HOFClassifierDataLoading.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create classifier to predict probability of NBA players being in/being selected in the future to the hall of fame\n",
    "### in the process create a robust basketball statistics database that, while not all used for this task, can be used for later analysis in the future "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SCRAPE / LOAD IN AND CLEAN ALL DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import all necessary libraries and remove row and column restrictions\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import pickle \n",
    "import os \n",
    "\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in dataset with all individual player statistics from 1950 - 2017\n",
    "\n",
    "stats = pd.read_csv('/Users/cookedkaledev/Downloads/nba-players-stats/Seasons_Stats.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Year</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
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       "      <th>Tm</th>\n",
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       "      <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>USG%</th>\n",
       "      <th>blanl</th>\n",
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       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3P</th>\n",
       "      <th>3PA</th>\n",
       "      <th>3P%</th>\n",
       "      <th>2P</th>\n",
       "      <th>2PA</th>\n",
       "      <th>2P%</th>\n",
       "      <th>eFG%</th>\n",
       "      <th>FT</th>\n",
       "      <th>FTA</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
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       "      <th>0</th>\n",
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       "      <td>1950.0</td>\n",
       "      <td>Curly Armstrong</td>\n",
       "      <td>G-F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>63.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.368</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.279</td>\n",
       "      <td>0.279</td>\n",
       "      <td>170.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>0.705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>217.0</td>\n",
       "      <td>458.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Cliff Barker</td>\n",
       "      <td>SG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>INO</td>\n",
       "      <td>49.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.435</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>0.372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.372</td>\n",
       "      <td>75.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>0.708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>279.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Leo Barnhorst</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>CHS</td>\n",
       "      <td>67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.394</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.259</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.6</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>0.349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.349</td>\n",
       "      <td>90.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>0.698</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192.0</td>\n",
       "      <td>438.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOT</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.395</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>19.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.559</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>63.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>DNN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.378</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0.256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>17.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.548</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>59.0</td>\n",
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      ],
      "text/plain": [
       "   Unnamed: 0    Year           Player  Pos   Age   Tm     G  GS  MP  PER  \\\n",
       "0           0  1950.0  Curly Armstrong  G-F  31.0  FTW  63.0 NaN NaN  NaN   \n",
       "1           1  1950.0     Cliff Barker   SG  29.0  INO  49.0 NaN NaN  NaN   \n",
       "2           2  1950.0    Leo Barnhorst   SF  25.0  CHS  67.0 NaN NaN  NaN   \n",
       "3           3  1950.0       Ed Bartels    F  24.0  TOT  15.0 NaN NaN  NaN   \n",
       "4           4  1950.0       Ed Bartels    F  24.0  DNN  13.0 NaN NaN  NaN   \n",
       "\n",
       "     TS%  3PAr    FTr  ORB%  DRB%  TRB%  AST%  STL%  BLK%  TOV%  USG%  blanl  \\\n",
       "0  0.368   NaN  0.467   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   \n",
       "1  0.435   NaN  0.387   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   \n",
       "2  0.394   NaN  0.259   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   \n",
       "3  0.312   NaN  0.395   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   \n",
       "4  0.308   NaN  0.378   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   \n",
       "\n",
       "   OWS  DWS   WS  WS/48  blank2  OBPM  DBPM  BPM  VORP     FG    FGA    FG%  \\\n",
       "0 -0.1  3.6  3.5    NaN     NaN   NaN   NaN  NaN   NaN  144.0  516.0  0.279   \n",
       "1  1.6  0.6  2.2    NaN     NaN   NaN   NaN  NaN   NaN  102.0  274.0  0.372   \n",
       "2  0.9  2.8  3.6    NaN     NaN   NaN   NaN  NaN   NaN  174.0  499.0  0.349   \n",
       "3 -0.5 -0.1 -0.6    NaN     NaN   NaN   NaN  NaN   NaN   22.0   86.0  0.256   \n",
       "4 -0.5 -0.1 -0.6    NaN     NaN   NaN   NaN  NaN   NaN   21.0   82.0  0.256   \n",
       "\n",
       "   3P  3PA  3P%     2P    2PA    2P%   eFG%     FT    FTA    FT%  ORB  DRB  \\\n",
       "0 NaN  NaN  NaN  144.0  516.0  0.279  0.279  170.0  241.0  0.705  NaN  NaN   \n",
       "1 NaN  NaN  NaN  102.0  274.0  0.372  0.372   75.0  106.0  0.708  NaN  NaN   \n",
       "2 NaN  NaN  NaN  174.0  499.0  0.349  0.349   90.0  129.0  0.698  NaN  NaN   \n",
       "3 NaN  NaN  NaN   22.0   86.0  0.256  0.256   19.0   34.0  0.559  NaN  NaN   \n",
       "4 NaN  NaN  NaN   21.0   82.0  0.256  0.256   17.0   31.0  0.548  NaN  NaN   \n",
       "\n",
       "   TRB    AST  STL  BLK  TOV     PF    PTS  \n",
       "0  NaN  176.0  NaN  NaN  NaN  217.0  458.0  \n",
       "1  NaN  109.0  NaN  NaN  NaN   99.0  279.0  \n",
       "2  NaN  140.0  NaN  NaN  NaN  192.0  438.0  \n",
       "3  NaN   20.0  NaN  NaN  NaN   29.0   63.0  \n",
       "4  NaN   20.0  NaN  NaN  NaN   27.0   59.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the head to make sure all data was loaded in correctly \n",
    "\n",
    "stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop all blank columns to make the data a little cleaner \n",
    "\n",
    "stats = stats.drop(['Unnamed: 0','blanl','blank2'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>3PAr</th>\n",
       "      <th>FTr</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>USG%</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "      <th>FG</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3P</th>\n",
       "      <th>3PA</th>\n",
       "      <th>3P%</th>\n",
       "      <th>2P</th>\n",
       "      <th>2PA</th>\n",
       "      <th>2P%</th>\n",
       "      <th>eFG%</th>\n",
       "      <th>FT</th>\n",
       "      <th>FTA</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24686</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Cody Zeller</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>CHO</td>\n",
       "      <td>62.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1725.0</td>\n",
       "      <td>16.7</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.442</td>\n",
       "      <td>8.6</td>\n",
       "      <td>17.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>9.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>15.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.157</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>253.0</td>\n",
       "      <td>443.0</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>253.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>0.572</td>\n",
       "      <td>0.571</td>\n",
       "      <td>133.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>0.679</td>\n",
       "      <td>135.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>639.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24687</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>BOS</td>\n",
       "      <td>51.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>525.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.508</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.247</td>\n",
       "      <td>9.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>12.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>10.2</td>\n",
       "      <td>16.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.094</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>78.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>0.494</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>78.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>0.497</td>\n",
       "      <td>0.494</td>\n",
       "      <td>22.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.564</td>\n",
       "      <td>43.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>178.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24688</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Stephen Zimmerman</td>\n",
       "      <td>C</td>\n",
       "      <td>20.0</td>\n",
       "      <td>ORL</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.161</td>\n",
       "      <td>10.8</td>\n",
       "      <td>24.9</td>\n",
       "      <td>17.6</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>8.3</td>\n",
       "      <td>14.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.323</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.600</td>\n",
       "      <td>11.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24689</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Paul Zipser</td>\n",
       "      <td>SF</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CHI</td>\n",
       "      <td>44.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0.503</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.181</td>\n",
       "      <td>1.9</td>\n",
       "      <td>14.2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>14.4</td>\n",
       "      <td>14.4</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.030</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>88.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>0.398</td>\n",
       "      <td>33.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>0.333</td>\n",
       "      <td>55.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.451</td>\n",
       "      <td>0.473</td>\n",
       "      <td>31.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.775</td>\n",
       "      <td>15.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24690</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Ivica Zubac</td>\n",
       "      <td>C</td>\n",
       "      <td>19.0</td>\n",
       "      <td>LAL</td>\n",
       "      <td>38.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.547</td>\n",
       "      <td>0.013</td>\n",
       "      <td>0.206</td>\n",
       "      <td>7.1</td>\n",
       "      <td>21.9</td>\n",
       "      <td>14.3</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4</td>\n",
       "      <td>10.4</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.086</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>126.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.529</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>126.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>0.536</td>\n",
       "      <td>0.529</td>\n",
       "      <td>32.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0.653</td>\n",
       "      <td>41.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>284.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Year             Player Pos   Age   Tm     G    GS      MP   PER  \\\n",
       "24686  2017.0        Cody Zeller  PF  24.0  CHO  62.0  58.0  1725.0  16.7   \n",
       "24687  2017.0       Tyler Zeller   C  27.0  BOS  51.0   5.0   525.0  13.0   \n",
       "24688  2017.0  Stephen Zimmerman   C  20.0  ORL  19.0   0.0   108.0   7.3   \n",
       "24689  2017.0        Paul Zipser  SF  22.0  CHI  44.0  18.0   843.0   6.9   \n",
       "24690  2017.0        Ivica Zubac   C  19.0  LAL  38.0  11.0   609.0  17.0   \n",
       "\n",
       "         TS%   3PAr    FTr  ORB%  DRB%  TRB%  AST%  STL%  BLK%  TOV%  USG%  \\\n",
       "24686  0.604  0.002  0.442   8.6  17.3  12.9   9.1   1.8   3.0  10.9  15.5   \n",
       "24687  0.508  0.006  0.247   9.2  17.0  13.2  12.2   0.7   3.3  10.2  16.5   \n",
       "24688  0.346  0.000  0.161  10.8  24.9  17.6   5.3   0.9   3.7   8.3  14.8   \n",
       "24689  0.503  0.448  0.181   1.9  14.2   8.0   6.1   0.9   1.5  14.4  14.4   \n",
       "24690  0.547  0.013  0.206   7.1  21.9  14.3   8.1   1.1   4.4  10.4  20.3   \n",
       "\n",
       "       OWS  DWS   WS  WS/48  OBPM  DBPM  BPM  VORP     FG    FGA    FG%    3P  \\\n",
       "24686  3.4  2.2  5.6  0.157  -0.2   2.3  2.1   1.8  253.0  443.0  0.571   0.0   \n",
       "24687  0.5  0.6  1.0  0.094  -3.2   0.8 -2.5  -0.1   78.0  158.0  0.494   0.0   \n",
       "24688 -0.1  0.1  0.0 -0.005  -7.8   0.4 -7.3  -0.1   10.0   31.0  0.323   0.0   \n",
       "24689 -0.3  0.8  0.5  0.030  -3.6  -0.1 -3.7  -0.4   88.0  221.0  0.398  33.0   \n",
       "24690  0.6  0.5  1.1  0.086  -2.7   0.3 -2.5  -0.1  126.0  238.0  0.529   0.0   \n",
       "\n",
       "        3PA    3P%     2P    2PA    2P%   eFG%     FT    FTA    FT%    ORB  \\\n",
       "24686   1.0  0.000  253.0  442.0  0.572  0.571  133.0  196.0  0.679  135.0   \n",
       "24687   1.0  0.000   78.0  157.0  0.497  0.494   22.0   39.0  0.564   43.0   \n",
       "24688   0.0    NaN   10.0   31.0  0.323  0.323    3.0    5.0  0.600   11.0   \n",
       "24689  99.0  0.333   55.0  122.0  0.451  0.473   31.0   40.0  0.775   15.0   \n",
       "24690   3.0  0.000  126.0  235.0  0.536  0.529   32.0   49.0  0.653   41.0   \n",
       "\n",
       "         DRB    TRB   AST   STL   BLK   TOV     PF    PTS  \n",
       "24686  270.0  405.0  99.0  62.0  58.0  65.0  189.0  639.0  \n",
       "24687   81.0  124.0  42.0   7.0  21.0  20.0   61.0  178.0  \n",
       "24688   24.0   35.0   4.0   2.0   5.0   3.0   17.0   23.0  \n",
       "24689  110.0  125.0  36.0  15.0  16.0  40.0   78.0  240.0  \n",
       "24690  118.0  159.0  30.0  14.0  33.0  30.0   66.0  284.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check tail to make sure columns were dropped and the back end of the dataset was loaded in properly as well \n",
    "\n",
    "stats.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Get the response for wikipedias list of hall of fame players \n",
    "\n",
    "response_hof = requests.get(\"https://en.wikipedia.org/wiki/List_of_players_in_the_Naismith_Memorial_Basketball_Hall_of_Fame\")\n",
    "\n",
    "print(response_hof.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a BeautifulSoup object to parse the html code from the website \n",
    "\n",
    "soup_hof = BeautifulSoup(response_hof.content , 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>playerName</th>\n",
       "      <th>Position</th>\n",
       "      <th>Summary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1959</td>\n",
       "      <td>Chuck Hyatt</td>\n",
       "      <td>G</td>\n",
       "      <td>National championship (Pittsburgh, 1928, 1930)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1959</td>\n",
       "      <td>Hank Luisetti</td>\n",
       "      <td>F</td>\n",
       "      <td>3 Pacific Coast Conference championships (Stan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1959</td>\n",
       "      <td>George Mikan</td>\n",
       "      <td>C</td>\n",
       "      <td>All-America (DePaul, 1944–45); All-NBA First-T...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1959</td>\n",
       "      <td>John Schommer</td>\n",
       "      <td>G</td>\n",
       "      <td>Big Ten Championships (Chicago, 1907–09); All-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1960</td>\n",
       "      <td>Vic Hanson</td>\n",
       "      <td>G</td>\n",
       "      <td>Helms Foundation Championship (Syracuse, 1926)...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year     playerName Position  \\\n",
       "0  1959    Chuck Hyatt        G   \n",
       "1  1959  Hank Luisetti        F   \n",
       "2  1959   George Mikan        C   \n",
       "3  1959  John Schommer        G   \n",
       "4  1960     Vic Hanson        G   \n",
       "\n",
       "                                             Summary  \n",
       "0  National championship (Pittsburgh, 1928, 1930)...  \n",
       "1  3 Pacific Coast Conference championships (Stan...  \n",
       "2  All-America (DePaul, 1944–45); All-NBA First-T...  \n",
       "3  Big Ten Championships (Chicago, 1907–09); All-...  \n",
       "4  Helms Foundation Championship (Syracuse, 1926)...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loop through the aspects of the html containing the data we're interested in and read it into a dataframe \n",
    "\n",
    "df_hof = pd.DataFrame(columns = ['Year', 'playerName', 'Position', 'Summary'])\n",
    "table_branches = soup_hof.find_all('table')[0].find_all('tr')\n",
    "for i in range(1, len(table_branches)):\n",
    "    df_hof = df_hof.append({'Year' : (table_branches[i].find_all('td')[0].text),\n",
    "                    'playerName' : (table_branches[i].find_all('td')[1].text),\n",
    "                    'Position' : (table_branches[i].find_all('td')[2].text),\n",
    "                    'Summary' : (table_branches[i].find_all('td')[3].text)}, ignore_index = True)\n",
    "\n",
    "# Check head to make sure data was scraped and read in properly     \n",
    "    \n",
    "df_hof.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To avoid a later discrepancy with Basketball Reference's datasets, change Nate Archibald's name to the more commonly used Tiny\n",
    "\n",
    "df_hof['playerName'] = df_hof['playerName'].replace('Nate Archibald', 'Tiny Archibald')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a list of all team abbreviations used in Basketball Refernce URLs to loop through and read in all team data \n",
    "\n",
    "scrape_list = ['ATL', 'DET', 'TOR', 'BOS', 'PHI', 'NJN', 'NYK', 'DEN', 'UTA', 'OKC', 'POR', 'MIN', 'MIL',\n",
    "              'IND', 'CHI', 'CLE', 'LAL', 'LAC', 'SAC', 'PHO', 'GSW', 'MIA', 'ORL', 'WAS', 'CHA',\n",
    "              'HOU', 'DAL', 'MEM', 'NOH', 'SAS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Get the response for Atlanta's web page so that some basic operations can be completed before looping through all teams \n",
    "\n",
    "response_team = requests.get('https://www.basketball-reference.com/teams/ATL/stats_basic_totals.html')\n",
    "\n",
    "print(response_team.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a BeautifulSoup object for the web page \n",
    "\n",
    "soup_team = BeautifulSoup(response_team.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Lg</th>\n",
       "      <th>Tm</th>\n",
       "      <th>W</th>\n",
       "      <th>L</th>\n",
       "      <th>Finish</th>\n",
       "      <th>Age</th>\n",
       "      <th>Ht.</th>\n",
       "      <th>Wt.</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3P</th>\n",
       "      <th>3PA</th>\n",
       "      <th>3P%</th>\n",
       "      <th>2P</th>\n",
       "      <th>2PA</th>\n",
       "      <th>2P%</th>\n",
       "      <th>FT</th>\n",
       "      <th>FTA</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-20</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>20</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "      <td>24.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>214</td>\n",
       "      <td>67</td>\n",
       "      <td>16280</td>\n",
       "      <td>2723</td>\n",
       "      <td>6067</td>\n",
       "      <td>.449</td>\n",
       "      <td>805</td>\n",
       "      <td>2416</td>\n",
       "      <td>.333</td>\n",
       "      <td>1918</td>\n",
       "      <td>3651</td>\n",
       "      <td>.525</td>\n",
       "      <td>1237</td>\n",
       "      <td>1566</td>\n",
       "      <td>.790</td>\n",
       "      <td>661</td>\n",
       "      <td>2237</td>\n",
       "      <td>2898</td>\n",
       "      <td>1605</td>\n",
       "      <td>523</td>\n",
       "      <td>341</td>\n",
       "      <td>1086</td>\n",
       "      <td>1548</td>\n",
       "      <td>7488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-19</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>29</td>\n",
       "      <td>53</td>\n",
       "      <td>5</td>\n",
       "      <td>25.1</td>\n",
       "      <td>6-7</td>\n",
       "      <td>215</td>\n",
       "      <td>82</td>\n",
       "      <td>19855</td>\n",
       "      <td>3392</td>\n",
       "      <td>7524</td>\n",
       "      <td>.451</td>\n",
       "      <td>1067</td>\n",
       "      <td>3034</td>\n",
       "      <td>.352</td>\n",
       "      <td>2325</td>\n",
       "      <td>4490</td>\n",
       "      <td>.518</td>\n",
       "      <td>1443</td>\n",
       "      <td>1918</td>\n",
       "      <td>.752</td>\n",
       "      <td>955</td>\n",
       "      <td>2825</td>\n",
       "      <td>3780</td>\n",
       "      <td>2118</td>\n",
       "      <td>675</td>\n",
       "      <td>419</td>\n",
       "      <td>1397</td>\n",
       "      <td>1932</td>\n",
       "      <td>9294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-18</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>24</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>25.4</td>\n",
       "      <td>6-6</td>\n",
       "      <td>212</td>\n",
       "      <td>82</td>\n",
       "      <td>19705</td>\n",
       "      <td>3130</td>\n",
       "      <td>7015</td>\n",
       "      <td>.446</td>\n",
       "      <td>917</td>\n",
       "      <td>2544</td>\n",
       "      <td>.360</td>\n",
       "      <td>2213</td>\n",
       "      <td>4471</td>\n",
       "      <td>.495</td>\n",
       "      <td>1298</td>\n",
       "      <td>1654</td>\n",
       "      <td>.785</td>\n",
       "      <td>743</td>\n",
       "      <td>2693</td>\n",
       "      <td>3436</td>\n",
       "      <td>1946</td>\n",
       "      <td>638</td>\n",
       "      <td>348</td>\n",
       "      <td>1276</td>\n",
       "      <td>1606</td>\n",
       "      <td>8475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>2</td>\n",
       "      <td>27.9</td>\n",
       "      <td>6-6</td>\n",
       "      <td>219</td>\n",
       "      <td>82</td>\n",
       "      <td>19880</td>\n",
       "      <td>3123</td>\n",
       "      <td>6918</td>\n",
       "      <td>.451</td>\n",
       "      <td>729</td>\n",
       "      <td>2137</td>\n",
       "      <td>.341</td>\n",
       "      <td>2394</td>\n",
       "      <td>4781</td>\n",
       "      <td>.501</td>\n",
       "      <td>1484</td>\n",
       "      <td>2039</td>\n",
       "      <td>.728</td>\n",
       "      <td>842</td>\n",
       "      <td>2793</td>\n",
       "      <td>3635</td>\n",
       "      <td>1938</td>\n",
       "      <td>672</td>\n",
       "      <td>397</td>\n",
       "      <td>1294</td>\n",
       "      <td>1491</td>\n",
       "      <td>8459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015-16</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>48</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>28.2</td>\n",
       "      <td>6-6</td>\n",
       "      <td>217</td>\n",
       "      <td>82</td>\n",
       "      <td>19830</td>\n",
       "      <td>3168</td>\n",
       "      <td>6923</td>\n",
       "      <td>.458</td>\n",
       "      <td>815</td>\n",
       "      <td>2326</td>\n",
       "      <td>.350</td>\n",
       "      <td>2353</td>\n",
       "      <td>4597</td>\n",
       "      <td>.512</td>\n",
       "      <td>1282</td>\n",
       "      <td>1638</td>\n",
       "      <td>.783</td>\n",
       "      <td>679</td>\n",
       "      <td>2772</td>\n",
       "      <td>3451</td>\n",
       "      <td>2100</td>\n",
       "      <td>747</td>\n",
       "      <td>486</td>\n",
       "      <td>1226</td>\n",
       "      <td>1570</td>\n",
       "      <td>8433</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Season   Lg   Tm   W   L Finish   Age  Ht.  Wt.   G     MP    FG   FGA  \\\n",
       "0  2019-20  NBA  ATL  20  47      5  24.1  6-6  214  67  16280  2723  6067   \n",
       "1  2018-19  NBA  ATL  29  53      5  25.1  6-7  215  82  19855  3392  7524   \n",
       "2  2017-18  NBA  ATL  24  58      5  25.4  6-6  212  82  19705  3130  7015   \n",
       "3  2016-17  NBA  ATL  43  39      2  27.9  6-6  219  82  19880  3123  6918   \n",
       "4  2015-16  NBA  ATL  48  34      2  28.2  6-6  217  82  19830  3168  6923   \n",
       "\n",
       "    FG%    3P   3PA   3P%    2P   2PA   2P%    FT   FTA   FT%  ORB   DRB  \\\n",
       "0  .449   805  2416  .333  1918  3651  .525  1237  1566  .790  661  2237   \n",
       "1  .451  1067  3034  .352  2325  4490  .518  1443  1918  .752  955  2825   \n",
       "2  .446   917  2544  .360  2213  4471  .495  1298  1654  .785  743  2693   \n",
       "3  .451   729  2137  .341  2394  4781  .501  1484  2039  .728  842  2793   \n",
       "4  .458   815  2326  .350  2353  4597  .512  1282  1638  .783  679  2772   \n",
       "\n",
       "    TRB   AST  STL  BLK   TOV    PF   PTS  \n",
       "0  2898  1605  523  341  1086  1548  7488  \n",
       "1  3780  2118  675  419  1397  1932  9294  \n",
       "2  3436  1946  638  348  1276  1606  8475  \n",
       "3  3635  1938  672  397  1294  1491  8459  \n",
       "4  3451  2100  747  486  1226  1570  8433  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\" \n",
    "create empty dataframe using columns from website using initial parser, then looping through \n",
    "each team using scrape list and the common URL aspects that each share\n",
    "read all data from each team creating tempory dataframe and appending each one to our initial empty dataframe\n",
    "\n",
    "td_gardens variable is just storing all of the td tags from the HTML which contain the data we're interested in\n",
    "the name is just a reference to the famous Boston Celtics arena\n",
    "\n",
    "Some of the aspects of the scraping may look confusing without further context or slightly hacked together\n",
    "essentially after trial and error and examining the site's original HTML this code will give us our \n",
    "needed information \n",
    "\n",
    "\"\"\"\n",
    "teams_table = soup_team.find_all('table')\n",
    "cols = teams_table[0].find_all('thead')[0].find_all('th')\n",
    "td_gardens = teams_table[0].find_all('tbody')[0].find_all('tr', class_=lambda x: x != 'thead')\n",
    "df_teams = pd.DataFrame(columns = [cols[i].text for i in range(len(cols)) if cols[i].text != \"\\xa0\"])\n",
    "for team in scrape_list:\n",
    "    response_temp = requests.get('https://www.basketball-reference.com/teams/{}/stats_basic_totals.html'.format(team))\n",
    "    soup_temp = BeautifulSoup(response_temp.content, 'html.parser')\n",
    "    teams_table_temp = soup_temp.find_all('table')\n",
    "    td_gardens_temp = teams_table_temp[0].find_all('tbody')[0].find_all('tr', class_=lambda x: x != 'thead')\n",
    "    teams_df_temp = pd.DataFrame(index = range(len(td_gardens_temp)) , columns = [cols[i].text for i in range(len(cols)) if cols[i].text != \"\\xa0\"])\n",
    "    for i in range(len(td_gardens_temp)):\n",
    "        teams_df_temp.iloc[i,0] = td_gardens_temp[i].find_all('a')[0].text\n",
    "        count = 0\n",
    "        for j in range(33):\n",
    "            if \"foo\" not in str(td_gardens_temp[i].find_all('td')[j]):\n",
    "                teams_df_temp.iloc[i,j+1-count] = td_gardens_temp[i].find_all('td')[j].text\n",
    "            else:\n",
    "                count += 1\n",
    "        \n",
    "    df_teams = df_teams.append(teams_df_temp, ignore_index = True)\n",
    "\n",
    "# check head to make sure everything was scraped and read in properly     \n",
    "    \n",
    "df_teams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# recast all columns that we need as numeric to float to be able to later perform aggregate functions \n",
    "\n",
    "df_teams['PTS'] = df_teams['PTS'].astype(float)\n",
    "df_teams['PF'] = df_teams['PF'].astype(float)\n",
    "df_teams['G'] = df_teams['G'].astype(float)\n",
    "df_teams['MP'] = pd.to_numeric(df_teams['MP'])\n",
    "df_teams['FG'] = df_teams['FG'].astype(float)\n",
    "df_teams['FGA'] = df_teams['FGA'].astype(float)\n",
    "df_teams['3P'] = pd.to_numeric(df_teams['3P'])\n",
    "df_teams['3PA'] = pd.to_numeric(df_teams['3PA'])\n",
    "df_teams['2P'] = df_teams['2P'].astype(float)\n",
    "df_teams['2PA'] = df_teams['2PA'].astype(float)\n",
    "df_teams['FT'] = df_teams['FT'].astype(float)\n",
    "df_teams['FTA'] = df_teams['FTA'].astype(float)\n",
    "df_teams['ORB'] = pd.to_numeric(df_teams['ORB'])\n",
    "df_teams['DRB'] = pd.to_numeric(df_teams['DRB'])\n",
    "df_teams['TRB'] = pd.to_numeric(df_teams['TRB'])\n",
    "df_teams['AST'] = df_teams['AST'].astype(float)\n",
    "df_teams['STL'] = pd.to_numeric(df_teams['STL'])\n",
    "df_teams['BLK'] = pd.to_numeric(df_teams['BLK'])\n",
    "df_teams['TOV'] = pd.to_numeric(df_teams['TOV'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1543 entries, 0 to 1542\n",
      "Data columns (total 32 columns):\n",
      "Season    1543 non-null object\n",
      "Lg        1543 non-null object\n",
      "Tm        1543 non-null object\n",
      "W         1543 non-null object\n",
      "L         1543 non-null object\n",
      "Finish    1543 non-null object\n",
      "Age       1543 non-null object\n",
      "Ht.       1543 non-null object\n",
      "Wt.       1543 non-null object\n",
      "G         1543 non-null float64\n",
      "MP        1408 non-null float64\n",
      "FG        1543 non-null float64\n",
      "FGA       1543 non-null float64\n",
      "FG%       1543 non-null object\n",
      "3P        1170 non-null float64\n",
      "3PA       1170 non-null float64\n",
      "3P%       1543 non-null object\n",
      "2P        1543 non-null float64\n",
      "2PA       1543 non-null float64\n",
      "2P%       1543 non-null object\n",
      "FT        1543 non-null float64\n",
      "FTA       1543 non-null float64\n",
      "FT%       1543 non-null object\n",
      "ORB       1285 non-null float64\n",
      "DRB       1285 non-null float64\n",
      "TRB       1523 non-null float64\n",
      "AST       1543 non-null float64\n",
      "STL       1265 non-null float64\n",
      "BLK       1265 non-null float64\n",
      "TOV       1289 non-null float64\n",
      "PF        1543 non-null float64\n",
      "PTS       1543 non-null float64\n",
      "dtypes: float64(19), object(13)\n",
      "memory usage: 385.9+ KB\n"
     ]
    }
   ],
   "source": [
    "# check info to make sure all type casting worked properly \n",
    "\n",
    "df_teams.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Read in all opponent data that will be needed for later advanced metric calculations, same procedure as with the team data scraping \n",
    "\n",
    "response_opps = requests.get('https://www.basketball-reference.com/teams/TOR/opp_stats_basic_totals.html')\n",
    "\n",
    "print(response_opps.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_opps = BeautifulSoup(response_opps.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "opps_table = soup_opps.find_all('table')\n",
    "cols_opps = opps_table[0].find_all('thead')[0].find_all('th')\n",
    "td_gardens_opps = opps_table[0].find_all('tbody')[0].find_all('tr', class_=lambda x: x != 'thead')\n",
    "opps_df = pd.DataFrame(columns = [cols_opps[i].text for i in range(len(cols_opps)) if cols_opps[i].text != \"\\xa0\"])\n",
    "for team in scrape_list:\n",
    "    response_temp = requests.get('https://www.basketball-reference.com/teams/{}/opp_stats_basic_totals.html'.format(team))\n",
    "    soup_temp = BeautifulSoup(response_temp.content, 'html.parser')\n",
    "    teams_table_temp = soup_temp.find_all('table')\n",
    "    td_gardens_temp = teams_table_temp[0].find_all('tbody')[0].find_all('tr', class_=lambda x: x != 'thead')\n",
    "    teams_df_temp = pd.DataFrame(index = range(len(td_gardens_temp)) , columns = [cols_opps[i].text for i in range(len(cols_opps)) if cols_opps[i].text != \"\\xa0\"])\n",
    "    for i in range(len(td_gardens_temp)):\n",
    "        teams_df_temp.iloc[i,0] = td_gardens_temp[i].find_all('a')[0].text\n",
    "        count = 0\n",
    "        for j in range(29):\n",
    "            if \"foo\" not in str(td_gardens_temp[i].find_all('td')[j]):\n",
    "                teams_df_temp.iloc[i,j+1-count] = td_gardens_temp[i].find_all('td')[j].text\n",
    "            else:\n",
    "                count += 1\n",
    "        \n",
    "    opps_df = opps_df.append(teams_df_temp, ignore_index = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Lg</th>\n",
       "      <th>Tm</th>\n",
       "      <th>W</th>\n",
       "      <th>L</th>\n",
       "      <th>Finish</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3P</th>\n",
       "      <th>3PA</th>\n",
       "      <th>3P%</th>\n",
       "      <th>2P</th>\n",
       "      <th>2PA</th>\n",
       "      <th>2P%</th>\n",
       "      <th>FT</th>\n",
       "      <th>FTA</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-20</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>20</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "      <td>67</td>\n",
       "      <td>16280</td>\n",
       "      <td>2903</td>\n",
       "      <td>6078</td>\n",
       "      <td>.478</td>\n",
       "      <td>797</td>\n",
       "      <td>2194</td>\n",
       "      <td>.363</td>\n",
       "      <td>2106</td>\n",
       "      <td>3884</td>\n",
       "      <td>.542</td>\n",
       "      <td>1419</td>\n",
       "      <td>1839</td>\n",
       "      <td>.772</td>\n",
       "      <td>748</td>\n",
       "      <td>2402</td>\n",
       "      <td>3150</td>\n",
       "      <td>1674</td>\n",
       "      <td>600</td>\n",
       "      <td>428</td>\n",
       "      <td>1006</td>\n",
       "      <td>1404</td>\n",
       "      <td>8022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-19</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>29</td>\n",
       "      <td>53</td>\n",
       "      <td>5</td>\n",
       "      <td>82</td>\n",
       "      <td>19855</td>\n",
       "      <td>3508</td>\n",
       "      <td>7417</td>\n",
       "      <td>.473</td>\n",
       "      <td>1013</td>\n",
       "      <td>2820</td>\n",
       "      <td>.359</td>\n",
       "      <td>2495</td>\n",
       "      <td>4597</td>\n",
       "      <td>.543</td>\n",
       "      <td>1759</td>\n",
       "      <td>2321</td>\n",
       "      <td>.758</td>\n",
       "      <td>871</td>\n",
       "      <td>2904</td>\n",
       "      <td>3775</td>\n",
       "      <td>2202</td>\n",
       "      <td>810</td>\n",
       "      <td>448</td>\n",
       "      <td>1234</td>\n",
       "      <td>1817</td>\n",
       "      <td>9788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-18</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>24</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>82</td>\n",
       "      <td>19705</td>\n",
       "      <td>3336</td>\n",
       "      <td>7107</td>\n",
       "      <td>.469</td>\n",
       "      <td>949</td>\n",
       "      <td>2519</td>\n",
       "      <td>.377</td>\n",
       "      <td>2387</td>\n",
       "      <td>4588</td>\n",
       "      <td>.520</td>\n",
       "      <td>1301</td>\n",
       "      <td>1686</td>\n",
       "      <td>.772</td>\n",
       "      <td>841</td>\n",
       "      <td>2785</td>\n",
       "      <td>3626</td>\n",
       "      <td>2137</td>\n",
       "      <td>710</td>\n",
       "      <td>453</td>\n",
       "      <td>1238</td>\n",
       "      <td>1661</td>\n",
       "      <td>8922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>19880</td>\n",
       "      <td>3178</td>\n",
       "      <td>7155</td>\n",
       "      <td>.444</td>\n",
       "      <td>893</td>\n",
       "      <td>2502</td>\n",
       "      <td>.357</td>\n",
       "      <td>2285</td>\n",
       "      <td>4653</td>\n",
       "      <td>.491</td>\n",
       "      <td>1280</td>\n",
       "      <td>1658</td>\n",
       "      <td>.772</td>\n",
       "      <td>876</td>\n",
       "      <td>2722</td>\n",
       "      <td>3598</td>\n",
       "      <td>1919</td>\n",
       "      <td>738</td>\n",
       "      <td>424</td>\n",
       "      <td>1262</td>\n",
       "      <td>1768</td>\n",
       "      <td>8529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015-16</td>\n",
       "      <td>NBA</td>\n",
       "      <td>ATL</td>\n",
       "      <td>48</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>19830</td>\n",
       "      <td>3046</td>\n",
       "      <td>7058</td>\n",
       "      <td>.432</td>\n",
       "      <td>679</td>\n",
       "      <td>2008</td>\n",
       "      <td>.338</td>\n",
       "      <td>2367</td>\n",
       "      <td>5050</td>\n",
       "      <td>.469</td>\n",
       "      <td>1366</td>\n",
       "      <td>1810</td>\n",
       "      <td>.755</td>\n",
       "      <td>944</td>\n",
       "      <td>2869</td>\n",
       "      <td>3813</td>\n",
       "      <td>1808</td>\n",
       "      <td>706</td>\n",
       "      <td>411</td>\n",
       "      <td>1324</td>\n",
       "      <td>1500</td>\n",
       "      <td>8137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Season   Lg   Tm   W   L Finish   G     MP    FG   FGA   FG%    3P   3PA  \\\n",
       "0  2019-20  NBA  ATL  20  47      5  67  16280  2903  6078  .478   797  2194   \n",
       "1  2018-19  NBA  ATL  29  53      5  82  19855  3508  7417  .473  1013  2820   \n",
       "2  2017-18  NBA  ATL  24  58      5  82  19705  3336  7107  .469   949  2519   \n",
       "3  2016-17  NBA  ATL  43  39      2  82  19880  3178  7155  .444   893  2502   \n",
       "4  2015-16  NBA  ATL  48  34      2  82  19830  3046  7058  .432   679  2008   \n",
       "\n",
       "    3P%    2P   2PA   2P%    FT   FTA   FT%  ORB   DRB   TRB   AST  STL  BLK  \\\n",
       "0  .363  2106  3884  .542  1419  1839  .772  748  2402  3150  1674  600  428   \n",
       "1  .359  2495  4597  .543  1759  2321  .758  871  2904  3775  2202  810  448   \n",
       "2  .377  2387  4588  .520  1301  1686  .772  841  2785  3626  2137  710  453   \n",
       "3  .357  2285  4653  .491  1280  1658  .772  876  2722  3598  1919  738  424   \n",
       "4  .338  2367  5050  .469  1366  1810  .755  944  2869  3813  1808  706  411   \n",
       "\n",
       "    TOV    PF   PTS  \n",
       "0  1006  1404  8022  \n",
       "1  1234  1817  9788  \n",
       "2  1238  1661  8922  \n",
       "3  1262  1768  8529  \n",
       "4  1324  1500  8137  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "opps_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "opps_df['PTS'] = opps_df['PTS'].astype(float)\n",
    "opps_df['PF'] = pd.to_numeric(opps_df['PF'])\n",
    "opps_df['G'] = opps_df['G'].astype(float)\n",
    "opps_df['MP'] = pd.to_numeric(opps_df['MP'])\n",
    "opps_df['FG'] = pd.to_numeric(opps_df['FG'])\n",
    "opps_df['FGA'] = pd.to_numeric(opps_df['FGA'])\n",
    "opps_df['3P'] = pd.to_numeric(opps_df['3P'])\n",
    "opps_df['3PA'] = pd.to_numeric(opps_df['3PA'])\n",
    "opps_df['2P'] = pd.to_numeric(opps_df['2P'])\n",
    "opps_df['2PA'] = pd.to_numeric(opps_df['2PA'])\n",
    "opps_df['FT'] = pd.to_numeric(opps_df['FT'])\n",
    "opps_df['FTA'] = pd.to_numeric(opps_df['FTA'])\n",
    "opps_df['ORB'] = pd.to_numeric(opps_df['ORB'])\n",
    "opps_df['DRB'] = pd.to_numeric(opps_df['DRB'])\n",
    "opps_df['TRB'] = pd.to_numeric(opps_df['TRB'])\n",
    "opps_df['AST'] = pd.to_numeric(opps_df['AST'])\n",
    "opps_df['STL'] = pd.to_numeric(opps_df['STL'])\n",
    "opps_df['BLK'] = pd.to_numeric(opps_df['BLK'])\n",
    "opps_df['TOV'] = pd.to_numeric(opps_df['TOV'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1543 entries, 0 to 1542\n",
      "Data columns (total 29 columns):\n",
      "Season    1543 non-null object\n",
      "Lg        1543 non-null object\n",
      "Tm        1543 non-null object\n",
      "W         1543 non-null object\n",
      "L         1543 non-null object\n",
      "Finish    1543 non-null object\n",
      "G         1543 non-null float64\n",
      "MP        1408 non-null float64\n",
      "FG        1340 non-null float64\n",
      "FGA       1340 non-null float64\n",
      "FG%       1543 non-null object\n",
      "3P        1170 non-null float64\n",
      "3PA       1170 non-null float64\n",
      "3P%       1543 non-null object\n",
      "2P        1340 non-null float64\n",
      "2PA       1340 non-null float64\n",
      "2P%       1543 non-null object\n",
      "FT        1340 non-null float64\n",
      "FTA       1340 non-null float64\n",
      "FT%       1543 non-null object\n",
      "ORB       1273 non-null float64\n",
      "DRB       1273 non-null float64\n",
      "TRB       1340 non-null float64\n",
      "AST       1340 non-null float64\n",
      "STL       1265 non-null float64\n",
      "BLK       1265 non-null float64\n",
      "TOV       1289 non-null float64\n",
      "PF        1340 non-null float64\n",
      "PTS       1543 non-null float64\n",
      "dtypes: float64(19), object(10)\n",
      "memory usage: 349.7+ KB\n"
     ]
    }
   ],
   "source": [
    "opps_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For a later merging we will need full team names, create list that can be mapped to the abbreviations in the current dataframe \n",
    "\n",
    "team_abv = df_teams['Tm'].unique()\n",
    "\n",
    "team_full = np.array(['Atlanta Hawks', 'St. Louis Hawks', 'Milwaukee Hawks', 'Tri-Cities Blackhawks', 'Detroit Pistons',\n",
    "                     'Fort Wayne Pistons', 'Toronto Raptors', 'Boston Celtics', 'Philadelphia 76ers', 'Syracuse Nationals',\n",
    "                     'Brooklyn Nets', 'New Jersey Nets', 'New York Nets', 'New York Nets', 'New Jersey Americans',\n",
    "                     'New York Knicks', 'Denver Nuggets', 'Denver Nuggets', 'Denver Rockets', 'Utah Jazz',\n",
    "                     'New Orleans Jazz', 'Oklahoma City Thunder', 'Seattle SuperSonics', 'Portland Trail Blazers',\n",
    "                     'Minnesota Timberwolves', 'Milwaukee Bucks', 'Indiana Pacers', 'Indiana Pacers', 'Chicago Bulls',\n",
    "                     'Cleveland Cavaliers', 'Los Angeles Lakers', 'Minneapolis Lakers', 'Los Angeles Clippers',\n",
    "                     'San Diego Clippers', 'Buffalo Braves', 'Sacramento Kings', 'Kansas City Kings', \n",
    "                     'Kansas City-Omaha Kings', 'Cincinnati Royals', 'Rochester Royals', 'Phoenix Suns', 'Golden State Warriors',\n",
    "                     'San Francisco Warriors', 'Philadelphia Warriors', 'Miami Heat', 'Orlando Magic', 'Washington Wizards',\n",
    "                     'Washington Bullets', 'Capital Bullets', 'Baltimore Bullets', 'Chicago Zephyrs', 'Chicago Packers',\n",
    "                     'Charlotte Hornets', 'Charlotte Bobcats', 'Charlotte Hornets', 'Houston Rockets', 'San Diego Rockets',\n",
    "                     'Dallas Mavericks', 'Memphis Grizzlies', 'Vancouver Grizzlies', 'New Orleans Pelicans', 'New Orleans Hornets',\n",
    "                     'NO/Ok. City Hornets', 'San Antonio Spurs', 'San Antonio Spurs', 'Dallas Chaparrals', 'Texas Chaparrals'])\n",
    "\n",
    "team_dict = [*zip(team_abv, team_full)]\n",
    "team_dict = dict(team_dict)\n",
    "df_teams['TmFull'] = df_teams['Tm'].map(team_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For dataframes using season format containing 2 year range, create singular year column that can more easily be used for comparisons \n",
    "\n",
    "df_teams['Year'] = [df_teams['Season'].iloc[i][0:2] + df_teams['Season'].iloc[i][5:7] for i in range(len(df_teams))]\n",
    "\n",
    "df_teams['Year'] = df_teams['Year'].astype(float)\n",
    "\n",
    "opps_df['Year'] = [opps_df['Season'].iloc[i][0:2] + opps_df['Season'].iloc[i][5:7] for i in range(len(opps_df))]\n",
    "\n",
    "opps_df['Year'] = opps_df['Year'].astype(float)\n",
    "\n",
    "# Merge player stats and team stats into one dataframe based on the player \n",
    "\n",
    "stats_complete = stats.merge(right = df_teams, on = ['Tm', 'Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove all asterisk characters from player column to make all future calls and merges easier \n",
    "\n",
    "stats_complete['Player'] = stats_complete['Player'].str.replace('*','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>Year</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age_x</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G_x</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP_x</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>3PAr</th>\n",
       "      <th>FTr</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>USG%</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "      <th>FG_x</th>\n",
       "      <th>FGA_x</th>\n",
       "      <th>FG%_x</th>\n",
       "      <th>3P_x</th>\n",
       "      <th>3PA_x</th>\n",
       "      <th>3P%_x</th>\n",
       "      <th>2P_x</th>\n",
       "      <th>2PA_x</th>\n",
       "      <th>2P%_x</th>\n",
       "      <th>eFG%</th>\n",
       "      <th>FT_x</th>\n",
       "      <th>FTA_x</th>\n",
       "      <th>FT%_x</th>\n",
       "      <th>ORB_x</th>\n",
       "      <th>DRB_x</th>\n",
       "      <th>TRB_x</th>\n",
       "      <th>AST_x</th>\n",
       "      <th>STL_x</th>\n",
       "      <th>BLK_x</th>\n",
       "      <th>TOV_x</th>\n",
       "      <th>PF_x</th>\n",
       "      <th>PTS_x</th>\n",
       "      <th>Season</th>\n",
       "      <th>Lg</th>\n",
       "      <th>W</th>\n",
       "      <th>L</th>\n",
       "      <th>Finish</th>\n",
       "      <th>Age_y</th>\n",
       "      <th>Ht.</th>\n",
       "      <th>Wt.</th>\n",
       "      <th>G_y</th>\n",
       "      <th>MP_y</th>\n",
       "      <th>FG_y</th>\n",
       "      <th>FGA_y</th>\n",
