</td>\n",
       "      <td>610.0</td>\n",
       "      <td>551</td>\n",
       "      <td>129.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>110</td>\n",
       "      <td>2036</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3122.0</td>\n",
       "      <td>849</td>\n",
       "      <td>...</td>\n",
       "      <td>598.0</td>\n",
       "      <td>445</td>\n",
       "      <td>103.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>174</td>\n",
       "      <td>2593</td>\n",
       "      <td>1232.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NYK</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2982.0</td>\n",
       "      <td>743</td>\n",
       "      <td>...</td>\n",
       "      <td>622.0</td>\n",
       "      <td>242</td>\n",
       "      <td>95.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>224</td>\n",
       "      <td>2112</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2902.0</td>\n",
       "      <td>767</td>\n",
       "      <td>...</td>\n",
       "      <td>533.0</td>\n",
       "      <td>488</td>\n",
       "      <td>121.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>126</td>\n",
       "      <td>2089</td>\n",
       "      <td>891.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2981.0</td>\n",
       "      <td>647</td>\n",
       "      <td>...</td>\n",
       "      <td>459.0</td>\n",
       "      <td>565</td>\n",
       "      <td>154.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>208</td>\n",
       "      <td>2217</td>\n",
       "      <td>936.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>0.720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2613.0</td>\n",
       "      <td>653</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>619</td>\n",
       "      <td>163.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>158</td>\n",
       "      <td>1900</td>\n",
       "      <td>1198.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>0.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2302.0</td>\n",
       "      <td>627</td>\n",
       "      <td>...</td>\n",
       "      <td>488.0</td>\n",
       "      <td>574</td>\n",
       "      <td>140.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>184</td>\n",
       "      <td>1886</td>\n",
       "      <td>352.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>0.271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3125.0</td>\n",
       "      <td>710</td>\n",
       "      <td>...</td>\n",
       "      <td>501.0</td>\n",
       "      <td>612</td>\n",
       "      <td>139.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>229</td>\n",
       "      <td>2376</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>0.007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>805</td>\n",
       "      <td>...</td>\n",
       "      <td>430.0</td>\n",
       "      <td>527</td>\n",
       "      <td>169.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>161</td>\n",
       "      <td>2375</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2578.0</td>\n",
       "      <td>698</td>\n",
       "      <td>...</td>\n",
       "      <td>589.0</td>\n",
       "      <td>361</td>\n",
       "      <td>69.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>137</td>\n",
       "      <td>2029</td>\n",
       "      <td>147.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>0.112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2802.0</td>\n",
       "      <td>824</td>\n",
       "      <td>...</td>\n",
       "      <td>864.0</td>\n",
       "      <td>840</td>\n",
       "      <td>132.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>438.0</td>\n",
       "      <td>190</td>\n",
       "      <td>2558</td>\n",
       "      <td>888.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2947.0</td>\n",
       "      <td>674</td>\n",
       "      <td>...</td>\n",
       "      <td>659.0</td>\n",
       "      <td>907</td>\n",
       "      <td>121.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>215</td>\n",
       "      <td>2356</td>\n",
       "      <td>753.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>Isaiah Thomas</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>BOS</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2569.0</td>\n",
       "      <td>682</td>\n",
       "      <td>...</td>\n",
       "      <td>205.0</td>\n",
       "      <td>448</td>\n",
       "      <td>70.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>167</td>\n",
       "      <td>2199</td>\n",
       "      <td>81.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>PF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>15</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3026.0</td>\n",
       "      <td>857</td>\n",
       "      <td>...</td>\n",
       "      <td>709.0</td>\n",
       "      <td>747</td>\n",
       "      <td>116.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>136</td>\n",
       "      <td>2251</td>\n",
       "      <td>738.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2551.0</td>\n",
       "      <td>651</td>\n",
       "      <td>...</td>\n",
       "      <td>389.0</td>\n",
       "      <td>630</td>\n",
       "      <td>126.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>169</td>\n",
       "      <td>2191</td>\n",
       "      <td>965.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>Anthony Davis</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NOP</td>\n",
       "      <td>75</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2727.0</td>\n",
       "      <td>780</td>\n",
       "      <td>...</td>\n",
       "      <td>832.0</td>\n",
       "      <td>174</td>\n",
       "      <td>115.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>159</td>\n",
       "      <td>2110</td>\n",
       "      <td>445.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>PG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2867.0</td>\n",
       "      <td>843</td>\n",
       "      <td>...</td>\n",
       "      <td>518.0</td>\n",
       "      <td>586</td>\n",
       "      <td>158.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>387.0</td>\n",
       "      <td>244</td>\n",
       "      <td>2818</td>\n",
       "      <td>776.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>Paul George</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2841.0</td>\n",
       "      <td>707</td>\n",
       "      <td>...</td>\n",
       "      <td>628.0</td>\n",
       "      <td>318</td>\n",
       "      <td>170.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>214</td>\n",
       "      <td>2159</td>\n",
       "      <td>356.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>Kemba Walker</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHO</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2863.0</td>\n",
       "      <td>731</td>\n",
       "      <td>...</td>\n",
       "      <td>361.0</td>\n",
       "      <td>484</td>\n",
       "      <td>102.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>131</td>\n",
       "      <td>2102</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>68</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2483.0</td>\n",
       "      <td>672</td>\n",
       "      <td>...</td>\n",
       "      <td>446.0</td>\n",
       "      <td>512</td>\n",
       "      <td>125.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>227</td>\n",
       "      <td>2335</td>\n",
       "      <td>367.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>PG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>POR</td>\n",
       "      <td>66</td>\n",
       "      <td>66.0</td>\n",
       "      <td>2474.0</td>\n",
       "      <td>624</td>\n",
       "      <td>...</td>\n",
       "      <td>284.0</td>\n",
       "      <td>530</td>\n",
       "      <td>70.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>114</td>\n",
       "      <td>1978</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>Devin Booker</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHO</td>\n",
       "      <td>70</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2512.0</td>\n",
       "      <td>627</td>\n",
       "      <td>...</td>\n",
       "      <td>297.0</td>\n",
       "      <td>456</td>\n",
       "      <td>49.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>213</td>\n",
       "      <td>1863</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>PG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>63</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2152.0</td>\n",
       "      <td>658</td>\n",
       "      <td>...</td>\n",
       "      <td>345.0</td>\n",
       "      <td>363</td>\n",
       "      <td>77.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>119</td>\n",
       "      <td>2015</td>\n",
       "      <td>453.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>POR</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2398.0</td>\n",
       "      <td>602</td>\n",
       "      <td>...</td>\n",
       "      <td>283.0</td>\n",
       "      <td>505</td>\n",
       "      <td>62.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>102</td>\n",
       "      <td>1928</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>Nikola Jokić</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DEN</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2488.0</td>\n",
       "      <td>732</td>\n",
       "      <td>...</td>\n",
       "      <td>780.0</td>\n",
       "      <td>599</td>\n",
       "      <td>95.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>192</td>\n",
       "      <td>1898</td>\n",
       "      <td>971.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>Trae Young</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2652.0</td>\n",
       "      <td>711</td>\n",
       "      <td>...</td>\n",
       "      <td>284.0</td>\n",
       "      <td>737</td>\n",
       "      <td>72.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>303.0</td>\n",
       "      <td>128</td>\n",
       "      <td>2155</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>DeMar DeRozan</td>\n",
       "      <td>PF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2743.0</td>\n",
       "      <td>774</td>\n",
       "      <td>...</td>\n",
       "      <td>392.0</td>\n",
       "      <td>374</td>\n",
       "      <td>68.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>178</td>\n",
       "      <td>2118</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>Joel Embiid</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>68</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2297.0</td>\n",
       "      <td>666</td>\n",
       "      <td>...</td>\n",
       "      <td>796.0</td>\n",
       "      <td>284</td>\n",
       "      <td>77.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>181</td>\n",
       "      <td>2079</td>\n",
       "      <td>706.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Jayson Tatum</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>BOS</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2732.0</td>\n",
       "      <td>727</td>\n",
       "      <td>...</td>\n",
       "      <td>649.0</td>\n",
       "      <td>342</td>\n",
       "      <td>78.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>160</td>\n",
       "      <td>2225</td>\n",
       "      <td>280.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.280</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   player pos   age  experience   lg   tm   g    gs      mp  \\\n",
       "season                                                                        \n",
       "1990       Michael Jordan  SG  26.0           6  NBA  CHI  82  82.0  3197.0   \n",
       "1990          Karl Malone  PF  26.0           5  NBA  UTA  82  82.0  3122.0   \n",
       "1990        Patrick Ewing   C  27.0           5  NBA  NYK  82  82.0  3165.0   \n",
       "1991       Michael Jordan  SG  27.0           7  NBA  CHI  82  82.0  3034.0   \n",
       "1991          Karl Malone  PF  27.0           6  NBA  UTA  82  82.0  3302.0   \n",
       "1991        Patrick Ewing   C  28.0           6  NBA  NYK  81  81.0  3104.0   \n",
       "1992       Michael Jordan  SG  28.0           8  NBA  CHI  80  80.0  3102.0   \n",
       "1992          Karl Malone  PF  28.0           7  NBA  UTA  81  81.0  3054.0   \n",
       "1992         Chris Mullin  SF  28.0           7  NBA  GSW  81  81.0  3346.0   \n",
       "1993       Michael Jordan  SG  29.0           9  NBA  CHI  78  78.0  3067.0   \n",
       "1993          Karl Malone  PF  29.0           8  NBA  UTA  82  82.0  3099.0   \n",
       "1993      Hakeem Olajuwon   C  30.0           9  NBA  HOU  82  82.0  3242.0   \n",
       "1994       David Robinson   C  28.0           5  NBA  SAS  80  80.0  3241.0   \n",
       "1994     Shaquille O'Neal   C  21.0           2  NBA  ORL  81  81.0  3224.0   \n",
       "1994      Hakeem Olajuwon   C  31.0          10  NBA  HOU  80  80.0  3277.0   \n",
       "1995     Shaquille O'Neal   C  22.0           3  NBA  ORL  79  79.0  2923.0   \n",
       "1995       David Robinson   C  29.0           6  NBA  SAS  81  81.0  3074.0   \n",
       "1995          Karl Malone  PF  31.0          10  NBA  UTA  82  82.0  3126.0   \n",
       "1996       Michael Jordan  SG  32.0          11  NBA  CHI  82  82.0  3090.0   \n",
       "1996          Karl Malone  PF  32.0          11  NBA  UTA  82  82.0  3113.0   \n",
       "1996       David Robinson   C  30.0           7  NBA  SAS  82  82.0  3019.0   \n",
       "1997       Michael Jordan  SG  33.0          12  NBA  CHI  82  82.0  3106.0   \n",
       "1997          Karl Malone  PF  33.0          12  NBA  UTA  82  82.0  2998.0   \n",
       "1997            Glen Rice  SF  29.0           8  NBA  CHH  79  78.0  3362.0   \n",
       "1998       Michael Jordan  SG  34.0          13  NBA  CHI  82  82.0  3181.0   \n",
       "1998          Karl Malone  PF  34.0          13  NBA  UTA  81  81.0  3030.0   \n",
       "1998       Antoine Walker  PF  21.0           2  NBA  BOS  82  82.0  3268.0   \n",
       "1999     Shaquille O'Neal   C  26.0           7  NBA  LAL  49  49.0  1705.0   \n",
       "1999        Allen Iverson  SG  23.0           3  NBA  PHI  48  48.0  1990.0   \n",
       "1999          Karl Malone  PF  35.0          14  NBA  UTA  49  49.0  1832.0   \n",
       "2000     Shaquille O'Neal   C  27.0           8  NBA  LAL  79  79.0  3163.0   \n",
       "2000         Vince Carter  SF  23.0           2  NBA  TOR  82  82.0  3126.0   \n",
       "2000          Karl Malone  PF  36.0          15  NBA  UTA  82  82.0  2947.0   \n",
       "2001     Jerry Stackhouse  SG  26.0           6  NBA  DET  80  80.0  3215.0   \n",
       "2001        Allen Iverson  SG  25.0           5  NBA  PHI  71  71.0  2979.0   \n",
       "2001     Shaquille O'Neal   C  28.0           9  NBA  LAL  74  74.0  2924.0   \n",
       "2002          Paul Pierce  SG  24.0           4  NBA  BOS  82  82.0  3302.0   \n",
       "2002           Tim Duncan  PF  25.0           5  NBA  SAS  82  82.0  3329.0   \n",
       "2002          Kobe Bryant  SG  23.0           6  NBA  LAL  80  80.0  3063.0   \n",
       "2003          Kobe Bryant  SG  24.0           7  NBA  LAL  82  82.0  3401.0   \n",
       "2003        Tracy McGrady  SG  23.0           6  NBA  ORL  75  74.0  2954.0   \n",
       "2003        Allen Iverson  SG  27.0           7  NBA  PHI  82  82.0  3485.0   \n",
       "2004        Kevin Garnett  PF  27.0           9  NBA  MIN  82  82.0  3231.0   \n",
       "2004      Peja Stojaković  SF  26.0           6  NBA  SAC  81  81.0  3264.0   \n",
       "2004        Tracy McGrady  SG  24.0           7  NBA  ORL  67  67.0  2675.0   \n",
       "2005        Allen Iverson  PG  29.0           9  NBA  PHI  75  75.0  3174.0   \n",
       "2005         LeBron James  SF  20.0           2  NBA  CLE  80  80.0  3388.0   \n",
       "2005    Amar'e Stoudemire   C  22.0           3  NBA  PHO  80  80.0  2889.0   \n",
       "2006          Kobe Bryant  SG  27.0          10  NBA  LAL  80  80.0  3277.0   \n",
       "2006         LeBron James  SF  21.0           3  NBA  CLE  79  79.0  3361.0   \n",
       "2006        Allen Iverson  PG  30.0          10  NBA  PHI  72  72.0  3103.0   \n",
       "2007          Kobe Bryant  SG  28.0          11  NBA  LAL  77  77.0  3140.0   \n",
       "2007         LeBron James  SF  22.0           4  NBA  CLE  78  78.0  3190.0   \n",
       "2007       Gilbert Arenas  PG  25.0           6  NBA  WAS  74  73.0  2942.0   \n",
       "2008          Kobe Bryant  SG  29.0          12  NBA  LAL  82  82.0  3192.0   \n",
       "2008         LeBron James  SF  23.0           5  NBA  CLE  75  74.0  3027.0   \n",
       "2008        Allen Iverson  SG  32.0          12  NBA  DEN  82  82.0  3424.0   \n",
       "2009          Dwyane Wade  SG  27.0           6  NBA  MIA  79  79.0  3048.0   \n",
       "2009         LeBron James  SF  24.0           6  NBA  CLE  81  81.0  3054.0   \n",
       "2009          Kobe Bryant  SG  30.0          13  NBA  LAL  82  82.0  2960.0   \n",
       "2010         Kevin Durant  SF  21.0           3  NBA  OKC  82  82.0  3239.0   \n",
       "2010         LeBron James  SF  25.0           7  NBA  CLE  76  76.0  2966.0   \n",
       "2010          Dwyane Wade  SG  28.0           7  NBA  MIA  77  77.0  2792.0   \n",
       "2011         Kevin Durant  SF  22.0           4  NBA  OKC  78  78.0  3038.0   \n",
       "2011         LeBron James  SF  26.0           8  NBA  MIA  79  79.0  3063.0   \n",
       "2011          Kobe Bryant  SG  32.0          15  NBA  LAL  82  82.0  2779.0   \n",
       "2012         Kevin Durant  SF  23.0           5  NBA  OKC  66  66.0  2546.0   \n",
       "2012         LeBron James  SF  27.0           9  NBA  MIA  62  62.0  2326.0   \n",
       "2012          Kobe Bryant  SG  33.0          16  NBA  LAL  58  58.0  2232.0   \n",
       "2013         Kevin Durant  SF  24.0           6  NBA  OKC  81  81.0  3119.0   \n",
       "2013          Kobe Bryant  SG  34.0          17  NBA  LAL  78  78.0  3013.0   \n",
       "2013         LeBron James  PF  28.0          10  NBA  MIA  76  76.0  2877.0   \n",
       "2014         Kevin Durant  SF  25.0           7  NBA  OKC  81  81.0  3122.0   \n",
       "2014      Carmelo Anthony  PF  29.0          11  NBA  NYK  77  77.0  2982.0   \n",
       "2014         LeBron James  PF  29.0          11  NBA  MIA  77  77.0  2902.0   \n",
       "2015         James Harden  SG  25.0           6  NBA  HOU  81  81.0  2981.0   \n",
       "2015        Stephen Curry  PG  26.0           6  NBA  GSW  80  80.0  2613.0   \n",
       "2015    Russell Westbrook  PG  26.0           7  NBA  OKC  67  67.0  2302.0   \n",
       "2016         James Harden  SG  26.0           7  NBA  HOU  82  82.0  3125.0   \n",
       "2016        Stephen Curry  PG  27.0           7  NBA  GSW  79  79.0  2700.0   \n",
       "2016         Kevin Durant  SF  27.0           9  NBA  OKC  72  72.0  2578.0   \n",
       "2017    Russell Westbrook  PG  28.0           9  NBA  OKC  81  81.0  2802.0   \n",
       "2017         James Harden  PG  27.0           8  NBA  HOU  81  81.0  2947.0   \n",
       "2017        Isaiah Thomas  PG  27.0           6  NBA  BOS  76  76.0  2569.0   \n",
       "2018         LeBron James  PF  33.0          15  NBA  CLE  82  82.0  3026.0   \n",
       "2018         James Harden  SG  28.0           9  NBA  HOU  72  72.0  2551.0   \n",
       "2018        Anthony Davis  PF  24.0           6  NBA  NOP  75  75.0  2727.0   \n",
       "2019         James Harden  PG  29.0          10  NBA  HOU  78  78.0  2867.0   \n",
       "2019          Paul George  SF  28.0           9  NBA  OKC  77  77.0  2841.0   \n",
       "2019         Kemba Walker  PG  28.0           8  NBA  CHO  82  82.0  2863.0   \n",
       "2020         James Harden  SG  30.0          11  NBA  HOU  68  68.0  2483.0   \n",
       "2020       Damian Lillard  PG  29.0           8  NBA  POR  66  66.0  2474.0   \n",
       "2020         Devin Booker  SG  23.0           5  NBA  PHO  70  70.0  2512.0   \n",
       "2021        Stephen Curry  PG  32.0          12  NBA  GSW  63  63.0  2152.0   \n",
       "2021       Damian Lillard  PG  30.0           9  NBA  POR  67  67.0  2398.0   \n",
       "2021         Nikola Jokić   C  25.0           6  NBA  DEN  72  72.0  2488.0   \n",
       "2022           Trae Young  PG  23.0           4  NBA  ATL  76  76.0  2652.0   \n",
       "2022        DeMar DeRozan  PF  32.0          13  NBA  CHI  76  76.0  2743.0   \n",
       "2022          Joel Embiid   C  27.0           6  NBA  PHI  68  68.0  2297.0   \n",
       "2023         Jayson Tatum  PF  24.0           6  NBA  BOS  74  74.0  2732.0   \n",
       "\n",
       "          fg  ...     trb  ast    stl    blk    tov   pf   pts  pts_won  \\\n",
       "season        ...                                                         \n",
       "1990    1034  ...   565.0  519  227.0   54.0  247.0  241  2753    564.0   \n",
       "1990     914  ...   911.0  226  121.0   50.0  304.0  259  2540    214.0   \n",
       "1990     922  ...   893.0  182   78.0  327.0  278.0  325  2347    162.0   \n",
       "1991     990  ...   492.0  453  223.0   83.0  202.0  229  2580    891.0   \n",
       "1991     847  ...   967.0  270   89.0   79.0  244.0  268  2382    142.0   \n",
       "1991     845  ...   905.0  244   80.0  258.0  291.0  287  2154     20.0   \n",
       "1992     943  ...   511.0  489  182.0   75.0  200.0  201  2404    900.0   \n",
       "1992     798  ...   909.0  241  108.0   51.0  248.0  226  2272    262.0   \n",
       "1992     830  ...   450.0  286  173.0   62.0  202.0  171  2074     81.0   \n",
       "1993     992  ...   522.0  428  221.0   61.0  207.0  188  2541    565.0   \n",
       "1993     797  ...   919.0  308  124.0   85.0  240.0  261  2217     10.0   \n",
       "1993     848  ...  1068.0  291  150.0  342.0  262.0  305  2140    647.0   \n",
       "1994     840  ...   855.0  381  139.0  265.0  253.0  228  2383    730.0   \n",
       "1994     953  ...  1072.0  195   76.0  231.0  222.0  281  2377    289.0   \n",
       "1994     894  ...   955.0  287  128.0  297.0  271.0  289  2184    889.0   \n",
       "1995     930  ...   901.0  214   73.0  192.0  204.0  258  2315    605.0   \n",
       "1995     788  ...   877.0  236  134.0  262.0  233.0  230  2238    901.0   \n",
       "1995     830  ...   871.0  285  129.0   85.0  236.0  269  2187    532.0   \n",
       "1996     916  ...   543.0  352  180.0   42.0  197.0  195  2491   1114.0   \n",
       "1996     789  ...   804.0  345  138.0   56.0  199.0  245  2106     85.0   \n",
       "1996     711  ...  1000.0  247  111.0  271.0  190.0  262  2051    574.0   \n",
       "1997     920  ...   482.0  352  140.0   44.0  166.0  156  2431    957.0   \n",
       "1997     864  ...   809.0  368  113.0   48.0  233.0  217  2249    986.0   \n",
       "1997     722  ...   318.0  160   72.0   26.0  177.0  190  2115    134.0   \n",
       "1998     881  ...   475.0  283  141.0   45.0  185.0  151  2357   1084.0   \n",
       "1998     780  ...   834.0  316   96.0   70.0  247.0  237  2190    842.0   \n",
       "1998     722  ...   836.0  273  142.0   60.0  292.0  262  1840      6.0   \n",
       "1999     510  ...   525.0  114   36.0   82.0  122.0  155  1289     89.0   \n",
       "1999     435  ...   236.0  223  110.0    7.0  167.0   98  1284    319.0   \n",
       "1999     393  ...   463.0  201   62.0   28.0  162.0  134  1164    827.0   \n",
       "2000     956  ...  1078.0  299   36.0  239.0  223.0  255  2344   1207.0   \n",
       "2000     788  ...   476.0  322  110.0   92.0  178.0  263  2107     51.0   \n",
       "2000     752  ...   779.0  304   79.0   71.0  231.0  229  2095    312.0   \n",
       "2001     774  ...   315.0  410   97.0   54.0  326.0  160  2380      3.0   \n",
       "2001     762  ...   273.0  325  178.0   20.0  237.0  147  2207   1121.0   \n",
       "2001     813  ...   940.0  277   47.0  204.0  218.0  256  2125    578.0   \n",
       "2002     707  ...   566.0  261  154.0   86.0  241.0  237  2144     22.0   \n",
       "2002     764  ...  1042.0  307   61.0  203.0  263.0  217  2089    954.0   \n",
       "2002     749  ...   441.0  438  118.0   35.0  223.0  228  2019     98.0   \n",
       "2003     868  ...   564.0  481  181.0   67.0  288.0  218  2461    496.0   \n",
       "2003     829  ...   488.0  411  124.0   59.0  195.0  156  2407    427.0   \n",
       "2003     804  ...   344.0  454  225.0   13.0  286.0  149  2262     83.0   \n",
       "2004     804  ...  1139.0  409  120.0  178.0  212.0  202  1987   1219.0   \n",
       "2004     665  ...   508.0  173  108.0   14.0  153.0  159  1964    281.0   \n",
       "2004     653  ...   402.0  370   93.0   42.0  179.0  129  1878      0.0   \n",
       "2005     771  ...   299.0  596  180.0    9.0  344.0  140  2302    240.0   \n",
       "2005     795  ...   588.0  577  177.0   52.0  262.0  146  2175     93.0   \n",
       "2005     747  ...   713.0  131   77.0  130.0  189.0  278  2080     41.0   \n",
       "2006     978  ...   425.0  360  147.0   30.0  250.0  233  2832    483.0   \n",
       "2006     875  ...   556.0  521  123.0   66.0  260.0  181  2478    688.0   \n",
       "2006     815  ...   232.0  532  140.0   10.0  248.0  121  2377      1.0   \n",
       "2007     813  ...   439.0  413  111.0   36.0  255.0  205  2430    521.0   \n",
       "2007     772  ...   526.0  470  125.0   55.0  250.0  171  2132    183.0   \n",
       "2007     647  ...   338.0  443  139.0   13.0  236.0  249  2105     31.0   \n",
       "2008     775  ...   517.0  441  151.0   40.0  257.0  227  2323   1100.0   \n",
       "2008     794  ...   592.0  539  138.0   81.0  255.0  165  2250    438.0   \n",
       "2008     712  ...   243.0  586  160.0   12.0  245.0  109  2164      0.0   \n",
       "2009     854  ...   398.0  589  173.0  106.0  272.0  178  2386    680.0   \n",
       "2009     789  ...   613.0  587  137.0   93.0  241.0  139  2304   1172.0   \n",
       "2009     800  ...   429.0  399  120.0   37.0  210.0  189  2201    698.0   \n",
       "2010     794  ...   623.0  231  112.0   84.0  271.0  171  2472    609.0   \n",
       "2010     768  ...   554.0  651  125.0   77.0  261.0  119  2258   1205.0   \n",
       "2010     719  ...   373.0  501  142.0   82.0  252.0  181  2045    119.0   \n",
       "2011     711  ...   533.0  214   88.0   76.0  218.0  159  2161    190.0   \n",
       "2011     758  ...   590.0  554  124.0   50.0  284.0  163  2111    522.0   \n",
       "2011     740  ...   419.0  388   99.0   12.0  243.0  172  2078    428.0   \n",
       "2012     643  ...   527.0  231   88.0   77.0  248.0  133  1850    889.0   \n",
       "2012     621  ...   492.0  387  115.0   50.0  213.0   96  1683   1074.0   \n",
       "2012     574  ...   313.0  264   69.0   18.0  204.0  105  1616    352.0   \n",
       "2013     731  ...   640.0  374  116.0  105.0  280.0  143  2280    765.0   \n",
       "2013     738  ...   433.0  469  106.0   25.0  287.0  173  2133    184.0   \n",
       "2013     765  ...   610.0  551  129.0   67.0  226.0  110  2036   1207.0   \n",
       "2014     849  ...   598.0  445  103.0   59.0  285.0  174  2593   1232.0   \n",
       "2014     743  ...   622.0  242   95.0   51.0  198.0  224  2112      4.0   \n",
       "2014     767  ...   533.0  488  121.0   26.0  270.0  126  2089    891.0   \n",
       "2015     647  ...   459.0  565  154.0   60.0  321.0  208  2217    936.0   \n",
       "2015     653  ...   341.0  619  163.0   16.0  249.0  158  1900   1198.0   \n",
       "2015     627  ...   488.0  574  140.0   14.0  293.0  184  1886    352.0   \n",
       "2016     710  ...   501.0  612  139.0   51.0  374.0  229  2376      9.0   \n",
       "2016     805  ...   430.0  527  169.0   15.0  262.0  161  2375   1310.0   \n",
       "2016     698  ...   589.0  361   69.0   85.0  250.0  137  2029    147.0   \n",
       "2017     824  ...   864.0  840  132.0   31.0  438.0  190  2558    888.0   \n",
       "2017     674  ...   659.0  907  121.0   38.0  464.0  215  2356    753.0   \n",
       "2017     682  ...   205.0  448   70.0   13.0  210.0  167  2199     81.0   \n",
       "2018     857  ...   709.0  747  116.0   71.0  347.0  136  2251    738.0   \n",
       "2018     651  ...   389.0  630  126.0   50.0  315.0  169  2191    965.0   \n",
       "2018     780  ...   832.0  174  115.0  193.0  162.0  159  2110    445.0   \n",
       "2019     843  ...   518.0  586  158.0   58.0  387.0  244  2818    776.0   \n",
       "2019     707  ...   628.0  318  170.0   34.0  205.0  214  2159    356.0   \n",
       "2019     731  ...   361.0  484  102.0   34.0  211.0  131  2102      0.0   \n",
       "2020     672  ...   446.0  512  125.0   60.0  308.0  227  2335    367.0   \n",
       "2020     624  ...   284.0  530   70.0   22.0  194.0  114  1978     23.0   \n",
       "2020     627  ...   297.0  456   49.0   18.0  264.0  213  1863      0.0   \n",
       "2021     658  ...   345.0  363   77.0    8.0  213.0  119  2015    453.0   \n",
       "2021     602  ...   283.0  505   62.0   17.0  203.0  102  1928     38.0   \n",
       "2021     732  ...   780.0  599   95.0   48.0  222.0  192  1898    971.0   \n",
       "2022     711  ...   284.0  737   72.0    7.0  303.0  128  2155      0.0   \n",
       "2022     774  ...   392.0  374   68.0   24.0  181.0  178  2118      1.0   \n",
       "2022     666  ...   796.0  284   77.0   99.0  214.0  181  2079    706.0   \n",
       "2023     727  ...   649.0  342   78.0   51.0  213.0  160  2225    280.0   \n",
       "\n",
       "        pts_max  share  \n",
       "season                  \n",
       "1990      920.0  0.613  \n",
       "1990      920.0  0.233  \n",
       "1990      920.0  0.176  \n",
       "1991      960.0  0.928  \n",
       "1991      960.0  0.148  \n",
       "1991      960.0  0.021  \n",
       "1992      960.0  0.938  \n",
       "1992      960.0  0.273  \n",
       "1992      960.0  0.084  \n",
       "1993      980.0  0.577  \n",
       "1993      980.0  0.010  \n",
       "1993      980.0  0.660  \n",
       "1994     1010.0  0.723  \n",
       "1994     1010.0  0.286  \n",
       "1994     1010.0  0.880  \n",
       "1995     1050.0  0.576  \n",
       "1995     1050.0  0.858  \n",
       "1995     1050.0  0.507  \n",
       "1996     1130.0  0.986  \n",
       "1996     1130.0  0.075  \n",
       "1996     1130.0  0.508  \n",
       "1997     1150.0  0.832  \n",
       "1997     1150.0  0.857  \n",
       "1997     1150.0  0.117  \n",
       "1998     1160.0  0.934  \n",