       "      <th>FG%_y</th>\n",
       "      <th>3P_y</th>\n",
       "      <th>3PA_y</th>\n",
       "      <th>3P%_y</th>\n",
       "      <th>2P_y</th>\n",
       "      <th>2PA_y</th>\n",
       "      <th>2P%_y</th>\n",
       "      <th>FT_y</th>\n",
       "      <th>FTA_y</th>\n",
       "      <th>FT%_y</th>\n",
       "      <th>ORB_y</th>\n",
       "      <th>DRB_y</th>\n",
       "      <th>TRB_y</th>\n",
       "      <th>AST_y</th>\n",
       "      <th>STL_y</th>\n",
       "      <th>BLK_y</th>\n",
       "      <th>TOV_y</th>\n",
       "      <th>PF_y</th>\n",
       "      <th>PTS_y</th>\n",
       "      <th>TmFull</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Curly Armstrong</td>\n",
       "      <td>G-F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>63.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.279</td>\n",
       "      <td>0.279</td>\n",
       "      <td>170.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>0.705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>217.0</td>\n",
       "      <td>458.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Charlie Black</td>\n",
       "      <td>F-C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>0.287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>0.287</td>\n",
       "      <td>0.287</td>\n",
       "      <td>132.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bob Carpenter</td>\n",
       "      <td>F-C</td>\n",
       "      <td>32.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>66.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>212.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.344</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>212.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.344</td>\n",
       "      <td>0.344</td>\n",
       "      <td>190.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>614.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bob Harris</td>\n",
       "      <td>F-C</td>\n",
       "      <td>22.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>62.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.423</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>0.361</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>0.361</td>\n",
       "      <td>0.361</td>\n",
       "      <td>140.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>0.628</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.0</td>\n",
       "      <td>476.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bill Henry</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.405</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.598</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.311</td>\n",
       "      <td>84.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0.672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year           Player  Pos  Age_x   Tm   G_x  GS  MP_x  PER    TS%  3PAr  \\\n",
       "0  1950.0  Curly Armstrong  G-F   31.0  FTW  63.0 NaN   NaN  NaN  0.368   NaN   \n",
       "1  1950.0    Charlie Black  F-C   28.0  FTW  36.0 NaN   NaN  NaN  0.362   NaN   \n",
       "2  1950.0    Bob Carpenter  F-C   32.0  FTW  66.0 NaN   NaN  NaN  0.421   NaN   \n",
       "3  1950.0       Bob Harris  F-C   22.0  FTW  62.0 NaN   NaN  NaN  0.423   NaN   \n",
       "4  1950.0       Bill Henry    C   25.0  FTW  44.0 NaN   NaN  NaN  0.405   NaN   \n",
       "\n",
       "     FTr  ORB%  DRB%  TRB%  AST%  STL%  BLK%  TOV%  USG%  OWS  DWS   WS  \\\n",
       "0  0.467   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN -0.1  3.6  3.5   \n",
       "1  0.480   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN -0.7  2.2  1.5   \n",
       "2  0.415   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  2.2  2.8  5.0   \n",
       "3  0.480   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  2.1  3.0  5.0   \n",
       "4  0.598   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  0.6  1.3  1.9   \n",
       "\n",
       "   WS/48  OBPM  DBPM  BPM  VORP   FG_x  FGA_x  FG%_x  3P_x  3PA_x  3P%_x  \\\n",
       "0    NaN   NaN   NaN  NaN   NaN  144.0  516.0  0.279   NaN    NaN    NaN   \n",
       "1    NaN   NaN   NaN  NaN   NaN  125.0  435.0  0.287   NaN    NaN    NaN   \n",
       "2    NaN   NaN   NaN  NaN   NaN  212.0  617.0  0.344   NaN    NaN    NaN   \n",
       "3    NaN   NaN   NaN  NaN   NaN  168.0  465.0  0.361   NaN    NaN    NaN   \n",
       "4    NaN   NaN   NaN  NaN   NaN   65.0  209.0  0.311   NaN    NaN    NaN   \n",
       "\n",
       "    2P_x  2PA_x  2P%_x   eFG%   FT_x  FTA_x  FT%_x  ORB_x  DRB_x  TRB_x  \\\n",
       "0  144.0  516.0  0.279  0.279  170.0  241.0  0.705    NaN    NaN    NaN   \n",
       "1  125.0  435.0  0.287  0.287  132.0  209.0  0.632    NaN    NaN    NaN   \n",
       "2  212.0  617.0  0.344  0.344  190.0  256.0  0.742    NaN    NaN    NaN   \n",
       "3  168.0  465.0  0.361  0.361  140.0  223.0  0.628    NaN    NaN    NaN   \n",
       "4   65.0  209.0  0.311  0.311   84.0  125.0  0.672    NaN    NaN    NaN   \n",
       "\n",
       "   AST_x  STL_x  BLK_x  TOV_x   PF_x  PTS_x   Season   Lg   W   L Finish  \\\n",
       "0  176.0    NaN    NaN    NaN  217.0  458.0  1949-50  NBA  40  28      3   \n",
       "1   75.0    NaN    NaN    NaN  140.0  382.0  1949-50  NBA  40  28      3   \n",
       "2   92.0    NaN    NaN    NaN  168.0  614.0  1949-50  NBA  40  28      3   \n",
       "3  129.0    NaN    NaN    NaN  190.0  476.0  1949-50  NBA  40  28      3   \n",
       "4   39.0    NaN    NaN    NaN   99.0  214.0  1949-50  NBA  40  28      3   \n",
       "\n",
       "  Age_y Ht. Wt.   G_y  MP_y    FG_y   FGA_y FG%_y  3P_y  3PA_y 3P%_y    2P_y  \\\n",
       "0                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "1                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "2                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "3                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "4                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "\n",
       "    2PA_y 2P%_y    FT_y   FTA_y FT%_y  ORB_y  DRB_y  TRB_y   AST_y  STL_y  \\\n",
       "0  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "1  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "2  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "3  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "4  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "\n",
       "   BLK_y  TOV_y    PF_y   PTS_y              TmFull  \n",
       "0    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  \n",
       "1    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  \n",
       "2    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  \n",
       "3    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  \n",
       "4    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Call head to make sure all operations above carried out correctly \n",
    "\n",
    "stats_complete.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge our newly created dataframe with the needed columns from the opponent statistics dataframe \n",
    "\n",
    "stats_complete = stats_complete.merge(right = opps_df[['Tm','Year','DRB','ORB','TRB','FGA','3PA','TOV','FTA']], \n",
    "                                      how = 'left', on = ['Tm', 'Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>Year</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age_x</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G_x</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP_x</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>3PAr</th>\n",
       "      <th>FTr</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>USG%</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "      <th>FG_x</th>\n",
       "      <th>FGA_x</th>\n",
       "      <th>FG%_x</th>\n",
       "      <th>3P_x</th>\n",
       "      <th>3PA_x</th>\n",
       "      <th>3P%_x</th>\n",
       "      <th>2P_x</th>\n",
       "      <th>2PA_x</th>\n",
       "      <th>2P%_x</th>\n",
       "      <th>eFG%</th>\n",
       "      <th>FT_x</th>\n",
       "      <th>FTA_x</th>\n",
       "      <th>FT%_x</th>\n",
       "      <th>ORB_x</th>\n",
       "      <th>DRB_x</th>\n",
       "      <th>TRB_x</th>\n",
       "      <th>AST_x</th>\n",
       "      <th>STL_x</th>\n",
       "      <th>BLK_x</th>\n",
       "      <th>TOV_x</th>\n",
       "      <th>PF_x</th>\n",
       "      <th>PTS_x</th>\n",
       "      <th>Season</th>\n",
       "      <th>Lg</th>\n",
       "      <th>W</th>\n",
       "      <th>L</th>\n",
       "      <th>Finish</th>\n",
       "      <th>Age_y</th>\n",
       "      <th>Ht.</th>\n",
       "      <th>Wt.</th>\n",
       "      <th>G_y</th>\n",
       "      <th>MP_y</th>\n",
       "      <th>FG_y</th>\n",
       "      <th>FGA_y</th>\n",
       "      <th>FG%_y</th>\n",
       "      <th>3P_y</th>\n",
       "      <th>3PA_y</th>\n",
       "      <th>3P%_y</th>\n",
       "      <th>2P_y</th>\n",
       "      <th>2PA_y</th>\n",
       "      <th>2P%_y</th>\n",
       "      <th>FT_y</th>\n",
       "      <th>FTA_y</th>\n",
       "      <th>FT%_y</th>\n",
       "      <th>ORB_y</th>\n",
       "      <th>DRB_y</th>\n",
       "      <th>TRB_y</th>\n",
       "      <th>AST_y</th>\n",
       "      <th>STL_y</th>\n",
       "      <th>BLK_y</th>\n",
       "      <th>TOV_y</th>\n",
       "      <th>PF_y</th>\n",
       "      <th>PTS_y</th>\n",
       "      <th>TmFull</th>\n",
       "      <th>DRB</th>\n",
       "      <th>ORB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>FGA</th>\n",
       "      <th>3PA</th>\n",
       "      <th>TOV</th>\n",
       "      <th>FTA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Curly Armstrong</td>\n",
       "      <td>G-F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>63.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.279</td>\n",
       "      <td>0.279</td>\n",
       "      <td>170.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>0.705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>217.0</td>\n",
       "      <td>458.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Charlie Black</td>\n",
       "      <td>F-C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>0.287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>0.287</td>\n",
       "      <td>0.287</td>\n",
       "      <td>132.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bob Carpenter</td>\n",
       "      <td>F-C</td>\n",
       "      <td>32.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>66.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>212.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.344</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>212.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.344</td>\n",
       "      <td>0.344</td>\n",
       "      <td>190.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>614.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bob Harris</td>\n",
       "      <td>F-C</td>\n",
       "      <td>22.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>62.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.423</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>0.361</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>0.361</td>\n",
       "      <td>0.361</td>\n",
       "      <td>140.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>0.628</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.0</td>\n",
       "      <td>476.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bill Henry</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.405</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.598</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.311</td>\n",
       "      <td>84.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0.672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year           Player  Pos  Age_x   Tm   G_x  GS  MP_x  PER    TS%  3PAr  \\\n",
       "0  1950.0  Curly Armstrong  G-F   31.0  FTW  63.0 NaN   NaN  NaN  0.368   NaN   \n",
       "1  1950.0    Charlie Black  F-C   28.0  FTW  36.0 NaN   NaN  NaN  0.362   NaN   \n",
       "2  1950.0    Bob Carpenter  F-C   32.0  FTW  66.0 NaN   NaN  NaN  0.421   NaN   \n",
       "3  1950.0       Bob Harris  F-C   22.0  FTW  62.0 NaN   NaN  NaN  0.423   NaN   \n",
       "4  1950.0       Bill Henry    C   25.0  FTW  44.0 NaN   NaN  NaN  0.405   NaN   \n",
       "\n",
       "     FTr  ORB%  DRB%  TRB%  AST%  STL%  BLK%  TOV%  USG%  OWS  DWS   WS  \\\n",
       "0  0.467   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN -0.1  3.6  3.5   \n",
       "1  0.480   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN -0.7  2.2  1.5   \n",
       "2  0.415   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  2.2  2.8  5.0   \n",
       "3  0.480   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  2.1  3.0  5.0   \n",
       "4  0.598   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  0.6  1.3  1.9   \n",
       "\n",
       "   WS/48  OBPM  DBPM  BPM  VORP   FG_x  FGA_x  FG%_x  3P_x  3PA_x  3P%_x  \\\n",
       "0    NaN   NaN   NaN  NaN   NaN  144.0  516.0  0.279   NaN    NaN    NaN   \n",
       "1    NaN   NaN   NaN  NaN   NaN  125.0  435.0  0.287   NaN    NaN    NaN   \n",
       "2    NaN   NaN   NaN  NaN   NaN  212.0  617.0  0.344   NaN    NaN    NaN   \n",
       "3    NaN   NaN   NaN  NaN   NaN  168.0  465.0  0.361   NaN    NaN    NaN   \n",
       "4    NaN   NaN   NaN  NaN   NaN   65.0  209.0  0.311   NaN    NaN    NaN   \n",
       "\n",
       "    2P_x  2PA_x  2P%_x   eFG%   FT_x  FTA_x  FT%_x  ORB_x  DRB_x  TRB_x  \\\n",
       "0  144.0  516.0  0.279  0.279  170.0  241.0  0.705    NaN    NaN    NaN   \n",
       "1  125.0  435.0  0.287  0.287  132.0  209.0  0.632    NaN    NaN    NaN   \n",
       "2  212.0  617.0  0.344  0.344  190.0  256.0  0.742    NaN    NaN    NaN   \n",
       "3  168.0  465.0  0.361  0.361  140.0  223.0  0.628    NaN    NaN    NaN   \n",
       "4   65.0  209.0  0.311  0.311   84.0  125.0  0.672    NaN    NaN    NaN   \n",
       "\n",
       "   AST_x  STL_x  BLK_x  TOV_x   PF_x  PTS_x   Season   Lg   W   L Finish  \\\n",
       "0  176.0    NaN    NaN    NaN  217.0  458.0  1949-50  NBA  40  28      3   \n",
       "1   75.0    NaN    NaN    NaN  140.0  382.0  1949-50  NBA  40  28      3   \n",
       "2   92.0    NaN    NaN    NaN  168.0  614.0  1949-50  NBA  40  28      3   \n",
       "3  129.0    NaN    NaN    NaN  190.0  476.0  1949-50  NBA  40  28      3   \n",
       "4   39.0    NaN    NaN    NaN   99.0  214.0  1949-50  NBA  40  28      3   \n",
       "\n",
       "  Age_y Ht. Wt.   G_y  MP_y    FG_y   FGA_y FG%_y  3P_y  3PA_y 3P%_y    2P_y  \\\n",
       "0                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "1                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "2                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "3                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "4                68.0   NaN  1878.0  5901.0  .318   NaN    NaN        1878.0   \n",
       "\n",
       "    2PA_y 2P%_y    FT_y   FTA_y FT%_y  ORB_y  DRB_y  TRB_y   AST_y  STL_y  \\\n",
       "0  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "1  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "2  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "3  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "4  5901.0  .318  1634.0  2331.0  .701    NaN    NaN    NaN  1364.0    NaN   \n",
       "\n",
       "   BLK_y  TOV_y    PF_y   PTS_y              TmFull  DRB  ORB  TRB  FGA  3PA  \\\n",
       "0    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  NaN  NaN  NaN  NaN  NaN   \n",
       "1    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  NaN  NaN  NaN  NaN  NaN   \n",
       "2    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  NaN  NaN  NaN  NaN  NaN   \n",
       "3    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  NaN  NaN  NaN  NaN  NaN   \n",
       "4    NaN    NaN  2065.0  5390.0  Fort Wayne Pistons  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   TOV  FTA  \n",
       "0  NaN  NaN  \n",
       "1  NaN  NaN  \n",
       "2  NaN  NaN  \n",
       "3  NaN  NaN  \n",
       "4  NaN  NaN  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# double check the merge worked correctly \n",
    "\n",
    "stats_complete.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# rename all duplicate columns to represent whether it represents a player, team, or opponent's statistics \n",
    "\n",
    "stats_complete = stats_complete.rename(columns = {'Age_x' : 'Age_Player' , 'G_x' : 'G_Player', 'MP_x' : 'MP_Player', \n",
    "                                                  'FG_x' : 'FG_Player', 'FGA_x' : 'FGA_Player', 'FG%_x' : 'FG%_Player',\n",
    "                                                  '3P_x' : '3P_Player', '3PA_x' : '3PA_Player', '3P%_x' : '3P%_Player',\n",
    "                                                  '2P_x' : '2P_Player', '2PA_x' : '2PA_Player', '2P%_x' : '2P%_Player',\n",
    "                                                  'FT_x' : 'FT_Player', 'FTA_x' : 'FTA_Player', 'FT%_x' : 'FT%_Player',\n",
    "                                                  'ORB_x' : 'ORB_Player', 'DRB_x' : 'DRB_Player', 'TRB_x' : 'TRB_Player',\n",
    "                                                  'AST_x' : 'AST_Player', 'STL_x' : 'STL_Player', 'BLK_x' : 'BLK_Player',\n",
    "                                                  'TOV_x' : 'TOV_Player', 'PF_x' : 'PF_Player', 'PTS_x' : 'PTS_Player',\n",
    "                                                  'Age_y' : 'Age_Team' , 'G_y' : 'G_Team', 'MP_y' : 'MP_Team', \n",
    "                                                  'FG_y' : 'FG_Team', 'FGA_y' : 'FGA_Team', 'FG%_y' : 'FG%_Team',\n",
    "                                                  '3P_y' : '3P_Team', '3PA_y' : '3PA_Team', '3P%_y' : '3P%_Team',\n",
    "                                                  '2P_y' : '2P_Team', '2PA_y' : '2PA_Team', '2P%_y' : '2P%_Team',\n",
    "                                                  'FT_y' : 'FT_Team', 'FTA_y' : 'FTA_Team', 'FT%_y' : 'FT%_Team',\n",
    "                                                  'ORB_y' : 'ORB_Team', 'DRB_y' : 'DRB_Team', 'TRB_y' : 'TRB_Team',\n",
    "                                                  'AST_y' : 'AST_Team', 'STL_y' : 'STL_Team', 'BLK_y' : 'BLK_Team',\n",
    "                                                  'TOV_y' : 'TOV_Team', 'PF_y' : 'PF_Team', 'PTS_y' : 'PTS_Team',\n",
    "                                                  'DRB' : 'DRB_opp', 'ORB' : 'ORB_opp', 'TRB' : 'TRB_opp', 'FGA' : 'FGA_opp',\n",
    "                                                  '3PA' : '3PA_opp', 'TOV' : 'TOV_opp', 'FTA' : 'FTA_opp'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 21764 entries, 0 to 21763\n",
      "Data columns (total 89 columns):\n",
      "Year          21764 non-null float64\n",
      "Player        21764 non-null object\n",
      "Pos           21764 non-null object\n",
      "Age_Player    21757 non-null float64\n",
      "Tm            21764 non-null object\n",
      "G_Player      21764 non-null float64\n",
      "GS            16190 non-null float64\n",
      "MP_Player     21536 non-null float64\n",
      "PER           21531 non-null float64\n",
      "TS%           21679 non-null float64\n",
      "3PAr          16737 non-null float64\n",
      "FTr           21667 non-null float64\n",
      "ORB%          18535 non-null float64\n",
      "DRB%          18535 non-null float64\n",
      "TRB%          19249 non-null float64\n",
      "AST%          20160 non-null float64\n",
      "STL%          18535 non-null float64\n",
      "BLK%          18535 non-null float64\n",
      "TOV%          17404 non-null float64\n",
      "USG%          17461 non-null float64\n",
      "OWS           21764 non-null float64\n",
      "DWS           21764 non-null float64\n",
      "WS            21764 non-null float64\n",
      "WS/48         21531 non-null float64\n",
      "OBPM          18540 non-null float64\n",
      "DBPM          18540 non-null float64\n",
      "BPM           18540 non-null float64\n",
      "VORP          18540 non-null float64\n",
      "FG_Player     21764 non-null float64\n",
      "FGA_Player    21764 non-null float64\n",
      "FG%_Player    21667 non-null float64\n",
      "3P_Player     16823 non-null float64\n",
      "3PA_Player    16823 non-null float64\n",
      "3P%_Player    13687 non-null float64\n",
      "2P_Player     21764 non-null float64\n",
      "2PA_Player    21764 non-null float64\n",
      "2P%_Player    21639 non-null float64\n",
      "eFG%          21667 non-null float64\n",
      "FT_Player     21764 non-null float64\n",
      "FTA_Player    21764 non-null float64\n",
      "FT%_Player    20965 non-null float64\n",
      "ORB_Player    18540 non-null float64\n",
      "DRB_Player    18540 non-null float64\n",
      "TRB_Player    21641 non-null float64\n",
      "AST_Player    21764 non-null float64\n",
      "STL_Player    18540 non-null float64\n",
      "BLK_Player    18540 non-null float64\n",
      "TOV_Player    17466 non-null float64\n",
      "PF_Player     21764 non-null float64\n",
      "PTS_Player    21764 non-null float64\n",
      "Season        21764 non-null object\n",
      "Lg            21764 non-null object\n",
      "W             21764 non-null object\n",
      "L             21764 non-null object\n",
      "Finish        21764 non-null object\n",
      "Age_Team      21764 non-null object\n",
      "Ht.           21764 non-null object\n",
      "Wt.           21764 non-null object\n",
      "G_Team        21764 non-null float64\n",
      "MP_Team       20165 non-null float64\n",
      "FG_Team       21764 non-null float64\n",
      "FGA_Team      21764 non-null float64\n",
      "FG%_Team      21764 non-null object\n",
      "3P_Team       16823 non-null float64\n",
      "3PA_Team      16823 non-null float64\n",
      "3P%_Team      21764 non-null object\n",
      "2P_Team       21764 non-null float64\n",
      "2PA_Team      21764 non-null float64\n",
      "2P%_Team      21764 non-null object\n",
      "FT_Team       21764 non-null float64\n",
      "FTA_Team      21764 non-null float64\n",
      "FT%_Team      21764 non-null object\n",
      "ORB_Team      18540 non-null float64\n",
      "DRB_Team      18540 non-null float64\n",
      "TRB_Team      21641 non-null float64\n",
      "AST_Team      21764 non-null float64\n",
      "STL_Team      18540 non-null float64\n",
      "BLK_Team      18540 non-null float64\n",
      "TOV_Team      18540 non-null float64\n",
      "PF_Team       21764 non-null float64\n",
      "PTS_Team      21764 non-null float64\n",
      "TmFull        21764 non-null object\n",
      "DRB_opp       18540 non-null float64\n",
      "ORB_opp       18540 non-null float64\n",
      "TRB_opp       19254 non-null float64\n",
      "FGA_opp       19254 non-null float64\n",
      "3PA_opp       16823 non-null float64\n",
      "TOV_opp       18540 non-null float64\n",
      "FTA_opp       19254 non-null float64\n",
      "dtypes: float64(73), object(16)\n",
      "memory usage: 14.9+ MB\n"
     ]
    }
   ],
   "source": [
    "# Examine the info and see that even after all merges the memory footprint is still relatively low under 15 mbs\n",
    "# Any null values are due to era specific availability for some statitistics such as offensive rebounds \n",
    "\n",
    "stats_complete.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# We're going to start scraping in player award stats from Basketball Reference starting with all star appearances \n",
    "\n",
    "response_allstars = requests.get('https://en.wikipedia.org/wiki/List_of_NBA_All-Stars')\n",
    "\n",
    "print(response_allstars.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_allstars = BeautifulSoup(response_allstars.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "allstar_table = soup_allstars.find_all('table')[1].find_all('tbody')[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_allstars = pd.DataFrame(index = range(len(allstar_table.find_all('tr')) - 1), columns = ['Player', 'AllStarSelections'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(allstar_table.find_all('tr')) - 1):\n",
    "    df_allstars['Player'].iloc[i] = allstar_table.find_all('tr')[i+1].find_all('td')[0].find_all('a')[0].text\n",
    "    df_allstars['AllStarSelections'].iloc[i] = allstar_table.find_all('tr')[i+1].find_all('td')[1].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>AllStarSelections</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kareem Abdul-Jabbar</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Player AllStarSelections\n",
       "0  Kareem Abdul-Jabbar                19\n",
       "1          Kobe Bryant                18\n",
       "2         LeBron James                16\n",
       "3           Tim Duncan                15\n",
       "4        Kevin Garnett                15"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_allstars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    " Merging award dataframes that contain career count values rather than binary yes or no values that can later be summed\n",
    " Could have more easily been done after other aggregate functions had already been performed, saving a step\n",
    " MVPs were loaded in later and merged in this way, moral of the story: \"lesson learned\"\n",
    "\"\"\"\n",
    "\n",
    "stats_complete = stats_complete.merge(right = df_allstars, how = 'left', on = 'Player')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fill na values (no all star appearances) with zeroes \n",
    "\n",
    "stats_complete['AllStarSelections'] = stats_complete['AllStarSelections'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# read in championships/playoff data , this time using a more binary approach that can later be summed when grouping by players \n",
    "\n",
    "response_champs = requests.get('https://www.basketball-reference.com/playoffs/')\n",
    "\n",
    "print(response_champs.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_champs = BeautifulSoup(response_champs.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "champs_tr_tags = soup_champs.find_all('table')[0].find_all('tbody')[0].find_all('tr', class_=lambda x: x != 'thead')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Championships = pd.DataFrame(index = range(len(champs_tr_tags) - 1), columns = ['Year', \n",
    "                                'Champion', 'Runner-up', 'Finals MVP', 'Points', 'Rebounds',\n",
    "                                'Assists', 'Win Shares'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(champs_tr_tags) - 1):\n",
    "    df_Championships['Year'].iloc[i] = champs_tr_tags[i + 1].find_all('th')[0].text\n",
    "    df_Championships['Champion'].iloc[i] = champs_tr_tags[i + 1].find_all('td')[1].text\n",
    "    df_Championships['Runner-up'].iloc[i] = champs_tr_tags[i + 1].find_all('td')[2].text\n",
    "    df_Championships['Finals MVP'].iloc[i] = champs_tr_tags[i + 1].find_all('td')[3].text\n",
    "    df_Championships['Points'].iloc[i] = champs_tr_tags[i + 1].find_all('td')[4].text\n",
    "    df_Championships['Rebounds'].iloc[i] = champs_tr_tags[i + 1].find_all('td')[5].text\n",
    "    df_Championships['Assists'].iloc[i] = champs_tr_tags[i + 1].find_all('td')[6].text\n",
    "    df_Championships['Win Shares'].iloc[i] = champs_tr_tags[i + 1].find_all('td')[7].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Championships['Year'] = df_Championships['Year'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete = stats_complete.merge(right = df_Championships, how = 'left', on = 'Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['Championships'] = stats_complete.apply(lambda x: 1 if x.TmFull == x.Champion else 0, axis = 1)\n",
    "stats_complete['Runner-Ups'] = stats_complete.apply(lambda x: 1 if x.TmFull == x['Runner-up'] else 0, axis = 1)\n",
    "\n",
    "stats_complete['Championships'] = stats_complete['Championships'].fillna(0)\n",
    "stats_complete['Runner-Ups'] = stats_complete['Runner-Ups'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Read in rookie of the year data \n",
    "\n",
    "response_roy = requests.get('https://www.basketball-reference.com/awards/roy.html')\n",
    "\n",
    "print(response_roy.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_roy = BeautifulSoup(response_roy.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "roy_tr_tags = soup_roy.find_all('table')[0].find_all('tbody')[0].find_all('tr', class_=lambda x: x != 'thead')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_roy = pd.DataFrame(index = range(len(roy_tr_tags)), columns = ['Season', 'Player', 'Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(df_roy)):\n",
    "    df_roy['Season'].iloc[i] = roy_tr_tags[i].find_all('th')[0].text\n",
    "    df_roy['Player'].iloc[i] = roy_tr_tags[i].find_all('td')[1].text\n",
    "    df_roy['Year'].iloc[i] = roy_tr_tags[i].find_all('th')[0].text[0:2] + roy_tr_tags[i].find_all('th')[0].text[5:7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_roy['Year'] = df_roy['Year'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['ROY'] = stats_complete.apply(lambda x: 1 if \n",
    "                                             x.Year in df_roy[df_roy['Player'] == x.Player]['Year'].values else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Read in defensive player of the year data \n",
    "\n",
    "response_dpoy = requests.get('https://www.basketball-reference.com/awards/dpoy.html')\n",
    "\n",
    "print(response_dpoy.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_dpoy = BeautifulSoup(response_dpoy.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpoy_tags = soup_dpoy.find_all('tbody')[1].find_all('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dpoy = pd.DataFrame(index = range(len(dpoy_tags)), columns = ['Player', 'dpoy_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(dpoy_tags)):\n",
    "    df_dpoy['Player'].iloc[i] = dpoy_tags[i].find_all('th')[0].text\n",
    "    df_dpoy['dpoy_count'].iloc[i] = dpoy_tags[i].find_all('td')[1].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete = stats_complete.merge(right = df_dpoy, how = 'left', on = 'Player')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['dpoy_count'] = stats_complete['dpoy_count'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Read in sixth man of the year data \n",
    "\n",
    "response_six = requests.get('https://www.basketball-reference.com/awards/smoy.html')\n",
    "\n",
    "print(response_six.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_six = BeautifulSoup(response_six.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "six_tr_tags = soup_six.find_all('table')[0].find_all('tbody')[0].find_all('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_six_man = pd.DataFrame(index = range(len(six_tr_tags)), columns = ['Season', 'Player', 'Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(df_six_man)):\n",
    "    df_six_man['Season'].iloc[i] = six_tr_tags[i].find_all('th')[0].text\n",
    "    df_six_man['Player'].iloc[i] = six_tr_tags[i].find_all('td')[1].text\n",
    "    df_six_man['Year'].iloc[i] = six_tr_tags[i].find_all('th')[0].text[0:2] + roy_tr_tags[i].find_all('th')[0].text[5:7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['6Man'] = stats_complete.apply(lambda x: 1 if \n",
    "                                             x.Year in df_six_man[df_six_man['Player'] == x.Player]['Year'].values else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# read in most improved player data \n",
    "\n",
    "response_mip = requests.get('https://www.basketball-reference.com/awards/mip.html')\n",
    "\n",
    "print(response_mip.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_mip = BeautifulSoup(response_mip.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "mip_tags = soup_mip.find_all('tbody')[1].find_all('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_mip = pd.DataFrame(index = range(len(mip_tags)), columns = ['Player', 'mip_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(mip_tags)):\n",
    "    df_mip['Player'].iloc[i] = mip_tags[i].find_all('th')[0].text\n",
    "    df_mip['mip_count'].iloc[i] = mip_tags[i].find_all('td')[1].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete = stats_complete.merge(right = df_mip, how = 'left', on = 'Player')\n",
    "\n",
    "stats_complete['mip_count'] = stats_complete['mip_count'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# read in data about players who have won ABA finals MVP(s)\n",
    "\n",
    "response_abafinmvp = requests.get('https://www.basketball-reference.com/awards/playoffs_mvp.html')\n",
    "\n",
    "print(response_abafinmvp.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_abafinmvp = BeautifulSoup(response_abafinmvp.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "abafinmvp_tags = soup_abafinmvp.find_all('tbody')[1].find_all('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_aba_finals_mvps = pd.DataFrame(index = range(len(abafinmvp_tags)), columns = ['Player', 'abafinmvp_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(abafinmvp_tags)):\n",
    "    df_aba_finals_mvps['Player'].iloc[i] = abafinmvp_tags[i].find_all('th')[0].text\n",
    "    df_aba_finals_mvps['abafinmvp_count'].iloc[i] = abafinmvp_tags[i].find_all('td')[1].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete = stats_complete.merge(right = df_aba_finals_mvps, how = 'left', on = 'Player')\n",
    "\n",
    "stats_complete['abafinmvp_count'] = stats_complete['abafinmvp_count'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Read in data about players who have won all star game MVPs \n",
    "\n",
    "response_allstar_mvp = requests.get('https://www.basketball-reference.com/awards/all_star_mvp.html')\n",
    "\n",
    "print(response_allstar_mvp.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_allstar_mvp = BeautifulSoup(response_allstar_mvp.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_star_mvp_tags = soup_allstar_mvp.find_all('tbody')[2].find_all('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_allstar_mvps = pd.DataFrame(index = range(len(all_star_mvp_tags)), columns = ['Player', 'Lg_all_star_mvp', 'all_star_mvp_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(all_star_mvp_tags)):\n",
    "    df_allstar_mvps['Player'].iloc[i] = all_star_mvp_tags[i].find_all('th')[0].text\n",
    "    df_allstar_mvps['Lg_all_star_mvp'].iloc[i] = all_star_mvp_tags[i].find_all('td')[0].text\n",
    "    df_allstar_mvps['all_star_mvp_count'].iloc[i] = all_star_mvp_tags[i].find_all('td')[1].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete = stats_complete.merge(right = df_allstar_mvps, how = 'left', on = 'Player')\n",
    "\n",
    "stats_complete['all_star_mvp_count'] = stats_complete['all_star_mvp_count'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# read in data about players who were named to an all-nba team(s)\n",
    "\n",
    "response_allnba = requests.get('https://www.basketball-reference.com/awards/all_league.html')\n",
    "\n",
    "print(response_allnba.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_allnba = BeautifulSoup(response_allnba.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "allnba_tags = soup_allnba.find_all('table')[0].find_all('tbody')[0].find_all('tr', class_=lambda x: x != 'thead')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_allnba = pd.DataFrame(index = range(len(allnba_tags)), columns = ['Season', 'Lg_all_lg', 'Team', \n",
    "                                                                    'C1', 'F1', 'F2', 'G1', 'G2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(allnba_tags)):\n",
    "    df_allnba[\"Season\"].iloc[i] = allnba_tags[i].find_all('th')[0].text\n",
    "    df_allnba[\"Lg_all_lg\"].iloc[i] = allnba_tags[i].find_all('td')[0].text\n",
    "    df_allnba[\"Team\"].iloc[i] = allnba_tags[i].find_all('td')[1].text\n",
    "    df_allnba[\"C1\"].iloc[i] = allnba_tags[i].find_all('td')[2].text\n",
    "    df_allnba[\"F1\"].iloc[i] = allnba_tags[i].find_all('td')[3].text\n",
    "    df_allnba[\"F2\"].iloc[i] = allnba_tags[i].find_all('td')[4].text\n",
    "    df_allnba[\"G1\"].iloc[i] = allnba_tags[i].find_all('td')[5].text\n",
    "    df_allnba[\"G2\"].iloc[i] = allnba_tags[i].find_all('td')[6].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_allnba['Year'] = df_allnba['Season'].str[0:2] + df_allnba['Season'].str[5:7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_allnba['Year'] = df_allnba['Year'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_allnba['C1'] = df_allnba['C1'].str[:-2]\n",
    "df_allnba['F1'] = df_allnba['F1'].str[:-2]\n",
    "df_allnba['F2'] = df_allnba['F2'].str[:-2]\n",
    "df_allnba['G1'] = df_allnba['G1'].str[:-2]\n",
    "df_allnba['G2'] = df_allnba['G2'].str[:-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['1st Team All NBA'] = stats_complete.apply(lambda x: 1 if x.Player in \n",
    "                                                          df_allnba[(df_allnba['Year'] == x.Year) &\n",
    "                                                                    (df_allnba['Team'] == '1st')].values else 0, axis = 1)\n",
    "stats_complete['2nd Team All NBA'] = stats_complete.apply(lambda x: 1 if x.Player in \n",
    "                                                          df_allnba[(df_allnba['Year'] == x.Year) &\n",
    "                                                                    (df_allnba['Team'] == '2nd')].values else 0, axis = 1)\n",
    "stats_complete['3rd Team All NBA'] = stats_complete.apply(lambda x: 1 if x.Player in \n",
    "                                                          df_allnba[(df_allnba['Year'] == x.Year) &\n",
    "                                                                    (df_allnba['Team'] == '3rd')].values else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['Finals MVP'] = stats_complete['Finals MVP'].replace(r'^\\s*$', 'nan', regex=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# read in data about players who have won a regular season MVP(s)\n",
    "\n",
    "response_season_mvp = requests.get('https://www.basketball-reference.com/awards/mvp.html')\n",
    "\n",
    "print(response_season_mvp.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup_season_mvp = BeautifulSoup(response_season_mvp.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "season_mvp_tags = soup_season_mvp.find_all('tbody')[2].find_all('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_season_mvps = pd.DataFrame(index = range(len(season_mvp_tags)), columns = ['Player', 'MVP_league', 'season_mvp_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(season_mvp_tags)):\n",
    "    df_season_mvps['Player'].iloc[i] = season_mvp_tags[i].find_all('th')[0].text\n",
    "    df_season_mvps['MVP_league'].iloc[i] = season_mvp_tags[i].find_all('td')[0].text\n",
    "    df_season_mvps['season_mvp_count'].iloc[i] = season_mvp_tags[i].find_all('td')[1].text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>MVP_league</th>\n",
       "      <th>season_mvp_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kareem Abdul-Jabbar</td>\n",
       "      <td>NBA</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>NBA</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bill Russell</td>\n",
       "      <td>NBA</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wilt Chamberlain</td>\n",
       "      <td>NBA</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>NBA</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Larry Bird</td>\n",
       "      <td>NBA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Julius Erving</td>\n",
       "      <td>ABA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Magic Johnson</td>\n",
       "      <td>NBA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Moses Malone</td>\n",
       "      <td>NBA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>NBA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mel Daniels</td>\n",
       "      <td>ABA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>NBA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>NBA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Steve Nash</td>\n",
       "      <td>NBA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Bob Pettit</td>\n",
       "      <td>NBA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Charles Barkley</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Bob Cousy</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Dave Cowens</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Billy Cunningham</td>\n",
       "      <td>ABA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Julius Erving</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Artis Gilmore</td>\n",
       "      <td>ABA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Connie Hawkins</td>\n",
       "      <td>ABA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Spencer Haywood</td>\n",
       "      <td>ABA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Allen Iverson</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bob McAdoo</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>George McGinnis</td>\n",
       "      <td>ABA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Dirk Nowitzki</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Hakeem Olajuwon</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Willis Reed</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Oscar Robertson</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>David Robinson</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Derrick Rose</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Wes Unseld</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Bill Walton</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player MVP_league season_mvp_count\n",
       "0     Kareem Abdul-Jabbar        NBA                6\n",
       "1          Michael Jordan        NBA                5\n",
       "2            Bill Russell        NBA                5\n",
       "3        Wilt Chamberlain        NBA                4\n",
       "4            LeBron James        NBA                4\n",
       "5              Larry Bird        NBA                3\n",
       "6           Julius Erving        ABA                3\n",
       "7           Magic Johnson        NBA                3\n",
       "8            Moses Malone        NBA                3\n",
       "9           Stephen Curry        NBA                2\n",
       "10            Mel Daniels        ABA                2\n",
       "11             Tim Duncan        NBA                2\n",
       "12            Karl Malone        NBA                2\n",
       "13             Steve Nash        NBA                2\n",
       "14             Bob Pettit        NBA                2\n",
       "15  Giannis Antetokounmpo        NBA                1\n",
       "16        Charles Barkley        NBA                1\n",
       "17            Kobe Bryant        NBA                1\n",
       "18              Bob Cousy        NBA                1\n",
       "19            Dave Cowens        NBA                1\n",
       "20       Billy Cunningham        ABA                1\n",
       "21           Kevin Durant        NBA                1\n",
       "22          Julius Erving        NBA                1\n",
       "23          Kevin Garnett        NBA                1\n",
       "24          Artis Gilmore        ABA                1\n",
       "25           James Harden        NBA                1\n",
       "26         Connie Hawkins        ABA                1\n",
       "27        Spencer Haywood        ABA                1\n",
       "28          Allen Iverson        NBA                1\n",
       "29             Bob McAdoo        NBA                1\n",
       "30        George McGinnis        ABA                1\n",
       "31          Dirk Nowitzki        NBA                1\n",
       "32       Shaquille O'Neal        NBA                1\n",
       "33        Hakeem Olajuwon        NBA                1\n",
       "34            Willis Reed        NBA                1\n",
       "35        Oscar Robertson        NBA                1\n",
       "36         David Robinson        NBA                1\n",
       "37           Derrick Rose        NBA                1\n",
       "38             Wes Unseld        NBA                1\n",
       "39            Bill Walton        NBA                1\n",
       "40      Russell Westbrook        NBA                1"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_season_mvps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove white space from columns so that dataframes can be formatted properly \n",
    "\n",
    "stats_complete['Points'] = stats_complete['Points'].replace(r'^\\s*$', 'nan', regex=True)\n",
    "stats_complete['Rebounds'] = stats_complete['Rebounds'].replace(r'^\\s*$', 'nan', regex=True)\n",
    "stats_complete['Assists'] = stats_complete['Assists'].replace(r'^\\s*$', 'nan', regex=True)\n",
    "stats_complete['Win Shares'] = stats_complete['Win Shares'].replace(r'^\\s*$', 'nan', regex=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age_Player</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G_Player</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP_Player</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>3PAr</th>\n",
       "      <th>FTr</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>USG%</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "      <th>FG_Player</th>\n",
       "      <th>FGA_Player</th>\n",
       "      <th>FG%_Player</th>\n",
       "      <th>3P_Player</th>\n",
       "      <th>3PA_Player</th>\n",
       "      <th>3P%_Player</th>\n",
       "      <th>2P_Player</th>\n",
       "      <th>2PA_Player</th>\n",
       "      <th>2P%_Player</th>\n",
       "      <th>eFG%</th>\n",
       "      <th>FT_Player</th>\n",
       "      <th>FTA_Player</th>\n",
       "      <th>FT%_Player</th>\n",
       "      <th>ORB_Player</th>\n",
       "      <th>DRB_Player</th>\n",
       "      <th>TRB_Player</th>\n",
       "      <th>AST_Player</th>\n",
       "      <th>STL_Player</th>\n",
       "      <th>BLK_Player</th>\n",
       "      <th>TOV_Player</th>\n",
       "      <th>PF_Player</th>\n",
       "      <th>PTS_Player</th>\n",
       "      <th>Season</th>\n",
       "      <th>Lg</th>\n",
       "      <th>W</th>\n",
       "      <th>L</th>\n",
       "      <th>Finish</th>\n",
       "      <th>Age_Team</th>\n",
       "      <th>Ht.</th>\n",
       "      <th>Wt.</th>\n",
       "      <th>G_Team</th>\n",
       "      <th>MP_Team</th>\n",
       "      <th>FG_Team</th>\n",
       "      <th>FGA_Team</th>\n",
       "      <th>FG%_Team</th>\n",
       "      <th>3P_Team</th>\n",
       "      <th>3PA_Team</th>\n",
       "      <th>3P%_Team</th>\n",
       "      <th>2P_Team</th>\n",
       "      <th>2PA_Team</th>\n",
       "      <th>2P%_Team</th>\n",
       "      <th>FT_Team</th>\n",
       "      <th>FTA_Team</th>\n",
       "      <th>FT%_Team</th>\n",
       "      <th>ORB_Team</th>\n",
       "      <th>DRB_Team</th>\n",
       "      <th>TRB_Team</th>\n",
       "      <th>AST_Team</th>\n",
       "      <th>STL_Team</th>\n",
       "      <th>BLK_Team</th>\n",
       "      <th>TOV_Team</th>\n",
       "      <th>PF_Team</th>\n",
       "      <th>PTS_Team</th>\n",
       "      <th>TmFull</th>\n",
       "      <th>DRB_opp</th>\n",
       "      <th>ORB_opp</th>\n",
       "      <th>TRB_opp</th>\n",
       "      <th>FGA_opp</th>\n",
       "      <th>3PA_opp</th>\n",
       "      <th>TOV_opp</th>\n",
       "      <th>FTA_opp</th>\n",
       "      <th>AllStarSelections</th>\n",
       "      <th>Champion</th>\n",
       "      <th>Runner-up</th>\n",
       "      <th>Finals MVP</th>\n",
       "      <th>Points</th>\n",
       "      <th>Rebounds</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Win Shares</th>\n",
       "      <th>Championships</th>\n",
       "      <th>Runner-Ups</th>\n",
       "      <th>ROY</th>\n",
       "      <th>dpoy_count</th>\n",
       "      <th>6Man</th>\n",
       "      <th>mip_count</th>\n",
       "      <th>abafinmvp_count</th>\n",
       "      <th>Lg_all_star_mvp</th>\n",
       "      <th>all_star_mvp_count</th>\n",
       "      <th>1st Team All NBA</th>\n",
       "      <th>2nd Team All NBA</th>\n",
       "      <th>3rd Team All NBA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Curly Armstrong</td>\n",
       "      <td>G-F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>63.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.5</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>516.0</td>\n",
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       "      <td>0.279</td>\n",
       "      <td>170.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>0.705</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>217.0</td>\n",
       "      <td>458.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
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       "      <td>68.0</td>\n",
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       "      <td>.318</td>\n",
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       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Charlie Black</td>\n",
       "      <td>F-C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>0.287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>0.287</td>\n",
       "      <td>0.287</td>\n",
       "      <td>132.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bob Carpenter</td>\n",
       "      <td>F-C</td>\n",
       "      <td>32.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>66.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.415</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>212.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.344</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>212.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.344</td>\n",
       "      <td>0.344</td>\n",
       "      <td>190.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>614.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bob Harris</td>\n",
       "      <td>F-C</td>\n",
       "      <td>22.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>62.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.423</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.480</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>0.361</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>0.361</td>\n",
       "      <td>0.361</td>\n",
       "      <td>140.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>0.628</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.0</td>\n",
       "      <td>476.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Bill Henry</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.405</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.598</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.311</td>\n",
       "      <td>84.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0.672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Ralph Johnson</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>0.312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>0.312</td>\n",
       "      <td>0.312</td>\n",
       "      <td>33.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Jack Kerris</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>64.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.405</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.545</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.6</td>\n",
       "      <td>3.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.0</td>\n",
       "      <td>455.0</td>\n",
       "      <td>0.327</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149.0</td>\n",
       "      <td>455.0</td>\n",
       "      <td>0.327</td>\n",
       "      <td>0.327</td>\n",
       "      <td>159.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>0.641</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>162.0</td>\n",
       "      <td>457.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Leo Klier</td>\n",
       "      <td>F-G</td>\n",
       "      <td>26.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>66.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>0.304</td>\n",
       "      <td>0.304</td>\n",
       "      <td>141.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>0.742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>121.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>177.0</td>\n",
       "      <td>455.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Duane Klueh</td>\n",
       "      <td>G</td>\n",
       "      <td>24.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.506</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.616</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.438</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.438</td>\n",
       "      <td>0.438</td>\n",
       "      <td>46.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0.667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>John Mahnken</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.376</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.375</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Jerry Nagel</td>\n",
       "      <td>G</td>\n",
       "      <td>21.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.218</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.214</td>\n",
       "      <td>0.214</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Richie Niemiera</td>\n",
       "      <td>G-F</td>\n",
       "      <td>28.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>31.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.353</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>0.285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>0.285</td>\n",
       "      <td>0.285</td>\n",
       "      <td>56.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.767</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>John Oldham</td>\n",
       "      <td>G</td>\n",
       "      <td>26.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.340</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>426.0</td>\n",
       "      <td>0.298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127.0</td>\n",
       "      <td>426.0</td>\n",
       "      <td>0.298</td>\n",
       "      <td>0.298</td>\n",
       "      <td>103.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>0.710</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Fred Schaus</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.331</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>351.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>0.352</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>351.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>0.352</td>\n",
       "      <td>0.352</td>\n",
       "      <td>270.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>0.818</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1950.0</td>\n",
       "      <td>Howie Schultz</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>FTW</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.332</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.344</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>0.270</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.270</td>\n",
       "      <td>79.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>1949-50</td>\n",
       "      <td>NBA</td>\n",
       "      <td>40</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1878.0</td>\n",
       "      <td>5901.0</td>\n",
       "      <td>.318</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>.701</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>5390.0</td>\n",
       "      <td>Fort Wayne Pistons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Minneapolis Lakers</td>\n",
       "      <td>Syracuse Nationals</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>G. Mikan (376)</td>\n",
       "      <td>nan</td>\n",
       "      <td>J. Pollard (56)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Year           Player  Pos  Age_Player   Tm  G_Player  GS  MP_Player  \\\n",
       "0   1950.0  Curly Armstrong  G-F        31.0  FTW      63.0 NaN        NaN   \n",
       "1   1950.0    Charlie Black  F-C        28.0  FTW      36.0 NaN        NaN   \n",
       "2   1950.0    Bob Carpenter  F-C        32.0  FTW      66.0 NaN        NaN   \n",
       "3   1950.0       Bob Harris  F-C        22.0  FTW      62.0 NaN        NaN   \n",
       "4   1950.0       Bill Henry    C        25.0  FTW      44.0 NaN        NaN   \n",
       "5   1950.0    Ralph Johnson   PG        28.0  FTW      32.0 NaN        NaN   \n",
       "6   1950.0      Jack Kerris   PF        25.0  FTW      64.0 NaN        NaN   \n",
       "7   1950.0        Leo Klier  F-G        26.0  FTW      66.0 NaN        NaN   \n",
       "8   1950.0      Duane Klueh    G        24.0  FTW      19.0 NaN        NaN   \n",
       "9   1950.0     John Mahnken    C        27.0  FTW       2.0 NaN        NaN   \n",
       "10  1950.0      Jerry Nagel    G        21.0  FTW      14.0 NaN        NaN   \n",
       "11  1950.0  Richie Niemiera  G-F        28.0  FTW      31.0 NaN        NaN   \n",
       "12  1950.0      John Oldham    G        26.0  FTW      59.0 NaN        NaN   \n",
       "13  1950.0      Fred Schaus    F        24.0  FTW      68.0 NaN        NaN   \n",
       "14  1950.0    Howie Schultz   PF        27.0  FTW      32.0 NaN        NaN   \n",
       "\n",
       "    PER    TS%  3PAr    FTr  ORB%  DRB%  TRB%  AST%  STL%  BLK%  TOV%  USG%  \\\n",
       "0   NaN  0.368   NaN  0.467   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN  0.362   NaN  0.480   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN  0.421   NaN  0.415   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN  0.423   NaN  0.480   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   NaN  0.405   NaN  0.598   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "5   NaN  0.339   NaN  0.130   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "6   NaN  0.405   NaN  0.545   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "7   NaN  0.379   NaN  0.368   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "8   NaN  0.506   NaN  0.616   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "9   NaN  0.376   NaN  0.375   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "10  NaN  0.218   NaN  0.143   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "11  NaN  0.364   NaN  0.353   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "12  NaN  0.364   NaN  0.340   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "13  NaN  0.426   NaN  0.331   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "14  NaN  0.332   NaN  0.344   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "\n",
       "    OWS  DWS   WS  WS/48  OBPM  DBPM  BPM  VORP  FG_Player  FGA_Player  \\\n",
       "0  -0.1  3.6  3.5    NaN   NaN   NaN  NaN   NaN      144.0       516.0   \n",
       "1  -0.7  2.2  1.5    NaN   NaN   NaN  NaN   NaN      125.0       435.0   \n",
       "2   2.2  2.8  5.0    NaN   NaN   NaN  NaN   NaN      212.0       617.0   \n",
       "3   2.1  3.0  5.0    NaN   NaN   NaN  NaN   NaN      168.0       465.0   \n",
       "4   0.6  1.3  1.9    NaN   NaN   NaN  NaN   NaN       65.0       209.0   \n",
       "5  -1.2  1.7  0.5    NaN   NaN   NaN  NaN   NaN      110.0       353.0   \n",
       "6   1.3  2.6  3.9    NaN   NaN   NaN  NaN   NaN      149.0       455.0   \n",
       "7   0.1  2.9  3.0    NaN   NaN   NaN  NaN   NaN      157.0       516.0   \n",
       "8   1.4  0.6  2.1    NaN   NaN   NaN  NaN   NaN       49.0       112.0   \n",
       "9   0.0  0.1  0.1    NaN   NaN   NaN  NaN   NaN        3.0         8.0   \n",
       "10 -0.3  0.2 -0.1    NaN   NaN   NaN  NaN   NaN        6.0        28.0   \n",
       "11 -0.2  1.0  0.8    NaN   NaN   NaN  NaN   NaN       59.0       207.0   \n",
       "12 -0.5  2.8  2.3    NaN   NaN   NaN  NaN   NaN      127.0       426.0   \n",
       "13  4.0  4.3  8.4    NaN   NaN   NaN  NaN   NaN      351.0       996.0   \n",
       "14 -1.4  2.0  0.5    NaN   NaN   NaN  NaN   NaN       96.0       355.0   \n",
       "\n",
       "    FG%_Player  3P_Player  3PA_Player  3P%_Player  2P_Player  2PA_Player  \\\n",
       "0        0.279        NaN         NaN         NaN      144.0       516.0   \n",
       "1        0.287        NaN         NaN         NaN      125.0       435.0   \n",
       "2        0.344        NaN         NaN         NaN      212.0       617.0   \n",
       "3        0.361        NaN         NaN         NaN      168.0       465.0   \n",
       "4        0.311        NaN         NaN         NaN       65.0       209.0   \n",
       "5        0.312        NaN         NaN         NaN      110.0       353.0   \n",
       "6        0.327        NaN         NaN         NaN      149.0       455.0   \n",
       "7        0.304        NaN         NaN         NaN      157.0       516.0   \n",
       "8        0.438        NaN         NaN         NaN       49.0       112.0   \n",
       "9        0.375        NaN         NaN         NaN        3.0         8.0   \n",
       "10       0.214        NaN         NaN         NaN        6.0        28.0   \n",
       "11       0.285        NaN         NaN         NaN       59.0       207.0   \n",
       "12       0.298        NaN         NaN         NaN      127.0       426.0   \n",
       "13       0.352        NaN         NaN         NaN      351.0       996.0   \n",
       "14       0.270        NaN         NaN         NaN       96.0       355.0   \n",
       "\n",
       "    2P%_Player   eFG%  FT_Player  FTA_Player  FT%_Player  ORB_Player  \\\n",
       "0        0.279  0.279      170.0       241.0       0.705         NaN   \n",
       "1        0.287  0.287      132.0       209.0       0.632         NaN   \n",
       "2        0.344  0.344      190.0       256.0       0.742         NaN   \n",
       "3        0.361  0.361      140.0       223.0       0.628         NaN   \n",
       "4        0.311  0.311       84.0       125.0       0.672         NaN   \n",
       "5        0.312  0.312       33.0        46.0       0.717         NaN   \n",
       "6        0.327  0.327      159.0       248.0       0.641         NaN   \n",
       "7        0.304  0.304      141.0       190.0       0.742         NaN   \n",
       "8        0.438  0.438       46.0        69.0       0.667         NaN   \n",
       "9        0.375  0.375        1.0         3.0       0.333         NaN   \n",
       "10       0.214  0.214        1.0         4.0       0.250         NaN   \n",
       "11       0.285  0.285       56.0        73.0       0.767         NaN   \n",
       "12       0.298  0.298      103.0       145.0       0.710         NaN   \n",
       "13       0.352  0.352      270.0       330.0       0.818         NaN   \n",
       "14       0.270  0.270       79.0       122.0       0.648         NaN   \n",
       "\n",
       "    DRB_Player  TRB_Player  AST_Player  STL_Player  BLK_Player  TOV_Player  \\\n",
       "0          NaN         NaN       176.0         NaN         NaN         NaN   \n",
       "1          NaN         NaN        75.0         NaN         NaN         NaN   \n",
       "2          NaN         NaN        92.0         NaN         NaN         NaN   \n",
       "3          NaN         NaN       129.0         NaN         NaN         NaN   \n",
       "4          NaN         NaN        39.0         NaN         NaN         NaN   \n",
       "5          NaN         NaN        67.0         NaN         NaN         NaN   \n",
       "6          NaN         NaN       110.0         NaN         NaN         NaN   \n",
       "7          NaN         NaN       121.0         NaN         NaN         NaN   \n",
       "8          NaN         NaN        28.0         NaN         NaN         NaN   \n",
       "9          NaN         NaN         2.0         NaN         NaN         NaN   \n",
       "10         NaN         NaN        18.0         NaN         NaN         NaN   \n",
       "11         NaN         NaN        61.0         NaN         NaN         NaN   \n",
       "12         NaN         NaN        99.0         NaN         NaN         NaN   \n",
       "13         NaN         NaN       176.0         NaN         NaN         NaN   \n",
       "14         NaN         NaN        81.0         NaN         NaN         NaN   \n",
       "\n",
       "    PF_Player  PTS_Player   Season   Lg   W   L Finish Age_Team Ht. Wt.  \\\n",
       "0       217.0       458.0  1949-50  NBA  40  28      3                    \n",
       "1       140.0       382.0  1949-50  NBA  40  28      3                    \n",
       "2       168.0       614.0  1949-50  NBA  40  28      3                    \n",
       "3       190.0       476.0  1949-50  NBA  40  28      3                    \n",
       "4        99.0       214.0  1949-50  NBA  40  28      3                    \n",
       "5        95.0       253.0  1949-50  NBA  40  28      3                    \n",
       "6       162.0       457.0  1949-50  NBA  40  28      3                    \n",
       "7       177.0       455.0  1949-50  NBA  40  28      3                    \n",
       "8        38.0       144.0  1949-50  NBA  40  28      3                    \n",
       "9         8.0         7.0  1949-50  NBA  40  28      3                    \n",
       "10       11.0        13.0  1949-50  NBA  40  28      3                    \n",
       "11       42.0       174.0  1949-50  NBA  40  28      3                    \n",
       "12      192.0       357.0  1949-50  NBA  40  28      3                    \n",
       "13      232.0       972.0  1949-50  NBA  40  28      3                    \n",
       "14      119.0       271.0  1949-50  NBA  40  28      3                    \n",
       "\n",
       "    G_Team  MP_Team  FG_Team  FGA_Team FG%_Team  3P_Team  3PA_Team 3P%_Team  \\\n",
       "0     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "1     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "2     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "3     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "4     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "5     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "6     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "7     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "8     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "9     68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "10    68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "11    68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "12    68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "13    68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "14    68.0      NaN   1878.0    5901.0     .318      NaN       NaN            \n",
       "\n",
       "    2P_Team  2PA_Team 2P%_Team  FT_Team  FTA_Team FT%_Team  ORB_Team  \\\n",
       "0    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "1    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "2    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "3    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "4    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "5    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "6    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "7    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "8    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "9    1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "10   1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "11   1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "12   1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "13   1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "14   1878.0    5901.0     .318   1634.0    2331.0     .701       NaN   \n",
       "\n",
       "    DRB_Team  TRB_Team  AST_Team  STL_Team  BLK_Team  TOV_Team  PF_Team  \\\n",
       "0        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "1        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "2        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "3        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "4        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "5        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "6        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "7        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "8        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "9        NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "10       NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "11       NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "12       NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "13       NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "14       NaN       NaN    1364.0       NaN       NaN       NaN   2065.0   \n",
       "\n",
       "    PTS_Team              TmFull  DRB_opp  ORB_opp  TRB_opp  FGA_opp  3PA_opp  \\\n",
       "0     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "1     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "2     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "3     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "4     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "5     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "6     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "7     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "8     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "9     5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "10    5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "11    5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "12    5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "13    5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "14    5390.0  Fort Wayne Pistons      NaN      NaN      NaN      NaN      NaN   \n",
       "\n",
       "    TOV_opp  FTA_opp AllStarSelections            Champion  \\\n",
       "0       NaN      NaN                 0  Minneapolis Lakers   \n",
       "1       NaN      NaN                 0  Minneapolis Lakers   \n",
       "2       NaN      NaN                 0  Minneapolis Lakers   \n",
       "3       NaN      NaN                 0  Minneapolis Lakers   \n",
       "4       NaN      NaN                 0  Minneapolis Lakers   \n",
       "5       NaN      NaN                 0  Minneapolis Lakers   \n",
       "6       NaN      NaN                 0  Minneapolis Lakers   \n",
       "7       NaN      NaN                 0  Minneapolis Lakers   \n",
       "8       NaN      NaN                 0  Minneapolis Lakers   \n",
       "9       NaN      NaN                 0  Minneapolis Lakers   \n",
       "10      NaN      NaN                 0  Minneapolis Lakers   \n",
       "11      NaN      NaN                 0  Minneapolis Lakers   \n",
       "12      NaN      NaN                 0  Minneapolis Lakers   \n",
       "13      NaN      NaN                 1  Minneapolis Lakers   \n",
       "14      NaN      NaN                 0  Minneapolis Lakers   \n",
       "\n",
       "             Runner-up Finals MVP Points        Rebounds Assists  \\\n",
       "0   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "1   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "2   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "3   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "4   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "5   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "6   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "7   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "8   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "9   Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "10  Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "11  Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "12  Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "13  Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "14  Syracuse Nationals        nan    nan  G. Mikan (376)     nan   \n",
       "\n",
       "         Win Shares  Championships  Runner-Ups  ROY dpoy_count  6Man  \\\n",
       "0   J. Pollard (56)              0           0    0          0     0   \n",
       "1   J. Pollard (56)              0           0    0          0     0   \n",
       "2   J. Pollard (56)              0           0    0          0     0   \n",
       "3   J. Pollard (56)              0           0    0          0     0   \n",
       "4   J. Pollard (56)              0           0    0          0     0   \n",
       "5   J. Pollard (56)              0           0    0          0     0   \n",
       "6   J. Pollard (56)              0           0    0          0     0   \n",
       "7   J. Pollard (56)              0           0    0          0     0   \n",
       "8   J. Pollard (56)              0           0    0          0     0   \n",
       "9   J. Pollard (56)              0           0    0          0     0   \n",
       "10  J. Pollard (56)              0           0    0          0     0   \n",
       "11  J. Pollard (56)              0           0    0          0     0   \n",
       "12  J. Pollard (56)              0           0    0          0     0   \n",
       "13  J. Pollard (56)              0           0    0          0     0   \n",
       "14  J. Pollard (56)              0           0    0          0     0   \n",
       "\n",
       "   mip_count abafinmvp_count Lg_all_star_mvp all_star_mvp_count  \\\n",
       "0          0               0             NaN                  0   \n",
       "1          0               0             NaN                  0   \n",
       "2          0               0             NaN                  0   \n",
       "3          0               0             NaN                  0   \n",
       "4          0               0             NaN                  0   \n",
       "5          0               0             NaN                  0   \n",
       "6          0               0             NaN                  0   \n",
       "7          0               0             NaN                  0   \n",
       "8          0               0             NaN                  0   \n",
       "9          0               0             NaN                  0   \n",
       "10         0               0             NaN                  0   \n",
       "11         0               0             NaN                  0   \n",
       "12         0               0             NaN                  0   \n",
       "13         0               0             NaN                  0   \n",
       "14         0               0             NaN                  0   \n",
       "\n",
       "    1st Team All NBA  2nd Team All NBA  3rd Team All NBA  \n",
       "0                  0                 0                 0  \n",
       "1                  0                 0                 0  \n",
       "2                  0                 0                 0  \n",
       "3                  0                 0                 0  \n",
       "4                  0                 0                 0  \n",
       "5                  0                 0                 0  \n",
       "6                  0                 0                 0  \n",
       "7                  0                 0                 0  \n",
       "8                  0                 0                 0  \n",
       "9                  0                 0                 0  \n",
       "10                 0                 0                 0  \n",
       "11                 0                 0                 0  \n",
       "12                 0                 0                 0  \n",
       "13                 0                 0                 0  \n",
       "14                 0                 0                 0  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_complete.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "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>Year</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age_Player</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G_Player</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP_Player</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>3PAr</th>\n",
       "      <th>FTr</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>USG%</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "      <th>FG_Player</th>\n",
       "      <th>FGA_Player</th>\n",
       "      <th>FG%_Player</th>\n",
       "      <th>3P_Player</th>\n",
       "      <th>3PA_Player</th>\n",
       "      <th>3P%_Player</th>\n",
       "      <th>2P_Player</th>\n",
       "      <th>2PA_Player</th>\n",
       "      <th>2P%_Player</th>\n",
       "      <th>eFG%</th>\n",
       "      <th>FT_Player</th>\n",
       "      <th>FTA_Player</th>\n",
       "      <th>FT%_Player</th>\n",
       "      <th>ORB_Player</th>\n",
       "      <th>DRB_Player</th>\n",
       "      <th>TRB_Player</th>\n",
       "      <th>AST_Player</th>\n",
       "      <th>STL_Player</th>\n",
       "      <th>BLK_Player</th>\n",
       "      <th>TOV_Player</th>\n",
       "      <th>PF_Player</th>\n",
       "      <th>PTS_Player</th>\n",
       "      <th>Season</th>\n",
       "      <th>Lg</th>\n",
       "      <th>W</th>\n",
       "      <th>L</th>\n",
       "      <th>Finish</th>\n",
       "      <th>Age_Team</th>\n",
       "      <th>Ht.</th>\n",
       "      <th>Wt.</th>\n",
       "      <th>G_Team</th>\n",
       "      <th>MP_Team</th>\n",
       "      <th>FG_Team</th>\n",
       "      <th>FGA_Team</th>\n",
       "      <th>FG%_Team</th>\n",
       "      <th>3P_Team</th>\n",
       "      <th>3PA_Team</th>\n",
       "      <th>3P%_Team</th>\n",
       "      <th>2P_Team</th>\n",
       "      <th>2PA_Team</th>\n",
       "      <th>2P%_Team</th>\n",
       "      <th>FT_Team</th>\n",
       "      <th>FTA_Team</th>\n",
       "      <th>FT%_Team</th>\n",
       "      <th>ORB_Team</th>\n",
       "      <th>DRB_Team</th>\n",
       "      <th>TRB_Team</th>\n",
       "      <th>AST_Team</th>\n",
       "      <th>STL_Team</th>\n",
       "      <th>BLK_Team</th>\n",
       "      <th>TOV_Team</th>\n",
       "      <th>PF_Team</th>\n",
       "      <th>PTS_Team</th>\n",
       "      <th>TmFull</th>\n",
       "      <th>DRB_opp</th>\n",
       "      <th>ORB_opp</th>\n",
       "      <th>TRB_opp</th>\n",
       "      <th>FGA_opp</th>\n",
       "      <th>3PA_opp</th>\n",
       "      <th>TOV_opp</th>\n",
       "      <th>FTA_opp</th>\n",
       "      <th>AllStarSelections</th>\n",
       "      <th>Champion</th>\n",
       "      <th>Runner-up</th>\n",
       "      <th>Finals MVP</th>\n",
       "      <th>Points</th>\n",
       "      <th>Rebounds</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Win Shares</th>\n",
       "      <th>Championships</th>\n",
       "      <th>Runner-Ups</th>\n",
       "      <th>ROY</th>\n",
       "      <th>dpoy_count</th>\n",
       "      <th>6Man</th>\n",
       "      <th>mip_count</th>\n",
       "      <th>abafinmvp_count</th>\n",
       "      <th>Lg_all_star_mvp</th>\n",
       "      <th>all_star_mvp_count</th>\n",
       "      <th>1st Team All NBA</th>\n",
       "      <th>2nd Team All NBA</th>\n",
       "      <th>3rd Team All NBA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23754</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>DeMar DeRozan</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>74.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2620.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.552</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.419</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>8.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.166</td>\n",
       "      <td>2.4</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>721.0</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>0.467</td>\n",
       "      <td>33.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.266</td>\n",
       "      <td>688.0</td>\n",
       "      <td>1421.0</td>\n",
       "      <td>0.484</td>\n",
       "      <td>0.477</td>\n",
       "      <td>545.0</td>\n",
       "      <td>647.0</td>\n",
       "      <td>0.842</td>\n",
       "      <td>70.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23755</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Serge Ibaka</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>0.556</td>\n",
       "      <td>0.369</td>\n",
       "      <td>0.122</td>\n",
       "      <td>4.6</td>\n",
       "      <td>20.1</td>\n",
       "      <td>12.4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>20.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.085</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>0.459</td>\n",
       "      <td>41.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.398</td>\n",
       "      <td>87.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>0.494</td>\n",
       "      <td>0.532</td>\n",
       "      <td>30.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.882</td>\n",
       "      <td>29.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23756</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Cory Joseph</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>80.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.204</td>\n",
       "      <td>0.185</td>\n",
       "      <td>2.9</td>\n",
       "      <td>10.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>13.1</td>\n",
       "      <td>18.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.082</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>299.0</td>\n",
       "      <td>661.0</td>\n",
       "      <td>0.452</td>\n",
       "      <td>48.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.356</td>\n",
       "      <td>251.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>0.477</td>\n",
       "      <td>0.489</td>\n",
       "      <td>94.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.770</td>\n",
       "      <td>51.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23757</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Kyle Lowry</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2244.0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0.623</td>\n",
       "      <td>0.510</td>\n",
       "      <td>0.398</td>\n",
       "      <td>2.4</td>\n",
       "      <td>12.1</td>\n",
       "      <td>7.3</td>\n",
       "      <td>29.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>13.8</td>\n",
       "      <td>24.9</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>10.1</td>\n",
       "      <td>0.216</td>\n",
       "      <td>7.1</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>6.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>426.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>0.464</td>\n",
       "      <td>193.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>0.412</td>\n",
       "      <td>233.0</td>\n",
       "      <td>450.0</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.569</td>\n",
       "      <td>299.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>0.819</td>\n",
       "      <td>48.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>1344.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23758</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Lucas Nogueira</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>57.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1088.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.077</td>\n",
       "      <td>0.429</td>\n",
       "      <td>8.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>12.6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7.2</td>\n",
       "      <td>19.9</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.164</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.660</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>100.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>0.694</td>\n",
       "      <td>0.670</td>\n",
       "      <td>44.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.657</td>\n",
       "      <td>82.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23759</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Patrick Patterson</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1599.0</td>\n",
       "      <td>10.8</td>\n",
       "      <td>0.542</td>\n",
       "      <td>0.659</td>\n",
       "      <td>0.156</td>\n",
       "      <td>4.4</td>\n",
       "      <td>16.2</td>\n",
       "      <td>10.3</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.2</td>\n",
       "      <td>8.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.2</td>\n",
       "      <td>154.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>0.401</td>\n",
       "      <td>94.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>0.372</td>\n",
       "      <td>60.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>0.523</td>\n",
       "      <td>43.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.717</td>\n",
       "      <td>62.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>445.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23760</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Jakob Poeltl</td>\n",
       "      <td>C</td>\n",
       "      <td>21.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>54.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>626.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>0.589</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.496</td>\n",
       "      <td>14.1</td>\n",
       "      <td>15.7</td>\n",
       "      <td>14.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>17.2</td>\n",
       "      <td>12.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.125</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>67.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.583</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.583</td>\n",
       "      <td>0.583</td>\n",
       "      <td>31.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.544</td>\n",
       "      <td>78.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23761</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Norman Powell</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>76.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1368.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.552</td>\n",
       "      <td>0.342</td>\n",
       "      <td>0.314</td>\n",
       "      <td>2.2</td>\n",
       "      <td>11.7</td>\n",
       "      <td>6.9</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>10.8</td>\n",
       "      <td>21.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.097</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>227.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>0.449</td>\n",
       "      <td>56.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.324</td>\n",
       "      <td>171.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>0.514</td>\n",
       "      <td>0.504</td>\n",
       "      <td>126.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>0.792</td>\n",
       "      <td>26.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23762</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Terrence Ross</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>14.9</td>\n",
       "      <td>0.558</td>\n",
       "      <td>0.534</td>\n",
       "      <td>0.104</td>\n",
       "      <td>1.3</td>\n",
       "      <td>11.7</td>\n",
       "      <td>6.5</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>6.2</td>\n",
       "      <td>19.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.116</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>211.0</td>\n",
       "      <td>479.0</td>\n",
       "      <td>0.441</td>\n",
       "      <td>96.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>115.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>0.516</td>\n",
       "      <td>0.541</td>\n",
       "      <td>41.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.820</td>\n",
       "      <td>14.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>559.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23763</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Pascal Siakam</td>\n",
       "      <td>PF</td>\n",
       "      <td>22.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>55.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>859.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>0.523</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.156</td>\n",
       "      <td>8.4</td>\n",
       "      <td>15.9</td>\n",
       "      <td>12.2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>13.1</td>\n",
       "      <td>13.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.089</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>103.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>0.502</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.143</td>\n",
       "      <td>102.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>0.515</td>\n",
       "      <td>0.505</td>\n",
       "      <td>22.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.688</td>\n",
       "      <td>64.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23764</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Jared Sullinger</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.359</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.167</td>\n",
       "      <td>9.6</td>\n",
       "      <td>16.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>7.2</td>\n",
       "      <td>21.0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.040</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.313</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.167</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.344</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23765</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>P.J. Tucker</td>\n",
       "      <td>SF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>24.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.515</td>\n",
       "      <td>0.469</td>\n",
       "      <td>0.125</td>\n",
       "      <td>4.3</td>\n",
       "      <td>19.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>9.4</td>\n",
       "      <td>10.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.099</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>52.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.406</td>\n",
       "      <td>24.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.400</td>\n",
       "      <td>28.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.412</td>\n",
       "      <td>0.500</td>\n",
       "      <td>11.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.688</td>\n",
       "      <td>23.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23766</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Jonas Valanciunas</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2066.0</td>\n",
       "      <td>20.1</td>\n",
       "      <td>0.601</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.309</td>\n",
       "      <td>12.4</td>\n",
       "      <td>29.1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.6</td>\n",
       "      <td>11.7</td>\n",
       "      <td>19.5</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0.183</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>391.0</td>\n",
       "      <td>702.0</td>\n",
       "      <td>0.557</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>390.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.558</td>\n",
       "      <td>176.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>0.811</td>\n",
       "      <td>226.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>959.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23767</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Fred VanVleet</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.443</td>\n",
       "      <td>0.261</td>\n",
       "      <td>0.198</td>\n",
       "      <td>1.5</td>\n",
       "      <td>14.6</td>\n",
       "      <td>8.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>11.1</td>\n",
       "      <td>20.6</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.041</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>39.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.351</td>\n",
       "      <td>11.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.379</td>\n",
       "      <td>28.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0.341</td>\n",
       "      <td>0.401</td>\n",
       "      <td>18.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.818</td>\n",
       "      <td>4.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23768</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Delon Wright</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.535</td>\n",
       "      <td>0.259</td>\n",
       "      <td>0.474</td>\n",
       "      <td>4.1</td>\n",
       "      <td>8.1</td>\n",
       "      <td>6.1</td>\n",
       "      <td>18.2</td>\n",
       "      <td>3.1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>15.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.117</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.422</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.333</td>\n",