       "1998     1160.0  0.726  \n",
       "1998     1160.0  0.005  \n",
       "1999     1180.0  0.075  \n",
       "1999     1180.0  0.270  \n",
       "1999     1180.0  0.701  \n",
       "2000     1210.0  0.998  \n",
       "2000     1210.0  0.042  \n",
       "2000     1210.0  0.258  \n",
       "2001     1240.0  0.002  \n",
       "2001     1240.0  0.904  \n",
       "2001     1240.0  0.466  \n",
       "2002     1260.0  0.017  \n",
       "2002     1260.0  0.757  \n",
       "2002     1260.0  0.078  \n",
       "2003     1190.0  0.417  \n",
       "2003     1190.0  0.359  \n",
       "2003     1190.0  0.070  \n",
       "2004     1230.0  0.991  \n",
       "2004     1230.0  0.228  \n",
       "2004        0.0  0.000  \n",
       "2005     1270.0  0.189  \n",
       "2005     1270.0  0.073  \n",
       "2005     1270.0  0.032  \n",
       "2006     1250.0  0.386  \n",
       "2006     1250.0  0.550  \n",
       "2006     1250.0  0.001  \n",
       "2007     1290.0  0.404  \n",
       "2007     1290.0  0.142  \n",
       "2007     1290.0  0.024  \n",
       "2008     1260.0  0.873  \n",
       "2008     1260.0  0.348  \n",
       "2008        0.0  0.000  \n",
       "2009     1210.0  0.562  \n",
       "2009     1210.0  0.969  \n",
       "2009     1210.0  0.577  \n",
       "2010     1230.0  0.495  \n",
       "2010     1230.0  0.980  \n",
       "2010     1230.0  0.097  \n",
       "2011     1210.0  0.157  \n",
       "2011     1210.0  0.431  \n",
       "2011     1210.0  0.354  \n",
       "2012     1210.0  0.735  \n",
       "2012     1210.0  0.888  \n",
       "2012     1210.0  0.291  \n",
       "2013     1210.0  0.632  \n",
       "2013     1210.0  0.152  \n",
       "2013     1210.0  0.998  \n",
       "2014     1250.0  0.986  \n",
       "2014     1250.0  0.003  \n",
       "2014     1250.0  0.713  \n",
       "2015     1300.0  0.720  \n",
       "2015     1300.0  0.922  \n",
       "2015     1300.0  0.271  \n",
       "2016     1310.0  0.007  \n",
       "2016     1310.0  1.000  \n",
       "2016     1310.0  0.112  \n",
       "2017     1010.0  0.879  \n",
       "2017     1010.0  0.746  \n",
       "2017     1010.0  0.080  \n",
       "2018     1010.0  0.731  \n",
       "2018     1010.0  0.955  \n",
       "2018     1010.0  0.441  \n",
       "2019     1010.0  0.768  \n",
       "2019     1010.0  0.352  \n",
       "2019        0.0  0.000  \n",
       "2020     1010.0  0.363  \n",
       "2020     1010.0  0.023  \n",
       "2020        0.0  0.000  \n",
       "2021     1010.0  0.449  \n",
       "2021     1010.0  0.038  \n",
       "2021     1010.0  0.961  \n",
       "2022        0.0  0.000  \n",
       "2022     1000.0  0.001  \n",
       "2022     1000.0  0.706  \n",
       "2023     1000.0  0.280  \n",
       "\n",
       "[100 rows x 34 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#first-three nba players with the most points per season\n",
    "pd.options.display.max_rows = 100\n",
    "all_players.groupby(['season'], group_keys =False).apply(lambda x: x.sort_values('pts', ascending = False).head(3)).head(100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3bd4986b-b4bc-4b13-8732-d7380eac5dac",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player</th>\n",
       "      <th>pos</th>\n",
       "      <th>age</th>\n",
       "      <th>experience</th>\n",
       "      <th>lg</th>\n",
       "      <th>tm</th>\n",
       "      <th>g</th>\n",
       "      <th>gs</th>\n",
       "      <th>mp</th>\n",
       "      <th>fg</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>pts_won</th>\n",
       "      <th>pts_max</th>\n",
       "      <th>share</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Magic Johnson</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2937.0</td>\n",
       "      <td>546</td>\n",
       "      <td>...</td>\n",
       "      <td>522.0</td>\n",
       "      <td>907</td>\n",
       "      <td>132.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>167</td>\n",
       "      <td>1765</td>\n",
       "      <td>636.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Charles Barkley</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3085.0</td>\n",
       "      <td>706</td>\n",
       "      <td>...</td>\n",
       "      <td>909.0</td>\n",
       "      <td>307</td>\n",
       "      <td>148.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>250</td>\n",
       "      <td>1989</td>\n",
       "      <td>614.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3197.0</td>\n",
       "      <td>1034</td>\n",
       "      <td>...</td>\n",
       "      <td>565.0</td>\n",
       "      <td>519</td>\n",
       "      <td>227.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>241</td>\n",
       "      <td>2753</td>\n",
       "      <td>564.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>0.613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3034.0</td>\n",
       "      <td>990</td>\n",
       "      <td>...</td>\n",
       "      <td>492.0</td>\n",
       "      <td>453</td>\n",
       "      <td>223.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>229</td>\n",
       "      <td>2580</td>\n",
       "      <td>891.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>Magic Johnson</td>\n",
       "      <td>PG</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2933.0</td>\n",
       "      <td>466</td>\n",
       "      <td>...</td>\n",
       "      <td>551.0</td>\n",
       "      <td>989</td>\n",
       "      <td>102.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>150</td>\n",
       "      <td>1531</td>\n",
       "      <td>497.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>82</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3095.0</td>\n",
       "      <td>754</td>\n",
       "      <td>...</td>\n",
       "      <td>1063.0</td>\n",
       "      <td>208</td>\n",
       "      <td>127.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>264</td>\n",
       "      <td>2101</td>\n",
       "      <td>476.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3102.0</td>\n",
       "      <td>943</td>\n",
       "      <td>...</td>\n",
       "      <td>511.0</td>\n",
       "      <td>489</td>\n",
       "      <td>182.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>201</td>\n",
       "      <td>2404</td>\n",
       "      <td>900.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>Clyde Drexler</td>\n",
       "      <td>SG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>POR</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2751.0</td>\n",
       "      <td>694</td>\n",
       "      <td>...</td>\n",
       "      <td>500.0</td>\n",
       "      <td>512</td>\n",
       "      <td>138.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>229</td>\n",
       "      <td>1903</td>\n",
       "      <td>561.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>68</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2564.0</td>\n",
       "      <td>592</td>\n",
       "      <td>...</td>\n",
       "      <td>829.0</td>\n",
       "      <td>181</td>\n",
       "      <td>158.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>219</td>\n",
       "      <td>1578</td>\n",
       "      <td>337.0</td>\n",
       "      <td>960.0</td>\n",
       "      <td>0.351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>Charles Barkley</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHO</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2859.0</td>\n",
       "      <td>716</td>\n",
       "      <td>...</td>\n",
       "      <td>928.0</td>\n",
       "      <td>385</td>\n",
       "      <td>119.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>196</td>\n",
       "      <td>1944</td>\n",
       "      <td>835.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>0.852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>Hakeem Olajuwon</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3242.0</td>\n",
       "      <td>848</td>\n",
       "      <td>...</td>\n",
       "      <td>1068.0</td>\n",
       "      <td>291</td>\n",
       "      <td>150.0</td>\n",
       "      <td>342.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>305</td>\n",
       "      <td>2140</td>\n",
       "      <td>647.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>0.660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3067.0</td>\n",
       "      <td>992</td>\n",
       "      <td>...</td>\n",
       "      <td>522.0</td>\n",
       "      <td>428</td>\n",
       "      <td>221.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>188</td>\n",
       "      <td>2541</td>\n",
       "      <td>565.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>0.577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>Hakeem Olajuwon</td>\n",
       "      <td>C</td>\n",
       "      <td>31.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3277.0</td>\n",
       "      <td>894</td>\n",
       "      <td>...</td>\n",
       "      <td>955.0</td>\n",
       "      <td>287</td>\n",
       "      <td>128.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>289</td>\n",
       "      <td>2184</td>\n",
       "      <td>889.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3241.0</td>\n",
       "      <td>840</td>\n",
       "      <td>...</td>\n",
       "      <td>855.0</td>\n",
       "      <td>381</td>\n",
       "      <td>139.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>228</td>\n",
       "      <td>2383</td>\n",
       "      <td>730.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>Scottie Pippen</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2759.0</td>\n",
       "      <td>627</td>\n",
       "      <td>...</td>\n",
       "      <td>629.0</td>\n",
       "      <td>403</td>\n",
       "      <td>211.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>227</td>\n",
       "      <td>1587</td>\n",
       "      <td>390.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3074.0</td>\n",
       "      <td>788</td>\n",
       "      <td>...</td>\n",
       "      <td>877.0</td>\n",
       "      <td>236</td>\n",
       "      <td>134.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>230</td>\n",
       "      <td>2238</td>\n",
       "      <td>901.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>0.858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ORL</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2923.0</td>\n",
       "      <td>930</td>\n",
       "      <td>...</td>\n",
       "      <td>901.0</td>\n",
       "      <td>214</td>\n",
       "      <td>73.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>258</td>\n",
       "      <td>2315</td>\n",
       "      <td>605.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>0.576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3126.0</td>\n",
       "      <td>830</td>\n",
       "      <td>...</td>\n",
       "      <td>871.0</td>\n",
       "      <td>285</td>\n",
       "      <td>129.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>269</td>\n",
       "      <td>2187</td>\n",
       "      <td>532.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>0.507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3090.0</td>\n",
       "      <td>916</td>\n",
       "      <td>...</td>\n",
       "      <td>543.0</td>\n",
       "      <td>352</td>\n",
       "      <td>180.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>195</td>\n",
       "      <td>2491</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>0.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3019.0</td>\n",
       "      <td>711</td>\n",
       "      <td>...</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>247</td>\n",
       "      <td>111.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>262</td>\n",
       "      <td>2051</td>\n",
       "      <td>574.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>0.508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>Anfernee Hardaway</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ORL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3015.0</td>\n",
       "      <td>623</td>\n",
       "      <td>...</td>\n",
       "      <td>354.0</td>\n",
       "      <td>582</td>\n",
       "      <td>166.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>160</td>\n",
       "      <td>1780</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>0.319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2998.0</td>\n",
       "      <td>864</td>\n",
       "      <td>...</td>\n",
       "      <td>809.0</td>\n",
       "      <td>368</td>\n",
       "      <td>113.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>217</td>\n",
       "      <td>2249</td>\n",
       "      <td>986.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>0.857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>33.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3106.0</td>\n",
       "      <td>920</td>\n",
       "      <td>...</td>\n",
       "      <td>482.0</td>\n",
       "      <td>352</td>\n",
       "      <td>140.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>156</td>\n",
       "      <td>2431</td>\n",
       "      <td>957.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>0.832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Grant Hill</td>\n",
       "      <td>SF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DET</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3147.0</td>\n",
       "      <td>625</td>\n",
       "      <td>...</td>\n",
       "      <td>721.0</td>\n",
       "      <td>583</td>\n",
       "      <td>144.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>186</td>\n",
       "      <td>1710</td>\n",
       "      <td>376.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>0.327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>SG</td>\n",
       "      <td>34.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3181.0</td>\n",
       "      <td>881</td>\n",
       "      <td>...</td>\n",
       "      <td>475.0</td>\n",
       "      <td>283</td>\n",
       "      <td>141.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>151</td>\n",
       "      <td>2357</td>\n",
       "      <td>1084.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>0.934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>34.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3030.0</td>\n",
       "      <td>780</td>\n",
       "      <td>...</td>\n",
       "      <td>834.0</td>\n",
       "      <td>316</td>\n",
       "      <td>96.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>237</td>\n",
       "      <td>2190</td>\n",
       "      <td>842.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>0.726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>Gary Payton</td>\n",
       "      <td>PG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SEA</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3145.0</td>\n",
       "      <td>579</td>\n",
       "      <td>...</td>\n",
       "      <td>376.0</td>\n",
       "      <td>679</td>\n",
       "      <td>185.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>195</td>\n",
       "      <td>1571</td>\n",