       "      <td>39.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.453</td>\n",
       "      <td>0.466</td>\n",
       "      <td>42.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0.764</td>\n",
       "      <td>16.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Year             Player Pos  Age_Player   Tm  G_Player    GS  \\\n",
       "23754  2017.0      DeMar DeRozan  SG        27.0  TOR      74.0  74.0   \n",
       "23755  2017.0        Serge Ibaka  PF        27.0  TOR      23.0  23.0   \n",
       "23756  2017.0        Cory Joseph  SG        25.0  TOR      80.0  22.0   \n",
       "23757  2017.0         Kyle Lowry  PG        30.0  TOR      60.0  60.0   \n",
       "23758  2017.0     Lucas Nogueira   C        24.0  TOR      57.0   6.0   \n",
       "23759  2017.0  Patrick Patterson  PF        27.0  TOR      65.0   8.0   \n",
       "23760  2017.0       Jakob Poeltl   C        21.0  TOR      54.0   4.0   \n",
       "23761  2017.0      Norman Powell  SG        23.0  TOR      76.0  18.0   \n",
       "23762  2017.0      Terrence Ross  SF        25.0  TOR      54.0   0.0   \n",
       "23763  2017.0      Pascal Siakam  PF        22.0  TOR      55.0  38.0   \n",
       "23764  2017.0    Jared Sullinger  PF        24.0  TOR      11.0   1.0   \n",
       "23765  2017.0        P.J. Tucker  SF        31.0  TOR      24.0   4.0   \n",
       "23766  2017.0  Jonas Valanciunas   C        24.0  TOR      80.0  80.0   \n",
       "23767  2017.0      Fred VanVleet  PG        22.0  TOR      37.0   0.0   \n",
       "23768  2017.0       Delon Wright  PG        24.0  TOR      27.0   0.0   \n",
       "\n",
       "       MP_Player   PER    TS%   3PAr    FTr  ORB%  DRB%  TRB%  AST%  STL%  \\\n",
       "23754     2620.0  24.0  0.552  0.080  0.419   3.0  13.6   8.3  20.6   1.5   \n",
       "23755      712.0  13.8  0.556  0.369  0.122   4.6  20.1  12.4   3.3   0.5   \n",
       "23756     2003.0  13.2  0.518  0.204  0.185   2.9  10.4   6.6  20.0   1.7   \n",
       "23757     2244.0  22.9  0.623  0.510  0.398   2.4  12.1   7.3  29.9   2.0   \n",
       "23758     1088.0  15.5  0.682  0.077  0.429   8.5  16.7  12.6   5.4   2.4   \n",
       "23759     1599.0  10.8  0.542  0.659  0.156   4.4  16.2  10.3   6.6   1.3   \n",
       "23760      626.0  12.2  0.589  0.000  0.496  14.1  15.7  14.9   2.7   1.4   \n",
       "23761     1368.0  14.0  0.552  0.342  0.314   2.2  11.7   6.9   9.3   1.9   \n",
       "23762     1207.0  14.9  0.558  0.534  0.104   1.3  11.7   6.5   5.9   2.3   \n",
       "23763      859.0  11.5  0.523  0.034  0.156   8.4  15.9  12.2   2.9   1.5   \n",
       "23764      118.0   5.6  0.359  0.375  0.167   9.6  16.3  12.9   3.7   1.7   \n",
       "23765      609.0  10.4  0.515  0.469  0.125   4.3  19.6  12.0   5.9   2.6   \n",
       "23766     2066.0  20.1  0.601  0.003  0.309  12.4  29.1  20.8   4.4   0.9   \n",
       "23767      294.0  10.5  0.443  0.261  0.198   1.5  14.6   8.1  17.5   2.9   \n",
       "23768      446.0  15.0  0.535  0.259  0.474   4.1   8.1   6.1  18.2   3.1   \n",
       "\n",
       "       BLK%  TOV%  USG%  OWS  DWS    WS  WS/48  OBPM  DBPM  BPM  VORP  \\\n",
       "23754   0.4   9.0  34.3  6.7  2.4   9.0  0.166   2.4  -1.5  0.9   1.9   \n",
       "23755   4.0  11.7  20.9  0.4  0.8   1.3  0.085  -1.5  -0.5 -2.1   0.0   \n",
       "23756   0.6  13.1  18.4  1.7  1.7   3.4  0.082  -0.4  -0.4 -0.8   0.6   \n",
       "23757   0.7  13.8  24.9  7.8  2.3  10.1  0.216   7.1  -0.4  6.7   4.9   \n",
       "23758   7.2  19.9   9.5  1.7  2.0   3.7  0.164  -0.1   5.6  5.4   2.0   \n",
       "23759   1.2   8.5  12.5  1.7  1.6   3.3  0.100   0.5   0.4  0.9   1.2   \n",
       "23760   2.8  17.2  12.1  0.9  0.7   1.6  0.125  -1.2   0.5 -0.7   0.2   \n",
       "23761   0.9  10.8  21.1  1.4  1.4   2.8  0.097  -0.4  -1.2 -1.5   0.2   \n",
       "23762   1.4   6.2  19.8  1.6  1.4   2.9  0.116   1.2  -0.8  0.4   0.7   \n",
       "23763   4.5  13.1  13.1  0.4  1.2   1.6  0.089  -3.0   1.8 -1.1   0.2   \n",
       "23764   0.7   7.2  21.0 -0.2  0.1  -0.1 -0.040  -5.2  -2.6 -7.8  -0.2   \n",
       "23765   0.7   9.4  10.9  0.4  0.9   1.3  0.099  -0.7   1.9  1.1   0.5   \n",
       "23766   2.6  11.7  19.5  4.9  3.0   7.9  0.183  -0.5  -0.1 -0.6   0.7   \n",
       "23767   0.6  11.1  20.6 -0.1  0.4   0.3  0.041  -3.1  -0.1 -3.2  -0.1   \n",
       "23768   2.1  15.1  16.6  0.5  0.6   1.1  0.117  -0.1   1.2  1.1   0.4   \n",
       "\n",
       "       FG_Player  FGA_Player  FG%_Player  3P_Player  3PA_Player  3P%_Player  \\\n",
       "23754      721.0      1545.0       0.467       33.0       124.0       0.266   \n",
       "23755      128.0       279.0       0.459       41.0       103.0       0.398   \n",
       "23756      299.0       661.0       0.452       48.0       135.0       0.356   \n",
       "23757      426.0       918.0       0.464      193.0       468.0       0.412   \n",
       "23758      103.0       156.0       0.660        3.0        12.0       0.250   \n",
       "23759      154.0       384.0       0.401       94.0       253.0       0.372   \n",
       "23760       67.0       115.0       0.583        0.0         0.0         NaN   \n",
       "23761      227.0       506.0       0.449       56.0       173.0       0.324   \n",
       "23762      211.0       479.0       0.441       96.0       256.0       0.375   \n",
       "23763      103.0       205.0       0.502        1.0         7.0       0.143   \n",
       "23764       15.0        48.0       0.313        3.0        18.0       0.167   \n",
       "23765       52.0       128.0       0.406       24.0        60.0       0.400   \n",
       "23766      391.0       702.0       0.557        1.0         2.0       0.500   \n",
       "23767       39.0       111.0       0.351       11.0        29.0       0.379   \n",
       "23768       49.0       116.0       0.422       10.0        30.0       0.333   \n",
       "\n",
       "       2P_Player  2PA_Player  2P%_Player   eFG%  FT_Player  FTA_Player  \\\n",
       "23754      688.0      1421.0       0.484  0.477      545.0       647.0   \n",
       "23755       87.0       176.0       0.494  0.532       30.0        34.0   \n",
       "23756      251.0       526.0       0.477  0.489       94.0       122.0   \n",
       "23757      233.0       450.0       0.518  0.569      299.0       365.0   \n",
       "23758      100.0       144.0       0.694  0.670       44.0        67.0   \n",
       "23759       60.0       131.0       0.458  0.523       43.0        60.0   \n",
       "23760       67.0       115.0       0.583  0.583       31.0        57.0   \n",
       "23761      171.0       333.0       0.514  0.504      126.0       159.0   \n",
       "23762      115.0       223.0       0.516  0.541       41.0        50.0   \n",
       "23763      102.0       198.0       0.515  0.505       22.0        32.0   \n",
       "23764       12.0        30.0       0.400  0.344        4.0         8.0   \n",
       "23765       28.0        68.0       0.412  0.500       11.0        16.0   \n",
       "23766      390.0       700.0       0.557  0.558      176.0       217.0   \n",
       "23767       28.0        82.0       0.341  0.401       18.0        22.0   \n",
       "23768       39.0        86.0       0.453  0.466       42.0        55.0   \n",
       "\n",
       "       FT%_Player  ORB_Player  DRB_Player  TRB_Player  AST_Player  STL_Player  \\\n",
       "23754       0.842        70.0       316.0       386.0       290.0        78.0   \n",
       "23755       0.882        29.0       127.0       156.0        15.0         7.0   \n",
       "23756       0.770        51.0       184.0       235.0       265.0        66.0   \n",
       "23757       0.819        48.0       240.0       288.0       417.0        88.0   \n",
       "23758       0.657        82.0       161.0       243.0        42.0        52.0   \n",
       "23759       0.717        62.0       229.0       291.0        76.0        40.0   \n",
       "23760       0.544        78.0        87.0       165.0        12.0        17.0   \n",
       "23761       0.792        26.0       142.0       168.0        82.0        51.0   \n",
       "23762       0.820        14.0       125.0       139.0        45.0        54.0   \n",
       "23763       0.688        64.0       121.0       185.0        17.0        26.0   \n",
       "23764       0.500        10.0        17.0        27.0         3.0         4.0   \n",
       "23765       0.688        23.0       106.0       129.0        26.0        31.0   \n",
       "23766       0.811       226.0       533.0       759.0        57.0        37.0   \n",
       "23767       0.818         4.0        38.0        42.0        35.0        17.0   \n",
       "23768       0.764        16.0        32.0        48.0        57.0        27.0   \n",
       "\n",
       "       BLK_Player  TOV_Player  PF_Player  PTS_Player   Season   Lg   W   L  \\\n",
       "23754        13.0       180.0      134.0      2020.0  2016-17  NBA  51  31   \n",
       "23755        33.0        39.0       76.0       327.0  2016-17  NBA  51  31   \n",
       "23756        13.0       108.0      140.0       740.0  2016-17  NBA  51  31   \n",
       "23757        19.0       173.0      170.0      1344.0  2016-17  NBA  51  31   \n",
       "23758        90.0        46.0      137.0       253.0  2016-17  NBA  51  31   \n",
       "23759        23.0        38.0      120.0       445.0  2016-17  NBA  51  31   \n",
       "23760        20.0        29.0      113.0       165.0  2016-17  NBA  51  31   \n",
       "23761        14.0        70.0      127.0       636.0  2016-17  NBA  51  31   \n",
       "23762        20.0        33.0       82.0       559.0  2016-17  NBA  51  31   \n",
       "23763        45.0        33.0      109.0       229.0  2016-17  NBA  51  31   \n",
       "23764         1.0         4.0       17.0        37.0  2016-17  NBA  51  31   \n",
       "23765         5.0        14.0       53.0       139.0  2016-17  NBA  51  31   \n",
       "23766        63.0       106.0      216.0       959.0  2016-17  NBA  51  31   \n",
       "23767         2.0        15.0       36.0       107.0  2016-17  NBA  51  31   \n",
       "23768        11.0        25.0       31.0       150.0  2016-17  NBA  51  31   \n",
       "\n",
       "      Finish Age_Team  Ht.  Wt.  G_Team  MP_Team  FG_Team  FGA_Team FG%_Team  \\\n",
       "23754      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23755      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23756      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23757      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23758      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23759      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23760      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23761      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23762      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23763      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23764      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23765      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23766      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23767      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23768      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "\n",
       "       3P_Team  3PA_Team 3P%_Team  2P_Team  2PA_Team 2P%_Team  FT_Team  \\\n",
       "23754    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23755    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23756    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23757    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23758    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23759    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23760    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23761    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23762    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23763    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23764    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23765    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23766    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23767    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23768    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "\n",
       "       FTA_Team FT%_Team  ORB_Team  DRB_Team  TRB_Team  AST_Team  STL_Team  \\\n",
       "23754    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23755    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23756    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23757    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23758    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23759    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23760    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23761    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23762    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23763    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23764    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23765    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23766    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23767    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23768    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "\n",
       "       BLK_Team  TOV_Team  PF_Team  PTS_Team           TmFull  DRB_opp  \\\n",
       "23754     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23755     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23756     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23757     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23758     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23759     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23760     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23761     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23762     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23763     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23764     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23765     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23766     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23767     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23768     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "\n",
       "       ORB_opp  TRB_opp  FGA_opp  3PA_opp  TOV_opp  FTA_opp AllStarSelections  \\\n",
       "23754    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 4   \n",
       "23755    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23756    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23757    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 6   \n",
       "23758    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23759    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23760    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23761    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23762    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23763    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 1   \n",
       "23764    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23765    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23766    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23767    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23768    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "\n",
       "                    Champion            Runner-up Finals MVP Points  \\\n",
       "23754  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23755  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23756  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23757  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23758  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23759  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23760  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23761  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23762  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23763  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23764  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23765  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23766  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23767  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23768  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "\n",
       "             Rebounds        Assists      Win Shares  Championships  \\\n",
       "23754  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23755  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23756  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23757  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23758  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23759  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23760  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23761  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23762  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23763  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23764  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23765  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23766  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23767  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23768  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "\n",
       "       Runner-Ups  ROY dpoy_count  6Man mip_count abafinmvp_count  \\\n",
       "23754           0    0          0     0         0               0   \n",
       "23755           0    0          0     0         0               0   \n",
       "23756           0    0          0     0         0               0   \n",
       "23757           0    0          0     0         0               0   \n",
       "23758           0    0          0     0         0               0   \n",
       "23759           0    0          0     0         0               0   \n",
       "23760           0    0          0     0         0               0   \n",
       "23761           0    0          0     0         0               0   \n",
       "23762           0    0          0     0         0               0   \n",
       "23763           0    0          0     0         1               0   \n",
       "23764           0    0          0     0         0               0   \n",
       "23765           0    0          0     0         0               0   \n",
       "23766           0    0          0     0         0               0   \n",
       "23767           0    0          0     0         0               0   \n",
       "23768           0    0          0     0         0               0   \n",
       "\n",
       "      Lg_all_star_mvp all_star_mvp_count  1st Team All NBA  2nd Team All NBA  \\\n",
       "23754             NaN                  0                 0                 0   \n",
       "23755             NaN                  0                 0                 0   \n",
       "23756             NaN                  0                 0                 0   \n",
       "23757             NaN                  0                 0                 0   \n",
       "23758             NaN                  0                 0                 0   \n",
       "23759             NaN                  0                 0                 0   \n",
       "23760             NaN                  0                 0                 0   \n",
       "23761             NaN                  0                 0                 0   \n",
       "23762             NaN                  0                 0                 0   \n",
       "23763             NaN                  0                 0                 0   \n",
       "23764             NaN                  0                 0                 0   \n",
       "23765             NaN                  0                 0                 0   \n",
       "23766             NaN                  0                 0                 0   \n",
       "23767             NaN                  0                 0                 0   \n",
       "23768             NaN                  0                 0                 0   \n",
       "\n",
       "       3rd Team All NBA  \n",
       "23754                 1  \n",
       "23755                 0  \n",
       "23756                 0  \n",
       "23757                 0  \n",
       "23758                 0  \n",
       "23759                 0  \n",
       "23760                 0  \n",
       "23761                 0  \n",
       "23762                 0  \n",
       "23763                 0  \n",
       "23764                 0  \n",
       "23765                 0  \n",
       "23766                 0  \n",
       "23767                 0  \n",
       "23768                 0  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_complete.tail(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Collect counts of players who have won finals MVP or led the playoffs for a certain year\n",
    "# since only first initial and last name were used for this data, string manipulation needed to be used to match players \n",
    "\n",
    "stats_complete['Finals MVPs'] = stats_complete.apply(lambda x: 1 if (x.Player[0] == x['Finals MVP'][0]) \n",
    "                                                    & (x.Player.split(' ')[1] in x['Finals MVP'])\n",
    "                                                    & (x.Champion == x.TmFull) else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['Playoff Leading PTS'] = stats_complete.apply(lambda x: 1 if (x.Player[0] == x['Points'][0]) \n",
    "                                                    & (x.Player.split(' ')[1] in x['Points']) else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['Playoff Leading RBS'] = stats_complete.apply(lambda x: 1 if (x.Player[0] == x['Rebounds'][0]) \n",
    "                                                    & (x.Player.split(' ')[1] in x['Rebounds']) else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['Playoff Leading ASTS'] = stats_complete.apply(lambda x: 1 if (x.Player[0] == x['Assists'][0]) \n",
    "                                                    & (x.Player.split(' ')[1] in x['Assists']) else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete['Playoff Leading WS'] = stats_complete.apply(lambda x: 1 if (x.Player[0] == x['Win Shares'][0]) \n",
    "                                                    & (x.Player.split(' ')[1] in x['Win Shares']) else 0, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "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>Year</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age_Player</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G_Player</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP_Player</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>3PAr</th>\n",
       "      <th>FTr</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>USG%</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "      <th>FG_Player</th>\n",
       "      <th>FGA_Player</th>\n",
       "      <th>FG%_Player</th>\n",
       "      <th>3P_Player</th>\n",
       "      <th>3PA_Player</th>\n",
       "      <th>3P%_Player</th>\n",
       "      <th>2P_Player</th>\n",
       "      <th>2PA_Player</th>\n",
       "      <th>2P%_Player</th>\n",
       "      <th>eFG%</th>\n",
       "      <th>FT_Player</th>\n",
       "      <th>FTA_Player</th>\n",
       "      <th>FT%_Player</th>\n",
       "      <th>ORB_Player</th>\n",
       "      <th>DRB_Player</th>\n",
       "      <th>TRB_Player</th>\n",
       "      <th>AST_Player</th>\n",
       "      <th>STL_Player</th>\n",
       "      <th>BLK_Player</th>\n",
       "      <th>TOV_Player</th>\n",
       "      <th>PF_Player</th>\n",
       "      <th>PTS_Player</th>\n",
       "      <th>Season</th>\n",
       "      <th>Lg</th>\n",
       "      <th>W</th>\n",
       "      <th>L</th>\n",
       "      <th>Finish</th>\n",
       "      <th>Age_Team</th>\n",
       "      <th>Ht.</th>\n",
       "      <th>Wt.</th>\n",
       "      <th>G_Team</th>\n",
       "      <th>MP_Team</th>\n",
       "      <th>FG_Team</th>\n",
       "      <th>FGA_Team</th>\n",
       "      <th>FG%_Team</th>\n",
       "      <th>3P_Team</th>\n",
       "      <th>3PA_Team</th>\n",
       "      <th>3P%_Team</th>\n",
       "      <th>2P_Team</th>\n",
       "      <th>2PA_Team</th>\n",
       "      <th>2P%_Team</th>\n",
       "      <th>FT_Team</th>\n",
       "      <th>FTA_Team</th>\n",
       "      <th>FT%_Team</th>\n",
       "      <th>ORB_Team</th>\n",
       "      <th>DRB_Team</th>\n",
       "      <th>TRB_Team</th>\n",
       "      <th>AST_Team</th>\n",
       "      <th>STL_Team</th>\n",
       "      <th>BLK_Team</th>\n",
       "      <th>TOV_Team</th>\n",
       "      <th>PF_Team</th>\n",
       "      <th>PTS_Team</th>\n",
       "      <th>TmFull</th>\n",
       "      <th>DRB_opp</th>\n",
       "      <th>ORB_opp</th>\n",
       "      <th>TRB_opp</th>\n",
       "      <th>FGA_opp</th>\n",
       "      <th>3PA_opp</th>\n",
       "      <th>TOV_opp</th>\n",
       "      <th>FTA_opp</th>\n",
       "      <th>AllStarSelections</th>\n",
       "      <th>Champion</th>\n",
       "      <th>Runner-up</th>\n",
       "      <th>Finals MVP</th>\n",
       "      <th>Points</th>\n",
       "      <th>Rebounds</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Win Shares</th>\n",
       "      <th>Championships</th>\n",
       "      <th>Runner-Ups</th>\n",
       "      <th>ROY</th>\n",
       "      <th>dpoy_count</th>\n",
       "      <th>6Man</th>\n",
       "      <th>mip_count</th>\n",
       "      <th>abafinmvp_count</th>\n",
       "      <th>Lg_all_star_mvp</th>\n",
       "      <th>all_star_mvp_count</th>\n",
       "      <th>1st Team All NBA</th>\n",
       "      <th>2nd Team All NBA</th>\n",
       "      <th>3rd Team All NBA</th>\n",
       "      <th>Finals MVPs</th>\n",
       "      <th>Playoff Leading PTS</th>\n",
       "      <th>Playoff Leading RBS</th>\n",
       "      <th>Playoff Leading ASTS</th>\n",
       "      <th>Playoff Leading WS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23754</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>DeMar DeRozan</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>74.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2620.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.552</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.419</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>8.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>34.3</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.166</td>\n",
       "      <td>2.4</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>721.0</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>0.467</td>\n",
       "      <td>33.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.266</td>\n",
       "      <td>688.0</td>\n",
       "      <td>1421.0</td>\n",
       "      <td>0.484</td>\n",
       "      <td>0.477</td>\n",
       "      <td>545.0</td>\n",
       "      <td>647.0</td>\n",
       "      <td>0.842</td>\n",
       "      <td>70.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23755</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Serge Ibaka</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>13.8</td>\n",
       "      <td>0.556</td>\n",
       "      <td>0.369</td>\n",
       "      <td>0.122</td>\n",
       "      <td>4.6</td>\n",
       "      <td>20.1</td>\n",
       "      <td>12.4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>20.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.085</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>0.459</td>\n",
       "      <td>41.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.398</td>\n",
       "      <td>87.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>0.494</td>\n",
       "      <td>0.532</td>\n",
       "      <td>30.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.882</td>\n",
       "      <td>29.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23756</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Cory Joseph</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>80.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.204</td>\n",
       "      <td>0.185</td>\n",
       "      <td>2.9</td>\n",
       "      <td>10.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>13.1</td>\n",
       "      <td>18.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.082</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>299.0</td>\n",
       "      <td>661.0</td>\n",
       "      <td>0.452</td>\n",
       "      <td>48.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.356</td>\n",
       "      <td>251.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>0.477</td>\n",
       "      <td>0.489</td>\n",
       "      <td>94.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.770</td>\n",
       "      <td>51.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23757</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Kyle Lowry</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2244.0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0.623</td>\n",
       "      <td>0.510</td>\n",
       "      <td>0.398</td>\n",
       "      <td>2.4</td>\n",
       "      <td>12.1</td>\n",
       "      <td>7.3</td>\n",
       "      <td>29.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>13.8</td>\n",
       "      <td>24.9</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>10.1</td>\n",
       "      <td>0.216</td>\n",
       "      <td>7.1</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>6.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>426.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>0.464</td>\n",
       "      <td>193.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>0.412</td>\n",
       "      <td>233.0</td>\n",
       "      <td>450.0</td>\n",
       "      <td>0.518</td>\n",
       "      <td>0.569</td>\n",
       "      <td>299.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>0.819</td>\n",
       "      <td>48.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>1344.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23758</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Lucas Nogueira</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>57.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1088.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.077</td>\n",
       "      <td>0.429</td>\n",
       "      <td>8.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>12.6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7.2</td>\n",
       "      <td>19.9</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.164</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.660</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>100.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>0.694</td>\n",
       "      <td>0.670</td>\n",
       "      <td>44.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.657</td>\n",
       "      <td>82.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23759</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Patrick Patterson</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1599.0</td>\n",
       "      <td>10.8</td>\n",
       "      <td>0.542</td>\n",
       "      <td>0.659</td>\n",
       "      <td>0.156</td>\n",
       "      <td>4.4</td>\n",
       "      <td>16.2</td>\n",
       "      <td>10.3</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.2</td>\n",
       "      <td>8.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.2</td>\n",
       "      <td>154.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>0.401</td>\n",
       "      <td>94.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>0.372</td>\n",
       "      <td>60.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>0.523</td>\n",
       "      <td>43.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.717</td>\n",
       "      <td>62.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>445.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23760</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Jakob Poeltl</td>\n",
       "      <td>C</td>\n",
       "      <td>21.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>54.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>626.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>0.589</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.496</td>\n",
       "      <td>14.1</td>\n",
       "      <td>15.7</td>\n",
       "      <td>14.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>17.2</td>\n",
       "      <td>12.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.125</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>67.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.583</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.583</td>\n",
       "      <td>0.583</td>\n",
       "      <td>31.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.544</td>\n",
       "      <td>78.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23761</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Norman Powell</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>76.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1368.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.552</td>\n",
       "      <td>0.342</td>\n",
       "      <td>0.314</td>\n",
       "      <td>2.2</td>\n",
       "      <td>11.7</td>\n",
       "      <td>6.9</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>10.8</td>\n",
       "      <td>21.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.097</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>227.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>0.449</td>\n",
       "      <td>56.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.324</td>\n",
       "      <td>171.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>0.514</td>\n",
       "      <td>0.504</td>\n",
       "      <td>126.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>0.792</td>\n",
       "      <td>26.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23762</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Terrence Ross</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>14.9</td>\n",
       "      <td>0.558</td>\n",
       "      <td>0.534</td>\n",
       "      <td>0.104</td>\n",
       "      <td>1.3</td>\n",
       "      <td>11.7</td>\n",
       "      <td>6.5</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>6.2</td>\n",
       "      <td>19.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.116</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>211.0</td>\n",
       "      <td>479.0</td>\n",
       "      <td>0.441</td>\n",
       "      <td>96.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>115.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>0.516</td>\n",
       "      <td>0.541</td>\n",
       "      <td>41.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.820</td>\n",
       "      <td>14.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>559.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23763</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Pascal Siakam</td>\n",
       "      <td>PF</td>\n",
       "      <td>22.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>55.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>859.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>0.523</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.156</td>\n",
       "      <td>8.4</td>\n",
       "      <td>15.9</td>\n",
       "      <td>12.2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>13.1</td>\n",
       "      <td>13.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.089</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>103.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>0.502</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.143</td>\n",
       "      <td>102.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>0.515</td>\n",
       "      <td>0.505</td>\n",
       "      <td>22.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.688</td>\n",
       "      <td>64.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23764</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Jared Sullinger</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.359</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.167</td>\n",
       "      <td>9.6</td>\n",
       "      <td>16.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>7.2</td>\n",
       "      <td>21.0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.040</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.313</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.167</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.344</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23765</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>P.J. Tucker</td>\n",
       "      <td>SF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>24.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.515</td>\n",
       "      <td>0.469</td>\n",
       "      <td>0.125</td>\n",
       "      <td>4.3</td>\n",
       "      <td>19.6</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>9.4</td>\n",
       "      <td>10.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.099</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>52.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.406</td>\n",
       "      <td>24.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.400</td>\n",
       "      <td>28.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.412</td>\n",
       "      <td>0.500</td>\n",
       "      <td>11.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.688</td>\n",
       "      <td>23.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23766</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Jonas Valanciunas</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2066.0</td>\n",
       "      <td>20.1</td>\n",
       "      <td>0.601</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.309</td>\n",
       "      <td>12.4</td>\n",
       "      <td>29.1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.6</td>\n",
       "      <td>11.7</td>\n",
       "      <td>19.5</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0.183</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>391.0</td>\n",
       "      <td>702.0</td>\n",
       "      <td>0.557</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>390.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.558</td>\n",
       "      <td>176.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>0.811</td>\n",
       "      <td>226.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>759.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>959.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23767</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Fred VanVleet</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.443</td>\n",
       "      <td>0.261</td>\n",
       "      <td>0.198</td>\n",
       "      <td>1.5</td>\n",
       "      <td>14.6</td>\n",
       "      <td>8.1</td>\n",
       "      <td>17.5</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>11.1</td>\n",
       "      <td>20.6</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.041</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>39.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.351</td>\n",
       "      <td>11.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.379</td>\n",
       "      <td>28.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0.341</td>\n",
       "      <td>0.401</td>\n",
       "      <td>18.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.818</td>\n",
       "      <td>4.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23768</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>Delon Wright</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.535</td>\n",
       "      <td>0.259</td>\n",
       "      <td>0.474</td>\n",
       "      <td>4.1</td>\n",
       "      <td>8.1</td>\n",
       "      <td>6.1</td>\n",
       "      <td>18.2</td>\n",
       "      <td>3.1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>15.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.117</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>49.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.422</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.333</td>\n",
       "      <td>39.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.453</td>\n",
       "      <td>0.466</td>\n",
       "      <td>42.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0.764</td>\n",
       "      <td>16.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>NBA</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>26.1</td>\n",
       "      <td>6-6</td>\n",
       "      <td>222</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19780.0</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>6918.0</td>\n",
       "      <td>.464</td>\n",
       "      <td>725.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>.363</td>\n",
       "      <td>2486.0</td>\n",
       "      <td>4922.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>.796</td>\n",
       "      <td>871.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>3547.0</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>8762.0</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>2619.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>6801.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>K. Durant</td>\n",
       "      <td>nan</td>\n",
       "      <td>L. James (591)</td>\n",
       "      <td>K. Love (191)</td>\n",
       "      <td>L. James (141)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Year             Player Pos  Age_Player   Tm  G_Player    GS  \\\n",
       "23754  2017.0      DeMar DeRozan  SG        27.0  TOR      74.0  74.0   \n",
       "23755  2017.0        Serge Ibaka  PF        27.0  TOR      23.0  23.0   \n",
       "23756  2017.0        Cory Joseph  SG        25.0  TOR      80.0  22.0   \n",
       "23757  2017.0         Kyle Lowry  PG        30.0  TOR      60.0  60.0   \n",
       "23758  2017.0     Lucas Nogueira   C        24.0  TOR      57.0   6.0   \n",
       "23759  2017.0  Patrick Patterson  PF        27.0  TOR      65.0   8.0   \n",
       "23760  2017.0       Jakob Poeltl   C        21.0  TOR      54.0   4.0   \n",
       "23761  2017.0      Norman Powell  SG        23.0  TOR      76.0  18.0   \n",
       "23762  2017.0      Terrence Ross  SF        25.0  TOR      54.0   0.0   \n",
       "23763  2017.0      Pascal Siakam  PF        22.0  TOR      55.0  38.0   \n",
       "23764  2017.0    Jared Sullinger  PF        24.0  TOR      11.0   1.0   \n",
       "23765  2017.0        P.J. Tucker  SF        31.0  TOR      24.0   4.0   \n",
       "23766  2017.0  Jonas Valanciunas   C        24.0  TOR      80.0  80.0   \n",
       "23767  2017.0      Fred VanVleet  PG        22.0  TOR      37.0   0.0   \n",
       "23768  2017.0       Delon Wright  PG        24.0  TOR      27.0   0.0   \n",
       "\n",
       "       MP_Player   PER    TS%   3PAr    FTr  ORB%  DRB%  TRB%  AST%  STL%  \\\n",
       "23754     2620.0  24.0  0.552  0.080  0.419   3.0  13.6   8.3  20.6   1.5   \n",
       "23755      712.0  13.8  0.556  0.369  0.122   4.6  20.1  12.4   3.3   0.5   \n",
       "23756     2003.0  13.2  0.518  0.204  0.185   2.9  10.4   6.6  20.0   1.7   \n",
       "23757     2244.0  22.9  0.623  0.510  0.398   2.4  12.1   7.3  29.9   2.0   \n",
       "23758     1088.0  15.5  0.682  0.077  0.429   8.5  16.7  12.6   5.4   2.4   \n",
       "23759     1599.0  10.8  0.542  0.659  0.156   4.4  16.2  10.3   6.6   1.3   \n",
       "23760      626.0  12.2  0.589  0.000  0.496  14.1  15.7  14.9   2.7   1.4   \n",
       "23761     1368.0  14.0  0.552  0.342  0.314   2.2  11.7   6.9   9.3   1.9   \n",
       "23762     1207.0  14.9  0.558  0.534  0.104   1.3  11.7   6.5   5.9   2.3   \n",
       "23763      859.0  11.5  0.523  0.034  0.156   8.4  15.9  12.2   2.9   1.5   \n",
       "23764      118.0   5.6  0.359  0.375  0.167   9.6  16.3  12.9   3.7   1.7   \n",
       "23765      609.0  10.4  0.515  0.469  0.125   4.3  19.6  12.0   5.9   2.6   \n",
       "23766     2066.0  20.1  0.601  0.003  0.309  12.4  29.1  20.8   4.4   0.9   \n",
       "23767      294.0  10.5  0.443  0.261  0.198   1.5  14.6   8.1  17.5   2.9   \n",
       "23768      446.0  15.0  0.535  0.259  0.474   4.1   8.1   6.1  18.2   3.1   \n",
       "\n",
       "       BLK%  TOV%  USG%  OWS  DWS    WS  WS/48  OBPM  DBPM  BPM  VORP  \\\n",
       "23754   0.4   9.0  34.3  6.7  2.4   9.0  0.166   2.4  -1.5  0.9   1.9   \n",
       "23755   4.0  11.7  20.9  0.4  0.8   1.3  0.085  -1.5  -0.5 -2.1   0.0   \n",
       "23756   0.6  13.1  18.4  1.7  1.7   3.4  0.082  -0.4  -0.4 -0.8   0.6   \n",
       "23757   0.7  13.8  24.9  7.8  2.3  10.1  0.216   7.1  -0.4  6.7   4.9   \n",
       "23758   7.2  19.9   9.5  1.7  2.0   3.7  0.164  -0.1   5.6  5.4   2.0   \n",
       "23759   1.2   8.5  12.5  1.7  1.6   3.3  0.100   0.5   0.4  0.9   1.2   \n",
       "23760   2.8  17.2  12.1  0.9  0.7   1.6  0.125  -1.2   0.5 -0.7   0.2   \n",
       "23761   0.9  10.8  21.1  1.4  1.4   2.8  0.097  -0.4  -1.2 -1.5   0.2   \n",
       "23762   1.4   6.2  19.8  1.6  1.4   2.9  0.116   1.2  -0.8  0.4   0.7   \n",
       "23763   4.5  13.1  13.1  0.4  1.2   1.6  0.089  -3.0   1.8 -1.1   0.2   \n",
       "23764   0.7   7.2  21.0 -0.2  0.1  -0.1 -0.040  -5.2  -2.6 -7.8  -0.2   \n",
       "23765   0.7   9.4  10.9  0.4  0.9   1.3  0.099  -0.7   1.9  1.1   0.5   \n",
       "23766   2.6  11.7  19.5  4.9  3.0   7.9  0.183  -0.5  -0.1 -0.6   0.7   \n",
       "23767   0.6  11.1  20.6 -0.1  0.4   0.3  0.041  -3.1  -0.1 -3.2  -0.1   \n",
       "23768   2.1  15.1  16.6  0.5  0.6   1.1  0.117  -0.1   1.2  1.1   0.4   \n",
       "\n",
       "       FG_Player  FGA_Player  FG%_Player  3P_Player  3PA_Player  3P%_Player  \\\n",
       "23754      721.0      1545.0       0.467       33.0       124.0       0.266   \n",
       "23755      128.0       279.0       0.459       41.0       103.0       0.398   \n",
       "23756      299.0       661.0       0.452       48.0       135.0       0.356   \n",
       "23757      426.0       918.0       0.464      193.0       468.0       0.412   \n",
       "23758      103.0       156.0       0.660        3.0        12.0       0.250   \n",
       "23759      154.0       384.0       0.401       94.0       253.0       0.372   \n",
       "23760       67.0       115.0       0.583        0.0         0.0         NaN   \n",
       "23761      227.0       506.0       0.449       56.0       173.0       0.324   \n",
       "23762      211.0       479.0       0.441       96.0       256.0       0.375   \n",
       "23763      103.0       205.0       0.502        1.0         7.0       0.143   \n",
       "23764       15.0        48.0       0.313        3.0        18.0       0.167   \n",
       "23765       52.0       128.0       0.406       24.0        60.0       0.400   \n",
       "23766      391.0       702.0       0.557        1.0         2.0       0.500   \n",
       "23767       39.0       111.0       0.351       11.0        29.0       0.379   \n",
       "23768       49.0       116.0       0.422       10.0        30.0       0.333   \n",
       "\n",
       "       2P_Player  2PA_Player  2P%_Player   eFG%  FT_Player  FTA_Player  \\\n",
       "23754      688.0      1421.0       0.484  0.477      545.0       647.0   \n",
       "23755       87.0       176.0       0.494  0.532       30.0        34.0   \n",
       "23756      251.0       526.0       0.477  0.489       94.0       122.0   \n",
       "23757      233.0       450.0       0.518  0.569      299.0       365.0   \n",
       "23758      100.0       144.0       0.694  0.670       44.0        67.0   \n",
       "23759       60.0       131.0       0.458  0.523       43.0        60.0   \n",
       "23760       67.0       115.0       0.583  0.583       31.0        57.0   \n",
       "23761      171.0       333.0       0.514  0.504      126.0       159.0   \n",
       "23762      115.0       223.0       0.516  0.541       41.0        50.0   \n",
       "23763      102.0       198.0       0.515  0.505       22.0        32.0   \n",
       "23764       12.0        30.0       0.400  0.344        4.0         8.0   \n",
       "23765       28.0        68.0       0.412  0.500       11.0        16.0   \n",
       "23766      390.0       700.0       0.557  0.558      176.0       217.0   \n",
       "23767       28.0        82.0       0.341  0.401       18.0        22.0   \n",
       "23768       39.0        86.0       0.453  0.466       42.0        55.0   \n",
       "\n",
       "       FT%_Player  ORB_Player  DRB_Player  TRB_Player  AST_Player  STL_Player  \\\n",
       "23754       0.842        70.0       316.0       386.0       290.0        78.0   \n",
       "23755       0.882        29.0       127.0       156.0        15.0         7.0   \n",
       "23756       0.770        51.0       184.0       235.0       265.0        66.0   \n",
       "23757       0.819        48.0       240.0       288.0       417.0        88.0   \n",
       "23758       0.657        82.0       161.0       243.0        42.0        52.0   \n",
       "23759       0.717        62.0       229.0       291.0        76.0        40.0   \n",
       "23760       0.544        78.0        87.0       165.0        12.0        17.0   \n",
       "23761       0.792        26.0       142.0       168.0        82.0        51.0   \n",
       "23762       0.820        14.0       125.0       139.0        45.0        54.0   \n",
       "23763       0.688        64.0       121.0       185.0        17.0        26.0   \n",
       "23764       0.500        10.0        17.0        27.0         3.0         4.0   \n",
       "23765       0.688        23.0       106.0       129.0        26.0        31.0   \n",
       "23766       0.811       226.0       533.0       759.0        57.0        37.0   \n",
       "23767       0.818         4.0        38.0        42.0        35.0        17.0   \n",
       "23768       0.764        16.0        32.0        48.0        57.0        27.0   \n",
       "\n",
       "       BLK_Player  TOV_Player  PF_Player  PTS_Player   Season   Lg   W   L  \\\n",
       "23754        13.0       180.0      134.0      2020.0  2016-17  NBA  51  31   \n",
       "23755        33.0        39.0       76.0       327.0  2016-17  NBA  51  31   \n",
       "23756        13.0       108.0      140.0       740.0  2016-17  NBA  51  31   \n",
       "23757        19.0       173.0      170.0      1344.0  2016-17  NBA  51  31   \n",
       "23758        90.0        46.0      137.0       253.0  2016-17  NBA  51  31   \n",
       "23759        23.0        38.0      120.0       445.0  2016-17  NBA  51  31   \n",
       "23760        20.0        29.0      113.0       165.0  2016-17  NBA  51  31   \n",
       "23761        14.0        70.0      127.0       636.0  2016-17  NBA  51  31   \n",
       "23762        20.0        33.0       82.0       559.0  2016-17  NBA  51  31   \n",
       "23763        45.0        33.0      109.0       229.0  2016-17  NBA  51  31   \n",
       "23764         1.0         4.0       17.0        37.0  2016-17  NBA  51  31   \n",
       "23765         5.0        14.0       53.0       139.0  2016-17  NBA  51  31   \n",
       "23766        63.0       106.0      216.0       959.0  2016-17  NBA  51  31   \n",
       "23767         2.0        15.0       36.0       107.0  2016-17  NBA  51  31   \n",
       "23768        11.0        25.0       31.0       150.0  2016-17  NBA  51  31   \n",
       "\n",
       "      Finish Age_Team  Ht.  Wt.  G_Team  MP_Team  FG_Team  FGA_Team FG%_Team  \\\n",
       "23754      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23755      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23756      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23757      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23758      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23759      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23760      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23761      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23762      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23763      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23764      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23765      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23766      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23767      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "23768      2     26.1  6-6  222    82.0  19780.0   3211.0    6918.0     .464   \n",
       "\n",
       "       3P_Team  3PA_Team 3P%_Team  2P_Team  2PA_Team 2P%_Team  FT_Team  \\\n",
       "23754    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23755    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23756    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23757    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23758    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23759    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23760    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23761    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23762    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23763    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23764    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23765    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23766    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23767    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "23768    725.0    1996.0     .363   2486.0    4922.0     .505   1615.0   \n",
       "\n",
       "       FTA_Team FT%_Team  ORB_Team  DRB_Team  TRB_Team  AST_Team  STL_Team  \\\n",
       "23754    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23755    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23756    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23757    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23758    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23759    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23760    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23761    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23762    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23763    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23764    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23765    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23766    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23767    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "23768    2028.0     .796     871.0    2676.0    3547.0    1517.0     677.0   \n",
       "\n",
       "       BLK_Team  TOV_Team  PF_Team  PTS_Team           TmFull  DRB_opp  \\\n",
       "23754     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23755     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23756     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23757     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23758     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23759     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23760     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23761     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23762     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23763     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23764     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23765     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23766     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23767     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "23768     400.0    1041.0   1708.0    8762.0  Toronto Raptors   2619.0   \n",
       "\n",
       "       ORB_opp  TRB_opp  FGA_opp  3PA_opp  TOV_opp  FTA_opp AllStarSelections  \\\n",
       "23754    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 4   \n",
       "23755    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23756    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23757    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 6   \n",
       "23758    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23759    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23760    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23761    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23762    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23763    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 1   \n",
       "23764    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23765    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23766    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23767    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "23768    831.0   3450.0   6801.0   2240.0   1200.0   1948.0                 0   \n",
       "\n",
       "                    Champion            Runner-up Finals MVP Points  \\\n",
       "23754  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23755  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23756  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23757  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23758  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23759  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23760  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23761  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23762  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23763  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23764  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23765  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23766  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23767  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "23768  Golden State Warriors  Cleveland Cavaliers  K. Durant    nan   \n",
       "\n",
       "             Rebounds        Assists      Win Shares  Championships  \\\n",
       "23754  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23755  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23756  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23757  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23758  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23759  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23760  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23761  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23762  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23763  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23764  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23765  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23766  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23767  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "23768  L. James (591)  K. Love (191)  L. James (141)              0   \n",
       "\n",
       "       Runner-Ups  ROY dpoy_count  6Man mip_count abafinmvp_count  \\\n",
       "23754           0    0          0     0         0               0   \n",
       "23755           0    0          0     0         0               0   \n",
       "23756           0    0          0     0         0               0   \n",
       "23757           0    0          0     0         0               0   \n",
       "23758           0    0          0     0         0               0   \n",
       "23759           0    0          0     0         0               0   \n",
       "23760           0    0          0     0         0               0   \n",
       "23761           0    0          0     0         0               0   \n",
       "23762           0    0          0     0         0               0   \n",
       "23763           0    0          0     0         1               0   \n",
       "23764           0    0          0     0         0               0   \n",
       "23765           0    0          0     0         0               0   \n",
       "23766           0    0          0     0         0               0   \n",
       "23767           0    0          0     0         0               0   \n",
       "23768           0    0          0     0         0               0   \n",
       "\n",
       "      Lg_all_star_mvp all_star_mvp_count  1st Team All NBA  2nd Team All NBA  \\\n",
       "23754             NaN                  0                 0                 0   \n",
       "23755             NaN                  0                 0                 0   \n",
       "23756             NaN                  0                 0                 0   \n",
       "23757             NaN                  0                 0                 0   \n",
       "23758             NaN                  0                 0                 0   \n",
       "23759             NaN                  0                 0                 0   \n",
       "23760             NaN                  0                 0                 0   \n",
       "23761             NaN                  0                 0                 0   \n",
       "23762             NaN                  0                 0                 0   \n",
       "23763             NaN                  0                 0                 0   \n",
       "23764             NaN                  0                 0                 0   \n",
       "23765             NaN                  0                 0                 0   \n",
       "23766             NaN                  0                 0                 0   \n",
       "23767             NaN                  0                 0                 0   \n",
       "23768             NaN                  0                 0                 0   \n",
       "\n",
       "       3rd Team All NBA  Finals MVPs  Playoff Leading PTS  \\\n",
       "23754                 1            0                    0   \n",
       "23755                 0            0                    0   \n",
       "23756                 0            0                    0   \n",
       "23757                 0            0                    0   \n",
       "23758                 0            0                    0   \n",
       "23759                 0            0                    0   \n",
       "23760                 0            0                    0   \n",
       "23761                 0            0                    0   \n",
       "23762                 0            0                    0   \n",
       "23763                 0            0                    0   \n",
       "23764                 0            0                    0   \n",
       "23765                 0            0                    0   \n",
       "23766                 0            0                    0   \n",
       "23767                 0            0                    0   \n",
       "23768                 0            0                    0   \n",
       "\n",
       "       Playoff Leading RBS  Playoff Leading ASTS  Playoff Leading WS  \n",
       "23754                    0                     0                   0  \n",
       "23755                    0                     0                   0  \n",
       "23756                    0                     0                   0  \n",
       "23757                    0                     0                   0  \n",
       "23758                    0                     0                   0  \n",
       "23759                    0                     0                   0  \n",
       "23760                    0                     0                   0  \n",
       "23761                    0                     0                   0  \n",
       "23762                    0                     0                   0  \n",
       "23763                    0                     0                   0  \n",
       "23764                    0                     0                   0  \n",
       "23765                    0                     0                   0  \n",
       "23766                    0                     0                   0  \n",
       "23767                    0                     0                   0  \n",
       "23768                    0                     0                   0  "
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_complete.tail(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 23769 entries, 0 to 23768\n",
      "Columns: 114 entries, Year to Playoff Leading WS\n",
      "dtypes: float64(73), int64(12), object(29)\n",
      "memory usage: 20.9+ MB\n"
     ]
    }
   ],
   "source": [
    "stats_complete.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "define all of our functions to calculate career values for certain advanced statistics\n",
    "as well as some more basic percentages that cannot be just averaged year to year because of different values/weights each year\n",
    "these will then be applied to our dataframe of aggregate stats by player \n",
    "\"\"\"\n",
    "\n",
    "\n",
    "def TrueShootingCalc(PTS, FGA, FTA):\n",
    "    try:\n",
    "        ts_perc = ((PTS)/(2 * (FGA + (0.44*FTA)))) * 100\n",
    "        return(ts_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def offensiveReboundPercCalc(orb, team_mins, player_mins, team_off_reb, opp_def_reb):\n",
    "    try:\n",
    "        oreb_perc = ((orb * (team_mins / 5)) / (player_mins * (team_off_reb + opp_def_reb))) * 100\n",
    "        return(oreb_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def defensiveReboundPercCalc(drb, team_mins, player_mins, team_def_reb, opp_off_reb):\n",
    "    try:\n",
    "        dreb_perc = ((drb * (team_mins / 5)) / (player_mins * (team_def_reb + opp_off_reb))) * 100\n",
    "        return(dreb_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def totalReboundPercCalc(trb, team_mins, player_mins, team_tot_reb, opp_tot_reb):\n",
    "    try:\n",
    "        treb_perc = ((trb * (team_mins / 5)) / (player_mins * (team_tot_reb + opp_tot_reb))) * 100\n",
    "        return(treb_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def assistPercentage(Assists, mins, team_mins, team_field_goals, field_goals):\n",
    "    try:\n",
    "        assist_perc = (Assists / (((mins /(team_mins/5)) * team_field_goals) - field_goals)) * 100\n",
    "        return(assist_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def stealPercentage(steals, team_mins, mins, opp_pos):\n",
    "    try:\n",
    "        steal_perc = ((steals * (team_mins / 5)) / (mins * opp_pos)) * 100\n",
    "        return(steal_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def blockPercentage(blks, team_mins, mins, opp_fga, opp_3fga):\n",
    "    try:\n",
    "        block_perc = ((blks * (team_mins / 5)) / (mins * (opp_fga - opp_3fga))) * 100\n",
    "        return(block_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def turnoverPercentage(tov, fga, fta):\n",
    "    try:\n",
    "        to_perc = ((tov) / (fga + (0.44 * fta) + tov)) * 100\n",
    "        return(to_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def usagePercentage(fga, fta, tov, team_mins, mins, team_fga, team_fta, team_tov):\n",
    "    try:\n",
    "        usg_perc = (((fga + (0.44 * fta) + tov) * (team_mins / 5)) / (mins * (team_fga + (0.44 * team_fta) + team_tov))) * 100\n",
    "        return(usg_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def freeThrowPercentage(fta, ft):\n",
    "    try:\n",
    "        ft_perc = (ft / fta) * 100\n",
    "        return(ft_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def fieldGoalPercentage(fga, fg):\n",
    "    try:\n",
    "        fg_perc = (fg / fga) * 100\n",
    "        return(fg_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def twoPointPercentage(two_pa, two_p):\n",
    "    try:\n",
    "        two_perc = (two_p / two_pa) * 100\n",
    "        return(two_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def threePointPercentage(three_pa, three_p):\n",
    "    try:\n",
    "        three_perc = (three_p / three_pa) * 100\n",
    "        return(three_perc)\n",
    "    except:\n",
    "        return 0\n",
    "\n",
    "def effectiveFieldGoal(fgs, three_fgs, fga):\n",
    "    try:\n",
    "        efg_perc = (((fgs + (0.5 * three_fgs)) / (fga))) * 100\n",
    "        return(efg_perc)\n",
    "    except:\n",
    "        return 0\n",
    "    \n",
    "def hofCheck(player):\n",
    "    if player in df_hof['playerName'].values:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggregate by all columns that can simply be summed \n",
    "\n",
    "stats_complete_agg = stats_complete.groupby('Player', as_index = False)[['G_Player', 'GS', 'MP_Player', 'OWS', 'DWS', 'WS', 'FG_Player',\n",
    "                                                       'FGA_Player', '3P_Player', '3PA_Player', '2P_Player',\n",
    "                                                       '2PA_Player', 'FT_Player', 'FTA_Player', 'ORB_Player', 'DRB_Player',\n",
    "                                                       'TRB_Player', 'AST_Player', 'STL_Player', \n",
    "                                                       'BLK_Player', 'TOV_Player', 'PF_Player', 'PTS_Player', \n",
    "                                                       'G_Team', 'MP_Team', 'FG_Team',\n",
    "                                                       'FGA_Team', '3P_Team', '3PA_Team', '2P_Team',\n",
    "                                                       '2PA_Team', 'FT_Team', 'FTA_Team', 'ORB_Team', 'DRB_Team',\n",
    "                                                       'TRB_Team', 'AST_Team', 'STL_Team', \n",
    "                                                       'BLK_Team', 'TOV_Team', 'PF_Team', 'PTS_Team', 'DRB_opp',\n",
    "                                                       'ORB_opp', 'TRB_opp', 'FGA_opp', '3PA_opp', 'TOV_opp', 'FTA_opp',\n",
    "                                                       'Championships', 'Runner-Ups', 'ROY', '6Man', '1st Team All NBA',\n",
    "                                                       '2nd Team All NBA', '3rd Team All NBA', 'Finals MVPs',\n",
    "                                                       'Playoff Leading PTS', 'Playoff Leading RBS', 'Playoff Leading ASTS',\n",
    "                                                                        'Playoff Leading WS']].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Perform the slightly more verbose way of merging stats that are already summed as counts that was mentioned previously \n",
    "\n",
    "stats_complete_unique = stats_complete.drop_duplicates(subset = 'Player')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg = stats_complete_agg.merge(right = stats_complete_unique[['Player', 'AllStarSelections', 'dpoy_count', 'mip_count',\n",
    "                                                                     'abafinmvp_count', 'all_star_mvp_count']], on = 'Player')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a column for the number of seasons that a player played \n",
    "\n",
    "stats_complete_agg['Seasons_Played'] = stats_complete_agg.apply(\n",
    "    lambda x: len(stats_complete[stats_complete['Player'] == x.Player]['Year'].unique()), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Peform a groupby and mean for PER, without more advanced methods this is the best way to estimate this career value \n",
    "\n",
    "PER = stats_complete.groupby('Player')['PER'].mean()\n",
    "\n",
    "stats_complete_agg = stats_complete_agg.merge(right = PER, on = 'Player')\n",
    "\n",
    "stats_complete_agg['PER'] = stats_complete_agg['PER'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>G_Player</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP_Player</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>FG_Player</th>\n",
       "      <th>FGA_Player</th>\n",
       "      <th>3P_Player</th>\n",
       "      <th>3PA_Player</th>\n",
       "      <th>2P_Player</th>\n",
       "      <th>2PA_Player</th>\n",
       "      <th>FT_Player</th>\n",
       "      <th>FTA_Player</th>\n",
       "      <th>ORB_Player</th>\n",
       "      <th>DRB_Player</th>\n",
       "      <th>TRB_Player</th>\n",
       "      <th>AST_Player</th>\n",
       "      <th>STL_Player</th>\n",
       "      <th>BLK_Player</th>\n",
       "      <th>TOV_Player</th>\n",
       "      <th>PF_Player</th>\n",
       "      <th>PTS_Player</th>\n",
       "      <th>G_Team</th>\n",
       "      <th>MP_Team</th>\n",
       "      <th>FG_Team</th>\n",
       "      <th>FGA_Team</th>\n",
       "      <th>3P_Team</th>\n",
       "      <th>3PA_Team</th>\n",
       "      <th>2P_Team</th>\n",
       "      <th>2PA_Team</th>\n",
       "      <th>FT_Team</th>\n",
       "      <th>FTA_Team</th>\n",
       "      <th>ORB_Team</th>\n",
       "      <th>DRB_Team</th>\n",
       "      <th>TRB_Team</th>\n",
       "      <th>AST_Team</th>\n",
       "      <th>STL_Team</th>\n",
       "      <th>BLK_Team</th>\n",
       "      <th>TOV_Team</th>\n",
       "      <th>PF_Team</th>\n",
       "      <th>PTS_Team</th>\n",
       "      <th>DRB_opp</th>\n",
       "      <th>ORB_opp</th>\n",
       "      <th>TRB_opp</th>\n",
       "      <th>FGA_opp</th>\n",
       "      <th>3PA_opp</th>\n",
       "      <th>TOV_opp</th>\n",
       "      <th>FTA_opp</th>\n",
       "      <th>Championships</th>\n",
       "      <th>Runner-Ups</th>\n",
       "      <th>ROY</th>\n",
       "      <th>6Man</th>\n",
       "      <th>1st Team All NBA</th>\n",
       "      <th>2nd Team All NBA</th>\n",
       "      <th>3rd Team All NBA</th>\n",
       "      <th>Finals MVPs</th>\n",
       "      <th>Playoff Leading PTS</th>\n",
       "      <th>Playoff Leading RBS</th>\n",
       "      <th>Playoff Leading ASTS</th>\n",
       "      <th>Playoff Leading WS</th>\n",
       "      <th>AllStarSelections</th>\n",
       "      <th>dpoy_count</th>\n",
       "      <th>mip_count</th>\n",
       "      <th>abafinmvp_count</th>\n",
       "      <th>all_star_mvp_count</th>\n",
       "      <th>Seasons_Played</th>\n",
       "      <th>PER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2106</th>\n",
       "      <td>Kareem Abdul-Jabbar</td>\n",
       "      <td>2109.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>80779.0</td>\n",
       "      <td>266.5</td>\n",
       "      <td>138.8</td>\n",
       "      <td>405.0</td>\n",
       "      <td>22653.0</td>\n",
       "      <td>40822.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>22652.0</td>\n",
       "      <td>40804.0</td>\n",
       "      <td>9566.0</td>\n",
       "      <td>13402.0</td>\n",
       "      <td>3728.0</td>\n",
       "      <td>12114.0</td>\n",
       "      <td>25984.0</td>\n",
       "      <td>8081.0</td>\n",
       "      <td>1456.0</td>\n",
       "      <td>4022.0</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>6382.0</td>\n",
       "      <td>54873.0</td>\n",
       "      <td>2214.0</td>\n",
       "      <td>534085.0</td>\n",
       "      <td>101705.0</td>\n",
       "      <td>203616.0</td>\n",
       "      <td>879.0</td>\n",
       "      <td>2906.0</td>\n",
       "      <td>100826.0</td>\n",
       "      <td>200710.0</td>\n",
       "      <td>44146.0</td>\n",
       "      <td>58302.0</td>\n",
       "      <td>21130.0</td>\n",
       "      <td>50170.0</td>\n",
       "      <td>105854.0</td>\n",
       "      <td>60593.0</td>\n",
       "      <td>13900.0</td>\n",
       "      <td>9026.0</td>\n",
       "      <td>29197.0</td>\n",
       "      <td>51169.0</td>\n",
       "      <td>248435.0</td>\n",
       "      <td>45688.0</td>\n",
       "      <td>24110.0</td>\n",
       "      <td>93482.0</td>\n",
       "      <td>194966.0</td>\n",
       "      <td>3107.0</td>\n",
       "      <td>27660.0</td>\n",
       "      <td>52304.0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>24.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>Elvin Hayes</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>77843.0</td>\n",
       "      <td>55.3</td>\n",
       "      <td>137.6</td>\n",
       "      <td>192.8</td>\n",
       "      <td>17390.0</td>\n",
       "      <td>38790.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>17385.0</td>\n",
       "      <td>38756.0</td>\n",
       "      <td>8448.0</td>\n",
       "      <td>12578.0</td>\n",
       "      <td>3563.0</td>\n",
       "      <td>9533.0</td>\n",
       "      <td>26152.0</td>\n",
       "      <td>3746.0</td>\n",
       "      <td>1212.0</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>1358.0</td>\n",
       "      <td>6202.0</td>\n",
       "      <td>43233.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>474645.0</td>\n",
       "      <td>86209.0</td>\n",
       "      <td>190584.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>85924.0</td>\n",
       "      <td>189504.0</td>\n",
       "      <td>40616.0</td>\n",
       "      <td>55565.0</td>\n",
       "      <td>17017.0</td>\n",
       "      <td>37550.0</td>\n",
       "      <td>100839.0</td>\n",
       "      <td>47132.0</td>\n",
       "      <td>9666.0</td>\n",
       "      <td>6091.0</td>\n",
       "      <td>21634.0</td>\n",
       "      <td>46982.0</td>\n",
       "      <td>213319.0</td>\n",
       "      <td>37413.0</td>\n",
       "      <td>16547.0</td>\n",
       "      <td>79698.0</td>\n",
       "      <td>154405.0</td>\n",
       "      <td>874.0</td>\n",
       "      <td>21185.0</td>\n",
       "      <td>42833.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>17.737500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963</th>\n",
       "      <td>John Havlicek</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75499.0</td>\n",
       "      <td>101.6</td>\n",
       "      <td>119.2</td>\n",
       "      <td>221.0</td>\n",
       "      <td>16993.0</td>\n",
       "      <td>38452.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16993.0</td>\n",
       "      <td>38452.0</td>\n",
       "      <td>8910.0</td>\n",
       "      <td>10854.0</td>\n",
       "      <td>1018.0</td>\n",
       "      <td>2266.0</td>\n",
       "      <td>13012.0</td>\n",
       "      <td>10396.0</td>\n",
       "      <td>778.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>5185.0</td>\n",
       "      <td>42896.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>453465.0</td>\n",
       "      <td>91284.0</td>\n",
       "      <td>206610.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91284.0</td>\n",
       "      <td>206610.0</td>\n",
       "      <td>46420.0</td>\n",
       "      <td>61168.0</td>\n",
       "      <td>10600.0</td>\n",
       "      <td>23806.0</td>\n",
       "      <td>120880.0</td>\n",
       "      <td>50336.0</td>\n",
       "      <td>4717.0</td>\n",
       "      <td>2264.0</td>\n",
       "      <td>13385.0</td>\n",
       "      <td>51094.0</td>\n",
       "      <td>228988.0</td>\n",
       "      <td>21098.0</td>\n",
       "      <td>8708.0</td>\n",
       "      <td>54764.0</td>\n",
       "      <td>111139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11773.0</td>\n",
       "      <td>31802.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>17.644000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3768</th>\n",
       "      <td>Wilt Chamberlain</td>\n",
       "      <td>1466.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66510.0</td>\n",
       "      <td>200.7</td>\n",
       "      <td>130.9</td>\n",
       "      <td>331.2</td>\n",
       "      <td>15860.0</td>\n",
       "      <td>28776.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15860.0</td>\n",
       "      <td>28776.0</td>\n",
       "      <td>7676.0</td>\n",
       "      <td>15456.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32400.0</td>\n",
       "      <td>6806.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2969.0</td>\n",
       "      <td>39396.0</td>\n",
       "      <td>1699.0</td>\n",
       "      <td>314950.0</td>\n",
       "      <td>77934.0</td>\n",
       "      <td>170603.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77934.0</td>\n",
       "      <td>170603.0</td>\n",
       "      <td>41856.0</td>\n",
       "      <td>60934.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>107517.0</td>\n",
       "      <td>43089.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38624.0</td>\n",
       "      <td>197724.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25886.0</td>\n",
       "      <td>50946.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11324.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>24.828571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2801</th>\n",
       "      <td>Oscar Robertson</td>\n",
       "      <td>1541.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63775.0</td>\n",
       "      <td>204.5</td>\n",
       "      <td>56.2</td>\n",
       "      <td>260.7</td>\n",
       "      <td>13266.0</td>\n",
       "      <td>27394.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13266.0</td>\n",
       "      <td>27394.0</td>\n",
       "      <td>10478.0</td>\n",
       "      <td>12491.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>10543.0</td>\n",
       "      <td>14006.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4154.0</td>\n",
       "      <td>37010.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>335235.0</td>\n",
       "      <td>77928.0</td>\n",
       "      <td>165935.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77928.0</td>\n",
       "      <td>165935.0</td>\n",
       "      <td>40549.0</td>\n",
       "      <td>53961.0</td>\n",
       "      <td>2266.0</td>\n",
       "      <td>5762.0</td>\n",
       "      <td>99729.0</td>\n",
       "      <td>43393.0</td>\n",
       "      <td>1452.0</td>\n",
       "      <td>1038.0</td>\n",
       "      <td>3388.0</td>\n",
       "      <td>41876.0</td>\n",
       "      <td>196405.0</td>\n",
       "      <td>4974.0</td>\n",
       "      <td>2538.0</td>\n",
       "      <td>31196.0</td>\n",
       "      <td>64152.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3108.0</td>\n",
       "      <td>16864.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>21.766667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>Jerry West</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53235.0</td>\n",
       "      <td>179.8</td>\n",
       "      <td>57.7</td>\n",
       "      <td>238.1</td>\n",
       "      <td>13120.0</td>\n",
       "      <td>27488.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13120.0</td>\n",
       "      <td>27488.0</td>\n",
       "      <td>10232.0</td>\n",
       "      <td>12548.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>7312.0</td>\n",
       "      <td>9740.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3510.0</td>\n",
       "      <td>36472.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>335385.0</td>\n",
       "      <td>76458.0</td>\n",
       "      <td>166494.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76458.0</td>\n",
       "      <td>166494.0</td>\n",
       "      <td>43675.0</td>\n",
       "      <td>59442.0</td>\n",
       "      <td>2730.0</td>\n",
       "      <td>5940.0</td>\n",
       "      <td>101547.0</td>\n",
       "      <td>42462.0</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>1306.0</td>\n",
       "      <td>3826.0</td>\n",
       "      <td>39741.0</td>\n",
       "      <td>196591.0</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>3050.0</td>\n",
       "      <td>34508.0</td>\n",
       "      <td>67674.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3438.0</td>\n",
       "      <td>15412.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>22.933333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2108</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>1394.0</td>\n",
       "      <td>1389.0</td>\n",
       "      <td>51905.0</td>\n",
       "      <td>131.6</td>\n",
       "      <td>88.1</td>\n",
       "      <td>219.3</td>\n",
       "      <td>12776.0</td>\n",
       "      <td>24734.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>302.0</td>\n",
       "      <td>12693.0</td>\n",
       "      <td>24432.0</td>\n",
       "      <td>9198.0</td>\n",
       "      <td>12449.0</td>\n",
       "      <td>3393.0</td>\n",
       "      <td>10796.0</td>\n",
       "      <td>14189.0</td>\n",
       "      <td>4944.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>4293.0</td>\n",
       "      <td>4349.0</td>\n",
       "      <td>34833.0</td>\n",
       "      <td>1444.0</td>\n",
       "      <td>348635.0</td>\n",
       "      <td>56001.0</td>\n",
       "      <td>116071.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>11144.0</td>\n",
       "      <td>52148.0</td>\n",
       "      <td>104927.0</td>\n",
       "      <td>32747.0</td>\n",
       "      <td>43311.0</td>\n",
       "      <td>17742.0</td>\n",
       "      <td>43217.0</td>\n",
       "      <td>60959.0</td>\n",
       "      <td>37955.0</td>\n",
       "      <td>12603.0</td>\n",
       "      <td>8350.0</td>\n",
       "      <td>23366.0</td>\n",
       "      <td>34297.0</td>\n",
       "      <td>148602.0</td>\n",
       "      <td>39954.0</td>\n",
       "      <td>18745.0</td>\n",
       "      <td>58699.0</td>\n",
       "      <td>118056.0</td>\n",
       "      <td>16535.0</td>\n",
       "      <td>23333.0</td>\n",
       "      <td>40932.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>23.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>Gail Goodrich</td>\n",
       "      <td>1738.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58974.0</td>\n",
       "      <td>101.4</td>\n",
       "      <td>36.8</td>\n",
       "      <td>138.4</td>\n",
       "      <td>13269.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13269.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>7776.0</td>\n",
       "      <td>9601.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>5756.0</td>\n",
       "      <td>8478.0</td>\n",
       "      <td>896.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>4847.0</td>\n",
       "      <td>34314.0</td>\n",
       "      <td>1883.0</td>\n",
       "      <td>454170.0</td>\n",
       "      <td>83781.0</td>\n",
       "      <td>181015.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83781.0</td>\n",
       "      <td>181015.0</td>\n",
       "      <td>45139.0</td>\n",
       "      <td>60829.0</td>\n",
       "      <td>11410.0</td>\n",
       "      <td>25617.0</td>\n",
       "      <td>102526.0</td>\n",
       "      <td>47704.0</td>\n",
       "      <td>6481.0</td>\n",
       "      <td>4638.0</td>\n",
       "      <td>15784.0</td>\n",
       "      <td>45256.0</td>\n",
       "      <td>212701.0</td>\n",
       "      <td>25052.0</td>\n",
       "      <td>12739.0</td>\n",
       "      <td>63677.0</td>\n",
       "      <td>123151.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14504.0</td>\n",
       "      <td>30849.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16.682609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>Dave Bing</td>\n",
       "      <td>1578.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59004.0</td>\n",
       "      <td>84.4</td>\n",
       "      <td>41.5</td>\n",
       "      <td>125.6</td>\n",
       "      <td>12567.0</td>\n",
       "      <td>28479.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12567.0</td>\n",
       "      <td>28479.0</td>\n",
       "      <td>8153.0</td>\n",
       "      <td>10524.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>1257.0</td>\n",
       "      <td>6126.0</td>\n",
       "      <td>9889.0</td>\n",
       "      <td>826.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>4616.0</td>\n",
       "      <td>33287.0</td>\n",
       "      <td>1721.0</td>\n",
       "      <td>415540.0</td>\n",
       "      <td>73937.0</td>\n",
       "      <td>161962.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73937.0</td>\n",
       "      <td>161962.0</td>\n",
       "      <td>39349.0</td>\n",
       "      <td>53436.0</td>\n",
       "      <td>8862.0</td>\n",
       "      <td>21624.0</td>\n",
       "      <td>87501.0</td>\n",
       "      <td>37621.0</td>\n",
       "      <td>5621.0</td>\n",
       "      <td>3296.0</td>\n",
       "      <td>13313.0</td>\n",
       "      <td>41625.0</td>\n",
       "      <td>187223.0</td>\n",
       "      <td>20878.0</td>\n",
       "      <td>9153.0</td>\n",
       "      <td>55407.0</td>\n",
       "      <td>108062.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12628.0</td>\n",
       "      <td>29733.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>17.780952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2593</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>1072.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>41011.0</td>\n",
       "      <td>149.9</td>\n",
       "      <td>64.2</td>\n",
       "      <td>213.9</td>\n",
       "      <td>12192.0</td>\n",
       "      <td>24537.0</td>\n",
       "      <td>581.0</td>\n",
       "      <td>1778.0</td>\n",
       "      <td>11611.0</td>\n",
       "      <td>22759.0</td>\n",
       "      <td>7327.0</td>\n",
       "      <td>8772.0</td>\n",
       "      <td>1668.0</td>\n",
       "      <td>5004.0</td>\n",
       "      <td>6672.0</td>\n",
       "      <td>5633.0</td>\n",
       "      <td>2514.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>2924.0</td>\n",
       "      <td>2783.0</td>\n",
       "      <td>32292.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>297075.0</td>\n",
       "      <td>50053.0</td>\n",
       "      <td>104246.0</td>\n",
       "      <td>3591.0</td>\n",
       "      <td>10264.0</td>\n",
       "      <td>46462.0</td>\n",
       "      <td>93982.0</td>\n",
       "      <td>24199.0</td>\n",
       "      <td>31810.0</td>\n",
       "      <td>17279.0</td>\n",
       "      <td>35691.0</td>\n",
       "      <td>52970.0</td>\n",
       "      <td>30723.0</td>\n",
       "      <td>10578.0</td>\n",
       "      <td>5999.0</td>\n",
       "      <td>18290.0</td>\n",
       "      <td>27501.0</td>\n",
       "      <td>127896.0</td>\n",
       "      <td>34056.0</td>\n",
       "      <td>15681.0</td>\n",
       "      <td>49737.0</td>\n",
       "      <td>101622.0</td>\n",
       "      <td>11631.0</td>\n",
       "      <td>19579.0</td>\n",
       "      <td>31730.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>27.373333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2237</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>1136.0</td>\n",
       "      <td>46113.0</td>\n",
       "      <td>116.2</td>\n",
       "      <td>46.1</td>\n",
       "      <td>162.0</td>\n",
       "      <td>11165.0</td>\n",
       "      <td>25017.0</td>\n",
       "      <td>1781.0</td>\n",
       "      <td>5402.0</td>\n",
       "      <td>9384.0</td>\n",
       "      <td>19615.0</td>\n",
       "      <td>8047.0</td>\n",
       "      <td>9608.0</td>\n",
       "      <td>1391.0</td>\n",
       "      <td>5240.0</td>\n",
       "      <td>6631.0</td>\n",
       "      <td>5983.0</td>\n",
       "      <td>1838.0</td>\n",
       "      <td>578.0</td>\n",
       "      <td>3828.0</td>\n",
       "      <td>3133.0</td>\n",
       "      <td>32158.0</td>\n",
       "      <td>1510.0</td>\n",
       "      <td>365350.0</td>\n",
       "      <td>56743.0</td>\n",
       "      <td>124416.0</td>\n",
       "      <td>10180.0</td>\n",
       "      <td>28953.0</td>\n",
       "      <td>46563.0</td>\n",
       "      <td>95463.0</td>\n",
       "      <td>29328.0</td>\n",
       "      <td>40055.0</td>\n",
       "      <td>18051.0</td>\n",
       "      <td>47622.0</td>\n",
       "      <td>65673.0</td>\n",
       "      <td>33776.0</td>\n",
       "      <td>11443.0</td>\n",
       "      <td>7959.0</td>\n",
       "      <td>21478.0</td>\n",
       "      <td>31928.0</td>\n",
       "      <td>152994.0</td>\n",
       "      <td>46521.0</td>\n",
       "      <td>17965.0</td>\n",
       "      <td>64486.0</td>\n",
       "      <td>126210.0</td>\n",
       "      <td>27582.0</td>\n",
       "      <td>21127.0</td>\n",
       "      <td>36706.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>21.542105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>Chet Walker</td>\n",
       "      <td>1670.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54618.0</td>\n",
       "      <td>136.2</td>\n",
       "      <td>65.8</td>\n",
       "      <td>202.7</td>\n",
       "      <td>11527.0</td>\n",
       "      <td>24319.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11527.0</td>\n",
       "      <td>24319.0</td>\n",
       "      <td>8507.0</td>\n",
       "      <td>10505.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>1186.0</td>\n",
       "      <td>11459.0</td>\n",
       "      <td>3524.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4332.0</td>\n",
       "      <td>31561.0</td>\n",
       "      <td>1713.0</td>\n",
       "      <td>374970.0</td>\n",
       "      <td>74565.0</td>\n",
       "      <td>165990.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74565.0</td>\n",
       "      <td>165990.0</td>\n",
       "      <td>42813.0</td>\n",
       "      <td>58013.0</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>10804.0</td>\n",
       "      <td>97563.0</td>\n",
       "      <td>41528.0</td>\n",