       "      <td>431.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>0.372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>PF</td>\n",
       "      <td>35.0</td>\n",
       "      <td>14</td>\n",
       "      <td>NBA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>49</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>393</td>\n",
       "      <td>...</td>\n",
       "      <td>463.0</td>\n",
       "      <td>201</td>\n",
       "      <td>62.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>134</td>\n",
       "      <td>1164</td>\n",
       "      <td>827.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>0.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>Alonzo Mourning</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>46</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1753.0</td>\n",
       "      <td>324</td>\n",
       "      <td>...</td>\n",
       "      <td>507.0</td>\n",
       "      <td>74</td>\n",
       "      <td>34.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>161</td>\n",
       "      <td>924</td>\n",
       "      <td>773.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>0.655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>PF</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>50</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>418</td>\n",
       "      <td>...</td>\n",
       "      <td>571.0</td>\n",
       "      <td>121</td>\n",
       "      <td>45.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>147</td>\n",
       "      <td>1084</td>\n",
       "      <td>740.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>0.627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3163.0</td>\n",
       "      <td>956</td>\n",
       "      <td>...</td>\n",
       "      <td>1078.0</td>\n",
       "      <td>299</td>\n",
       "      <td>36.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>255</td>\n",
       "      <td>2344</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>PF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIN</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3243.0</td>\n",
       "      <td>759</td>\n",
       "      <td>...</td>\n",
       "      <td>956.0</td>\n",
       "      <td>401</td>\n",
       "      <td>120.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>205</td>\n",
       "      <td>1857</td>\n",
       "      <td>408.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>Alonzo Mourning</td>\n",
       "      <td>C</td>\n",
       "      <td>29.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>79</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2748.0</td>\n",
       "      <td>652</td>\n",
       "      <td>...</td>\n",
       "      <td>753.0</td>\n",
       "      <td>123</td>\n",
       "      <td>40.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>308</td>\n",
       "      <td>1718</td>\n",
       "      <td>367.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>71</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2979.0</td>\n",
       "      <td>762</td>\n",
       "      <td>...</td>\n",
       "      <td>273.0</td>\n",
       "      <td>325</td>\n",
       "      <td>178.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>147</td>\n",
       "      <td>2207</td>\n",
       "      <td>1121.0</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>0.904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3174.0</td>\n",
       "      <td>702</td>\n",
       "      <td>...</td>\n",
       "      <td>997.0</td>\n",
       "      <td>245</td>\n",
       "      <td>70.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>247</td>\n",
       "      <td>1820</td>\n",
       "      <td>706.0</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>0.569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2924.0</td>\n",
       "      <td>813</td>\n",
       "      <td>...</td>\n",
       "      <td>940.0</td>\n",
       "      <td>277</td>\n",
       "      <td>47.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>256</td>\n",
       "      <td>2125</td>\n",
       "      <td>578.0</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>0.466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3329.0</td>\n",
       "      <td>764</td>\n",
       "      <td>...</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>307</td>\n",
       "      <td>61.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>217</td>\n",
       "      <td>2089</td>\n",
       "      <td>954.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>Jason Kidd</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NJN</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3056.0</td>\n",
       "      <td>445</td>\n",
       "      <td>...</td>\n",
       "      <td>595.0</td>\n",
       "      <td>808</td>\n",
       "      <td>175.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>136</td>\n",
       "      <td>1208</td>\n",
       "      <td>897.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>29.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>67</td>\n",
       "      <td>66.0</td>\n",
       "      <td>2422.0</td>\n",
       "      <td>712</td>\n",
       "      <td>...</td>\n",
       "      <td>715.0</td>\n",
       "      <td>200</td>\n",
       "      <td>41.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>199</td>\n",
       "      <td>1822</td>\n",
       "      <td>696.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3181.0</td>\n",
       "      <td>714</td>\n",
       "      <td>...</td>\n",
       "      <td>1043.0</td>\n",
       "      <td>316</td>\n",
       "      <td>55.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>231</td>\n",
       "      <td>1884</td>\n",
       "      <td>962.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIN</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3321.0</td>\n",
       "      <td>743</td>\n",
       "      <td>...</td>\n",
       "      <td>1102.0</td>\n",
       "      <td>495</td>\n",
       "      <td>113.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>199</td>\n",
       "      <td>1883</td>\n",
       "      <td>871.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3401.0</td>\n",
       "      <td>868</td>\n",
       "      <td>...</td>\n",
       "      <td>564.0</td>\n",
       "      <td>481</td>\n",
       "      <td>181.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>218</td>\n",
       "      <td>2461</td>\n",
       "      <td>496.0</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIN</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3231.0</td>\n",
       "      <td>804</td>\n",
       "      <td>...</td>\n",
       "      <td>1139.0</td>\n",
       "      <td>409</td>\n",
       "      <td>120.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>202</td>\n",
       "      <td>1987</td>\n",
       "      <td>1219.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>69</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>592</td>\n",
       "      <td>...</td>\n",
       "      <td>859.0</td>\n",
       "      <td>213</td>\n",
       "      <td>62.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>164</td>\n",
       "      <td>1538</td>\n",
       "      <td>716.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>Jermaine O'Neal</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>IND</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2788.0</td>\n",
       "      <td>608</td>\n",
       "      <td>...</td>\n",
       "      <td>778.0</td>\n",
       "      <td>164</td>\n",
       "      <td>59.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>248</td>\n",
       "      <td>1566</td>\n",
       "      <td>523.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>Steve Nash</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHO</td>\n",
       "      <td>75</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2573.0</td>\n",
       "      <td>430</td>\n",
       "      <td>...</td>\n",
       "      <td>249.0</td>\n",
       "      <td>861</td>\n",
       "      <td>74.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>136</td>\n",
       "      <td>1165</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>C</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>73</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>658</td>\n",
       "      <td>...</td>\n",
       "      <td>760.0</td>\n",
       "      <td>200</td>\n",
       "      <td>36.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>262</td>\n",
       "      <td>1669</td>\n",
       "      <td>1032.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>Dirk Nowitzki</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DAL</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3020.0</td>\n",
       "      <td>663</td>\n",
       "      <td>...</td>\n",
       "      <td>757.0</td>\n",
       "      <td>240</td>\n",
       "      <td>97.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>219</td>\n",
       "      <td>2032</td>\n",
       "      <td>349.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>Steve Nash</td>\n",
       "      <td>PG</td>\n",
       "      <td>31.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHO</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2796.0</td>\n",
       "      <td>541</td>\n",
       "      <td>...</td>\n",
       "      <td>333.0</td>\n",
       "      <td>826</td>\n",
       "      <td>61.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>120</td>\n",
       "      <td>1489</td>\n",
       "      <td>924.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3361.0</td>\n",
       "      <td>875</td>\n",
       "      <td>...</td>\n",
       "      <td>556.0</td>\n",
       "      <td>521</td>\n",
       "      <td>123.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>181</td>\n",
       "      <td>2478</td>\n",
       "      <td>688.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>Dirk Nowitzki</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DAL</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3089.0</td>\n",
       "      <td>751</td>\n",
       "      <td>...</td>\n",
       "      <td>728.0</td>\n",
       "      <td>226</td>\n",
       "      <td>58.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>164</td>\n",
       "      <td>2151</td>\n",
       "      <td>544.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>Dirk Nowitzki</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DAL</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2820.0</td>\n",
       "      <td>673</td>\n",
       "      <td>...</td>\n",
       "      <td>693.0</td>\n",
       "      <td>263</td>\n",
       "      <td>52.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>171</td>\n",
       "      <td>1916</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>0.882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>Steve Nash</td>\n",
       "      <td>PG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHO</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2682.0</td>\n",
       "      <td>517</td>\n",
       "      <td>...</td>\n",
       "      <td>269.0</td>\n",
       "      <td>884</td>\n",
       "      <td>57.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>117</td>\n",
       "      <td>1412</td>\n",
       "      <td>1013.0</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>0.785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>3140.0</td>\n",
       "      <td>813</td>\n",
       "      <td>...</td>\n",
       "      <td>439.0</td>\n",
       "      <td>413</td>\n",
       "      <td>111.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>205</td>\n",
       "      <td>2430</td>\n",
       "      <td>521.0</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>0.404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3192.0</td>\n",
       "      <td>775</td>\n",
       "      <td>...</td>\n",
       "      <td>517.0</td>\n",
       "      <td>441</td>\n",
       "      <td>151.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>227</td>\n",
       "      <td>2323</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>Chris Paul</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NOH</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3006.0</td>\n",
       "      <td>630</td>\n",
       "      <td>...</td>\n",
       "      <td>321.0</td>\n",
       "      <td>925</td>\n",
       "      <td>217.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>185</td>\n",
       "      <td>1684</td>\n",
       "      <td>894.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>BOS</td>\n",
       "      <td>71</td>\n",
       "      <td>71.0</td>\n",
       "      <td>2328.0</td>\n",
       "      <td>534</td>\n",
       "      <td>...</td>\n",
       "      <td>655.0</td>\n",
       "      <td>244</td>\n",
       "      <td>100.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>163</td>\n",
       "      <td>1337</td>\n",
       "      <td>670.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>0.532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>789</td>\n",
       "      <td>...</td>\n",
       "      <td>613.0</td>\n",
       "      <td>587</td>\n",
       "      <td>137.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>139</td>\n",
       "      <td>2304</td>\n",
       "      <td>1172.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2960.0</td>\n",
       "      <td>800</td>\n",
       "      <td>...</td>\n",
       "      <td>429.0</td>\n",
       "      <td>399</td>\n",
       "      <td>120.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>189</td>\n",
       "      <td>2201</td>\n",
       "      <td>698.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3048.0</td>\n",
       "      <td>854</td>\n",
       "      <td>...</td>\n",
       "      <td>398.0</td>\n",
       "      <td>589</td>\n",
       "      <td>173.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>178</td>\n",
       "      <td>2386</td>\n",
       "      <td>680.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2966.0</td>\n",
       "      <td>768</td>\n",
       "      <td>...</td>\n",
       "      <td>554.0</td>\n",
       "      <td>651</td>\n",
       "      <td>125.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>119</td>\n",
       "      <td>2258</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3239.0</td>\n",
       "      <td>794</td>\n",
       "      <td>...</td>\n",
       "      <td>623.0</td>\n",
       "      <td>231</td>\n",
       "      <td>112.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>171</td>\n",
       "      <td>2472</td>\n",
       "      <td>609.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>SG</td>\n",
       "      <td>31.0</td>\n",
       "      <td>14</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>73</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2835.0</td>\n",
       "      <td>716</td>\n",
       "      <td>...</td>\n",
       "      <td>391.0</td>\n",
       "      <td>365</td>\n",
       "      <td>113.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>187</td>\n",
       "      <td>1970</td>\n",
       "      <td>599.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>0.487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>Derrick Rose</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CHI</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3026.0</td>\n",