       "      <td>2864.0</td>\n",
       "      <td>1390.0</td>\n",
       "      <td>6344.0</td>\n",
       "      <td>41278.0</td>\n",
       "      <td>191943.0</td>\n",
       "      <td>10762.0</td>\n",
       "      <td>4288.0</td>\n",
       "      <td>38798.0</td>\n",
       "      <td>72624.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6920.0</td>\n",
       "      <td>21320.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>18.014286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2381</th>\n",
       "      <td>Lou Hudson</td>\n",
       "      <td>1482.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51428.0</td>\n",
       "      <td>116.2</td>\n",
       "      <td>30.7</td>\n",
       "      <td>146.7</td>\n",
       "      <td>12929.0</td>\n",
       "      <td>26397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12929.0</td>\n",
       "      <td>26397.0</td>\n",
       "      <td>5692.0</td>\n",
       "      <td>7123.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>1171.0</td>\n",
       "      <td>6960.0</td>\n",
       "      <td>4280.0</td>\n",
       "      <td>813.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>4112.0</td>\n",
       "      <td>31550.0</td>\n",
       "      <td>1803.0</td>\n",
       "      <td>434970.0</td>\n",
       "      <td>78485.0</td>\n",
       "      <td>169857.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78485.0</td>\n",
       "      <td>169857.0</td>\n",
       "      <td>41976.0</td>\n",
       "      <td>57439.0</td>\n",
       "      <td>11141.0</td>\n",
       "      <td>23526.0</td>\n",
       "      <td>93606.0</td>\n",
       "      <td>43383.0</td>\n",
       "      <td>6912.0</td>\n",
       "      <td>2911.0</td>\n",
       "      <td>14748.0</td>\n",
       "      <td>44300.0</td>\n",
       "      <td>198946.0</td>\n",
       "      <td>24284.0</td>\n",
       "      <td>10768.0</td>\n",
       "      <td>59912.0</td>\n",
       "      <td>116685.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15268.0</td>\n",
       "      <td>34156.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>17.522727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>Earl Monroe</td>\n",
       "      <td>1584.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52221.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>49.9</td>\n",
       "      <td>137.8</td>\n",
       "      <td>12153.0</td>\n",
       "      <td>26437.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12153.0</td>\n",
       "      <td>26437.0</td>\n",
       "      <td>6550.0</td>\n",
       "      <td>8151.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>5077.0</td>\n",
       "      <td>6205.0</td>\n",
       "      <td>726.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>4277.0</td>\n",
       "      <td>30856.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>475020.0</td>\n",
       "      <td>86928.0</td>\n",
       "      <td>189738.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>86886.0</td>\n",
       "      <td>189547.0</td>\n",
       "      <td>41405.0</td>\n",
       "      <td>54668.0</td>\n",
       "      <td>10514.0</td>\n",
       "      <td>26302.0</td>\n",
       "      <td>99962.0</td>\n",
       "      <td>44938.0</td>\n",
       "      <td>6674.0</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>15142.0</td>\n",
       "      <td>47422.0</td>\n",
       "      <td>215303.0</td>\n",
       "      <td>27334.0</td>\n",
       "      <td>11295.0</td>\n",
       "      <td>72525.0</td>\n",
       "      <td>136781.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>15543.0</td>\n",
       "      <td>41878.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>16.662500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>Hal Greer</td>\n",
       "      <td>1566.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55704.0</td>\n",
       "      <td>85.3</td>\n",
       "      <td>53.4</td>\n",
       "      <td>138.7</td>\n",
       "      <td>11789.0</td>\n",
       "      <td>26052.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11789.0</td>\n",
       "      <td>26052.0</td>\n",
       "      <td>6323.0</td>\n",
       "      <td>7919.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7661.0</td>\n",
       "      <td>6527.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5371.0</td>\n",
       "      <td>29901.0</td>\n",
       "      <td>1691.0</td>\n",
       "      <td>295250.0</td>\n",
       "      <td>76433.0</td>\n",
       "      <td>172829.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76433.0</td>\n",
       "      <td>172829.0</td>\n",
       "      <td>44582.0</td>\n",
       "      <td>61013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>104681.0</td>\n",
       "      <td>39357.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44242.0</td>\n",
       "      <td>197448.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26964.0</td>\n",
       "      <td>47806.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16994.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>14.876190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>Walt Bellamy</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58173.0</td>\n",
       "      <td>142.3</td>\n",
       "      <td>43.3</td>\n",
       "      <td>185.8</td>\n",
       "      <td>11211.0</td>\n",
       "      <td>21730.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11211.0</td>\n",
       "      <td>21730.0</td>\n",
       "      <td>7273.0</td>\n",
       "      <td>11656.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>962.0</td>\n",
       "      <td>20828.0</td>\n",
       "      <td>3887.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5379.0</td>\n",
       "      <td>29695.0</td>\n",
       "      <td>2201.0</td>\n",
       "      <td>472990.0</td>\n",
       "      <td>96424.0</td>\n",
       "      <td>211752.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96424.0</td>\n",
       "      <td>211752.0</td>\n",
       "      <td>54353.0</td>\n",
       "      <td>75003.0</td>\n",
       "      <td>4768.0</td>\n",
       "      <td>10656.0</td>\n",
       "      <td>121925.0</td>\n",
       "      <td>50910.0</td>\n",
       "      <td>2966.0</td>\n",
       "      <td>1176.0</td>\n",
       "      <td>7250.0</td>\n",
       "      <td>56199.0</td>\n",
       "      <td>247201.0</td>\n",
       "      <td>11356.0</td>\n",
       "      <td>4670.0</td>\n",
       "      <td>40886.0</td>\n",
       "      <td>78964.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7540.0</td>\n",
       "      <td>24178.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>18.262963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Bob Lanier</td>\n",
       "      <td>1423.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>48759.0</td>\n",
       "      <td>116.2</td>\n",
       "      <td>61.8</td>\n",
       "      <td>178.3</td>\n",
       "      <td>11929.0</td>\n",
       "      <td>23477.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11927.0</td>\n",
       "      <td>23464.0</td>\n",
       "      <td>5663.0</td>\n",
       "      <td>7365.0</td>\n",
       "      <td>2554.0</td>\n",
       "      <td>6876.0</td>\n",
       "      <td>15434.0</td>\n",
       "      <td>4571.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1605.0</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>4608.0</td>\n",
       "      <td>29523.0</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>415605.0</td>\n",
       "      <td>74300.0</td>\n",
       "      <td>157711.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>1070.0</td>\n",
       "      <td>74018.0</td>\n",
       "      <td>156641.0</td>\n",
       "      <td>36161.0</td>\n",
       "      <td>48151.0</td>\n",
       "      <td>17644.0</td>\n",
       "      <td>37454.0</td>\n",
       "      <td>79094.0</td>\n",
       "      <td>40720.0</td>\n",
       "      <td>11596.0</td>\n",
       "      <td>6679.0</td>\n",
       "      <td>24323.0</td>\n",
       "      <td>42338.0</td>\n",
       "      <td>185043.0</td>\n",
       "      <td>37310.0</td>\n",
       "      <td>18523.0</td>\n",
       "      <td>81209.0</td>\n",
       "      <td>158989.0</td>\n",
       "      <td>1346.0</td>\n",
       "      <td>24679.0</td>\n",
       "      <td>47548.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>21.523810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>Eddie Johnson</td>\n",
       "      <td>1874.0</td>\n",
       "      <td>711.0</td>\n",
       "      <td>52579.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>106.5</td>\n",
       "      <td>11742.0</td>\n",
       "      <td>24797.0</td>\n",
       "      <td>666.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>11076.0</td>\n",
       "      <td>22799.0</td>\n",
       "      <td>5215.0</td>\n",
       "      <td>6356.0</td>\n",
       "      <td>2256.0</td>\n",
       "      <td>4098.0</td>\n",
       "      <td>6354.0</td>\n",
       "      <td>5986.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>3793.0</td>\n",
       "      <td>4668.0</td>\n",
       "      <td>29365.0</td>\n",
       "      <td>2428.0</td>\n",
       "      <td>586795.0</td>\n",
       "      <td>100434.0</td>\n",
       "      <td>208956.0</td>\n",
       "      <td>4715.0</td>\n",
       "      <td>14094.0</td>\n",
       "      <td>95719.0</td>\n",
       "      <td>194862.0</td>\n",
       "      <td>53882.0</td>\n",
       "      <td>70604.0</td>\n",
       "      <td>34063.0</td>\n",
       "      <td>70577.0</td>\n",
       "      <td>104640.0</td>\n",
       "      <td>60244.0</td>\n",
       "      <td>20735.0</td>\n",
       "      <td>12914.0</td>\n",
       "      <td>42097.0</td>\n",
       "      <td>61380.0</td>\n",
       "      <td>259465.0</td>\n",
       "      <td>69819.0</td>\n",
       "      <td>34365.0</td>\n",
       "      <td>104184.0</td>\n",
       "      <td>208655.0</td>\n",
       "      <td>14667.0</td>\n",
       "      <td>42376.0</td>\n",
       "      <td>71880.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>15.230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3688</th>\n",
       "      <td>Walt Frazier</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57273.0</td>\n",
       "      <td>131.7</td>\n",
       "      <td>84.8</td>\n",
       "      <td>216.5</td>\n",
       "      <td>11334.0</td>\n",
       "      <td>23096.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11334.0</td>\n",
       "      <td>23095.0</td>\n",
       "      <td>6207.0</td>\n",
       "      <td>7907.0</td>\n",
       "      <td>692.0</td>\n",
       "      <td>2635.0</td>\n",
       "      <td>9135.0</td>\n",
       "      <td>9428.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>4018.0</td>\n",
       "      <td>28875.0</td>\n",
       "      <td>1804.0</td>\n",
       "      <td>435135.0</td>\n",
       "      <td>78790.0</td>\n",
       "      <td>170626.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>78754.0</td>\n",
       "      <td>170439.0</td>\n",
       "      <td>36778.0</td>\n",
       "      <td>48964.0</td>\n",
       "      <td>10621.0</td>\n",
       "      <td>26193.0</td>\n",
       "      <td>87294.0</td>\n",
       "      <td>42392.0</td>\n",
       "      <td>6420.0</td>\n",
       "      <td>3107.0</td>\n",
       "      <td>14288.0</td>\n",
       "      <td>43872.0</td>\n",
       "      <td>194394.0</td>\n",
       "      <td>27794.0</td>\n",
       "      <td>11090.0</td>\n",
       "      <td>64604.0</td>\n",
       "      <td>119962.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>15313.0</td>\n",
       "      <td>35855.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>18.554545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>Dirk Nowitzki</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>45735.0</td>\n",
       "      <td>135.5</td>\n",
       "      <td>57.7</td>\n",
       "      <td>193.2</td>\n",
       "      <td>10173.0</td>\n",
       "      <td>21482.0</td>\n",
       "      <td>1664.0</td>\n",
       "      <td>4362.0</td>\n",
       "      <td>8509.0</td>\n",
       "      <td>17120.0</td>\n",
       "      <td>6815.0</td>\n",
       "      <td>7733.0</td>\n",
       "      <td>1339.0</td>\n",
       "      <td>9022.0</td>\n",
       "      <td>10361.0</td>\n",
       "      <td>3293.0</td>\n",
       "      <td>1095.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>2284.0</td>\n",
       "      <td>3123.0</td>\n",
       "      <td>28825.0</td>\n",
       "      <td>1428.0</td>\n",
       "      <td>345370.0</td>\n",
       "      <td>54011.0</td>\n",
       "      <td>117755.0</td>\n",
       "      <td>10405.0</td>\n",
       "      <td>28678.0</td>\n",
       "      <td>43606.0</td>\n",
       "      <td>89077.0</td>\n",
       "      <td>26246.0</td>\n",
       "      <td>33059.0</td>\n",
       "      <td>15354.0</td>\n",
       "      <td>44863.0</td>\n",
       "      <td>60217.0</td>\n",
       "      <td>30942.0</td>\n",
       "      <td>10749.0</td>\n",
       "      <td>7182.0</td>\n",
       "      <td>18673.0</td>\n",
       "      <td>29541.0</td>\n",
       "      <td>144673.0</td>\n",
       "      <td>45009.0</td>\n",
       "      <td>16515.0</td>\n",
       "      <td>61524.0</td>\n",
       "      <td>116459.0</td>\n",
       "      <td>26416.0</td>\n",
       "      <td>20867.0</td>\n",
       "      <td>34989.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>22.438889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>1061.0</td>\n",
       "      <td>1060.0</td>\n",
       "      <td>41272.0</td>\n",
       "      <td>143.8</td>\n",
       "      <td>61.6</td>\n",
       "      <td>205.6</td>\n",
       "      <td>10423.0</td>\n",
       "      <td>20803.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>4295.0</td>\n",
       "      <td>8956.0</td>\n",
       "      <td>16508.0</td>\n",
       "      <td>6474.0</td>\n",
       "      <td>8752.0</td>\n",
       "      <td>1289.0</td>\n",
       "      <td>6418.0</td>\n",
       "      <td>7707.0</td>\n",
       "      <td>7461.0</td>\n",
       "      <td>1749.0</td>\n",
       "      <td>817.0</td>\n",
       "      <td>3619.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>28787.0</td>\n",
       "      <td>1132.0</td>\n",
       "      <td>273930.0</td>\n",
       "      <td>42160.0</td>\n",
       "      <td>90775.0</td>\n",
       "      <td>8420.0</td>\n",
       "      <td>22962.0</td>\n",
       "      <td>33740.0</td>\n",
       "      <td>67813.0</td>\n",
       "      <td>20973.0</td>\n",
       "      <td>28195.0</td>\n",
       "      <td>12331.0</td>\n",
       "      <td>35663.0</td>\n",
       "      <td>47994.0</td>\n",
       "      <td>24291.0</td>\n",
       "      <td>8431.0</td>\n",
       "      <td>5607.0</td>\n",
       "      <td>15903.0</td>\n",
       "      <td>22820.0</td>\n",
       "      <td>113713.0</td>\n",
       "      <td>33707.0</td>\n",
       "      <td>11954.0</td>\n",
       "      <td>45661.0</td>\n",
       "      <td>91419.0</td>\n",
       "      <td>21848.0</td>\n",
       "      <td>15945.0</td>\n",
       "      <td>26195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>27.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2336</th>\n",
       "      <td>Lenny Wilkens</td>\n",
       "      <td>1681.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59745.0</td>\n",
       "      <td>100.1</td>\n",
       "      <td>54.0</td>\n",
       "      <td>153.6</td>\n",
       "      <td>9945.0</td>\n",
       "      <td>22827.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9945.0</td>\n",
       "      <td>22827.0</td>\n",
       "      <td>8701.0</td>\n",
       "      <td>11179.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>7757.0</td>\n",
       "      <td>12052.0</td>\n",
       "      <td>348.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4938.0</td>\n",
       "      <td>28591.0</td>\n",
       "      <td>1872.0</td>\n",
       "      <td>374845.0</td>\n",
       "      <td>80442.0</td>\n",
       "      <td>180788.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80442.0</td>\n",
       "      <td>180788.0</td>\n",
       "      <td>45551.0</td>\n",
       "      <td>61325.0</td>\n",
       "      <td>4648.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>105902.0</td>\n",
       "      <td>46150.0</td>\n",
       "      <td>2706.0</td>\n",
       "      <td>1384.0</td>\n",
       "      <td>6756.0</td>\n",
       "      <td>47221.0</td>\n",
       "      <td>206435.0</td>\n",
       "      <td>10748.0</td>\n",
       "      <td>4688.0</td>\n",
       "      <td>40344.0</td>\n",
       "      <td>77326.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6522.0</td>\n",
       "      <td>22996.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>17.134783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>Elgin Baylor</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42465.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>50.9</td>\n",
       "      <td>128.9</td>\n",
       "      <td>10741.0</td>\n",
       "      <td>24679.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10741.0</td>\n",
       "      <td>24679.0</td>\n",
       "      <td>6974.0</td>\n",
       "      <td>8969.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13836.0</td>\n",
       "      <td>4725.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3190.0</td>\n",
       "      <td>28456.0</td>\n",
       "      <td>1527.0</td>\n",
       "      <td>256365.0</td>\n",
       "      <td>67725.0</td>\n",
       "      <td>150218.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67725.0</td>\n",
       "      <td>150218.0</td>\n",
       "      <td>40595.0</td>\n",
       "      <td>55437.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94334.0</td>\n",
       "      <td>36317.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36092.0</td>\n",
       "      <td>176045.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17684.0</td>\n",
       "      <td>34128.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8158.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>19.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Bob McAdoo</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40941.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>47.6</td>\n",
       "      <td>138.2</td>\n",
       "      <td>10935.0</td>\n",
       "      <td>21747.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>10932.0</td>\n",
       "      <td>21710.0</td>\n",
       "      <td>5874.0</td>\n",
       "      <td>7688.0</td>\n",
       "      <td>2647.0</td>\n",
       "      <td>7910.0</td>\n",
       "      <td>12013.0</td>\n",
       "      <td>2754.0</td>\n",
       "      <td>1024.0</td>\n",
       "      <td>1727.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>3810.0</td>\n",
       "      <td>27747.0</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>415305.0</td>\n",
       "      <td>76117.0</td>\n",
       "      <td>157115.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>75791.0</td>\n",
       "      <td>155739.0</td>\n",
       "      <td>35414.0</td>\n",
       "      <td>47141.0</td>\n",
       "      <td>21702.0</td>\n",
       "      <td>48651.0</td>\n",
       "      <td>78669.0</td>\n",
       "      <td>45168.0</td>\n",
       "      <td>14464.0</td>\n",
       "      <td>8619.0</td>\n",
       "      <td>31950.0</td>\n",
       "      <td>41894.0</td>\n",
       "      <td>187974.0</td>\n",
       "      <td>47344.0</td>\n",
       "      <td>23257.0</td>\n",
       "      <td>79157.0</td>\n",
       "      <td>161407.0</td>\n",
       "      <td>1690.0</td>\n",
       "      <td>30633.0</td>\n",
       "      <td>46310.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>19.457143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2704</th>\n",
       "      <td>Moses Malone</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>784.0</td>\n",
       "      <td>45071.0</td>\n",
       "      <td>112.6</td>\n",
       "      <td>54.6</td>\n",
       "      <td>167.1</td>\n",
       "      <td>9435.0</td>\n",
       "      <td>19225.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9427.0</td>\n",
       "      <td>19145.0</td>\n",
       "      <td>8531.0</td>\n",
       "      <td>11090.0</td>\n",
       "      <td>6731.0</td>\n",
       "      <td>9481.0</td>\n",
       "      <td>16212.0</td>\n",
       "      <td>1796.0</td>\n",
       "      <td>1089.0</td>\n",
       "      <td>1733.0</td>\n",
       "      <td>3804.0</td>\n",
       "      <td>3076.0</td>\n",
       "      <td>27409.0</td>\n",
       "      <td>1640.0</td>\n",
       "      <td>396175.0</td>\n",
       "      <td>68505.0</td>\n",
       "      <td>143960.0</td>\n",
       "      <td>2351.0</td>\n",
       "      <td>7378.0</td>\n",
       "      <td>66154.0</td>\n",
       "      <td>136582.0</td>\n",
       "      <td>36895.0</td>\n",
       "      <td>48232.0</td>\n",
       "      <td>24981.0</td>\n",
       "      <td>47623.0</td>\n",
       "      <td>72604.0</td>\n",
       "      <td>39476.0</td>\n",
       "      <td>14808.0</td>\n",
       "      <td>8933.0</td>\n",
       "      <td>28770.0</td>\n",
       "      <td>38006.0</td>\n",
       "      <td>176256.0</td>\n",
       "      <td>47216.0</td>\n",
       "      <td>24051.0</td>\n",
       "      <td>71267.0</td>\n",
       "      <td>145328.0</td>\n",
       "      <td>7482.0</td>\n",
       "      <td>28546.0</td>\n",
       "      <td>43461.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>20.130000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player  G_Player      GS  MP_Player    OWS    DWS     WS  \\\n",
       "2106  Kareem Abdul-Jabbar    2109.0   625.0    80779.0  266.5  138.8  405.0   \n",
       "1213          Elvin Hayes    1955.0   129.0    77843.0   55.3  137.6  192.8   \n",
       "1963        John Havlicek    1992.0     0.0    75499.0  101.6  119.2  221.0   \n",
       "3768     Wilt Chamberlain    1466.0     0.0    66510.0  200.7  130.9  331.2   \n",
       "2801      Oscar Robertson    1541.0     0.0    63775.0  204.5   56.2  260.7   \n",
       "1816           Jerry West    1364.0     0.0    53235.0  179.8   57.7  238.1   \n",
       "2108          Karl Malone    1394.0  1389.0    51905.0  131.6   88.1  219.3   \n",
       "1324        Gail Goodrich    1738.0     0.0    58974.0  101.4   36.8  138.4   \n",
       "857             Dave Bing    1578.0     0.0    59004.0   84.4   41.5  125.6   \n",
       "2593       Michael Jordan    1072.0  1039.0    41011.0  149.9   64.2  213.9   \n",
       "2237          Kobe Bryant    1280.0  1136.0    46113.0  116.2   46.1  162.0   \n",
       "603           Chet Walker    1670.0     0.0    54618.0  136.2   65.8  202.7   \n",
       "2381           Lou Hudson    1482.0     0.0    51428.0  116.2   30.7  146.7   \n",
       "1141          Earl Monroe    1584.0     0.0    52221.0   87.5   49.9  137.8   \n",
       "1485            Hal Greer    1566.0     0.0    55704.0   85.3   53.4  138.7   \n",
       "3685         Walt Bellamy    1608.0     0.0    58173.0  142.3   43.3  185.8   \n",
       "363            Bob Lanier    1423.0   179.0    48759.0  116.2   61.8  178.3   \n",
       "1181        Eddie Johnson    1874.0   711.0    52579.0   72.0   34.5  106.5   \n",
       "3688         Walt Frazier    1508.0     0.0    57273.0  131.7   84.8  216.5   \n",
       "1036        Dirk Nowitzki    1312.0  1282.0    45735.0  135.5   57.7  193.2   \n",
       "2323         LeBron James    1061.0  1060.0    41272.0  143.8   61.6  205.6   \n",
       "2336        Lenny Wilkens    1681.0     0.0    59745.0  100.1   54.0  153.6   \n",
       "1202         Elgin Baylor    1064.0     0.0    42465.0   78.1   50.9  128.9   \n",
       "368            Bob McAdoo    1166.0     1.0    40941.0   90.6   47.6  138.2   \n",
       "2704         Moses Malone    1329.0   784.0    45071.0  112.6   54.6  167.1   \n",
       "\n",
       "      FG_Player  FGA_Player  3P_Player  3PA_Player  2P_Player  2PA_Player  \\\n",
       "2106    22653.0     40822.0        1.0        18.0    22652.0     40804.0   \n",
       "1213    17390.0     38790.0        5.0        34.0    17385.0     38756.0   \n",
       "1963    16993.0     38452.0        0.0         0.0    16993.0     38452.0   \n",
       "3768    15860.0     28776.0        0.0         0.0    15860.0     28776.0   \n",
       "2801    13266.0     27394.0        0.0         0.0    13266.0     27394.0   \n",
       "1816    13120.0     27488.0        0.0         0.0    13120.0     27488.0   \n",
       "2108    12776.0     24734.0       83.0       302.0    12693.0     24432.0   \n",
       "1324    13269.0     29116.0        0.0         0.0    13269.0     29116.0   \n",
       "857     12567.0     28479.0        0.0         0.0    12567.0     28479.0   \n",
       "2593    12192.0     24537.0      581.0      1778.0    11611.0     22759.0   \n",
       "2237    11165.0     25017.0     1781.0      5402.0     9384.0     19615.0   \n",
       "603     11527.0     24319.0        0.0         0.0    11527.0     24319.0   \n",
       "2381    12929.0     26397.0        0.0         0.0    12929.0     26397.0   \n",
       "1141    12153.0     26437.0        0.0         0.0    12153.0     26437.0   \n",
       "1485    11789.0     26052.0        0.0         0.0    11789.0     26052.0   \n",
       "3685    11211.0     21730.0        0.0         0.0    11211.0     21730.0   \n",
       "363     11929.0     23477.0        2.0        13.0    11927.0     23464.0   \n",
       "1181    11742.0     24797.0      666.0      1998.0    11076.0     22799.0   \n",
       "3688    11334.0     23096.0        0.0         1.0    11334.0     23095.0   \n",
       "1036    10173.0     21482.0     1664.0      4362.0     8509.0     17120.0   \n",
       "2323    10423.0     20803.0     1467.0      4295.0     8956.0     16508.0   \n",
       "2336     9945.0     22827.0        0.0         0.0     9945.0     22827.0   \n",
       "1202    10741.0     24679.0        0.0         0.0    10741.0     24679.0   \n",
       "368     10935.0     21747.0        3.0        37.0    10932.0     21710.0   \n",
       "2704     9435.0     19225.0        8.0        80.0     9427.0     19145.0   \n",
       "\n",
       "      FT_Player  FTA_Player  ORB_Player  DRB_Player  TRB_Player  AST_Player  \\\n",
       "2106     9566.0     13402.0      3728.0     12114.0     25984.0      8081.0   \n",
       "1213     8448.0     12578.0      3563.0      9533.0     26152.0      3746.0   \n",
       "1963     8910.0     10854.0      1018.0      2266.0     13012.0     10396.0   \n",
       "3768     7676.0     15456.0         0.0         0.0     32400.0      6806.0   \n",
       "2801    10478.0     12491.0       142.0       416.0     10543.0     14006.0   \n",
       "1816    10232.0     12548.0        60.0       172.0      7312.0      9740.0   \n",
       "2108     9198.0     12449.0      3393.0     10796.0     14189.0      4944.0   \n",
       "1324     7776.0      9601.0       738.0      1049.0      5756.0      8478.0   \n",
       "857      8153.0     10524.0       706.0      1257.0      6126.0      9889.0   \n",
       "2593     7327.0      8772.0      1668.0      5004.0      6672.0      5633.0   \n",
       "2237     8047.0      9608.0      1391.0      5240.0      6631.0      5983.0   \n",
       "603      8507.0     10505.0       490.0      1186.0     11459.0      3524.0   \n",
       "2381     5692.0      7123.0       680.0      1171.0      6960.0      4280.0   \n",
       "1141     6550.0      8151.0       386.0      1571.0      5077.0      6205.0   \n",
       "1485     6323.0      7919.0         0.0         0.0      7661.0      6527.0   \n",
       "3685     7273.0     11656.0       528.0       962.0     20828.0      3887.0   \n",
       "363      5663.0      7365.0      2554.0      6876.0     15434.0      4571.0   \n",
       "1181     5215.0      6356.0      2256.0      4098.0      6354.0      5986.0   \n",
       "3688     6207.0      7907.0       692.0      2635.0      9135.0      9428.0   \n",
       "1036     6815.0      7733.0      1339.0      9022.0     10361.0      3293.0   \n",
       "2323     6474.0      8752.0      1289.0      6418.0      7707.0      7461.0   \n",
       "2336     8701.0     11179.0       236.0       558.0      7757.0     12052.0   \n",
       "1202     6974.0      8969.0         0.0         0.0     13836.0      4725.0   \n",
       "368      5874.0      7688.0      2647.0      7910.0     12013.0      2754.0   \n",
       "2704     8531.0     11090.0      6731.0      9481.0     16212.0      1796.0   \n",
       "\n",
       "      STL_Player  BLK_Player  TOV_Player  PF_Player  PTS_Player  G_Team  \\\n",
       "2106      1456.0      4022.0      2527.0     6382.0     54873.0  2214.0   \n",
       "1213      1212.0      2400.0      1358.0     6202.0     43233.0  1968.0   \n",
       "1963       778.0       194.0       204.0     5185.0     42896.0  2041.0   \n",
       "3768         0.0         0.0         0.0     2969.0     39396.0  1699.0   \n",
       "2801       154.0         8.0         0.0     4154.0     37010.0  1708.0   \n",
       "1816       162.0        46.0         0.0     3510.0     36472.0  1708.0   \n",
       "2108      2006.0      1074.0      4293.0     4349.0     34833.0  1444.0   \n",
       "1324       896.0       107.0       390.0     4847.0     34314.0  1883.0   \n",
       "857        826.0       155.0       216.0     4616.0     33287.0  1721.0   \n",
       "2593      2514.0       893.0      2924.0     2783.0     32292.0  1230.0   \n",
       "2237      1838.0       578.0      3828.0     3133.0     32158.0  1510.0   \n",
       "603        234.0        20.0         0.0     4332.0     31561.0  1713.0   \n",
       "2381       813.0       146.0       249.0     4112.0     31550.0  1803.0   \n",
       "1141       726.0       191.0       305.0     4277.0     30856.0  1968.0   \n",
       "1485         0.0         0.0         0.0     5371.0     29901.0  1691.0   \n",
       "3685       104.0        96.0         0.0     5379.0     29695.0  2201.0   \n",
       "363       1041.0      1605.0      1112.0     4608.0     29523.0  1722.0   \n",
       "1181      1500.0       269.0      3793.0     4668.0     29365.0  2428.0   \n",
       "3688      1138.0       101.0       139.0     4018.0     28875.0  1804.0   \n",
       "1036      1095.0      1150.0      2284.0     3123.0     28825.0  1428.0   \n",
       "2323      1749.0       817.0      3619.0     1977.0     28787.0  1132.0   \n",
       "2336       348.0        52.0         0.0     4938.0     28591.0  1872.0   \n",
       "1202         0.0         0.0         0.0     3190.0     28456.0  1527.0   \n",
       "368       1024.0      1727.0      1223.0     3810.0     27747.0  1722.0   \n",
       "2704      1089.0      1733.0      3804.0     3076.0     27409.0  1640.0   \n",
       "\n",
       "       MP_Team   FG_Team  FGA_Team  3P_Team  3PA_Team   2P_Team  2PA_Team  \\\n",
       "2106  534085.0  101705.0  203616.0    879.0    2906.0  100826.0  200710.0   \n",
       "1213  474645.0   86209.0  190584.0    285.0    1080.0   85924.0  189504.0   \n",
       "1963  453465.0   91284.0  206610.0      0.0       0.0   91284.0  206610.0   \n",
       "3768  314950.0   77934.0  170603.0      0.0       0.0   77934.0  170603.0   \n",
       "2801  335235.0   77928.0  165935.0      0.0       0.0   77928.0  165935.0   \n",
       "1816  335385.0   76458.0  166494.0      0.0       0.0   76458.0  166494.0   \n",
       "2108  348635.0   56001.0  116071.0   3853.0   11144.0   52148.0  104927.0   \n",
       "1324  454170.0   83781.0  181015.0      0.0       0.0   83781.0  181015.0   \n",
       "857   415540.0   73937.0  161962.0      0.0       0.0   73937.0  161962.0   \n",
       "2593  297075.0   50053.0  104246.0   3591.0   10264.0   46462.0   93982.0   \n",
       "2237  365350.0   56743.0  124416.0  10180.0   28953.0   46563.0   95463.0   \n",
       "603   374970.0   74565.0  165990.0      0.0       0.0   74565.0  165990.0   \n",
       "2381  434970.0   78485.0  169857.0      0.0       0.0   78485.0  169857.0   \n",
       "1141  475020.0   86928.0  189738.0     42.0     191.0   86886.0  189547.0   \n",
       "1485  295250.0   76433.0  172829.0      0.0       0.0   76433.0  172829.0   \n",
       "3685  472990.0   96424.0  211752.0      0.0       0.0   96424.0  211752.0   \n",
       "363   415605.0   74300.0  157711.0    282.0    1070.0   74018.0  156641.0   \n",
       "1181  586795.0  100434.0  208956.0   4715.0   14094.0   95719.0  194862.0   \n",
       "3688  435135.0   78790.0  170626.0     36.0     187.0   78754.0  170439.0   \n",
       "1036  345370.0   54011.0  117755.0  10405.0   28678.0   43606.0   89077.0   \n",
       "2323  273930.0   42160.0   90775.0   8420.0   22962.0   33740.0   67813.0   \n",
       "2336  374845.0   80442.0  180788.0      0.0       0.0   80442.0  180788.0   \n",
       "1202  256365.0   67725.0  150218.0      0.0       0.0   67725.0  150218.0   \n",
       "368   415305.0   76117.0  157115.0    326.0    1376.0   75791.0  155739.0   \n",
       "2704  396175.0   68505.0  143960.0   2351.0    7378.0   66154.0  136582.0   \n",
       "\n",
       "      FT_Team  FTA_Team  ORB_Team  DRB_Team  TRB_Team  AST_Team  STL_Team  \\\n",
       "2106  44146.0   58302.0   21130.0   50170.0  105854.0   60593.0   13900.0   \n",
       "1213  40616.0   55565.0   17017.0   37550.0  100839.0   47132.0    9666.0   \n",
       "1963  46420.0   61168.0   10600.0   23806.0  120880.0   50336.0    4717.0   \n",
       "3768  41856.0   60934.0       0.0       0.0  107517.0   43089.0       0.0   \n",
       "2801  40549.0   53961.0    2266.0    5762.0   99729.0   43393.0    1452.0   \n",
       "1816  43675.0   59442.0    2730.0    5940.0  101547.0   42462.0    1588.0   \n",
       "2108  32747.0   43311.0   17742.0   43217.0   60959.0   37955.0   12603.0   \n",
       "1324  45139.0   60829.0   11410.0   25617.0  102526.0   47704.0    6481.0   \n",
       "857   39349.0   53436.0    8862.0   21624.0   87501.0   37621.0    5621.0   \n",
       "2593  24199.0   31810.0   17279.0   35691.0   52970.0   30723.0   10578.0   \n",
       "2237  29328.0   40055.0   18051.0   47622.0   65673.0   33776.0   11443.0   \n",
       "603   42813.0   58013.0    4500.0   10804.0   97563.0   41528.0    2864.0   \n",
       "2381  41976.0   57439.0   11141.0   23526.0   93606.0   43383.0    6912.0   \n",
       "1141  41405.0   54668.0   10514.0   26302.0   99962.0   44938.0    6674.0   \n",
       "1485  44582.0   61013.0       0.0       0.0  104681.0   39357.0       0.0   \n",
       "3685  54353.0   75003.0    4768.0   10656.0  121925.0   50910.0    2966.0   \n",
       "363   36161.0   48151.0   17644.0   37454.0   79094.0   40720.0   11596.0   \n",
       "1181  53882.0   70604.0   34063.0   70577.0  104640.0   60244.0   20735.0   \n",
       "3688  36778.0   48964.0   10621.0   26193.0   87294.0   42392.0    6420.0   \n",
       "1036  26246.0   33059.0   15354.0   44863.0   60217.0   30942.0   10749.0   \n",
       "2323  20973.0   28195.0   12331.0   35663.0   47994.0   24291.0    8431.0   \n",
       "2336  45551.0   61325.0    4648.0   10500.0  105902.0   46150.0    2706.0   \n",
       "1202  40595.0   55437.0       0.0       0.0   94334.0   36317.0       0.0   \n",
       "368   35414.0   47141.0   21702.0   48651.0   78669.0   45168.0   14464.0   \n",
       "2704  36895.0   48232.0   24981.0   47623.0   72604.0   39476.0   14808.0   \n",
       "\n",
       "      BLK_Team  TOV_Team  PF_Team  PTS_Team  DRB_opp  ORB_opp   TRB_opp  \\\n",
       "2106    9026.0   29197.0  51169.0  248435.0  45688.0  24110.0   93482.0   \n",
       "1213    6091.0   21634.0  46982.0  213319.0  37413.0  16547.0   79698.0   \n",
       "1963    2264.0   13385.0  51094.0  228988.0  21098.0   8708.0   54764.0   \n",
       "3768       0.0       0.0  38624.0  197724.0      0.0      0.0   25886.0   \n",
       "2801    1038.0    3388.0  41876.0  196405.0   4974.0   2538.0   31196.0   \n",
       "1816    1306.0    3826.0  39741.0  196591.0   5572.0   3050.0   34508.0   \n",
       "2108    8350.0   23366.0  34297.0  148602.0  39954.0  18745.0   58699.0   \n",
       "1324    4638.0   15784.0  45256.0  212701.0  25052.0  12739.0   63677.0   \n",
       "857     3296.0   13313.0  41625.0  187223.0  20878.0   9153.0   55407.0   \n",
       "2593    5999.0   18290.0  27501.0  127896.0  34056.0  15681.0   49737.0   \n",
       "2237    7959.0   21478.0  31928.0  152994.0  46521.0  17965.0   64486.0   \n",
       "603     1390.0    6344.0  41278.0  191943.0  10762.0   4288.0   38798.0   \n",
       "2381    2911.0   14748.0  44300.0  198946.0  24284.0  10768.0   59912.0   \n",
       "1141    3272.0   15142.0  47422.0  215303.0  27334.0  11295.0   72525.0   \n",
       "1485       0.0       0.0  44242.0  197448.0      0.0      0.0   26964.0   \n",
       "3685    1176.0    7250.0  56199.0  247201.0  11356.0   4670.0   40886.0   \n",
       "363     6679.0   24323.0  42338.0  185043.0  37310.0  18523.0   81209.0   \n",
       "1181   12914.0   42097.0  61380.0  259465.0  69819.0  34365.0  104184.0   \n",
       "3688    3107.0   14288.0  43872.0  194394.0  27794.0  11090.0   64604.0   \n",
       "1036    7182.0   18673.0  29541.0  144673.0  45009.0  16515.0   61524.0   \n",
       "2323    5607.0   15903.0  22820.0  113713.0  33707.0  11954.0   45661.0   \n",
       "2336    1384.0    6756.0  47221.0  206435.0  10748.0   4688.0   40344.0   \n",
       "1202       0.0       0.0  36092.0  176045.0      0.0      0.0   17684.0   \n",
       "368     8619.0   31950.0  41894.0  187974.0  47344.0  23257.0   79157.0   \n",
       "2704    8933.0   28770.0  38006.0  176256.0  47216.0  24051.0   71267.0   \n",
       "\n",
       "       FGA_opp  3PA_opp  TOV_opp  FTA_opp  Championships  Runner-Ups  ROY  \\\n",
       "2106  194966.0   3107.0  27660.0  52304.0              6           4    2   \n",
       "1213  154405.0    874.0  21185.0  42833.0              1           2    0   \n",
       "1963  111139.0      0.0  11773.0  31802.0              8           0    0   \n",
       "3768   50946.0      0.0      0.0  11324.0              2           4    1   \n",
       "2801   64152.0      0.0   3108.0  16864.0              1           1    1   \n",
       "1816   67674.0      0.0   3438.0  15412.0              1           8    0   \n",
       "2108  118056.0  16535.0  23333.0  40932.0              0           3    0   \n",
       "1324  123151.0      0.0  14504.0  30849.0              1           3    0   \n",
       "857   108062.0      0.0  12628.0  29733.0              0           0    1   \n",
       "2593  101622.0  11631.0  19579.0  31730.0              6           0    1   \n",
       "2237  126210.0  27582.0  21127.0  36706.0              4           2    0   \n",
       "603    72624.0      0.0   6920.0  21320.0              1           0    0   \n",
       "2381  116685.0      0.0  15268.0  34156.0              0           0    0   \n",
       "1141  136781.0    198.0  15543.0  41878.0              1           2    2   \n",
       "1485   47806.0      0.0      0.0  16994.0              1           0    0   \n",
       "3685   78964.0      0.0   7540.0  24178.0              0           0    1   \n",
       "363   158989.0   1346.0  24679.0  47548.0              0           0    0   \n",
       "1181  208655.0  14667.0  42376.0  71880.0              0           0    0   \n",
       "3688  119962.0    223.0  15313.0  35855.0              2           1    0   \n",
       "1036  116459.0  26416.0  20867.0  34989.0              1           1    0   \n",
       "2323   91419.0  21848.0  15945.0  26195.0              3           5    1   \n",
       "2336   77326.0      0.0   6522.0  22996.0              0           1    0   \n",
       "1202   34128.0      0.0      0.0   8158.0              1           8    1   \n",
       "368   161407.0   1690.0  30633.0  46310.0              2           2    2   \n",
       "2704  145328.0   7482.0  28546.0  43461.0              1           1    0   \n",
       "\n",
       "      6Man  1st Team All NBA  2nd Team All NBA  3rd Team All NBA  Finals MVPs  \\\n",
       "2106     0                15                 6                 0            2   \n",
       "1213     0                 4                 6                 0            0   \n",
       "1963     0                 8                12                 0            1   \n",
       "3768     0                 8                 5                 0            1   \n",
       "2801     0                11                 4                 0            0   \n",
       "1816     0                14                 4                 0            0   \n",
       "2108     0                11                 1                 1            0   \n",
       "1324     0                 2                 0                 0            0   \n",
       "857      0                 4                 2                 0            0   \n",
       "2593     0                10                 1                 0            6   \n",
       "2237     0                11                 1                 2            2   \n",
       "603      0                 0                 0                 0            0   \n",
       "2381     0                 0                 2                 0            0   \n",
       "1141     0                 2                 0                 0            0   \n",
       "1485     0                 0                 9                 0            0   \n",
       "3685     0                 0                 0                 0            0   \n",
       "363      0                 0                 0                 0            0   \n",
       "1181     0                 0                 0                 0            0   \n",
       "3688     0                 8                 4                 0            0   \n",
       "1036     0                 4                 5                 3            1   \n",
       "2323     0                11                 2                 0            3   \n",
       "2336     0                 0                 0                 0            0   \n",
       "1202     0                12                 0                 0            0   \n",
       "368      0                 2                 2                 0            0   \n",
       "2704     0                 4                 4                 0            1   \n",
       "\n",
       "      Playoff Leading PTS  Playoff Leading RBS  Playoff Leading ASTS  \\\n",
       "2106                    0                    3                     1   \n",
       "1213                    0                    1                     1   \n",
       "1963                    0                    1                     0   \n",
       "3768                    0                    1                     6   \n",
       "2801                    0                    0                     0   \n",
       "1816                    0                    5                     0   \n",
       "2108                    0                    0                     1   \n",
       "1324                    0                    0                     0   \n",
       "857                     0                    0                     0   \n",
       "2593                    0                    8                     0   \n",
       "2237                    0                    4                     0   \n",
       "603                     0                    0                     0   \n",
       "2381                    0                    0                     0   \n",
       "1141                    0                    1                     0   \n",
       "1485                    0                    0                     0   \n",
       "3685                    0                    0                     0   \n",
       "363                     0                    0                     0   \n",
       "1181                    0                    0                     0   \n",
       "3688                    0                    1                     0   \n",
       "1036                    0                    1                     1   \n",
       "2323                    0                    5                     1   \n",
       "2336                    0                    0                     0   \n",
       "1202                    0                    4                     0   \n",
       "368                     0                    0                     0   \n",
       "2704                    0                    1                     2   \n",
       "\n",
       "      Playoff Leading WS AllStarSelections dpoy_count mip_count  \\\n",
       "2106                   0                19          0         0   \n",
       "1213                   0                12          0         0   \n",
       "1963                   1                13          0         0   \n",
       "3768                   1                13          0         0   \n",
       "2801                   2                12          0         0   \n",
       "1816                   3                14          0         0   \n",
       "2108                   0                14          0         0   \n",
       "1324                   0                 5          0         0   \n",
       "857                    0                 7          0         0   \n",
       "2593                   0                14          1         0   \n",
       "2237                   0                18          0         0   \n",
       "603                    0                 7          0         0   \n",
       "2381                   0                 6          0         0   \n",
       "1141                   0                 4          0         0   \n",
       "1485                   0                10          0         0   \n",
       "3685                   0                 4          0         0   \n",
       "363                    0                 8          0         0   \n",
       "1181                   0                 2          0         0   \n",
       "3688                   1                 7          0         0   \n",
       "1036                   0                14          0         0   \n",
       "2323                   4                16          0         0   \n",
       "2336                   0                 9          0         0   \n",
       "1202                   0                11          0         0   \n",
       "368                    0                 5          0         0   \n",
       "2704                   0                12          0         0   \n",
       "\n",