       "      <td>711</td>\n",
       "      <td>...</td>\n",
       "      <td>330.0</td>\n",
       "      <td>623</td>\n",
       "      <td>85.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>136</td>\n",
       "      <td>2026</td>\n",
       "      <td>1182.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>Dwight Howard</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ORL</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2935.0</td>\n",
       "      <td>619</td>\n",
       "      <td>...</td>\n",
       "      <td>1098.0</td>\n",
       "      <td>107</td>\n",
       "      <td>107.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>258</td>\n",
       "      <td>1784</td>\n",
       "      <td>643.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3063.0</td>\n",
       "      <td>758</td>\n",
       "      <td>...</td>\n",
       "      <td>590.0</td>\n",
       "      <td>554</td>\n",
       "      <td>124.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>163</td>\n",
       "      <td>2111</td>\n",
       "      <td>522.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>62</td>\n",
       "      <td>62.0</td>\n",
       "      <td>2326.0</td>\n",
       "      <td>621</td>\n",
       "      <td>...</td>\n",
       "      <td>492.0</td>\n",
       "      <td>387</td>\n",
       "      <td>115.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>96</td>\n",
       "      <td>1683</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>66</td>\n",
       "      <td>66.0</td>\n",
       "      <td>2546.0</td>\n",
       "      <td>643</td>\n",
       "      <td>...</td>\n",
       "      <td>527.0</td>\n",
       "      <td>231</td>\n",
       "      <td>88.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>133</td>\n",
       "      <td>1850</td>\n",
       "      <td>889.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>Chris Paul</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAC</td>\n",
       "      <td>60</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2181.0</td>\n",
       "      <td>425</td>\n",
       "      <td>...</td>\n",
       "      <td>213.0</td>\n",
       "      <td>543</td>\n",
       "      <td>152.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>138</td>\n",
       "      <td>1189</td>\n",
       "      <td>385.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2877.0</td>\n",
       "      <td>765</td>\n",
       "      <td>...</td>\n",
       "      <td>610.0</td>\n",
       "      <td>551</td>\n",
       "      <td>129.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>110</td>\n",
       "      <td>2036</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3119.0</td>\n",
       "      <td>731</td>\n",
       "      <td>...</td>\n",
       "      <td>640.0</td>\n",
       "      <td>374</td>\n",
       "      <td>116.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>143</td>\n",
       "      <td>2280</td>\n",
       "      <td>765.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NYK</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2482.0</td>\n",
       "      <td>669</td>\n",
       "      <td>...</td>\n",
       "      <td>460.0</td>\n",
       "      <td>171</td>\n",
       "      <td>52.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>205</td>\n",
       "      <td>1920</td>\n",
       "      <td>475.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>0.393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3122.0</td>\n",
       "      <td>849</td>\n",
       "      <td>...</td>\n",
       "      <td>598.0</td>\n",
       "      <td>445</td>\n",
       "      <td>103.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>174</td>\n",
       "      <td>2593</td>\n",
       "      <td>1232.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIA</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2902.0</td>\n",
       "      <td>767</td>\n",
       "      <td>...</td>\n",
       "      <td>533.0</td>\n",
       "      <td>488</td>\n",
       "      <td>121.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>126</td>\n",
       "      <td>2089</td>\n",
       "      <td>891.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>Blake Griffin</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAC</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2863.0</td>\n",
       "      <td>718</td>\n",
       "      <td>...</td>\n",
       "      <td>757.0</td>\n",
       "      <td>309</td>\n",
       "      <td>92.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>265</td>\n",
       "      <td>1930</td>\n",
       "      <td>434.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2613.0</td>\n",
       "      <td>653</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>619</td>\n",
       "      <td>163.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>158</td>\n",
       "      <td>1900</td>\n",
       "      <td>1198.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>0.922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2981.0</td>\n",
       "      <td>647</td>\n",
       "      <td>...</td>\n",
       "      <td>459.0</td>\n",
       "      <td>565</td>\n",
       "      <td>154.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>208</td>\n",
       "      <td>2217</td>\n",
       "      <td>936.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>0.720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>69</td>\n",
       "      <td>69.0</td>\n",
       "      <td>2493.0</td>\n",
       "      <td>624</td>\n",
       "      <td>...</td>\n",
       "      <td>416.0</td>\n",
       "      <td>511</td>\n",
       "      <td>109.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>135</td>\n",
       "      <td>1743</td>\n",
       "      <td>552.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>805</td>\n",
       "      <td>...</td>\n",
       "      <td>430.0</td>\n",
       "      <td>527</td>\n",
       "      <td>169.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>161</td>\n",
       "      <td>2375</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>Kawhi Leonard</td>\n",
       "      <td>SF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2380.0</td>\n",
       "      <td>551</td>\n",
       "      <td>...</td>\n",
       "      <td>493.0</td>\n",
       "      <td>186</td>\n",
       "      <td>128.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>133</td>\n",
       "      <td>1523</td>\n",
       "      <td>634.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>0.484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>SF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>13</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "      <td>2709.0</td>\n",
       "      <td>737</td>\n",
       "      <td>...</td>\n",
       "      <td>565.0</td>\n",
       "      <td>514</td>\n",
       "      <td>104.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>143</td>\n",
       "      <td>1920</td>\n",
       "      <td>631.0</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>0.482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2802.0</td>\n",
       "      <td>824</td>\n",
       "      <td>...</td>\n",
       "      <td>864.0</td>\n",
       "      <td>840</td>\n",
       "      <td>132.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>438.0</td>\n",
       "      <td>190</td>\n",
       "      <td>2558</td>\n",
       "      <td>888.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>8</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2947.0</td>\n",
       "      <td>674</td>\n",
       "      <td>...</td>\n",
       "      <td>659.0</td>\n",
       "      <td>907</td>\n",
       "      <td>121.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>215</td>\n",
       "      <td>2356</td>\n",
       "      <td>753.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>Kawhi Leonard</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SAS</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2474.0</td>\n",
       "      <td>636</td>\n",
       "      <td>...</td>\n",
       "      <td>430.0</td>\n",
       "      <td>260</td>\n",
       "      <td>133.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>122</td>\n",
       "      <td>1888</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2551.0</td>\n",
       "      <td>651</td>\n",
       "      <td>...</td>\n",
       "      <td>389.0</td>\n",
       "      <td>630</td>\n",
       "      <td>126.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>169</td>\n",
       "      <td>2191</td>\n",
       "      <td>965.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>PF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>15</td>\n",
       "      <td>NBA</td>\n",
       "      <td>CLE</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3026.0</td>\n",
       "      <td>857</td>\n",
       "      <td>...</td>\n",
       "      <td>709.0</td>\n",
       "      <td>747</td>\n",
       "      <td>116.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>136</td>\n",
       "      <td>2251</td>\n",
       "      <td>738.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>Anthony Davis</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>NOP</td>\n",
       "      <td>75</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2727.0</td>\n",
       "      <td>780</td>\n",
       "      <td>...</td>\n",
       "      <td>832.0</td>\n",
       "      <td>174</td>\n",
       "      <td>115.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>159</td>\n",
       "      <td>2110</td>\n",
       "      <td>445.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIL</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2358.0</td>\n",
       "      <td>721</td>\n",
       "      <td>...</td>\n",
       "      <td>898.0</td>\n",
       "      <td>424</td>\n",
       "      <td>92.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>232</td>\n",
       "      <td>1994</td>\n",
       "      <td>941.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>PG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>10</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2867.0</td>\n",
       "      <td>843</td>\n",
       "      <td>...</td>\n",
       "      <td>518.0</td>\n",
       "      <td>586</td>\n",
       "      <td>158.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>387.0</td>\n",
       "      <td>244</td>\n",
       "      <td>2818</td>\n",
       "      <td>776.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>Paul George</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>OKC</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2841.0</td>\n",
       "      <td>707</td>\n",
       "      <td>...</td>\n",
       "      <td>628.0</td>\n",
       "      <td>318</td>\n",
       "      <td>170.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>214</td>\n",
       "      <td>2159</td>\n",
       "      <td>356.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIL</td>\n",
       "      <td>63</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1917.0</td>\n",
       "      <td>685</td>\n",
       "      <td>...</td>\n",
       "      <td>856.0</td>\n",
       "      <td>354</td>\n",
       "      <td>61.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>195</td>\n",
       "      <td>1857</td>\n",
       "      <td>962.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>PG</td>\n",
       "      <td>35.0</td>\n",
       "      <td>17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>LAL</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2316.0</td>\n",
       "      <td>643</td>\n",
       "      <td>...</td>\n",
       "      <td>525.0</td>\n",
       "      <td>684</td>\n",
       "      <td>78.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>118</td>\n",
       "      <td>1698</td>\n",
       "      <td>753.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>11</td>\n",
       "      <td>NBA</td>\n",
       "      <td>HOU</td>\n",
       "      <td>68</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2483.0</td>\n",
       "      <td>672</td>\n",
       "      <td>...</td>\n",
       "      <td>446.0</td>\n",
       "      <td>512</td>\n",
       "      <td>125.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>227</td>\n",
       "      <td>2335</td>\n",
       "      <td>367.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>Nikola Jokić</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DEN</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>2488.0</td>\n",
       "      <td>732</td>\n",
       "      <td>...</td>\n",
       "      <td>780.0</td>\n",
       "      <td>599</td>\n",
       "      <td>95.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>192</td>\n",
       "      <td>1898</td>\n",
       "      <td>971.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>Joel Embiid</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>51</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1585.0</td>\n",
       "      <td>461</td>\n",
       "      <td>...</td>\n",
       "      <td>539.0</td>\n",
       "      <td>145</td>\n",
       "      <td>50.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>123</td>\n",
       "      <td>1451</td>\n",
       "      <td>586.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>PG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>12</td>\n",
       "      <td>NBA</td>\n",
       "      <td>GSW</td>\n",
       "      <td>63</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2152.0</td>\n",
       "      <td>658</td>\n",
       "      <td>...</td>\n",
       "      <td>345.0</td>\n",
       "      <td>363</td>\n",
       "      <td>77.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>119</td>\n",
       "      <td>2015</td>\n",
       "      <td>453.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>0.449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>Nikola Jokić</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>DEN</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2476.0</td>\n",
       "      <td>764</td>\n",
       "      <td>...</td>\n",
       "      <td>1019.0</td>\n",
       "      <td>584</td>\n",
       "      <td>109.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>191</td>\n",
       "      <td>2004</td>\n",
       "      <td>875.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>Joel Embiid</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>68</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2297.0</td>\n",
       "      <td>666</td>\n",
       "      <td>...</td>\n",
       "      <td>796.0</td>\n",
       "      <td>284</td>\n",
       "      <td>77.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>181</td>\n",
       "      <td>2079</td>\n",
       "      <td>706.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9</td>\n",
       "      <td>NBA</td>\n",
       "      <td>MIL</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2204.0</td>\n",
       "      <td>689</td>\n",
       "      <td>...</td>\n",
       "      <td>778.0</td>\n",
       "      <td>388</td>\n",
       "      <td>72.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>212</td>\n",
       "      <td>2002</td>\n",