       "     abafinmvp_count all_star_mvp_count  Seasons_Played        PER  \n",
       "2106               0                  0              20  24.800000  \n",
       "1213               0                  0              16  17.737500  \n",
       "1963               0                  0              16  17.644000  \n",
       "3768               0                  1              14  24.828571  \n",
       "2801               0                  3              14  21.766667  \n",
       "1816               0                  1              14  22.933333  \n",
       "2108               0                  2              18  23.450000  \n",
       "1324               0                  0              14  16.682609  \n",
       "857                0                  1              12  17.780952  \n",
       "2593               0                  3              15  27.373333  \n",
       "2237               0                  4              19  21.542105  \n",
       "603                0                  0              13  18.014286  \n",
       "2381               0                  0              13  17.522727  \n",
       "1141               0                  0              13  16.662500  \n",
       "1485               0                  1              15  14.876190  \n",
       "3685               0                  0              14  18.262963  \n",
       "363                0                  1              14  21.523810  \n",
       "1181               0                  0              21  15.230000  \n",
       "3688               0                  1              13  18.554545  \n",
       "1036               0                  0              18  22.438889  \n",
       "2323               0                  3              14  27.700000  \n",
       "2336               0                  1              15  17.134783  \n",
       "1202               0                  1              14  19.947368  \n",
       "368                0                  0              14  19.457143  \n",
       "2704               0                  0              19  20.130000  "
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the list of the 25 highest scoring players of all time to make sure everything has still gone correctly so far \n",
    "\n",
    "stats_complete_agg.sort_values('PTS_Player', ascending = False).head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply all of our calculations on our aggregate dataframe \n",
    "\n",
    "stats_complete_agg['TS%'] = stats_complete_agg.apply(lambda x: TrueShootingCalc(x.PTS_Player , x.FGA_Player , x.FTA_Player), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['ORB%'] = stats_complete_agg.apply(lambda x: offensiveReboundPercCalc(x.ORB_Player , x.MP_Team , x.MP_Player ,\n",
    "                                                                                 x.ORB_Team , x.DRB_opp), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['DRB%'] = stats_complete_agg.apply(lambda x: defensiveReboundPercCalc(x.DRB_Player , x.MP_Team , x.MP_Player ,\n",
    "                                                                                 x.DRB_Team , x.ORB_opp), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['TRB%'] = stats_complete_agg.apply(lambda x: totalReboundPercCalc(x.TRB_Player , x.MP_Team , x.MP_Player ,\n",
    "                                                                                 x.TRB_Team , x.TRB_opp), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['AST%'] = stats_complete_agg.apply(lambda x: assistPercentage(x.AST_Player , x.MP_Player , x.MP_Team ,\n",
    "                                                                                 x.FG_Team , x.FG_Player), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['STL%'] = stats_complete_agg.apply(lambda x: stealPercentage(x.STL_Player , x.MP_Team , x.MP_Player ,\n",
    "                                                                                (x.FGA_opp + x.TOV_opp + (x.FTA_opp / 2)) ), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['BLK%'] = stats_complete_agg.apply(lambda x: blockPercentage(x.BLK_Player , x.MP_Team , x.MP_Player ,\n",
    "                                                                                 x.FGA_opp , x['3PA_opp']), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['TOV%'] = stats_complete_agg.apply(lambda x: turnoverPercentage(x.TOV_Player , x.FGA_Player , x.FTA_Player), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['USG%'] = stats_complete_agg.apply(lambda x: usagePercentage(x.FGA_Player , x.FTA_Player , x.TOV_Player ,\n",
    "                                                                                 x.MP_Team , x.MP_Player ,\n",
    "                                                                                 x.FGA_Team , x.FTA_Team , x.TOV_Team), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['FT%'] = stats_complete_agg.apply(lambda x: freeThrowPercentage(x.FTA_Player , x.FT_Player), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['FG%'] = stats_complete_agg.apply(lambda x: fieldGoalPercentage(x.FGA_Player , x.FG_Player), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['2P%'] = stats_complete_agg.apply(lambda x: twoPointPercentage(x['2PA_Player'] , x['2P_Player']), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['3P%'] = stats_complete_agg.apply(lambda x: threePointPercentage(x['3PA_Player'] , x['3P_Player']), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['EFG%'] = stats_complete_agg.apply(lambda x: effectiveFieldGoal(x['FG_Player'] , x['3P_Player'] , x.FGA_Player), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['PPG_career'] = stats_complete_agg.apply(lambda x: x.PTS_Player / x.G_Player, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['RPG_career'] = stats_complete_agg.apply(lambda x: x.TRB_Player / x.G_Player, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['APG_career'] = stats_complete_agg.apply(lambda x: x.AST_Player / x.G_Player, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['WS_per_season'] = stats_complete_agg.apply(lambda x: x.WS / x.Seasons_Played, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge our MVP dataframe to have the count of times winning the award per player \n",
    "\n",
    "stats_complete_agg = stats_complete_agg.merge(right = df_season_mvps, on = 'Player', how = 'left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_complete_agg['season_mvp_count'] = stats_complete_agg['season_mvp_count'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add a column of a binary value of whether or not a player is in the hall of fame, will be used as the target for our classifier \n",
    "\n",
    "stats_complete_agg['HOF'] = stats_complete_agg.apply(lambda x: hofCheck(x.Player), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>G_Player</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP_Player</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>FG_Player</th>\n",
       "      <th>FGA_Player</th>\n",
       "      <th>3P_Player</th>\n",
       "      <th>3PA_Player</th>\n",
       "      <th>2P_Player</th>\n",
       "      <th>2PA_Player</th>\n",
       "      <th>FT_Player</th>\n",
       "      <th>FTA_Player</th>\n",
       "      <th>ORB_Player</th>\n",
       "      <th>DRB_Player</th>\n",
       "      <th>TRB_Player</th>\n",
       "      <th>AST_Player</th>\n",
       "      <th>STL_Player</th>\n",
       "      <th>BLK_Player</th>\n",
       "      <th>TOV_Player</th>\n",
       "      <th>PF_Player</th>\n",
       "      <th>PTS_Player</th>\n",
       "      <th>G_Team</th>\n",
       "      <th>MP_Team</th>\n",
       "      <th>FG_Team</th>\n",
       "      <th>FGA_Team</th>\n",
       "      <th>3P_Team</th>\n",
       "      <th>3PA_Team</th>\n",
       "      <th>2P_Team</th>\n",
       "      <th>2PA_Team</th>\n",
       "      <th>FT_Team</th>\n",
       "      <th>FTA_Team</th>\n",
       "      <th>ORB_Team</th>\n",
       "      <th>DRB_Team</th>\n",
       "      <th>TRB_Team</th>\n",
       "      <th>AST_Team</th>\n",
       "      <th>STL_Team</th>\n",
       "      <th>BLK_Team</th>\n",
       "      <th>TOV_Team</th>\n",
       "      <th>PF_Team</th>\n",
       "      <th>PTS_Team</th>\n",
       "      <th>DRB_opp</th>\n",
       "      <th>ORB_opp</th>\n",
       "      <th>TRB_opp</th>\n",
       "      <th>FGA_opp</th>\n",
       "      <th>3PA_opp</th>\n",
       "      <th>TOV_opp</th>\n",
       "      <th>FTA_opp</th>\n",
       "      <th>Championships</th>\n",
       "      <th>Runner-Ups</th>\n",
       "      <th>ROY</th>\n",
       "      <th>6Man</th>\n",
       "      <th>1st Team All NBA</th>\n",
       "      <th>2nd Team All NBA</th>\n",
       "      <th>3rd Team All NBA</th>\n",
       "      <th>Finals MVPs</th>\n",
       "      <th>Playoff Leading PTS</th>\n",
       "      <th>Playoff Leading RBS</th>\n",
       "      <th>Playoff Leading ASTS</th>\n",
       "      <th>Playoff Leading WS</th>\n",
       "      <th>AllStarSelections</th>\n",
       "      <th>dpoy_count</th>\n",
       "      <th>mip_count</th>\n",
       "      <th>abafinmvp_count</th>\n",
       "      <th>all_star_mvp_count</th>\n",
       "      <th>Seasons_Played</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</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>USG%</th>\n",
       "      <th>FT%</th>\n",
       "      <th>FG%</th>\n",
       "      <th>2P%</th>\n",
       "      <th>3P%</th>\n",
       "      <th>EFG%</th>\n",
       "      <th>PPG_career</th>\n",
       "      <th>RPG_career</th>\n",
       "      <th>APG_career</th>\n",
       "      <th>WS_per_season</th>\n",
       "      <th>MVP_league</th>\n",
       "      <th>season_mvp_count</th>\n",
       "      <th>HOF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2107</th>\n",
       "      <td>Kareem Abdul-Jabbar</td>\n",
       "      <td>2109.0</td>\n",
       "      <td>625.0</td>\n",
       "      <td>80779.0</td>\n",
       "      <td>266.5</td>\n",
       "      <td>138.8</td>\n",
       "      <td>405.0</td>\n",
       "      <td>22653.0</td>\n",
       "      <td>40822.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>22652.0</td>\n",
       "      <td>40804.0</td>\n",
       "      <td>9566.0</td>\n",
       "      <td>13402.0</td>\n",
       "      <td>3728.0</td>\n",
       "      <td>12114.0</td>\n",
       "      <td>25984.0</td>\n",
       "      <td>8081.0</td>\n",
       "      <td>1456.0</td>\n",
       "      <td>4022.0</td>\n",
       "      <td>2527.0</td>\n",
       "      <td>6382.0</td>\n",
       "      <td>54873.0</td>\n",
       "      <td>2214.0</td>\n",
       "      <td>534085.0</td>\n",
       "      <td>101705.0</td>\n",
       "      <td>203616.0</td>\n",
       "      <td>879.0</td>\n",
       "      <td>2906.0</td>\n",
       "      <td>100826.0</td>\n",
       "      <td>200710.0</td>\n",
       "      <td>44146.0</td>\n",
       "      <td>58302.0</td>\n",
       "      <td>21130.0</td>\n",
       "      <td>50170.0</td>\n",
       "      <td>105854.0</td>\n",
       "      <td>60593.0</td>\n",
       "      <td>13900.0</td>\n",
       "      <td>9026.0</td>\n",
       "      <td>29197.0</td>\n",
       "      <td>51169.0</td>\n",
       "      <td>248435.0</td>\n",
       "      <td>45688.0</td>\n",
       "      <td>24110.0</td>\n",
       "      <td>93482.0</td>\n",
       "      <td>194966.0</td>\n",
       "      <td>3107.0</td>\n",
       "      <td>27660.0</td>\n",
       "      <td>52304.0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>24.800000</td>\n",
       "      <td>58.726793</td>\n",
       "      <td>7.377757</td>\n",
       "      <td>21.565403</td>\n",
       "      <td>17.237019</td>\n",
       "      <td>14.893076</td>\n",
       "      <td>0.773912</td>\n",
       "      <td>2.772055</td>\n",
       "      <td>5.131394</td>\n",
       "      <td>25.194665</td>\n",
       "      <td>71.377406</td>\n",
       "      <td>55.492137</td>\n",
       "      <td>55.514165</td>\n",
       "      <td>5.555556</td>\n",
       "      <td>55.493361</td>\n",
       "      <td>26.018492</td>\n",
       "      <td>12.320531</td>\n",
       "      <td>3.831674</td>\n",
       "      <td>20.250000</td>\n",
       "      <td>NBA</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>Elvin Hayes</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>77843.0</td>\n",
       "      <td>55.3</td>\n",
       "      <td>137.6</td>\n",
       "      <td>192.8</td>\n",
       "      <td>17390.0</td>\n",
       "      <td>38790.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>17385.0</td>\n",
       "      <td>38756.0</td>\n",
       "      <td>8448.0</td>\n",
       "      <td>12578.0</td>\n",
       "      <td>3563.0</td>\n",
       "      <td>9533.0</td>\n",
       "      <td>26152.0</td>\n",
       "      <td>3746.0</td>\n",
       "      <td>1212.0</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>1358.0</td>\n",
       "      <td>6202.0</td>\n",
       "      <td>43233.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>474645.0</td>\n",
       "      <td>86209.0</td>\n",
       "      <td>190584.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>85924.0</td>\n",
       "      <td>189504.0</td>\n",
       "      <td>40616.0</td>\n",
       "      <td>55565.0</td>\n",
       "      <td>17017.0</td>\n",
       "      <td>37550.0</td>\n",
       "      <td>100839.0</td>\n",
       "      <td>47132.0</td>\n",
       "      <td>9666.0</td>\n",
       "      <td>6091.0</td>\n",
       "      <td>21634.0</td>\n",
       "      <td>46982.0</td>\n",
       "      <td>213319.0</td>\n",
       "      <td>37413.0</td>\n",
       "      <td>16547.0</td>\n",
       "      <td>79698.0</td>\n",
       "      <td>154405.0</td>\n",
       "      <td>874.0</td>\n",
       "      <td>21185.0</td>\n",
       "      <td>42833.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>17.737500</td>\n",
       "      <td>48.768938</td>\n",
       "      <td>7.982829</td>\n",
       "      <td>21.489967</td>\n",
       "      <td>17.665178</td>\n",
       "      <td>7.027815</td>\n",
       "      <td>0.750242</td>\n",
       "      <td>1.906314</td>\n",
       "      <td>2.972704</td>\n",
       "      <td>23.539136</td>\n",
       "      <td>67.164891</td>\n",
       "      <td>44.831142</td>\n",
       "      <td>44.857570</td>\n",
       "      <td>14.705882</td>\n",
       "      <td>44.837587</td>\n",
       "      <td>22.114066</td>\n",
       "      <td>13.376982</td>\n",
       "      <td>1.916113</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963</th>\n",
       "      <td>John Havlicek</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75499.0</td>\n",
       "      <td>101.6</td>\n",
       "      <td>119.2</td>\n",
       "      <td>221.0</td>\n",
       "      <td>16993.0</td>\n",
       "      <td>38452.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16993.0</td>\n",
       "      <td>38452.0</td>\n",
       "      <td>8910.0</td>\n",
       "      <td>10854.0</td>\n",
       "      <td>1018.0</td>\n",
       "      <td>2266.0</td>\n",
       "      <td>13012.0</td>\n",
       "      <td>10396.0</td>\n",
       "      <td>778.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>5185.0</td>\n",
       "      <td>42896.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>453465.0</td>\n",
       "      <td>91284.0</td>\n",
       "      <td>206610.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91284.0</td>\n",
       "      <td>206610.0</td>\n",
       "      <td>46420.0</td>\n",
       "      <td>61168.0</td>\n",
       "      <td>10600.0</td>\n",
       "      <td>23806.0</td>\n",
       "      <td>120880.0</td>\n",
       "      <td>50336.0</td>\n",
       "      <td>4717.0</td>\n",
       "      <td>2264.0</td>\n",
       "      <td>13385.0</td>\n",
       "      <td>51094.0</td>\n",
       "      <td>228988.0</td>\n",
       "      <td>21098.0</td>\n",
       "      <td>8708.0</td>\n",
       "      <td>54764.0</td>\n",
       "      <td>111139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11773.0</td>\n",
       "      <td>31802.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>17.644000</td>\n",
       "      <td>49.616265</td>\n",
       "      <td>3.857878</td>\n",
       "      <td>8.371862</td>\n",
       "      <td>8.899043</td>\n",
       "      <td>17.620940</td>\n",
       "      <td>0.673259</td>\n",
       "      <td>0.209685</td>\n",
       "      <td>0.469702</td>\n",
       "      <td>21.130181</td>\n",
       "      <td>82.089552</td>\n",
       "      <td>44.192760</td>\n",
       "      <td>44.192760</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.192760</td>\n",
       "      <td>21.534137</td>\n",
       "      <td>6.532129</td>\n",
       "      <td>5.218876</td>\n",
       "      <td>13.812500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3769</th>\n",
       "      <td>Wilt Chamberlain</td>\n",
       "      <td>1466.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66510.0</td>\n",
       "      <td>200.7</td>\n",
       "      <td>130.9</td>\n",
       "      <td>331.2</td>\n",
       "      <td>15860.0</td>\n",
       "      <td>28776.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15860.0</td>\n",
       "      <td>28776.0</td>\n",
       "      <td>7676.0</td>\n",
       "      <td>15456.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32400.0</td>\n",
       "      <td>6806.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2969.0</td>\n",
       "      <td>39396.0</td>\n",
       "      <td>1699.0</td>\n",
       "      <td>314950.0</td>\n",
       "      <td>77934.0</td>\n",
       "      <td>170603.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77934.0</td>\n",
       "      <td>170603.0</td>\n",
       "      <td>41856.0</td>\n",
       "      <td>60934.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>107517.0</td>\n",
       "      <td>43089.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38624.0</td>\n",
       "      <td>197724.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25886.0</td>\n",
       "      <td>50946.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11324.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>24.828571</td>\n",
       "      <td>55.367792</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>23.001919</td>\n",
       "      <td>10.245510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.067571</td>\n",
       "      <td>49.663561</td>\n",
       "      <td>55.115374</td>\n",
       "      <td>55.115374</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.115374</td>\n",
       "      <td>26.873124</td>\n",
       "      <td>22.100955</td>\n",
       "      <td>4.642565</td>\n",
       "      <td>23.657143</td>\n",
       "      <td>NBA</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2802</th>\n",
       "      <td>Oscar Robertson</td>\n",
       "      <td>1541.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63775.0</td>\n",
       "      <td>204.5</td>\n",
       "      <td>56.2</td>\n",
       "      <td>260.7</td>\n",
       "      <td>13266.0</td>\n",
       "      <td>27394.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13266.0</td>\n",
       "      <td>27394.0</td>\n",
       "      <td>10478.0</td>\n",
       "      <td>12491.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>10543.0</td>\n",
       "      <td>14006.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4154.0</td>\n",
       "      <td>37010.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>335235.0</td>\n",
       "      <td>77928.0</td>\n",
       "      <td>165935.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77928.0</td>\n",
       "      <td>165935.0</td>\n",
       "      <td>40549.0</td>\n",
       "      <td>53961.0</td>\n",
       "      <td>2266.0</td>\n",
       "      <td>5762.0</td>\n",
       "      <td>99729.0</td>\n",
       "      <td>43393.0</td>\n",
       "      <td>1452.0</td>\n",
       "      <td>1038.0</td>\n",
       "      <td>3388.0</td>\n",
       "      <td>41876.0</td>\n",
       "      <td>196405.0</td>\n",
       "      <td>4974.0</td>\n",
       "      <td>2538.0</td>\n",
       "      <td>31196.0</td>\n",
       "      <td>64152.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3108.0</td>\n",
       "      <td>16864.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>21.766667</td>\n",
       "      <td>56.263233</td>\n",
       "      <td>2.061953</td>\n",
       "      <td>5.269193</td>\n",
       "      <td>8.465849</td>\n",
       "      <td>23.013855</td>\n",
       "      <td>0.213895</td>\n",
       "      <td>0.013110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.909681</td>\n",
       "      <td>83.884397</td>\n",
       "      <td>48.426663</td>\n",
       "      <td>48.426663</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.426663</td>\n",
       "      <td>24.016872</td>\n",
       "      <td>6.841661</td>\n",
       "      <td>9.088903</td>\n",
       "      <td>18.621429</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>Jerry West</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53235.0</td>\n",
       "      <td>179.8</td>\n",
       "      <td>57.7</td>\n",
       "      <td>238.1</td>\n",
       "      <td>13120.0</td>\n",
       "      <td>27488.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13120.0</td>\n",
       "      <td>27488.0</td>\n",
       "      <td>10232.0</td>\n",
       "      <td>12548.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>7312.0</td>\n",
       "      <td>9740.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3510.0</td>\n",
       "      <td>36472.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>335385.0</td>\n",
       "      <td>76458.0</td>\n",
       "      <td>166494.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76458.0</td>\n",
       "      <td>166494.0</td>\n",
       "      <td>43675.0</td>\n",
       "      <td>59442.0</td>\n",
       "      <td>2730.0</td>\n",
       "      <td>5940.0</td>\n",
       "      <td>101547.0</td>\n",
       "      <td>42462.0</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>1306.0</td>\n",
       "      <td>3826.0</td>\n",
       "      <td>39741.0</td>\n",
       "      <td>196591.0</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>3050.0</td>\n",
       "      <td>34508.0</td>\n",
       "      <td>67674.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3438.0</td>\n",
       "      <td>15412.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>22.933333</td>\n",
       "      <td>55.245338</td>\n",
       "      <td>0.910636</td>\n",
       "      <td>2.410711</td>\n",
       "      <td>6.771705</td>\n",
       "      <td>20.479335</td>\n",
       "      <td>0.258980</td>\n",
       "      <td>0.085647</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.169187</td>\n",
       "      <td>81.542875</td>\n",
       "      <td>47.729919</td>\n",
       "      <td>47.729919</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47.729919</td>\n",
       "      <td>26.739003</td>\n",
       "      <td>5.360704</td>\n",
       "      <td>7.140762</td>\n",
       "      <td>17.007143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2109</th>\n",
       "      <td>Karl Malone</td>\n",
       "      <td>1394.0</td>\n",
       "      <td>1389.0</td>\n",
       "      <td>51905.0</td>\n",
       "      <td>131.6</td>\n",
       "      <td>88.1</td>\n",
       "      <td>219.3</td>\n",
       "      <td>12776.0</td>\n",
       "      <td>24734.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>302.0</td>\n",
       "      <td>12693.0</td>\n",
       "      <td>24432.0</td>\n",
       "      <td>9198.0</td>\n",
       "      <td>12449.0</td>\n",
       "      <td>3393.0</td>\n",
       "      <td>10796.0</td>\n",
       "      <td>14189.0</td>\n",
       "      <td>4944.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>4293.0</td>\n",
       "      <td>4349.0</td>\n",
       "      <td>34833.0</td>\n",
       "      <td>1444.0</td>\n",
       "      <td>348635.0</td>\n",
       "      <td>56001.0</td>\n",
       "      <td>116071.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>11144.0</td>\n",
       "      <td>52148.0</td>\n",
       "      <td>104927.0</td>\n",
       "      <td>32747.0</td>\n",
       "      <td>43311.0</td>\n",
       "      <td>17742.0</td>\n",
       "      <td>43217.0</td>\n",
       "      <td>60959.0</td>\n",
       "      <td>37955.0</td>\n",
       "      <td>12603.0</td>\n",
       "      <td>8350.0</td>\n",
       "      <td>23366.0</td>\n",
       "      <td>34297.0</td>\n",
       "      <td>148602.0</td>\n",
       "      <td>39954.0</td>\n",
       "      <td>18745.0</td>\n",
       "      <td>58699.0</td>\n",
       "      <td>118056.0</td>\n",
       "      <td>16535.0</td>\n",
       "      <td>23333.0</td>\n",
       "      <td>40932.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>23.450000</td>\n",
       "      <td>57.648463</td>\n",
       "      <td>7.900052</td>\n",
       "      <td>23.406110</td>\n",
       "      <td>15.929489</td>\n",
       "      <td>17.100567</td>\n",
       "      <td>1.664932</td>\n",
       "      <td>1.421151</td>\n",
       "      <td>12.441834</td>\n",
       "      <td>29.245287</td>\n",
       "      <td>73.885453</td>\n",
       "      <td>51.653594</td>\n",
       "      <td>51.952358</td>\n",
       "      <td>27.483444</td>\n",
       "      <td>51.821379</td>\n",
       "      <td>24.987805</td>\n",
       "      <td>10.178623</td>\n",
       "      <td>3.546628</td>\n",
       "      <td>12.183333</td>\n",
       "      <td>NBA</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>Gail Goodrich</td>\n",
       "      <td>1738.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58974.0</td>\n",
       "      <td>101.4</td>\n",
       "      <td>36.8</td>\n",
       "      <td>138.4</td>\n",
       "      <td>13269.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13269.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>7776.0</td>\n",
       "      <td>9601.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>5756.0</td>\n",
       "      <td>8478.0</td>\n",
       "      <td>896.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>4847.0</td>\n",
       "      <td>34314.0</td>\n",
       "      <td>1883.0</td>\n",
       "      <td>454170.0</td>\n",
       "      <td>83781.0</td>\n",
       "      <td>181015.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83781.0</td>\n",
       "      <td>181015.0</td>\n",
       "      <td>45139.0</td>\n",
       "      <td>60829.0</td>\n",
       "      <td>11410.0</td>\n",
       "      <td>25617.0</td>\n",
       "      <td>102526.0</td>\n",
       "      <td>47704.0</td>\n",
       "      <td>6481.0</td>\n",
       "      <td>4638.0</td>\n",
       "      <td>15784.0</td>\n",
       "      <td>45256.0</td>\n",
       "      <td>212701.0</td>\n",
       "      <td>25052.0</td>\n",
       "      <td>12739.0</td>\n",
       "      <td>63677.0</td>\n",
       "      <td>123151.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14504.0</td>\n",
       "      <td>30849.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16.682609</td>\n",
       "      <td>51.460029</td>\n",
       "      <td>3.117480</td>\n",
       "      <td>4.212404</td>\n",
       "      <td>5.334206</td>\n",
       "      <td>20.614778</td>\n",
       "      <td>0.901527</td>\n",
       "      <td>0.133824</td>\n",
       "      <td>1.156226</td>\n",
       "      <td>23.238519</td>\n",
       "      <td>80.991563</td>\n",
       "      <td>45.572881</td>\n",
       "      <td>45.572881</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.572881</td>\n",
       "      <td>19.743383</td>\n",
       "      <td>3.311853</td>\n",
       "      <td>4.878021</td>\n",
       "      <td>9.885714</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>Dave Bing</td>\n",
       "      <td>1578.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59004.0</td>\n",
       "      <td>84.4</td>\n",
       "      <td>41.5</td>\n",
       "      <td>125.6</td>\n",
       "      <td>12567.0</td>\n",
       "      <td>28479.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12567.0</td>\n",
       "      <td>28479.0</td>\n",
       "      <td>8153.0</td>\n",
       "      <td>10524.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>1257.0</td>\n",
       "      <td>6126.0</td>\n",
       "      <td>9889.0</td>\n",
       "      <td>826.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>4616.0</td>\n",
       "      <td>33287.0</td>\n",
       "      <td>1721.0</td>\n",
       "      <td>415540.0</td>\n",
       "      <td>73937.0</td>\n",
       "      <td>161962.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73937.0</td>\n",
       "      <td>161962.0</td>\n",
       "      <td>39349.0</td>\n",
       "      <td>53436.0</td>\n",
       "      <td>8862.0</td>\n",
       "      <td>21624.0</td>\n",
       "      <td>87501.0</td>\n",
       "      <td>37621.0</td>\n",
       "      <td>5621.0</td>\n",
       "      <td>3296.0</td>\n",
       "      <td>13313.0</td>\n",
       "      <td>41625.0</td>\n",
       "      <td>187223.0</td>\n",
       "      <td>20878.0</td>\n",
       "      <td>9153.0</td>\n",
       "      <td>55407.0</td>\n",
       "      <td>108062.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12628.0</td>\n",
       "      <td>29733.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>17.780952</td>\n",
       "      <td>50.267959</td>\n",
       "      <td>3.343683</td>\n",
       "      <td>5.752682</td>\n",
       "      <td>6.037843</td>\n",
       "      <td>24.768392</td>\n",
       "      <td>0.858264</td>\n",
       "      <td>0.202032</td>\n",
       "      <td>0.648151</td>\n",
       "      <td>23.613002</td>\n",
       "      <td>77.470544</td>\n",
       "      <td>44.127252</td>\n",
       "      <td>44.127252</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.127252</td>\n",
       "      <td>21.094423</td>\n",
       "      <td>3.882129</td>\n",
       "      <td>6.266793</td>\n",
       "      <td>10.466667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2594</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>1072.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>41011.0</td>\n",
       "      <td>149.9</td>\n",
       "      <td>64.2</td>\n",
       "      <td>213.9</td>\n",
       "      <td>12192.0</td>\n",
       "      <td>24537.0</td>\n",
       "      <td>581.0</td>\n",
       "      <td>1778.0</td>\n",
       "      <td>11611.0</td>\n",
       "      <td>22759.0</td>\n",
       "      <td>7327.0</td>\n",
       "      <td>8772.0</td>\n",
       "      <td>1668.0</td>\n",
       "      <td>5004.0</td>\n",
       "      <td>6672.0</td>\n",
       "      <td>5633.0</td>\n",
       "      <td>2514.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>2924.0</td>\n",
       "      <td>2783.0</td>\n",
       "      <td>32292.0</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>297075.0</td>\n",
       "      <td>50053.0</td>\n",
       "      <td>104246.0</td>\n",
       "      <td>3591.0</td>\n",
       "      <td>10264.0</td>\n",
       "      <td>46462.0</td>\n",
       "      <td>93982.0</td>\n",
       "      <td>24199.0</td>\n",
       "      <td>31810.0</td>\n",
       "      <td>17279.0</td>\n",
       "      <td>35691.0</td>\n",
       "      <td>52970.0</td>\n",
       "      <td>30723.0</td>\n",
       "      <td>10578.0</td>\n",
       "      <td>5999.0</td>\n",
       "      <td>18290.0</td>\n",
       "      <td>27501.0</td>\n",
       "      <td>127896.0</td>\n",
       "      <td>34056.0</td>\n",
       "      <td>15681.0</td>\n",
       "      <td>49737.0</td>\n",
       "      <td>101622.0</td>\n",
       "      <td>11631.0</td>\n",
       "      <td>19579.0</td>\n",
       "      <td>31730.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>27.373333</td>\n",
       "      <td>56.858760</td>\n",
       "      <td>4.707369</td>\n",
       "      <td>14.111935</td>\n",
       "      <td>9.411346</td>\n",
       "      <td>25.195788</td>\n",
       "      <td>2.657243</td>\n",
       "      <td>1.437633</td>\n",
       "      <td>9.335685</td>\n",
       "      <td>33.234657</td>\n",
       "      <td>83.527132</td>\n",
       "      <td>49.688226</td>\n",
       "      <td>51.017180</td>\n",
       "      <td>32.677165</td>\n",
       "      <td>50.872152</td>\n",
       "      <td>30.123134</td>\n",
       "      <td>6.223881</td>\n",
       "      <td>5.254664</td>\n",
       "      <td>14.260000</td>\n",
       "      <td>NBA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2238</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>1136.0</td>\n",
       "      <td>46113.0</td>\n",
       "      <td>116.2</td>\n",
       "      <td>46.1</td>\n",
       "      <td>162.0</td>\n",
       "      <td>11165.0</td>\n",
       "      <td>25017.0</td>\n",
       "      <td>1781.0</td>\n",
       "      <td>5402.0</td>\n",
       "      <td>9384.0</td>\n",
       "      <td>19615.0</td>\n",
       "      <td>8047.0</td>\n",
       "      <td>9608.0</td>\n",
       "      <td>1391.0</td>\n",
       "      <td>5240.0</td>\n",
       "      <td>6631.0</td>\n",
       "      <td>5983.0</td>\n",
       "      <td>1838.0</td>\n",
       "      <td>578.0</td>\n",
       "      <td>3828.0</td>\n",
       "      <td>3133.0</td>\n",
       "      <td>32158.0</td>\n",
       "      <td>1510.0</td>\n",
       "      <td>365350.0</td>\n",
       "      <td>56743.0</td>\n",
       "      <td>124416.0</td>\n",
       "      <td>10180.0</td>\n",
       "      <td>28953.0</td>\n",
       "      <td>46563.0</td>\n",
       "      <td>95463.0</td>\n",
       "      <td>29328.0</td>\n",
       "      <td>40055.0</td>\n",
       "      <td>18051.0</td>\n",
       "      <td>47622.0</td>\n",
       "      <td>65673.0</td>\n",
       "      <td>33776.0</td>\n",
       "      <td>11443.0</td>\n",
       "      <td>7959.0</td>\n",
       "      <td>21478.0</td>\n",
       "      <td>31928.0</td>\n",
       "      <td>152994.0</td>\n",
       "      <td>46521.0</td>\n",
       "      <td>17965.0</td>\n",
       "      <td>64486.0</td>\n",
       "      <td>126210.0</td>\n",
       "      <td>27582.0</td>\n",
       "      <td>21127.0</td>\n",
       "      <td>36706.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>21.542105</td>\n",
       "      <td>54.981241</td>\n",
       "      <td>3.413490</td>\n",
       "      <td>12.659870</td>\n",
       "      <td>8.072732</td>\n",
       "      <td>24.277360</td>\n",
       "      <td>1.757782</td>\n",
       "      <td>0.928631</td>\n",
       "      <td>11.574564</td>\n",
       "      <td>32.049180</td>\n",
       "      <td>83.753122</td>\n",
       "      <td>44.629652</td>\n",
       "      <td>47.840938</td>\n",
       "      <td>32.969271</td>\n",
       "      <td>48.189231</td>\n",
       "      <td>25.123438</td>\n",
       "      <td>5.180469</td>\n",
       "      <td>4.674219</td>\n",
       "      <td>8.526316</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>Chet Walker</td>\n",
       "      <td>1670.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54618.0</td>\n",
       "      <td>136.2</td>\n",
       "      <td>65.8</td>\n",
       "      <td>202.7</td>\n",
       "      <td>11527.0</td>\n",
       "      <td>24319.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11527.0</td>\n",
       "      <td>24319.0</td>\n",
       "      <td>8507.0</td>\n",
       "      <td>10505.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>1186.0</td>\n",
       "      <td>11459.0</td>\n",
       "      <td>3524.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4332.0</td>\n",
       "      <td>31561.0</td>\n",
       "      <td>1713.0</td>\n",
       "      <td>374970.0</td>\n",
       "      <td>74565.0</td>\n",
       "      <td>165990.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74565.0</td>\n",
       "      <td>165990.0</td>\n",
       "      <td>42813.0</td>\n",
       "      <td>58013.0</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>10804.0</td>\n",
       "      <td>97563.0</td>\n",
       "      <td>41528.0</td>\n",
       "      <td>2864.0</td>\n",
       "      <td>1390.0</td>\n",
       "      <td>6344.0</td>\n",
       "      <td>41278.0</td>\n",
       "      <td>191943.0</td>\n",
       "      <td>10762.0</td>\n",
       "      <td>4288.0</td>\n",
       "      <td>38798.0</td>\n",
       "      <td>72624.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6920.0</td>\n",
       "      <td>21320.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>18.014286</td>\n",
       "      <td>54.526074</td>\n",
       "      <td>4.408343</td>\n",
       "      <td>10.790178</td>\n",
       "      <td>11.538445</td>\n",
       "      <td>8.237771</td>\n",
       "      <td>0.356189</td>\n",
       "      <td>0.037813</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.083984</td>\n",
       "      <td>80.980485</td>\n",
       "      <td>47.399153</td>\n",
       "      <td>47.399153</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47.399153</td>\n",
       "      <td>18.898802</td>\n",
       "      <td>6.861677</td>\n",
       "      <td>2.110180</td>\n",
       "      <td>15.592308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2382</th>\n",
       "      <td>Lou Hudson</td>\n",
       "      <td>1482.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51428.0</td>\n",
       "      <td>116.2</td>\n",
       "      <td>30.7</td>\n",
       "      <td>146.7</td>\n",
       "      <td>12929.0</td>\n",
       "      <td>26397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12929.0</td>\n",
       "      <td>26397.0</td>\n",
       "      <td>5692.0</td>\n",
       "      <td>7123.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>1171.0</td>\n",
       "      <td>6960.0</td>\n",
       "      <td>4280.0</td>\n",
       "      <td>813.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>4112.0</td>\n",
       "      <td>31550.0</td>\n",
       "      <td>1803.0</td>\n",
       "      <td>434970.0</td>\n",
       "      <td>78485.0</td>\n",
       "      <td>169857.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78485.0</td>\n",
       "      <td>169857.0</td>\n",
       "      <td>41976.0</td>\n",
       "      <td>57439.0</td>\n",
       "      <td>11141.0</td>\n",
       "      <td>23526.0</td>\n",
       "      <td>93606.0</td>\n",
       "      <td>43383.0</td>\n",
       "      <td>6912.0</td>\n",
       "      <td>2911.0</td>\n",
       "      <td>14748.0</td>\n",
       "      <td>44300.0</td>\n",
       "      <td>198946.0</td>\n",
       "      <td>24284.0</td>\n",
       "      <td>10768.0</td>\n",
       "      <td>59912.0</td>\n",
       "      <td>116685.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15268.0</td>\n",
       "      <td>34156.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>17.522727</td>\n",
       "      <td>53.418225</td>\n",
       "      <td>3.247048</td>\n",
       "      <td>5.776016</td>\n",
       "      <td>7.669015</td>\n",
       "      <td>12.788045</td>\n",
       "      <td>0.922792</td>\n",
       "      <td>0.211654</td>\n",
       "      <td>0.836128</td>\n",
       "      <td>24.002079</td>\n",
       "      <td>79.910150</td>\n",
       "      <td>48.979051</td>\n",
       "      <td>48.979051</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.979051</td>\n",
       "      <td>21.288799</td>\n",
       "      <td>4.696356</td>\n",
       "      <td>2.887989</td>\n",
       "      <td>11.284615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>Earl Monroe</td>\n",
       "      <td>1584.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52221.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>49.9</td>\n",
       "      <td>137.8</td>\n",
       "      <td>12153.0</td>\n",
       "      <td>26437.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12153.0</td>\n",
       "      <td>26437.0</td>\n",
       "      <td>6550.0</td>\n",
       "      <td>8151.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>5077.0</td>\n",
       "      <td>6205.0</td>\n",
       "      <td>726.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>4277.0</td>\n",
       "      <td>30856.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>475020.0</td>\n",
       "      <td>86928.0</td>\n",
       "      <td>189738.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>86886.0</td>\n",
       "      <td>189547.0</td>\n",
       "      <td>41405.0</td>\n",
       "      <td>54668.0</td>\n",
       "      <td>10514.0</td>\n",
       "      <td>26302.0</td>\n",
       "      <td>99962.0</td>\n",
       "      <td>44938.0</td>\n",
       "      <td>6674.0</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>15142.0</td>\n",
       "      <td>47422.0</td>\n",
       "      <td>215303.0</td>\n",
       "      <td>27334.0</td>\n",
       "      <td>11295.0</td>\n",
       "      <td>72525.0</td>\n",
       "      <td>136781.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>15543.0</td>\n",
       "      <td>41878.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>16.662500</td>\n",
       "      <td>51.386517</td>\n",
       "      <td>1.855415</td>\n",
       "      <td>7.601857</td>\n",
       "      <td>5.354852</td>\n",
       "      <td>17.415661</td>\n",
       "      <td>0.762303</td>\n",
       "      <td>0.254410</td>\n",
       "      <td>1.005657</td>\n",
       "      <td>24.101087</td>\n",
       "      <td>80.358238</td>\n",
       "      <td>45.969664</td>\n",
       "      <td>45.969664</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.969664</td>\n",
       "      <td>19.479798</td>\n",
       "      <td>3.205177</td>\n",
       "      <td>3.917298</td>\n",
       "      <td>10.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>Hal Greer</td>\n",
       "      <td>1566.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55704.0</td>\n",
       "      <td>85.3</td>\n",
       "      <td>53.4</td>\n",
       "      <td>138.7</td>\n",
       "      <td>11789.0</td>\n",
       "      <td>26052.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11789.0</td>\n",
       "      <td>26052.0</td>\n",
       "      <td>6323.0</td>\n",
       "      <td>7919.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7661.0</td>\n",
       "      <td>6527.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5371.0</td>\n",
       "      <td>29901.0</td>\n",
       "      <td>1691.0</td>\n",
       "      <td>295250.0</td>\n",
       "      <td>76433.0</td>\n",
       "      <td>172829.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76433.0</td>\n",
       "      <td>172829.0</td>\n",
       "      <td>44582.0</td>\n",
       "      <td>61013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>104681.0</td>\n",
       "      <td>39357.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44242.0</td>\n",
       "      <td>197448.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26964.0</td>\n",
       "      <td>47806.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16994.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>14.876190</td>\n",
       "      <td>50.617273</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.168998</td>\n",
       "      <td>10.821877</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>15.680771</td>\n",
       "      <td>79.845940</td>\n",
       "      <td>45.251804</td>\n",
       "      <td>45.251804</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.251804</td>\n",
       "      <td>19.093870</td>\n",
       "      <td>4.892082</td>\n",
       "      <td>4.167944</td>\n",
       "      <td>9.246667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3686</th>\n",
       "      <td>Walt Bellamy</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58173.0</td>\n",
       "      <td>142.3</td>\n",
       "      <td>43.3</td>\n",
       "      <td>185.8</td>\n",
       "      <td>11211.0</td>\n",
       "      <td>21730.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11211.0</td>\n",
       "      <td>21730.0</td>\n",
       "      <td>7273.0</td>\n",
       "      <td>11656.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>962.0</td>\n",
       "      <td>20828.0</td>\n",
       "      <td>3887.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5379.0</td>\n",
       "      <td>29695.0</td>\n",
       "      <td>2201.0</td>\n",
       "      <td>472990.0</td>\n",
       "      <td>96424.0</td>\n",
       "      <td>211752.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96424.0</td>\n",
       "      <td>211752.0</td>\n",
       "      <td>54353.0</td>\n",
       "      <td>75003.0</td>\n",
       "      <td>4768.0</td>\n",
       "      <td>10656.0</td>\n",
       "      <td>121925.0</td>\n",
       "      <td>50910.0</td>\n",
       "      <td>2966.0</td>\n",
       "      <td>1176.0</td>\n",
       "      <td>7250.0</td>\n",
       "      <td>56199.0</td>\n",
       "      <td>247201.0</td>\n",
       "      <td>11356.0</td>\n",
       "      <td>4670.0</td>\n",
       "      <td>40886.0</td>\n",
       "      <td>78964.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7540.0</td>\n",
       "      <td>24178.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>18.262963</td>\n",
       "      <td>55.280163</td>\n",
       "      <td>5.325025</td>\n",
       "      <td>10.207203</td>\n",
       "      <td>20.802921</td>\n",
       "      <td>8.083619</td>\n",
       "      <td>0.171533</td>\n",
       "      <td>0.197698</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.331584</td>\n",
       "      <td>62.397049</td>\n",
       "      <td>51.592269</td>\n",
       "      <td>51.592269</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.592269</td>\n",
       "      <td>18.467040</td>\n",
       "      <td>12.952736</td>\n",
       "      <td>2.417289</td>\n",
       "      <td>13.271429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Bob Lanier</td>\n",
       "      <td>1423.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>48759.0</td>\n",
       "      <td>116.2</td>\n",
       "      <td>61.8</td>\n",
       "      <td>178.3</td>\n",
       "      <td>11929.0</td>\n",
       "      <td>23477.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11927.0</td>\n",
       "      <td>23464.0</td>\n",
       "      <td>5663.0</td>\n",
       "      <td>7365.0</td>\n",
       "      <td>2554.0</td>\n",
       "      <td>6876.0</td>\n",
       "      <td>15434.0</td>\n",
       "      <td>4571.0</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>1605.0</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>4608.0</td>\n",
       "      <td>29523.0</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>415605.0</td>\n",