       "      <td>595.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Joel Embiid</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PHI</td>\n",
       "      <td>66</td>\n",
       "      <td>66.0</td>\n",
       "      <td>2284.0</td>\n",
       "      <td>728</td>\n",
       "      <td>...</td>\n",
       "      <td>670.0</td>\n",
       "      <td>274</td>\n",
       "      <td>66.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>205</td>\n",
       "      <td>2183</td>\n",
       "      <td>915.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.915</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       player pos   age  experience   lg   tm   g    gs  \\\n",
       "season                                                                    \n",
       "1990            Magic Johnson  PG  30.0          11  NBA  LAL  79  79.0   \n",
       "1990          Charles Barkley  SF  26.0           6  NBA  PHI  79  79.0   \n",
       "1990           Michael Jordan  SG  26.0           6  NBA  CHI  82  82.0   \n",
       "1991           Michael Jordan  SG  27.0           7  NBA  CHI  82  82.0   \n",
       "1991            Magic Johnson  PG  31.0          12  NBA  LAL  79  79.0   \n",
       "1991           David Robinson   C  25.0           2  NBA  SAS  82  81.0   \n",
       "1992           Michael Jordan  SG  28.0           8  NBA  CHI  80  80.0   \n",
       "1992            Clyde Drexler  SG  29.0           9  NBA  POR  76  76.0   \n",
       "1992           David Robinson   C  26.0           3  NBA  SAS  68  68.0   \n",
       "1993          Charles Barkley  PF  29.0           9  NBA  PHO  76  76.0   \n",
       "1993          Hakeem Olajuwon   C  30.0           9  NBA  HOU  82  82.0   \n",
       "1993           Michael Jordan  SG  29.0           9  NBA  CHI  78  78.0   \n",
       "1994          Hakeem Olajuwon   C  31.0          10  NBA  HOU  80  80.0   \n",
       "1994           David Robinson   C  28.0           5  NBA  SAS  80  80.0   \n",
       "1994           Scottie Pippen  SF  28.0           7  NBA  CHI  72  72.0   \n",
       "1995           David Robinson   C  29.0           6  NBA  SAS  81  81.0   \n",
       "1995         Shaquille O'Neal   C  22.0           3  NBA  ORL  79  79.0   \n",
       "1995              Karl Malone  PF  31.0          10  NBA  UTA  82  82.0   \n",
       "1996           Michael Jordan  SG  32.0          11  NBA  CHI  82  82.0   \n",
       "1996           David Robinson   C  30.0           7  NBA  SAS  82  82.0   \n",
       "1996        Anfernee Hardaway  PG  24.0           3  NBA  ORL  82  82.0   \n",
       "1997              Karl Malone  PF  33.0          12  NBA  UTA  82  82.0   \n",
       "1997           Michael Jordan  SG  33.0          12  NBA  CHI  82  82.0   \n",
       "1997               Grant Hill  SF  24.0           3  NBA  DET  80  80.0   \n",
       "1998           Michael Jordan  SG  34.0          13  NBA  CHI  82  82.0   \n",
       "1998              Karl Malone  PF  34.0          13  NBA  UTA  81  81.0   \n",
       "1998              Gary Payton  PG  29.0           8  NBA  SEA  82  82.0   \n",
       "1999              Karl Malone  PF  35.0          14  NBA  UTA  49  49.0   \n",
       "1999          Alonzo Mourning   C  28.0           7  NBA  MIA  46  46.0   \n",
       "1999               Tim Duncan  PF  22.0           2  NBA  SAS  50  50.0   \n",
       "2000         Shaquille O'Neal   C  27.0           8  NBA  LAL  79  79.0   \n",
       "2000            Kevin Garnett  PF  23.0           5  NBA  MIN  81  81.0   \n",
       "2000          Alonzo Mourning   C  29.0           8  NBA  MIA  79  78.0   \n",
       "2001            Allen Iverson  SG  25.0           5  NBA  PHI  71  71.0   \n",
       "2001               Tim Duncan  PF  24.0           4  NBA  SAS  82  82.0   \n",
       "2001         Shaquille O'Neal   C  28.0           9  NBA  LAL  74  74.0   \n",
       "2002               Tim Duncan  PF  25.0           5  NBA  SAS  82  82.0   \n",
       "2002               Jason Kidd  PG  28.0           8  NBA  NJN  82  82.0   \n",
       "2002         Shaquille O'Neal   C  29.0          10  NBA  LAL  67  66.0   \n",
       "2003               Tim Duncan  PF  26.0           6  NBA  SAS  81  81.0   \n",
       "2003            Kevin Garnett  PF  26.0           8  NBA  MIN  82  82.0   \n",
       "2003              Kobe Bryant  SG  24.0           7  NBA  LAL  82  82.0   \n",
       "2004            Kevin Garnett  PF  27.0           9  NBA  MIN  82  82.0   \n",
       "2004               Tim Duncan  PF  27.0           7  NBA  SAS  69  68.0   \n",
       "2004          Jermaine O'Neal  PF  25.0           8  NBA  IND  78  78.0   \n",
       "2005               Steve Nash  PG  30.0           9  NBA  PHO  75  75.0   \n",
       "2005         Shaquille O'Neal   C  32.0          13  NBA  MIA  73  73.0   \n",
       "2005            Dirk Nowitzki  PF  26.0           7  NBA  DAL  78  78.0   \n",
       "2006               Steve Nash  PG  31.0          10  NBA  PHO  79  79.0   \n",
       "2006             LeBron James  SF  21.0           3  NBA  CLE  79  79.0   \n",
       "2006            Dirk Nowitzki  PF  27.0           8  NBA  DAL  81  81.0   \n",
       "2007            Dirk Nowitzki  PF  28.0           9  NBA  DAL  78  78.0   \n",
       "2007               Steve Nash  PG  32.0          11  NBA  PHO  76  76.0   \n",
       "2007              Kobe Bryant  SG  28.0          11  NBA  LAL  77  77.0   \n",
       "2008              Kobe Bryant  SG  29.0          12  NBA  LAL  82  82.0   \n",
       "2008               Chris Paul  PG  22.0           3  NBA  NOH  80  80.0   \n",
       "2008            Kevin Garnett  PF  31.0          13  NBA  BOS  71  71.0   \n",
       "2009             LeBron James  SF  24.0           6  NBA  CLE  81  81.0   \n",
       "2009              Kobe Bryant  SG  30.0          13  NBA  LAL  82  82.0   \n",
       "2009              Dwyane Wade  SG  27.0           6  NBA  MIA  79  79.0   \n",
       "2010             LeBron James  SF  25.0           7  NBA  CLE  76  76.0   \n",
       "2010             Kevin Durant  SF  21.0           3  NBA  OKC  82  82.0   \n",
       "2010              Kobe Bryant  SG  31.0          14  NBA  LAL  73  73.0   \n",
       "2011             Derrick Rose  PG  22.0           3  NBA  CHI  81  81.0   \n",
       "2011            Dwight Howard   C  25.0           7  NBA  ORL  78  78.0   \n",
       "2011             LeBron James  SF  26.0           8  NBA  MIA  79  79.0   \n",
       "2012             LeBron James  SF  27.0           9  NBA  MIA  62  62.0   \n",
       "2012             Kevin Durant  SF  23.0           5  NBA  OKC  66  66.0   \n",
       "2012               Chris Paul  PG  26.0           7  NBA  LAC  60  60.0   \n",
       "2013             LeBron James  PF  28.0          10  NBA  MIA  76  76.0   \n",
       "2013             Kevin Durant  SF  24.0           6  NBA  OKC  81  81.0   \n",
       "2013          Carmelo Anthony  PF  28.0          10  NBA  NYK  67  67.0   \n",
       "2014             Kevin Durant  SF  25.0           7  NBA  OKC  81  81.0   \n",
       "2014             LeBron James  PF  29.0          11  NBA  MIA  77  77.0   \n",
       "2014            Blake Griffin  PF  24.0           4  NBA  LAC  80  80.0   \n",
       "2015            Stephen Curry  PG  26.0           6  NBA  GSW  80  80.0   \n",
       "2015             James Harden  SG  25.0           6  NBA  HOU  81  81.0   \n",
       "2015             LeBron James  SF  30.0          12  NBA  CLE  69  69.0   \n",
       "2016            Stephen Curry  PG  27.0           7  NBA  GSW  79  79.0   \n",
       "2016            Kawhi Leonard  SF  24.0           5  NBA  SAS  72  72.0   \n",
       "2016             LeBron James  SF  31.0          13  NBA  CLE  76  76.0   \n",
       "2017        Russell Westbrook  PG  28.0           9  NBA  OKC  81  81.0   \n",
       "2017             James Harden  PG  27.0           8  NBA  HOU  81  81.0   \n",
       "2017            Kawhi Leonard  SF  25.0           6  NBA  SAS  74  74.0   \n",
       "2018             James Harden  SG  28.0           9  NBA  HOU  72  72.0   \n",
       "2018             LeBron James  PF  33.0          15  NBA  CLE  82  82.0   \n",
       "2018            Anthony Davis  PF  24.0           6  NBA  NOP  75  75.0   \n",
       "2019    Giannis Antetokounmpo  PF  24.0           6  NBA  MIL  72  72.0   \n",
       "2019             James Harden  PG  29.0          10  NBA  HOU  78  78.0   \n",
       "2019              Paul George  SF  28.0           9  NBA  OKC  77  77.0   \n",
       "2020    Giannis Antetokounmpo  PF  25.0           7  NBA  MIL  63  63.0   \n",
       "2020             LeBron James  PG  35.0          17  NBA  LAL  67  67.0   \n",
       "2020             James Harden  SG  30.0          11  NBA  HOU  68  68.0   \n",
       "2021             Nikola Jokić   C  25.0           6  NBA  DEN  72  72.0   \n",
       "2021              Joel Embiid   C  26.0           5  NBA  PHI  51  51.0   \n",
       "2021            Stephen Curry  PG  32.0          12  NBA  GSW  63  63.0   \n",
       "2022             Nikola Jokić   C  26.0           7  NBA  DEN  74  74.0   \n",
       "2022              Joel Embiid   C  27.0           6  NBA  PHI  68  68.0   \n",
       "2022    Giannis Antetokounmpo  PF  27.0           9  NBA  MIL  67  67.0   \n",
       "2023              Joel Embiid   C  28.0           7  NBA  PHI  66  66.0   \n",
       "\n",
       "            mp    fg  ...     trb  ast    stl    blk    tov   pf   pts  \\\n",
       "season                ...                                                \n",
       "1990    2937.0   546  ...   522.0  907  132.0   34.0  289.0  167  1765   \n",
       "1990    3085.0   706  ...   909.0  307  148.0   50.0  243.0  250  1989   \n",
       "1990    3197.0  1034  ...   565.0  519  227.0   54.0  247.0  241  2753   \n",
       "1991    3034.0   990  ...   492.0  453  223.0   83.0  202.0  229  2580   \n",
       "1991    2933.0   466  ...   551.0  989  102.0   17.0  314.0  150  1531   \n",
       "1991    3095.0   754  ...  1063.0  208  127.0  320.0  270.0  264  2101   \n",
       "1992    3102.0   943  ...   511.0  489  182.0   75.0  200.0  201  2404   \n",
       "1992    2751.0   694  ...   500.0  512  138.0   70.0  240.0  229  1903   \n",
       "1992    2564.0   592  ...   829.0  181  158.0  305.0  182.0  219  1578   \n",
       "1993    2859.0   716  ...   928.0  385  119.0   74.0  233.0  196  1944   \n",
       "1993    3242.0   848  ...  1068.0  291  150.0  342.0  262.0  305  2140   \n",
       "1993    3067.0   992  ...   522.0  428  221.0   61.0  207.0  188  2541   \n",
       "1994    3277.0   894  ...   955.0  287  128.0  297.0  271.0  289  2184   \n",
       "1994    3241.0   840  ...   855.0  381  139.0  265.0  253.0  228  2383   \n",
       "1994    2759.0   627  ...   629.0  403  211.0   58.0  232.0  227  1587   \n",
       "1995    3074.0   788  ...   877.0  236  134.0  262.0  233.0  230  2238   \n",
       "1995    2923.0   930  ...   901.0  214   73.0  192.0  204.0  258  2315   \n",
       "1995    3126.0   830  ...   871.0  285  129.0   85.0  236.0  269  2187   \n",
       "1996    3090.0   916  ...   543.0  352  180.0   42.0  197.0  195  2491   \n",
       "1996    3019.0   711  ...  1000.0  247  111.0  271.0  190.0  262  2051   \n",
       "1996    3015.0   623  ...   354.0  582  166.0   41.0  229.0  160  1780   \n",
       "1997    2998.0   864  ...   809.0  368  113.0   48.0  233.0  217  2249   \n",
       "1997    3106.0   920  ...   482.0  352  140.0   44.0  166.0  156  2431   \n",
       "1997    3147.0   625  ...   721.0  583  144.0   48.0  259.0  186  1710   \n",
       "1998    3181.0   881  ...   475.0  283  141.0   45.0  185.0  151  2357   \n",
       "1998    3030.0   780  ...   834.0  316   96.0   70.0  247.0  237  2190   \n",
       "1998    3145.0   579  ...   376.0  679  185.0   18.0  229.0  195  1571   \n",
       "1999    1832.0   393  ...   463.0  201   62.0   28.0  162.0  134  1164   \n",
       "1999    1753.0   324  ...   507.0   74   34.0  180.0  139.0  161   924   \n",
       "1999    1963.0   418  ...   571.0  121   45.0  126.0  146.0  147  1084   \n",
       "2000    3163.0   956  ...  1078.0  299   36.0  239.0  223.0  255  2344   \n",
       "2000    3243.0   759  ...   956.0  401  120.0  126.0  268.0  205  1857   \n",
       "2000    2748.0   652  ...   753.0  123   40.0  294.0  217.0  308  1718   \n",
       "2001    2979.0   762  ...   273.0  325  178.0   20.0  237.0  147  2207   \n",
       "2001    3174.0   702  ...   997.0  245   70.0  192.0  242.0  247  1820   \n",
       "2001    2924.0   813  ...   940.0  277   47.0  204.0  218.0  256  2125   \n",
       "2002    3329.0   764  ...  1042.0  307   61.0  203.0  263.0  217  2089   \n",
       "2002    3056.0   445  ...   595.0  808  175.0   20.0  286.0  136  1208   \n",
       "2002    2422.0   712  ...   715.0  200   41.0  137.0  171.0  199  1822   \n",
       "2003    3181.0   714  ...  1043.0  316   55.0  237.0  248.0  231  1884   \n",
       "2003    3321.0   743  ...  1102.0  495  113.0  129.0  229.0  199  1883   \n",
       "2003    3401.0   868  ...   564.0  481  181.0   67.0  288.0  218  2461   \n",
       "2004    3231.0   804  ...  1139.0  409  120.0  178.0  212.0  202  1987   \n",
       "2004    2527.0   592  ...   859.0  213   62.0  185.0  183.0  164  1538   \n",
       "2004    2788.0   608  ...   778.0  164   59.0  199.0  181.0  248  1566   \n",
       "2005    2573.0   430  ...   249.0  861   74.0    6.0  245.0  136  1165   \n",
       "2005    2492.0   658  ...   760.0  200   36.0  171.0  203.0  262  1669   \n",
       "2005    3020.0   663  ...   757.0  240   97.0  119.0  176.0  219  2032   \n",
       "2006    2796.0   541  ...   333.0  826   61.0   12.0  276.0  120  1489   \n",
       "2006    3361.0   875  ...   556.0  521  123.0   66.0  260.0  181  2478   \n",
       "2006    3089.0   751  ...   728.0  226   58.0   83.0  156.0  164  2151   \n",
       "2007    2820.0   673  ...   693.0  263   52.0   62.0  167.0  171  1916   \n",
       "2007    2682.0   517  ...   269.0  884   57.0    6.0  287.0  117  1412   \n",
       "2007    3140.0   813  ...   439.0  413  111.0   36.0  255.0  205  2430   \n",
       "2008    3192.0   775  ...   517.0  441  151.0   40.0  257.0  227  2323   \n",
       "2008    3006.0   630  ...   321.0  925  217.0    4.0  201.0  185  1684   \n",
       "2008    2328.0   534  ...   655.0  244  100.0   89.0  138.0  163  1337   \n",
       "2009    3054.0   789  ...   613.0  587  137.0   93.0  241.0  139  2304   \n",
       "2009    2960.0   800  ...   429.0  399  120.0   37.0  210.0  189  2201   \n",
       "2009    3048.0   854  ...   398.0  589  173.0  106.0  272.0  178  2386   \n",
       "2010    2966.0   768  ...   554.0  651  125.0   77.0  261.0  119  2258   \n",
       "2010    3239.0   794  ...   623.0  231  112.0   84.0  271.0  171  2472   \n",
       "2010    2835.0   716  ...   391.0  365  113.0   20.0  233.0  187  1970   \n",
       "2011    3026.0   711  ...   330.0  623   85.0   51.0  278.0  136  2026   \n",
       "2011    2935.0   619  ...  1098.0  107  107.0  186.0  279.0  258  1784   \n",
       "2011    3063.0   758  ...   590.0  554  124.0   50.0  284.0  163  2111   \n",
       "2012    2326.0   621  ...   492.0  387  115.0   50.0  213.0   96  1683   \n",
       "2012    2546.0   643  ...   527.0  231   88.0   77.0  248.0  133  1850   \n",
       "2012    2181.0   425  ...   213.0  543  152.0    4.0  124.0  138  1189   \n",
       "2013    2877.0   765  ...   610.0  551  129.0   67.0  226.0  110  2036   \n",
       "2013    3119.0   731  ...   640.0  374  116.0  105.0  280.0  143  2280   \n",
       "2013    2482.0   669  ...   460.0  171   52.0   32.0  175.0  205  1920   \n",
       "2014    3122.0   849  ...   598.0  445  103.0   59.0  285.0  174  2593   \n",
       "2014    2902.0   767  ...   533.0  488  121.0   26.0  270.0  126  2089   \n",
       "2014    2863.0   718  ...   757.0  309   92.0   51.0  224.0  265  1930   \n",
       "2015    2613.0   653  ...   341.0  619  163.0   16.0  249.0  158  1900   \n",
       "2015    2981.0   647  ...   459.0  565  154.0   60.0  321.0  208  2217   \n",
       "2015    2493.0   624  ...   416.0  511  109.0   49.0  272.0  135  1743   \n",
       "2016    2700.0   805  ...   430.0  527  169.0   15.0  262.0  161  2375   \n",
       "2016    2380.0   551  ...   493.0  186  128.0   71.0  105.0  133  1523   \n",
       "2016    2709.0   737  ...   565.0  514  104.0   49.0  249.0  143  1920   \n",
       "2017    2802.0   824  ...   864.0  840  132.0   31.0  438.0  190  2558   \n",
       "2017    2947.0   674  ...   659.0  907  121.0   38.0  464.0  215  2356   \n",
       "2017    2474.0   636  ...   430.0  260  133.0   55.0  154.0  122  1888   \n",
       "2018    2551.0   651  ...   389.0  630  126.0   50.0  315.0  169  2191   \n",
       "2018    3026.0   857  ...   709.0  747  116.0   71.0  347.0  136  2251   \n",
       "2018    2727.0   780  ...   832.0  174  115.0  193.0  162.0  159  2110   \n",
       "2019    2358.0   721  ...   898.0  424   92.0  110.0  268.0  232  1994   \n",
       "2019    2867.0   843  ...   518.0  586  158.0   58.0  387.0  244  2818   \n",
       "2019    2841.0   707  ...   628.0  318  170.0   34.0  205.0  214  2159   \n",
       "2020    1917.0   685  ...   856.0  354   61.0   66.0  230.0  195  1857   \n",
       "2020    2316.0   643  ...   525.0  684   78.0   36.0  261.0  118  1698   \n",
       "2020    2483.0   672  ...   446.0  512  125.0   60.0  308.0  227  2335   \n",
       "2021    2488.0   732  ...   780.0  599   95.0   48.0  222.0  192  1898   \n",
       "2021    1585.0   461  ...   539.0  145   50.0   69.0  159.0  123  1451   \n",
       "2021    2152.0   658  ...   345.0  363   77.0    8.0  213.0  119  2015   \n",
       "2022    2476.0   764  ...  1019.0  584  109.0   63.0  281.0  191  2004   \n",
       "2022    2297.0   666  ...   796.0  284   77.0   99.0  214.0  181  2079   \n",
       "2022    2204.0   689  ...   778.0  388   72.0   91.0  219.0  212  2002   \n",
       "2023    2284.0   728  ...   670.0  274   66.0  112.0  226.0  205  2183   \n",
       "\n",
       "        pts_won  pts_max  share  \n",
       "season                           \n",
       "1990      636.0    920.0  0.691  \n",
       "1990      614.0    920.0  0.667  \n",
       "1990      564.0    920.0  0.613  \n",
       "1991      891.0    960.0  0.928  \n",
       "1991      497.0    960.0  0.518  \n",
       "1991      476.0    960.0  0.496  \n",
       "1992      900.0    960.0  0.938  \n",
       "1992      561.0    960.0  0.584  \n",
       "1992      337.0    960.0  0.351  \n",
       "1993      835.0    980.0  0.852  \n",
       "1993      647.0    980.0  0.660  \n",
       "1993      565.0    980.0  0.577  \n",
       "1994      889.0   1010.0  0.880  \n",
       "1994      730.0   1010.0  0.723  \n",
       "1994      390.0   1010.0  0.386  \n",
       "1995      901.0   1050.0  0.858  \n",
       "1995      605.0   1050.0  0.576  \n",
       "1995      532.0   1050.0  0.507  \n",
       "1996     1114.0   1130.0  0.986  \n",
       "1996      574.0   1130.0  0.508  \n",
       "1996      360.0   1130.0  0.319  \n",
       "1997      986.0   1150.0  0.857  \n",
       "1997      957.0   1150.0  0.832  \n",
       "1997      376.0   1150.0  0.327  \n",
       "1998     1084.0   1160.0  0.934  \n",
       "1998      842.0   1160.0  0.726  \n",
       "1998      431.0   1160.0  0.372  \n",
       "1999      827.0   1180.0  0.701  \n",
       "1999      773.0   1180.0  0.655  \n",
       "1999      740.0   1180.0  0.627  \n",
       "2000     1207.0   1210.0  0.998  \n",
       "2000      408.0   1210.0  0.337  \n",
       "2000      367.0   1210.0  0.303  \n",
       "2001     1121.0   1240.0  0.904  \n",
       "2001      706.0   1240.0  0.569  \n",
       "2001      578.0   1240.0  0.466  \n",
       "2002      954.0   1260.0  0.757  \n",
       "2002      897.0   1260.0  0.712  \n",
       "2002      696.0   1260.0  0.552  \n",
       "2003      962.0   1190.0  0.808  \n",
       "2003      871.0   1190.0  0.732  \n",
       "2003      496.0   1190.0  0.417  \n",
       "2004     1219.0   1230.0  0.991  \n",
       "2004      716.0   1230.0  0.582  \n",
       "2004      523.0   1230.0  0.425  \n",
       "2005     1066.0   1270.0  0.839  \n",
       "2005     1032.0   1270.0  0.813  \n",
       "2005      349.0   1270.0  0.275  \n",
       "2006      924.0   1250.0  0.739  \n",
       "2006      688.0   1250.0  0.550  \n",
       "2006      544.0   1250.0  0.435  \n",
       "2007     1138.0   1290.0  0.882  \n",
       "2007     1013.0   1290.0  0.785  \n",
       "2007      521.0   1290.0  0.404  \n",
       "2008     1100.0   1260.0  0.873  \n",
       "2008      894.0   1260.0  0.710  \n",
       "2008      670.0   1260.0  0.532  \n",
       "2009     1172.0   1210.0  0.969  \n",
       "2009      698.0   1210.0  0.577  \n",
       "2009      680.0   1210.0  0.562  \n",
       "2010     1205.0   1230.0  0.980  \n",
       "2010      609.0   1230.0  0.495  \n",
       "2010      599.0   1230.0  0.487  \n",
       "2011     1182.0   1210.0  0.977  \n",
       "2011      643.0   1210.0  0.531  \n",
       "2011      522.0   1210.0  0.431  \n",
       "2012     1074.0   1210.0  0.888  \n",
       "2012      889.0   1210.0  0.735  \n",
       "2012      385.0   1210.0  0.318  \n",
       "2013     1207.0   1210.0  0.998  \n",
       "2013      765.0   1210.0  0.632  \n",
       "2013      475.0   1210.0  0.393  \n",
       "2014     1232.0   1250.0  0.986  \n",
       "2014      891.0   1250.0  0.713  \n",
       "2014      434.0   1250.0  0.347  \n",
       "2015     1198.0   1300.0  0.922  \n",
       "2015      936.0   1300.0  0.720  \n",
       "2015      552.0   1300.0  0.425  \n",
       "2016     1310.0   1310.0  1.000  \n",
       "2016      634.0   1310.0  0.484  \n",
       "2016      631.0   1310.0  0.482  \n",
       "2017      888.0   1010.0  0.879  \n",
       "2017      753.0   1010.0  0.746  \n",
       "2017      500.0   1010.0  0.495  \n",
       "2018      965.0   1010.0  0.955  \n",
       "2018      738.0   1010.0  0.731  \n",
       "2018      445.0   1010.0  0.441  \n",
       "2019      941.0   1010.0  0.932  \n",
       "2019      776.0   1010.0  0.768  \n",
       "2019      356.0   1010.0  0.352  \n",
       "2020      962.0   1010.0  0.952  \n",
       "2020      753.0   1010.0  0.746  \n",
       "2020      367.0   1010.0  0.363  \n",
       "2021      971.0   1010.0  0.961  \n",
       "2021      586.0   1010.0  0.580  \n",
       "2021      453.0   1010.0  0.449  \n",
       "2022      875.0   1000.0  0.875  \n",
       "2022      706.0   1000.0  0.706  \n",
       "2022      595.0   1000.0  0.595  \n",
       "2023      915.0   1000.0  0.915  \n",
       "\n",
       "[100 rows x 34 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top three mvp players voted per season\n",
    "\n",
    "all_players.groupby(['season'], group_keys=False).apply(\n",
    "    lambda x: x.sort_values('share', ascending = False).head(3)).head(100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a09ac619-0dc0-4fa6-9d22-e8a9ea6bc70b",
   "metadata": {},
   "source": [
    "DATA CLEANING - TEAMS\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "71384976-9471-4395-b006-b93fde943f74",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>League Average</td>\n",
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       "      <td>League Average</td>\n",
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       "      <td>League Average</td>\n",
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       "      <th>433</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>495</th>\n",
       "      <td>League Average</td>\n",
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       "      <th>649</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>829</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>889</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>League Average</td>\n",
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       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1029</th>\n",
       "      <td>League Average</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1057</th>\n",
       "      <td>League Average</td>\n",
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      "text/plain": [
       "                team abbreviation\n",
       "61    League Average          NaN\n",
       "92    League Average          NaN\n",
       "123   League Average          NaN\n",
       "154   League Average          NaN\n",
       "185   League Average          NaN\n",
       "216   League Average          NaN\n",
       "247   League Average          NaN\n",
       "278   League Average          NaN\n",
       "309   League Average          NaN\n",
       "340   League Average          NaN\n",
       "371   League Average          NaN\n",
       "402   League Average          NaN\n",
       "433   League Average          NaN\n",
       "464   League Average          NaN\n",
       "495   League Average          NaN\n",
       "526   League Average          NaN\n",
       "557   League Average          NaN\n",
       "588   League Average          NaN\n",
       "619   League Average          NaN\n",
       "649   League Average          NaN\n",
       "679   League Average          NaN\n",
       "709   League Average          NaN\n",
       "739   League Average          NaN\n",
       "769   League Average          NaN\n",
       "799   League Average          NaN\n",
       "829   League Average          NaN\n",
       "859   League Average          NaN\n",
       "889   League Average          NaN\n",
       "917   League Average          NaN\n",
       "945   League Average          NaN\n",
       "973   League Average          NaN\n",
       "1001  League Average          NaN\n",
       "1029  League Average          NaN\n",
       "1057  League Average          NaN"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team = pd.read_csv('C:/Users/Hp Pc/Downloads/Team Summaries-checkpoint.csv')\n",
    "\n",
    "team = team[team['lg'] == 'NBA']\n",
    "\n",
    "team.columns\n",
    "\n",
    "team = team[['season', 'lg', 'team', 'abbreviation', 'w', 'l',\n",
    "       'pw', 'pl', 'mov', 'sos', 'srs', 'o_rtg', 'd_rtg', 'n_rtg', 'pace',\n",
    "       'f_tr', 'x3p_ar', 'ts_percent', 'e_fg_percent', 'tov_percent',\n",
    "       'orb_percent', 'ft_fga']]\n",
    "\n",
    "#select the season range as needed for the prediction\n",
    "team = team[(team['season'] >= 1990) & (team['season'] <= 2023)]\n",
    "\n",
    "team.isnull().sum()\n",
    "\n",
    "#find out the teams without abbreviation\n",
    "team[(team['abbreviation'].isnull())][['team', 'abbreviation']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "488d8bd5-54fc-4e2d-b7be-9e03f633b0e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Atlanta Hawks' 'Boston Celtics' 'Brooklyn Nets' 'Chicago Bulls'\n",
      " 'Charlotte Hornets' 'Cleveland Cavaliers' 'Dallas Mavericks'\n",
      " 'Denver Nuggets' 'Detroit Pistons' 'Golden State Warriors'\n",
      " 'Houston Rockets' 'Indiana Pacers' 'Los Angeles Clippers'\n",
      " 'Los Angeles Lakers' 'Memphis Grizzlies' 'Miami Heat' 'Milwaukee Bucks'\n",
      " 'Minnesota Timberwolves' 'New Orleans Pelicans' 'New York Knicks'\n",
      " 'Oklahoma City Thunder' 'Orlando Magic' 'Philadelphia 76ers'\n",
      " 'Phoenix Suns' 'Portland Trail Blazers' 'Sacramento Kings'\n",
      " 'San Antonio Spurs' 'Toronto Raptors' 'Utah Jazz' 'Washington Wizards'\n",
      " 'Charlotte Bobcats' 'New Orleans Hornets' 'New Jersey Nets'\n",
      " 'Seattle SuperSonics' 'New Orleans/Oklahoma City Hornets'\n",
      " 'Vancouver Grizzlies' 'Washington Bullets']\n",
      "team\n",
      "Atlanta Hawks                        34\n",
      "Los Angeles Lakers                   34\n",
      "Utah Jazz                            34\n",
      "San Antonio Spurs                    34\n",
      "Sacramento Kings                     34\n",
      "Portland Trail Blazers               34\n",
      "Phoenix Suns                         34\n",
      "Philadelphia 76ers                   34\n",
      "Orlando Magic                        34\n",
      "New York Knicks                      34\n",
      "Boston Celtics                       34\n",
      "Minnesota Timberwolves               34\n",
      "Milwaukee Bucks                      34\n",
      "Miami Heat                           34\n",
      "Denver Nuggets                       34\n",
      "Chicago Bulls                        34\n",
      "Los Angeles Clippers                 34\n",
      "Indiana Pacers                       34\n",
      "Houston Rockets                      34\n",
      "Golden State Warriors                34\n",
      "Detroit Pistons                      34\n",
      "Dallas Mavericks                     34\n",
      "Cleveland Cavaliers                  34\n",
      "Toronto Raptors                      28\n",
      "Washington Wizards                   26\n",
      "New Jersey Nets                      23\n",
      "Memphis Grizzlies                    22\n",
      "Charlotte Hornets                    22\n",
      "Seattle SuperSonics                  19\n",
      "Oklahoma City Thunder                15\n",
      "Brooklyn Nets                        11\n",
      "New Orleans Pelicans                 10\n",
      "Charlotte Bobcats                    10\n",
      "New Orleans Hornets                   9\n",
      "Washington Bullets                    8\n",
      "Vancouver Grizzlies                   6\n",
      "New Orleans/Oklahoma City Hornets     2\n",
      "Name: count, dtype: int64\n",
      "[2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2013 2012 2011 2010\n",
      " 2009 2008 2007 2006 2005 2004 2003 2002 2001 2000 1999 1998 1997 1996\n",
      " 1995 1994 1993 1992 1991 1990]\n",
      "37\n"
     ]
    }
   ],
   "source": [
    "team[team['team'] == 'League Average']\n",
    "\n",
    "#the team without abbrev is not an actual team. so drop the team\n",
    "team = team.drop(team[team['team'] == 'League Average'].index)\n",
    "\n",
    "team.index = range(team.shape[0])\n",
    "team.isnull().sum()\n",
    "\n",
    "print(team['team'].unique())\n",
    "print(team['team'].value_counts())\n",
    "print(team['season'].unique())\n",
    "print(team['team'].nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1e879747-1322-4bd4-b4ed-51611d2a1455",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>x3p_ar</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023</td>\n",
       "      <td>NBA</td>\n",
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       "      <td>ATL</td>\n",
       "      <td>41.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.02</td>\n",
       "      <td>...</td>\n",
       "      <td>116.3</td>\n",
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       "      <td>100.7</td>\n",
       "      <td>0.244</td>\n",
       "      <td>0.331</td>\n",
       "      <td>0.579</td>\n",
       "      <td>0.541</td>\n",
       "      <td>11.2</td>\n",
       "      <td>25.1</td>\n",
       "      <td>0.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>BOS</td>\n",
       "      <td>57.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6.52</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>...</td>\n",
       "      <td>111.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>98.5</td>\n",
       "      <td>0.243</td>\n",
       "      <td>0.480</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.566</td>\n",
       "      <td>12.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>0.197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>BRK</td>\n",
       "      <td>45.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.18</td>\n",
       "      <td>...</td>\n",
       "      <td>114.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>98.3</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.397</td>\n",
       "      <td>0.598</td>\n",
       "      <td>0.562</td>\n",
       "      <td>12.7</td>\n",
       "      <td>19.6</td>\n",
       "      <td>0.208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Chicago Bulls</td>\n",
       "      <td>CHI</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.29</td>\n",
       "      <td>0.07</td>\n",
       "      <td>...</td>\n",
       "      <td>112.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>98.5</td>\n",
       "      <td>0.251</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.587</td>\n",
       "      <td>0.550</td>\n",
       "      <td>12.2</td>\n",
       "      <td>20.1</td>\n",
       "      <td>0.203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Charlotte Hornets</td>\n",
       "      <td>CHO</td>\n",
       "      <td>27.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>-6.24</td>\n",
       "      <td>0.35</td>\n",
       "      <td>...</td>\n",
       "      <td>115.3</td>\n",
       "      <td>-6.1</td>\n",
       "      <td>100.8</td>\n",
       "      <td>0.261</td>\n",
       "      <td>0.360</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.516</td>\n",
       "      <td>12.3</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.195</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>988</th>\n",
       "      <td>1990</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Sacramento Kings</td>\n",
       "      <td>SAC</td>\n",
       "      <td>23.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>-5.06</td>\n",
       "      <td>0.65</td>\n",
       "      <td>...</td>\n",
       "      <td>110.0</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>96.7</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.092</td>\n",
       "      <td>0.527</td>\n",
       "      <td>0.484</td>\n",
       "      <td>13.5</td>\n",
       "      <td>27.3</td>\n",
       "      <td>0.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>1990</td>\n",
       "      <td>NBA</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>SAS</td>\n",
       "      <td>56.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.49</td>\n",
       "      <td>0.09</td>\n",
       "      <td>...</td>\n",
       "      <td>104.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>98.5</td>\n",
       "      <td>0.362</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.537</td>\n",
       "      <td>0.488</td>\n",
       "      <td>14.7</td>\n",
       "      <td>34.2</td>\n",
       "      <td>0.270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>1990</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Seattle SuperSonics</td>\n",
       "      <td>SEA</td>\n",
       "      <td>41.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.04</td>\n",
       "      <td>0.36</td>\n",
       "      <td>...</td>\n",
       "      <td>109.8</td>\n",
       "      <td>1.1</td>\n",
       "      <td>95.3</td>\n",
       "      <td>0.299</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.535</td>\n",
       "      <td>0.494</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>0.222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>1990</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>UTA</td>\n",
       "      <td>55.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.79</td>\n",
       "      <td>0.03</td>\n",
       "      <td>...</td>\n",
       "      <td>105.4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>96.1</td>\n",
       "      <td>0.377</td>\n",
       "      <td>0.096</td>\n",
       "      <td>0.570</td>\n",
       "      <td>0.522</td>\n",
       "      <td>15.5</td>\n",
       "      <td>30.1</td>\n",
       "      <td>0.284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>1990</td>\n",
       "      <td>NBA</td>\n",
       "      <td>Washington Bullets</td>\n",
       "      <td>WSB</td>\n",
       "      <td>31.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>-2.16</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>...</td>\n",
       "      <td>109.7</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>99.4</td>\n",
       "      <td>0.276</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0.519</td>\n",
       "      <td>0.477</td>\n",
       "      <td>12.4</td>\n",
       "      <td>32.4</td>\n",
       "      <td>0.211</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>993 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     season   lg                 team   tm     w     l    pw    pl   mov  \\\n",
       "0      2023  NBA        Atlanta Hawks  ATL  41.0  41.0  42.0  40.0  0.29   \n",
       "1      2023  NBA       Boston Celtics  BOS  57.0  25.0  57.0  25.0  6.52   \n",
       "2      2023  NBA        Brooklyn Nets  BRK  45.0  37.0  43.0  39.0  0.85   \n",
       "3      2023  NBA        Chicago Bulls  CHI  40.0  42.0  44.0  38.0  1.29   \n",
       "4      2023  NBA    Charlotte Hornets  CHO  27.0  55.0  26.0  56.0 -6.24   \n",
       "..      ...  ...                  ...  ...   ...   ...   ...   ...   ...   \n",
       "988    1990  NBA     Sacramento Kings  SAC  23.0  59.0  28.0  54.0 -5.06   \n",
       "989    1990  NBA    San Antonio Spurs  SAS  56.0  26.0  50.0  32.0  3.49   \n",
       "990    1990  NBA  Seattle SuperSonics  SEA  41.0  41.0  44.0  38.0  1.04   \n",
       "991    1990  NBA            Utah Jazz  UTA  55.0  27.0  54.0  28.0  4.79   \n",
       "992    1990  NBA   Washington Bullets  WSB  31.0  51.0  35.0  47.0 -2.16   \n",
       "\n",
       "      sos  ...  d_rtg  n_rtg   pace   f_tr  x3p_ar  ts_percent  e_fg_percent  \\\n",
       "0    0.02  ...  116.3    0.3  100.7  0.244   0.331       0.579         0.541   \n",
       "1   -0.15  ...  111.5    6.5   98.5  0.243   0.480       0.600         0.566   \n",
       "2    0.18  ...  114.1    0.9   98.3  0.260   0.397       0.598         0.562   \n",
       "3    0.07  ...  112.2    1.3   98.5  0.251   0.333       0.587         0.550   \n",
       "4    0.35  ...  115.3   -6.1  100.8  0.261   0.360       0.550         0.516   \n",
       "..    ...  ...    ...    ...    ...    ...     ...         ...           ...   \n",
       "988  0.65  ...  110.0   -5.2   96.7  0.278   0.092       0.527         0.484   \n",
       "989  0.09  ...  104.2    3.5   98.5  0.362   0.032       0.537         0.488   \n",
       "990  0.36  ...  109.8    1.1   95.3  0.299   0.090       0.535         0.494   \n",
       "991  0.03  ...  105.4    4.9   96.1  0.377   0.096       0.570         0.522   \n",
       "992 -0.27  ...  109.7   -2.2   99.4  0.276   0.026       0.519         0.477   \n",
       "\n",
       "     tov_percent  orb_percent  ft_fga  \n",
       "0           11.2         25.1   0.200  \n",
       "1           12.0         22.1   0.197  \n",
       "2           12.7         19.6   0.208  \n",
       "3           12.2         20.1   0.203  \n",
       "4           12.3         23.8   0.195  \n",
       "..           ...          ...     ...  \n",
       "988         13.5         27.3   0.215  \n",
       "989         14.7         34.2   0.270  \n",
       "990         14.0         37.5   0.222  \n",
       "991         15.5         30.1   0.284  \n",
       "992         12.4         32.4   0.211  \n",
       "\n",
       "[993 rows x 22 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team.rename(columns ={'abbreviation': 'tm'}, inplace = True)\n",
    "team"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "52654f4a-7d67-4774-aea0-2b1cfe840f82",
   "metadata": {},
   "outputs": [],
   "source": [
    "nba_stats = all_players.merge(team, how = 'outer', on = ['season', 'tm'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6a2f6906-c02b-4099-822e-b62de9fe3207",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "season            0\n",
       "player            0\n",
       "pos               0\n",
       "age               0\n",
       "experience        0\n",
       "lg_x              0\n",
       "tm                0\n",
       "g                 0\n",
       "gs                0\n",
       "mp                0\n",
       "fg                0\n",
       "fga               0\n",
       "fg_percent        0\n",
       "x3p               0\n",
       "x3pa              0\n",
       "x3p_percent       0\n",
       "x2p               0\n",
       "x2pa              0\n",
       "x2p_percent       0\n",
       "e_fg_percent_x    0\n",
       "ft                0\n",
       "fta               0\n",
       "ft_percent        0\n",
       "orb               0\n",
       "drb               0\n",
       "trb               0\n",
       "ast               0\n",
       "stl               0\n",
       "blk               0\n",
       "tov               0\n",
       "pf                0\n",
       "pts               0\n",
       "pts_won           0\n",
       "pts_max           0\n",
       "share             0\n",
       "lg_y              0\n",
       "team              0\n",
       "w                 0\n",
       "l                 0\n",
       "pw                0\n",
       "pl                0\n",
       "mov               0\n",
       "sos               0\n",
       "srs               0\n",
       "o_rtg             0\n",
       "d_rtg             0\n",
       "n_rtg             0\n",
       "pace              0\n",
       "f_tr              0\n",
       "x3p_ar            0\n",
       "ts_percent        0\n",
       "e_fg_percent_y    0\n",
       "tov_percent       0\n",
       "orb_percent       0\n",
       "ft_fga            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba_stats.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "8a087188-6961-4aae-9714-0c1005663c47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>player</th>\n",
       "      <th>pos</th>\n",
       "      <th>age</th>\n",
       "      <th>experience</th>\n",
       "      <th>lg_x</th>\n",
       "      <th>tm</th>\n",
       "      <th>g</th>\n",
       "      <th>gs</th>\n",
       "      <th>mp</th>\n",
       "      <th>...</th>\n",
       "      <th>d_rtg</th>\n",
       "      <th>n_rtg</th>\n",
       "      <th>pace</th>\n",
       "      <th>f_tr</th>\n",
       "      <th>x3p_ar</th>\n",
       "      <th>ts_percent</th>\n",
       "      <th>e_fg_percent_y</th>\n",
       "      <th>tov_percent</th>\n",
       "      <th>orb_percent</th>\n",
       "      <th>ft_fga</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [season, player, pos, age, experience, lg_x, tm, g, gs, mp, fg, fga, fg_percent, x3p, x3pa, x3p_percent, x2p, x2pa, x2p_percent, e_fg_percent_x, ft, fta, ft_percent, orb, drb, trb, ast, stl, blk, tov, pf, pts, pts_won, pts_max, share, lg_y, team, w, l, pw, pl, mov, sos, srs, o_rtg, d_rtg, n_rtg, pace, f_tr, x3p_ar, ts_percent, e_fg_percent_y, tov_percent, orb_percent, ft_fga]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 55 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba_stats[nba_stats.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "7cd53a66-0ee5-4c9e-8bf3-fda1e1ce7b7f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "season              int64\n",
       "player             object\n",
       "pos                object\n",
       "age                object\n",
       "experience          int64\n",
       "lg_x               object\n",
       "tm                 object\n",
       "g                   int64\n",
       "gs                float64\n",
       "mp                float64\n",
       "fg                  int64\n",
       "fga                 int64\n",
       "fg_percent        float64\n",
       "x3p               float64\n",
       "x3pa              float64\n",
       "x3p_percent       float64\n",
       "x2p                 int64\n",
       "x2pa                int64\n",
       "x2p_percent       float64\n",
       "e_fg_percent_x    float64\n",
       "ft                  int64\n",
       "fta                 int64\n",
       "ft_percent        float64\n",
       "orb               float64\n",
       "drb               float64\n",
       "trb               float64\n",
       "ast                 int64\n",
       "stl               float64\n",
       "blk               float64\n",
       "tov               float64\n",
       "pf                  int64\n",
       "pts                 int64\n",
       "pts_won           float64\n",
       "pts_max           float64\n",
       "share             float64\n",
       "lg_y               object\n",
       "team               object\n",
       "w                 float64\n",
       "l                 float64\n",
       "pw                float64\n",
       "pl                float64\n",
       "mov               float64\n",
       "sos               float64\n",
       "srs               float64\n",
       "o_rtg             float64\n",
       "d_rtg             float64\n",
       "n_rtg             float64\n",
       "pace              float64\n",
       "f_tr              float64\n",
       "x3p_ar            float64\n",
       "ts_percent        float64\n",
       "e_fg_percent_y    float64\n",
       "tov_percent       float64\n",
       "orb_percent       float64\n",
       "ft_fga            float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba_stats.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a96c2de1-161d-413d-ad7e-7e303dcef094",
   "metadata": {},
   "outputs": [],
   "source": [
    "nba_stats.drop(['lg_y', 'e_fg_percent_y'],  axis=1, inplace =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "8426cb42-b857-403f-b895-ad0a27230d69",
   "metadata": {},
   "outputs": [],
   "source": [
    "nba_stats.to_csv('nba_stats.csv',  index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e498408b-ca3e-4151-8726-1488666beca9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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