       "      <td>74300.0</td>\n",
       "      <td>157711.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>1070.0</td>\n",
       "      <td>74018.0</td>\n",
       "      <td>156641.0</td>\n",
       "      <td>36161.0</td>\n",
       "      <td>48151.0</td>\n",
       "      <td>17644.0</td>\n",
       "      <td>37454.0</td>\n",
       "      <td>79094.0</td>\n",
       "      <td>40720.0</td>\n",
       "      <td>11596.0</td>\n",
       "      <td>6679.0</td>\n",
       "      <td>24323.0</td>\n",
       "      <td>42338.0</td>\n",
       "      <td>185043.0</td>\n",
       "      <td>37310.0</td>\n",
       "      <td>18523.0</td>\n",
       "      <td>81209.0</td>\n",
       "      <td>158989.0</td>\n",
       "      <td>1346.0</td>\n",
       "      <td>24679.0</td>\n",
       "      <td>47548.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>21.523810</td>\n",
       "      <td>55.250097</td>\n",
       "      <td>7.922779</td>\n",
       "      <td>20.940267</td>\n",
       "      <td>16.413183</td>\n",
       "      <td>14.439793</td>\n",
       "      <td>0.855480</td>\n",
       "      <td>1.735627</td>\n",
       "      <td>3.995746</td>\n",
       "      <td>23.345090</td>\n",
       "      <td>76.890699</td>\n",
       "      <td>50.811432</td>\n",
       "      <td>50.831060</td>\n",
       "      <td>15.384615</td>\n",
       "      <td>50.815692</td>\n",
       "      <td>20.747013</td>\n",
       "      <td>10.846100</td>\n",
       "      <td>3.212228</td>\n",
       "      <td>12.735714</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>Eddie Johnson</td>\n",
       "      <td>1874.0</td>\n",
       "      <td>711.0</td>\n",
       "      <td>52579.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>106.5</td>\n",
       "      <td>11742.0</td>\n",
       "      <td>24797.0</td>\n",
       "      <td>666.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>11076.0</td>\n",
       "      <td>22799.0</td>\n",
       "      <td>5215.0</td>\n",
       "      <td>6356.0</td>\n",
       "      <td>2256.0</td>\n",
       "      <td>4098.0</td>\n",
       "      <td>6354.0</td>\n",
       "      <td>5986.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>3793.0</td>\n",
       "      <td>4668.0</td>\n",
       "      <td>29365.0</td>\n",
       "      <td>2428.0</td>\n",
       "      <td>586795.0</td>\n",
       "      <td>100434.0</td>\n",
       "      <td>208956.0</td>\n",
       "      <td>4715.0</td>\n",
       "      <td>14094.0</td>\n",
       "      <td>95719.0</td>\n",
       "      <td>194862.0</td>\n",
       "      <td>53882.0</td>\n",
       "      <td>70604.0</td>\n",
       "      <td>34063.0</td>\n",
       "      <td>70577.0</td>\n",
       "      <td>104640.0</td>\n",
       "      <td>60244.0</td>\n",
       "      <td>20735.0</td>\n",
       "      <td>12914.0</td>\n",
       "      <td>42097.0</td>\n",
       "      <td>61380.0</td>\n",
       "      <td>259465.0</td>\n",
       "      <td>69819.0</td>\n",
       "      <td>34365.0</td>\n",
       "      <td>104184.0</td>\n",
       "      <td>208655.0</td>\n",
       "      <td>14667.0</td>\n",
       "      <td>42376.0</td>\n",
       "      <td>71880.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>15.230000</td>\n",
       "      <td>53.209725</td>\n",
       "      <td>4.847333</td>\n",
       "      <td>8.716190</td>\n",
       "      <td>6.791581</td>\n",
       "      <td>18.000686</td>\n",
       "      <td>1.166695</td>\n",
       "      <td>0.309515</td>\n",
       "      <td>12.084760</td>\n",
       "      <td>24.832300</td>\n",
       "      <td>82.048458</td>\n",
       "      <td>47.352502</td>\n",
       "      <td>48.581078</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>48.695407</td>\n",
       "      <td>15.669691</td>\n",
       "      <td>3.390608</td>\n",
       "      <td>3.194237</td>\n",
       "      <td>5.071429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3689</th>\n",
       "      <td>Walt Frazier</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57273.0</td>\n",
       "      <td>131.7</td>\n",
       "      <td>84.8</td>\n",
       "      <td>216.5</td>\n",
       "      <td>11334.0</td>\n",
       "      <td>23096.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11334.0</td>\n",
       "      <td>23095.0</td>\n",
       "      <td>6207.0</td>\n",
       "      <td>7907.0</td>\n",
       "      <td>692.0</td>\n",
       "      <td>2635.0</td>\n",
       "      <td>9135.0</td>\n",
       "      <td>9428.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>4018.0</td>\n",
       "      <td>28875.0</td>\n",
       "      <td>1804.0</td>\n",
       "      <td>435135.0</td>\n",
       "      <td>78790.0</td>\n",
       "      <td>170626.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>78754.0</td>\n",
       "      <td>170439.0</td>\n",
       "      <td>36778.0</td>\n",
       "      <td>48964.0</td>\n",
       "      <td>10621.0</td>\n",
       "      <td>26193.0</td>\n",
       "      <td>87294.0</td>\n",
       "      <td>42392.0</td>\n",
       "      <td>6420.0</td>\n",
       "      <td>3107.0</td>\n",
       "      <td>14288.0</td>\n",
       "      <td>43872.0</td>\n",
       "      <td>194394.0</td>\n",
       "      <td>27794.0</td>\n",
       "      <td>11090.0</td>\n",
       "      <td>64604.0</td>\n",
       "      <td>119962.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>15313.0</td>\n",
       "      <td>35855.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>18.554545</td>\n",
       "      <td>54.327212</td>\n",
       "      <td>2.737218</td>\n",
       "      <td>10.739247</td>\n",
       "      <td>9.138198</td>\n",
       "      <td>23.268567</td>\n",
       "      <td>1.128705</td>\n",
       "      <td>0.128171</td>\n",
       "      <td>0.520325</td>\n",
       "      <td>19.661301</td>\n",
       "      <td>78.500063</td>\n",
       "      <td>49.073433</td>\n",
       "      <td>49.075557</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.073433</td>\n",
       "      <td>19.147878</td>\n",
       "      <td>6.057692</td>\n",
       "      <td>6.251989</td>\n",
       "      <td>16.653846</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>Dirk Nowitzki</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>45735.0</td>\n",
       "      <td>135.5</td>\n",
       "      <td>57.7</td>\n",
       "      <td>193.2</td>\n",
       "      <td>10173.0</td>\n",
       "      <td>21482.0</td>\n",
       "      <td>1664.0</td>\n",
       "      <td>4362.0</td>\n",
       "      <td>8509.0</td>\n",
       "      <td>17120.0</td>\n",
       "      <td>6815.0</td>\n",
       "      <td>7733.0</td>\n",
       "      <td>1339.0</td>\n",
       "      <td>9022.0</td>\n",
       "      <td>10361.0</td>\n",
       "      <td>3293.0</td>\n",
       "      <td>1095.0</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>2284.0</td>\n",
       "      <td>3123.0</td>\n",
       "      <td>28825.0</td>\n",
       "      <td>1428.0</td>\n",
       "      <td>345370.0</td>\n",
       "      <td>54011.0</td>\n",
       "      <td>117755.0</td>\n",
       "      <td>10405.0</td>\n",
       "      <td>28678.0</td>\n",
       "      <td>43606.0</td>\n",
       "      <td>89077.0</td>\n",
       "      <td>26246.0</td>\n",
       "      <td>33059.0</td>\n",
       "      <td>15354.0</td>\n",
       "      <td>44863.0</td>\n",
       "      <td>60217.0</td>\n",
       "      <td>30942.0</td>\n",
       "      <td>10749.0</td>\n",
       "      <td>7182.0</td>\n",
       "      <td>18673.0</td>\n",
       "      <td>29541.0</td>\n",
       "      <td>144673.0</td>\n",
       "      <td>45009.0</td>\n",
       "      <td>16515.0</td>\n",
       "      <td>61524.0</td>\n",
       "      <td>116459.0</td>\n",
       "      <td>26416.0</td>\n",
       "      <td>20867.0</td>\n",
       "      <td>34989.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>22.438889</td>\n",
       "      <td>57.917533</td>\n",
       "      <td>3.350238</td>\n",
       "      <td>22.200155</td>\n",
       "      <td>12.853776</td>\n",
       "      <td>12.869039</td>\n",
       "      <td>1.068198</td>\n",
       "      <td>1.928918</td>\n",
       "      <td>8.406788</td>\n",
       "      <td>27.178774</td>\n",
       "      <td>88.128799</td>\n",
       "      <td>47.355926</td>\n",
       "      <td>49.702103</td>\n",
       "      <td>38.147639</td>\n",
       "      <td>51.228936</td>\n",
       "      <td>21.970274</td>\n",
       "      <td>7.897104</td>\n",
       "      <td>2.509909</td>\n",
       "      <td>10.733333</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>1061.0</td>\n",
       "      <td>1060.0</td>\n",
       "      <td>41272.0</td>\n",
       "      <td>143.8</td>\n",
       "      <td>61.6</td>\n",
       "      <td>205.6</td>\n",
       "      <td>10423.0</td>\n",
       "      <td>20803.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>4295.0</td>\n",
       "      <td>8956.0</td>\n",
       "      <td>16508.0</td>\n",
       "      <td>6474.0</td>\n",
       "      <td>8752.0</td>\n",
       "      <td>1289.0</td>\n",
       "      <td>6418.0</td>\n",
       "      <td>7707.0</td>\n",
       "      <td>7461.0</td>\n",
       "      <td>1749.0</td>\n",
       "      <td>817.0</td>\n",
       "      <td>3619.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>28787.0</td>\n",
       "      <td>1132.0</td>\n",
       "      <td>273930.0</td>\n",
       "      <td>42160.0</td>\n",
       "      <td>90775.0</td>\n",
       "      <td>8420.0</td>\n",
       "      <td>22962.0</td>\n",
       "      <td>33740.0</td>\n",
       "      <td>67813.0</td>\n",
       "      <td>20973.0</td>\n",
       "      <td>28195.0</td>\n",
       "      <td>12331.0</td>\n",
       "      <td>35663.0</td>\n",
       "      <td>47994.0</td>\n",
       "      <td>24291.0</td>\n",
       "      <td>8431.0</td>\n",
       "      <td>5607.0</td>\n",
       "      <td>15903.0</td>\n",
       "      <td>22820.0</td>\n",
       "      <td>113713.0</td>\n",
       "      <td>33707.0</td>\n",
       "      <td>11954.0</td>\n",
       "      <td>45661.0</td>\n",
       "      <td>91419.0</td>\n",
       "      <td>21848.0</td>\n",
       "      <td>15945.0</td>\n",
       "      <td>26195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>27.700000</td>\n",
       "      <td>58.382291</td>\n",
       "      <td>3.716640</td>\n",
       "      <td>17.891706</td>\n",
       "      <td>10.923667</td>\n",
       "      <td>34.966705</td>\n",
       "      <td>1.927328</td>\n",
       "      <td>1.558863</td>\n",
       "      <td>12.800252</td>\n",
       "      <td>31.516026</td>\n",
       "      <td>73.971664</td>\n",
       "      <td>50.103350</td>\n",
       "      <td>54.252484</td>\n",
       "      <td>34.155995</td>\n",
       "      <td>53.629284</td>\n",
       "      <td>27.131951</td>\n",
       "      <td>7.263902</td>\n",
       "      <td>7.032045</td>\n",
       "      <td>14.685714</td>\n",
       "      <td>NBA</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2337</th>\n",
       "      <td>Lenny Wilkens</td>\n",
       "      <td>1681.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59745.0</td>\n",
       "      <td>100.1</td>\n",
       "      <td>54.0</td>\n",
       "      <td>153.6</td>\n",
       "      <td>9945.0</td>\n",
       "      <td>22827.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9945.0</td>\n",
       "      <td>22827.0</td>\n",
       "      <td>8701.0</td>\n",
       "      <td>11179.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>7757.0</td>\n",
       "      <td>12052.0</td>\n",
       "      <td>348.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4938.0</td>\n",
       "      <td>28591.0</td>\n",
       "      <td>1872.0</td>\n",
       "      <td>374845.0</td>\n",
       "      <td>80442.0</td>\n",
       "      <td>180788.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80442.0</td>\n",
       "      <td>180788.0</td>\n",
       "      <td>45551.0</td>\n",
       "      <td>61325.0</td>\n",
       "      <td>4648.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>105902.0</td>\n",
       "      <td>46150.0</td>\n",
       "      <td>2706.0</td>\n",
       "      <td>1384.0</td>\n",
       "      <td>6756.0</td>\n",
       "      <td>47221.0</td>\n",
       "      <td>206435.0</td>\n",
       "      <td>10748.0</td>\n",
       "      <td>4688.0</td>\n",
       "      <td>40344.0</td>\n",
       "      <td>77326.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6522.0</td>\n",
       "      <td>22996.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>17.134783</td>\n",
       "      <td>51.523188</td>\n",
       "      <td>1.923465</td>\n",
       "      <td>4.610136</td>\n",
       "      <td>6.655642</td>\n",
       "      <td>22.251930</td>\n",
       "      <td>0.457991</td>\n",
       "      <td>0.084384</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.229114</td>\n",
       "      <td>77.833438</td>\n",
       "      <td>43.566829</td>\n",
       "      <td>43.566829</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.566829</td>\n",
       "      <td>17.008328</td>\n",
       "      <td>4.614515</td>\n",
       "      <td>7.169542</td>\n",
       "      <td>10.240000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>Elgin Baylor</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42465.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>50.9</td>\n",
       "      <td>128.9</td>\n",
       "      <td>10741.0</td>\n",
       "      <td>24679.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10741.0</td>\n",
       "      <td>24679.0</td>\n",
       "      <td>6974.0</td>\n",
       "      <td>8969.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13836.0</td>\n",
       "      <td>4725.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3190.0</td>\n",
       "      <td>28456.0</td>\n",
       "      <td>1527.0</td>\n",
       "      <td>256365.0</td>\n",
       "      <td>67725.0</td>\n",
       "      <td>150218.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67725.0</td>\n",
       "      <td>150218.0</td>\n",
       "      <td>40595.0</td>\n",
       "      <td>55437.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94334.0</td>\n",
       "      <td>36317.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36092.0</td>\n",
       "      <td>176045.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17684.0</td>\n",
       "      <td>34128.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8158.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>19.947368</td>\n",
       "      <td>49.704178</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.913526</td>\n",
       "      <td>10.419016</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.794236</td>\n",
       "      <td>77.756718</td>\n",
       "      <td>43.522833</td>\n",
       "      <td>43.522833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.522833</td>\n",
       "      <td>26.744361</td>\n",
       "      <td>13.003759</td>\n",
       "      <td>4.440789</td>\n",
       "      <td>9.207143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Bob McAdoo</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40941.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>47.6</td>\n",
       "      <td>138.2</td>\n",
       "      <td>10935.0</td>\n",
       "      <td>21747.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>10932.0</td>\n",
       "      <td>21710.0</td>\n",
       "      <td>5874.0</td>\n",
       "      <td>7688.0</td>\n",
       "      <td>2647.0</td>\n",
       "      <td>7910.0</td>\n",
       "      <td>12013.0</td>\n",
       "      <td>2754.0</td>\n",
       "      <td>1024.0</td>\n",
       "      <td>1727.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>3810.0</td>\n",
       "      <td>27747.0</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>415305.0</td>\n",
       "      <td>76117.0</td>\n",
       "      <td>157115.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>75791.0</td>\n",
       "      <td>155739.0</td>\n",
       "      <td>35414.0</td>\n",
       "      <td>47141.0</td>\n",
       "      <td>21702.0</td>\n",
       "      <td>48651.0</td>\n",
       "      <td>78669.0</td>\n",
       "      <td>45168.0</td>\n",
       "      <td>14464.0</td>\n",
       "      <td>8619.0</td>\n",
       "      <td>31950.0</td>\n",
       "      <td>41894.0</td>\n",
       "      <td>187974.0</td>\n",
       "      <td>47344.0</td>\n",
       "      <td>23257.0</td>\n",
       "      <td>79157.0</td>\n",
       "      <td>161407.0</td>\n",
       "      <td>1690.0</td>\n",
       "      <td>30633.0</td>\n",
       "      <td>46310.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>19.457143</td>\n",
       "      <td>55.207539</td>\n",
       "      <td>7.777753</td>\n",
       "      <td>22.317111</td>\n",
       "      <td>15.442288</td>\n",
       "      <td>10.359894</td>\n",
       "      <td>0.965398</td>\n",
       "      <td>2.193713</td>\n",
       "      <td>4.640887</td>\n",
       "      <td>25.482621</td>\n",
       "      <td>76.404787</td>\n",
       "      <td>50.282798</td>\n",
       "      <td>50.354675</td>\n",
       "      <td>8.108108</td>\n",
       "      <td>50.289695</td>\n",
       "      <td>23.796741</td>\n",
       "      <td>10.302744</td>\n",
       "      <td>2.361921</td>\n",
       "      <td>9.871429</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2705</th>\n",
       "      <td>Moses Malone</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>784.0</td>\n",
       "      <td>45071.0</td>\n",
       "      <td>112.6</td>\n",
       "      <td>54.6</td>\n",
       "      <td>167.1</td>\n",
       "      <td>9435.0</td>\n",
       "      <td>19225.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9427.0</td>\n",
       "      <td>19145.0</td>\n",
       "      <td>8531.0</td>\n",
       "      <td>11090.0</td>\n",
       "      <td>6731.0</td>\n",
       "      <td>9481.0</td>\n",
       "      <td>16212.0</td>\n",
       "      <td>1796.0</td>\n",
       "      <td>1089.0</td>\n",
       "      <td>1733.0</td>\n",
       "      <td>3804.0</td>\n",
       "      <td>3076.0</td>\n",
       "      <td>27409.0</td>\n",
       "      <td>1640.0</td>\n",
       "      <td>396175.0</td>\n",
       "      <td>68505.0</td>\n",
       "      <td>143960.0</td>\n",
       "      <td>2351.0</td>\n",
       "      <td>7378.0</td>\n",
       "      <td>66154.0</td>\n",
       "      <td>136582.0</td>\n",
       "      <td>36895.0</td>\n",
       "      <td>48232.0</td>\n",
       "      <td>24981.0</td>\n",
       "      <td>47623.0</td>\n",
       "      <td>72604.0</td>\n",
       "      <td>39476.0</td>\n",
       "      <td>14808.0</td>\n",
       "      <td>8933.0</td>\n",
       "      <td>28770.0</td>\n",
       "      <td>38006.0</td>\n",
       "      <td>176256.0</td>\n",
       "      <td>47216.0</td>\n",
       "      <td>24051.0</td>\n",
       "      <td>71267.0</td>\n",
       "      <td>145328.0</td>\n",
       "      <td>7482.0</td>\n",
       "      <td>28546.0</td>\n",
       "      <td>43461.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>20.130000</td>\n",
       "      <td>56.854293</td>\n",
       "      <td>16.390051</td>\n",
       "      <td>23.254787</td>\n",
       "      <td>19.809942</td>\n",
       "      <td>6.081438</td>\n",
       "      <td>0.978744</td>\n",
       "      <td>2.210163</td>\n",
       "      <td>13.630207</td>\n",
       "      <td>25.296677</td>\n",
       "      <td>76.925158</td>\n",
       "      <td>49.076723</td>\n",
       "      <td>49.240010</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>49.097529</td>\n",
       "      <td>20.623777</td>\n",
       "      <td>12.198646</td>\n",
       "      <td>1.351392</td>\n",
       "      <td>8.794737</td>\n",
       "      <td>NBA</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>Dick Van</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56826.0</td>\n",
       "      <td>109.3</td>\n",
       "      <td>30.8</td>\n",
       "      <td>139.7</td>\n",
       "      <td>9830.0</td>\n",
       "      <td>21073.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9830.0</td>\n",
       "      <td>21073.0</td>\n",
       "      <td>7739.0</td>\n",
       "      <td>9744.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>866.0</td>\n",
       "      <td>6566.0</td>\n",
       "      <td>5563.0</td>\n",
       "      <td>493.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4557.0</td>\n",
       "      <td>27399.0</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>415185.0</td>\n",
       "      <td>74540.0</td>\n",
       "      <td>164276.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74540.0</td>\n",
       "      <td>164276.0</td>\n",
       "      <td>42797.0</td>\n",
       "      <td>57263.0</td>\n",
       "      <td>8153.0</td>\n",
       "      <td>18423.0</td>\n",
       "      <td>89991.0</td>\n",
       "      <td>41422.0</td>\n",
       "      <td>5100.0</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>12386.0</td>\n",
       "      <td>44494.0</td>\n",
       "      <td>191877.0</td>\n",
       "      <td>18294.0</td>\n",
       "      <td>8130.0</td>\n",
       "      <td>51066.0</td>\n",
       "      <td>99628.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11773.0</td>\n",
       "      <td>32265.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.376190</td>\n",
       "      <td>54.019344</td>\n",
       "      <td>1.906195</td>\n",
       "      <td>4.765724</td>\n",
       "      <td>6.801909</td>\n",
       "      <td>13.508619</td>\n",
       "      <td>0.564868</td>\n",
       "      <td>0.121737</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.358391</td>\n",
       "      <td>79.423235</td>\n",
       "      <td>46.647369</td>\n",
       "      <td>46.647369</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.647369</td>\n",
       "      <td>17.060399</td>\n",
       "      <td>4.088418</td>\n",
       "      <td>3.463885</td>\n",
       "      <td>11.641667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494</th>\n",
       "      <td>Tiny Archibald</td>\n",
       "      <td>1309.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>48679.0</td>\n",
       "      <td>111.9</td>\n",
       "      <td>25.1</td>\n",
       "      <td>137.1</td>\n",
       "      <td>9845.0</td>\n",
       "      <td>21079.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>9826.0</td>\n",
       "      <td>20994.0</td>\n",
       "      <td>7666.0</td>\n",
       "      <td>9395.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1399.0</td>\n",
       "      <td>3253.0</td>\n",
       "      <td>9975.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1123.0</td>\n",
       "      <td>3057.0</td>\n",
       "      <td>27375.0</td>\n",
       "      <td>1558.0</td>\n",
       "      <td>375745.0</td>\n",
       "      <td>66295.0</td>\n",
       "      <td>141766.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>65921.0</td>\n",
       "      <td>140501.0</td>\n",
       "      <td>33763.0</td>\n",
       "      <td>44302.0</td>\n",
       "      <td>14791.0</td>\n",
       "      <td>33164.0</td>\n",
       "      <td>71021.0</td>\n",
       "      <td>37514.0</td>\n",
       "      <td>9629.0</td>\n",
       "      <td>5308.0</td>\n",
       "      <td>20747.0</td>\n",
       "      <td>38760.0</td>\n",
       "      <td>166727.0</td>\n",
       "      <td>33213.0</td>\n",
       "      <td>15108.0</td>\n",
       "      <td>74049.0</td>\n",
       "      <td>142591.0</td>\n",
       "      <td>984.0</td>\n",
       "      <td>20907.0</td>\n",
       "      <td>44486.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>18.100000</td>\n",
       "      <td>54.287901</td>\n",
       "      <td>1.543638</td>\n",
       "      <td>4.474082</td>\n",
       "      <td>3.461689</td>\n",
       "      <td>30.137157</td>\n",
       "      <td>0.847762</td>\n",
       "      <td>0.119919</td>\n",
       "      <td>4.264158</td>\n",
       "      <td>22.337916</td>\n",
       "      <td>81.596594</td>\n",
       "      <td>46.705252</td>\n",
       "      <td>46.803849</td>\n",
       "      <td>22.352941</td>\n",
       "      <td>46.750320</td>\n",
       "      <td>20.912911</td>\n",
       "      <td>2.485103</td>\n",
       "      <td>7.620321</td>\n",
       "      <td>10.546154</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Bob Love</td>\n",
       "      <td>1453.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47992.0</td>\n",
       "      <td>46.2</td>\n",
       "      <td>52.7</td>\n",
       "      <td>99.2</td>\n",
       "      <td>10559.0</td>\n",
       "      <td>24545.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10559.0</td>\n",
       "      <td>24545.0</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>7177.0</td>\n",
       "      <td>1025.0</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>8851.0</td>\n",
       "      <td>2149.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3987.0</td>\n",
       "      <td>26918.0</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>474655.0</td>\n",
       "      <td>81882.0</td>\n",
       "      <td>185356.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81882.0</td>\n",
       "      <td>185356.0</td>\n",
       "      <td>45441.0</td>\n",
       "      <td>59977.0</td>\n",
       "      <td>11054.0</td>\n",
       "      <td>23941.0</td>\n",
       "      <td>103163.0</td>\n",
       "      <td>45689.0</td>\n",
       "      <td>6551.0</td>\n",
       "      <td>3202.0</td>\n",
       "      <td>14111.0</td>\n",
       "      <td>47470.0</td>\n",
       "      <td>209205.0</td>\n",
       "      <td>24527.0</td>\n",
       "      <td>9609.0</td>\n",
       "      <td>57884.0</td>\n",
       "      <td>108024.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15128.0</td>\n",
       "      <td>32463.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>14.125000</td>\n",
       "      <td>48.583396</td>\n",
       "      <td>5.698295</td>\n",
       "      <td>11.479227</td>\n",
       "      <td>10.871236</td>\n",
       "      <td>6.969098</td>\n",
       "      <td>0.627264</td>\n",
       "      <td>0.194100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.262235</td>\n",
       "      <td>80.813710</td>\n",
       "      <td>43.018945</td>\n",
       "      <td>43.018945</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.018945</td>\n",
       "      <td>18.525809</td>\n",
       "      <td>6.091535</td>\n",
       "      <td>1.479009</td>\n",
       "      <td>9.018182</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>Dominique Wilkins</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>995.0</td>\n",
       "      <td>38113.0</td>\n",
       "      <td>82.3</td>\n",
       "      <td>35.3</td>\n",
       "      <td>117.7</td>\n",
       "      <td>9963.0</td>\n",
       "      <td>21589.0</td>\n",
       "      <td>711.0</td>\n",
       "      <td>2231.0</td>\n",
       "      <td>9252.0</td>\n",
       "      <td>19358.0</td>\n",
       "      <td>6031.0</td>\n",
       "      <td>7438.0</td>\n",
       "      <td>2950.0</td>\n",
       "      <td>4219.0</td>\n",
       "      <td>7169.0</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>1378.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>2669.0</td>\n",
       "      <td>2061.0</td>\n",
       "      <td>26668.0</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>308950.0</td>\n",
       "      <td>51696.0</td>\n",
       "      <td>109949.0</td>\n",
       "      <td>2974.0</td>\n",
       "      <td>9293.0</td>\n",
       "      <td>48722.0</td>\n",
       "      <td>100656.0</td>\n",
       "      <td>27422.0</td>\n",
       "      <td>36441.0</td>\n",
       "      <td>19012.0</td>\n",
       "      <td>36764.0</td>\n",
       "      <td>55776.0</td>\n",
       "      <td>30562.0</td>\n",
       "      <td>11273.0</td>\n",
       "      <td>6920.0</td>\n",
       "      <td>20713.0</td>\n",
       "      <td>29697.0</td>\n",
       "      <td>133788.0</td>\n",
       "      <td>37356.0</td>\n",
       "      <td>18324.0</td>\n",
       "      <td>55680.0</td>\n",
       "      <td>109394.0</td>\n",
       "      <td>9801.0</td>\n",
       "      <td>21287.0</td>\n",
       "      <td>34554.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>21.112500</td>\n",
       "      <td>53.632653</td>\n",
       "      <td>8.484660</td>\n",
       "      <td>12.416454</td>\n",
       "      <td>10.427980</td>\n",
       "      <td>12.210436</td>\n",
       "      <td>1.509927</td>\n",
       "      <td>1.045084</td>\n",
       "      <td>9.694625</td>\n",
       "      <td>30.425956</td>\n",
       "      <td>81.083625</td>\n",
       "      <td>46.148502</td>\n",
       "      <td>47.794194</td>\n",
       "      <td>31.869117</td>\n",
       "      <td>47.795173</td>\n",
       "      <td>24.830540</td>\n",
       "      <td>6.675047</td>\n",
       "      <td>2.492551</td>\n",
       "      <td>7.846667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2883</th>\n",
       "      <td>Pete Maravich</td>\n",
       "      <td>1101.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40762.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>27.4</td>\n",
       "      <td>83.1</td>\n",
       "      <td>10252.0</td>\n",
       "      <td>23172.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10242.0</td>\n",
       "      <td>23157.0</td>\n",
       "      <td>6063.0</td>\n",
       "      <td>7430.0</td>\n",
       "      <td>663.0</td>\n",
       "      <td>2280.0</td>\n",
       "      <td>4743.0</td>\n",
       "      <td>6073.0</td>\n",
       "      <td>905.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>3240.0</td>\n",
       "      <td>26577.0</td>\n",
       "      <td>1394.0</td>\n",
       "      <td>336310.0</td>\n",
       "      <td>59629.0</td>\n",
       "      <td>129286.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>607.0</td>\n",
       "      <td>59408.0</td>\n",
       "      <td>128679.0</td>\n",
       "      <td>31120.0</td>\n",
       "      <td>41531.0</td>\n",
       "      <td>13132.0</td>\n",
       "      <td>29441.0</td>\n",
       "      <td>68025.0</td>\n",
       "      <td>33121.0</td>\n",
       "      <td>7966.0</td>\n",
       "      <td>3962.0</td>\n",
       "      <td>18814.0</td>\n",
       "      <td>34579.0</td>\n",
       "      <td>150599.0</td>\n",
       "      <td>29822.0</td>\n",
       "      <td>13438.0</td>\n",
       "      <td>68120.0</td>\n",
       "      <td>131974.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>18671.0</td>\n",
       "      <td>40440.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>18.047059</td>\n",
       "      <td>50.256796</td>\n",
       "      <td>2.546972</td>\n",
       "      <td>8.774139</td>\n",
       "      <td>5.748648</td>\n",
       "      <td>23.462133</td>\n",
       "      <td>0.873997</td>\n",
       "      <td>0.203278</td>\n",
       "      <td>1.965059</td>\n",
       "      <td>26.750385</td>\n",
       "      <td>81.601615</td>\n",
       "      <td>44.243052</td>\n",
       "      <td>44.228527</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>44.264630</td>\n",
       "      <td>24.138965</td>\n",
       "      <td>4.307902</td>\n",
       "      <td>5.515895</td>\n",
       "      <td>8.310000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Calvin Murphy</td>\n",
       "      <td>1484.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45292.0</td>\n",
       "      <td>102.8</td>\n",
       "      <td>27.9</td>\n",
       "      <td>130.8</td>\n",
       "      <td>10573.0</td>\n",
       "      <td>21940.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>10563.0</td>\n",
       "      <td>21868.0</td>\n",
       "      <td>5412.0</td>\n",
       "      <td>6112.0</td>\n",
       "      <td>654.0</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>3325.0</td>\n",
       "      <td>6966.0</td>\n",
       "      <td>1601.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>4907.0</td>\n",
       "      <td>26568.0</td>\n",
       "      <td>1558.0</td>\n",
       "      <td>375595.0</td>\n",
       "      <td>67732.0</td>\n",
       "      <td>145983.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>944.0</td>\n",
       "      <td>67490.0</td>\n",
       "      <td>145039.0</td>\n",
       "      <td>32745.0</td>\n",
       "      <td>42333.0</td>\n",
       "      <td>15628.0</td>\n",
       "      <td>32119.0</td>\n",
       "      <td>74105.0</td>\n",
       "      <td>38747.0</td>\n",
       "      <td>8970.0</td>\n",
       "      <td>4864.0</td>\n",
       "      <td>20604.0</td>\n",
       "      <td>38560.0</td>\n",
       "      <td>168451.0</td>\n",
       "      <td>31714.0</td>\n",
       "      <td>14965.0</td>\n",
       "      <td>72641.0</td>\n",
       "      <td>143830.0</td>\n",
       "      <td>713.0</td>\n",
       "      <td>19965.0</td>\n",
       "      <td>43964.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>18.078947</td>\n",
       "      <td>53.935803</td>\n",
       "      <td>2.291181</td>\n",
       "      <td>4.815301</td>\n",
       "      <td>3.757973</td>\n",
       "      <td>23.016605</td>\n",
       "      <td>1.429314</td>\n",
       "      <td>0.075327</td>\n",
       "      <td>3.229700</td>\n",
       "      <td>22.791098</td>\n",
       "      <td>88.547120</td>\n",
       "      <td>48.190520</td>\n",
       "      <td>48.303457</td>\n",
       "      <td>13.888889</td>\n",
       "      <td>48.213309</td>\n",
       "      <td>17.902965</td>\n",
       "      <td>2.240566</td>\n",
       "      <td>4.694070</td>\n",
       "      <td>10.061538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>Hakeem Olajuwon</td>\n",
       "      <td>1194.0</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>43173.0</td>\n",
       "      <td>68.3</td>\n",
       "      <td>92.8</td>\n",
       "      <td>161.0</td>\n",
       "      <td>10556.0</td>\n",
       "      <td>20570.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>10531.0</td>\n",
       "      <td>20448.0</td>\n",
       "      <td>5354.0</td>\n",
       "      <td>7509.0</td>\n",
       "      <td>3969.0</td>\n",
       "      <td>9505.0</td>\n",
       "      <td>13474.0</td>\n",
       "      <td>2997.0</td>\n",
       "      <td>2121.0</td>\n",
       "      <td>3760.0</td>\n",
       "      <td>3594.0</td>\n",
       "      <td>4295.0</td>\n",
       "      <td>26491.0</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>328880.0</td>\n",
       "      <td>54322.0</td>\n",
       "      <td>115064.0</td>\n",
       "      <td>5816.0</td>\n",
       "      <td>16893.0</td>\n",
       "      <td>48506.0</td>\n",
       "      <td>98171.0</td>\n",
       "      <td>26747.0</td>\n",
       "      <td>35862.0</td>\n",
       "      <td>18040.0</td>\n",
       "      <td>41333.0</td>\n",
       "      <td>59373.0</td>\n",
       "      <td>33400.0</td>\n",
       "      <td>11641.0</td>\n",
       "      <td>7968.0</td>\n",
       "      <td>22645.0</td>\n",
       "      <td>29928.0</td>\n",
       "      <td>141207.0</td>\n",
       "      <td>39725.0</td>\n",
       "      <td>18884.0</td>\n",
       "      <td>58609.0</td>\n",
       "      <td>117705.0</td>\n",
       "      <td>13235.0</td>\n",
       "      <td>21486.0</td>\n",
       "      <td>34549.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>23.270588</td>\n",
       "      <td>55.480951</td>\n",
       "      <td>10.468189</td>\n",
       "      <td>24.048514</td>\n",
       "      <td>17.399470</td>\n",
       "      <td>11.940712</td>\n",
       "      <td>2.065272</td>\n",
       "      <td>5.483420</td>\n",
       "      <td>13.084335</td>\n",
       "      <td>27.265058</td>\n",
       "      <td>71.301105</td>\n",
       "      <td>51.317453</td>\n",
       "      <td>51.501369</td>\n",
       "      <td>20.491803</td>\n",
       "      <td>51.378221</td>\n",
       "      <td>22.186767</td>\n",
       "      <td>11.284757</td>\n",
       "      <td>2.510050</td>\n",
       "      <td>9.470588</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3050</th>\n",
       "      <td>Rick Barry</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41175.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>51.5</td>\n",
       "      <td>136.3</td>\n",
       "      <td>10520.0</td>\n",
       "      <td>23380.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>10447.0</td>\n",
       "      <td>23159.0</td>\n",
       "      <td>5274.0</td>\n",
       "      <td>5851.0</td>\n",
       "      <td>779.0</td>\n",
       "      <td>3589.0</td>\n",
       "      <td>7388.0</td>\n",
       "      <td>5888.0</td>\n",
       "      <td>1703.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>574.0</td>\n",
       "      <td>3214.0</td>\n",
       "      <td>26387.0</td>\n",
       "      <td>1145.0</td>\n",
       "      <td>276175.0</td>\n",
       "      <td>51676.0</td>\n",
       "      <td>112102.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>51572.0</td>\n",
       "      <td>111723.0</td>\n",
       "      <td>23542.0</td>\n",
       "      <td>30733.0</td>\n",
       "      <td>13421.0</td>\n",
       "      <td>27591.0</td>\n",
       "      <td>61523.0</td>\n",
       "      <td>28598.0</td>\n",
       "      <td>8327.0</td>\n",
       "      <td>3958.0</td>\n",
       "      <td>16209.0</td>\n",
       "      <td>27722.0</td>\n",
       "      <td>126998.0</td>\n",
       "      <td>26246.0</td>\n",
       "      <td>12317.0</td>\n",
       "      <td>47093.0</td>\n",
       "      <td>93015.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>16277.0</td>\n",
       "      <td>25662.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>20.221429</td>\n",
       "      <td>50.833306</td>\n",
       "      <td>2.634443</td>\n",
       "      <td>12.064081</td>\n",
       "      <td>9.124600</td>\n",
       "      <td>21.027115</td>\n",
       "      <td>1.870673</td>\n",
       "      <td>0.533408</td>\n",
       "      <td>2.163716</td>\n",
       "      <td>25.090746</td>\n",
       "      <td>90.138438</td>\n",
       "      <td>44.995723</td>\n",
       "      <td>45.109892</td>\n",
       "      <td>33.031674</td>\n",
       "      <td>45.151839</td>\n",
       "      <td>23.623098</td>\n",
       "      <td>6.614145</td>\n",
       "      <td>5.271262</td>\n",
       "      <td>13.630000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3287</th>\n",
       "      <td>Shaquille O'Neal</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>1118.0</td>\n",
       "      <td>38755.0</td>\n",
       "      <td>103.7</td>\n",
       "      <td>59.4</td>\n",
       "      <td>163.1</td>\n",
       "      <td>10374.0</td>\n",
       "      <td>17792.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>10373.0</td>\n",
       "      <td>17771.0</td>\n",
       "      <td>5503.0</td>\n",
       "      <td>10428.0</td>\n",
       "      <td>3873.0</td>\n",
       "      <td>8148.0</td>\n",
       "      <td>12021.0</td>\n",
       "      <td>2727.0</td>\n",
       "      <td>703.0</td>\n",
       "      <td>2493.0</td>\n",
       "      <td>3087.0</td>\n",
       "      <td>3891.0</td>\n",
       "      <td>26252.0</td>\n",
       "      <td>1526.0</td>\n",
       "      <td>369190.0</td>\n",
       "      <td>58396.0</td>\n",
       "      <td>122734.0</td>\n",
       "      <td>9193.0</td>\n",
       "      <td>25402.0</td>\n",
       "      <td>49203.0</td>\n",
       "      <td>97332.0</td>\n",
       "      <td>29688.0</td>\n",
       "      <td>42067.0</td>\n",
       "      <td>17663.0</td>\n",
       "      <td>47045.0</td>\n",
       "      <td>64708.0</td>\n",
       "      <td>35615.0</td>\n",
       "      <td>11499.0</td>\n",
       "      <td>8472.0</td>\n",
       "      <td>22513.0</td>\n",
       "      <td>32979.0</td>\n",
       "      <td>155673.0</td>\n",
       "      <td>44706.0</td>\n",
       "      <td>18658.0</td>\n",
       "      <td>63364.0</td>\n",
       "      <td>126218.0</td>\n",
       "      <td>23596.0</td>\n",
       "      <td>21894.0</td>\n",
       "      <td>39057.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>24.821053</td>\n",
       "      <td>58.649742</td>\n",
       "      <td>11.831257</td>\n",
       "      <td>23.627513</td>\n",
       "      <td>17.882926</td>\n",
       "      <td>13.449378</td>\n",
       "      <td>0.798966</td>\n",
       "      <td>4.628433</td>\n",
       "      <td>12.121417</td>\n",
       "      <td>29.630360</td>\n",
       "      <td>52.771385</td>\n",
       "      <td>58.307104</td>\n",
       "      <td>58.370379</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>58.309915</td>\n",
       "      <td>23.273050</td>\n",
       "      <td>10.656915</td>\n",
       "      <td>2.417553</td>\n",
       "      <td>9.061111</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3546</th>\n",
       "      <td>Tom Van</td>\n",
       "      <td>1623.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51764.0</td>\n",
       "      <td>44.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>67.8</td>\n",
       "      <td>10180.0</td>\n",
       "      <td>23410.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10180.0</td>\n",
       "      <td>23410.0</td>\n",
       "      <td>5861.0</td>\n",
       "      <td>7670.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>1451.0</td>\n",
       "      <td>7050.0</td>\n",
       "      <td>3705.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5189.0</td>\n",
       "      <td>26221.0</td>\n",
       "      <td>2211.0</td>\n",
       "      <td>533590.0</td>\n",
       "      <td>95380.0</td>\n",
       "      <td>212929.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95380.0</td>\n",
       "      <td>212929.0</td>\n",
       "      <td>50705.0</td>\n",
       "      <td>68410.0</td>\n",
       "      <td>11155.0</td>\n",
       "      <td>23543.0</td>\n",
       "      <td>115588.0</td>\n",
       "      <td>50380.0</td>\n",
       "      <td>6482.0</td>\n",
       "      <td>2320.0</td>\n",
       "      <td>14548.0</td>\n",
       "      <td>55563.0</td>\n",
       "      <td>241465.0</td>\n",
       "      <td>25462.0</td>\n",
       "      <td>10846.0</td>\n",
       "      <td>71402.0</td>\n",
       "      <td>130362.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15421.0</td>\n",
       "      <td>39719.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>12.766667</td>\n",
       "      <td>48.947537</td>\n",
       "      <td>2.516718</td>\n",
       "      <td>8.698767</td>\n",
       "      <td>7.772855</td>\n",
       "      <td>10.267579</td>\n",
       "      <td>0.547634</td>\n",
       "      <td>0.045862</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.438308</td>\n",
       "      <td>76.414602</td>\n",
       "      <td>43.485690</td>\n",
       "      <td>43.485690</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.485690</td>\n",
       "      <td>16.155884</td>\n",
       "      <td>4.343808</td>\n",
       "      <td>2.282810</td>\n",
       "      <td>5.650000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Alex English</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>753.0</td>\n",
       "      <td>38063.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>23.0</td>\n",
       "      <td>100.6</td>\n",
       "      <td>10659.0</td>\n",
       "      <td>21036.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>10641.0</td>\n",
       "      <td>20953.0</td>\n",
       "      <td>4277.0</td>\n",
       "      <td>5141.0</td>\n",
       "      <td>2778.0</td>\n",
       "      <td>3760.0</td>\n",
       "      <td>6538.0</td>\n",
       "      <td>4351.0</td>\n",
       "      <td>1067.0</td>\n",
       "      <td>833.0</td>\n",
       "      <td>2821.0</td>\n",
       "      <td>3027.0</td>\n",
       "      <td>25613.0</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>317030.0</td>\n",
       "      <td>59664.0</td>\n",
       "      <td>124806.0</td>\n",
       "      <td>1433.0</td>\n",
       "      <td>4690.0</td>\n",
       "      <td>58231.0</td>\n",
       "      <td>120116.0</td>\n",
       "      <td>30517.0</td>\n",
       "      <td>39238.0</td>\n",
       "      <td>19584.0</td>\n",
       "      <td>39122.0</td>\n",
       "      <td>58706.0</td>\n",
       "      <td>35029.0</td>\n",
       "      <td>12386.0</td>\n",
       "      <td>6445.0</td>\n",
       "      <td>22335.0</td>\n",
       "      <td>33181.0</td>\n",
       "      <td>151278.0</td>\n",
       "      <td>42574.0</td>\n",
       "      <td>19758.0</td>\n",
       "      <td>62332.0</td>\n",
       "      <td>121387.0</td>\n",
       "      <td>4089.0</td>\n",
       "      <td>25359.0</td>\n",
       "      <td>40040.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>19.181250</td>\n",
       "      <td>54.968143</td>\n",
       "      <td>7.444963</td>\n",
       "      <td>10.637691</td>\n",
       "      <td>8.998094</td>\n",
       "      <td>17.294935</td>\n",
       "      <td>1.065821</td>\n",
       "      <td>1.182992</td>\n",
       "      <td>10.800550</td>\n",
       "      <td>26.464740</td>\n",
       "      <td>83.193931</td>\n",
       "      <td>50.670280</td>\n",
       "      <td>50.785090</td>\n",
       "      <td>21.686747</td>\n",
       "      <td>50.713063</td>\n",
       "      <td>21.469405</td>\n",
       "      <td>5.480302</td>\n",
       "      <td>3.647108</td>\n",
       "      <td>6.706667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Bob Dandridge</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48921.0</td>\n",
       "      <td>80.1</td>\n",
       "      <td>57.1</td>\n",
       "      <td>137.3</td>\n",
       "      <td>10665.0</td>\n",
       "      <td>21910.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10663.0</td>\n",
       "      <td>21898.0</td>\n",
       "      <td>4171.0</td>\n",
       "      <td>5369.0</td>\n",
       "      <td>1338.0</td>\n",
       "      <td>3477.0</td>\n",
       "      <td>9755.0</td>\n",
       "      <td>4521.0</td>\n",
       "      <td>1005.0</td>\n",
       "      <td>430.0</td>\n",
       "      <td>630.0</td>\n",
       "      <td>4946.0</td>\n",
       "      <td>25503.0</td>\n",
       "      <td>1640.0</td>\n",
       "      <td>395750.0</td>\n",
       "      <td>73932.0</td>\n",
       "      <td>153169.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>73745.0</td>\n",
       "      <td>152526.0</td>\n",
       "      <td>31679.0</td>\n",
       "      <td>42590.0</td>\n",
       "      <td>14030.0</td>\n",
       "      <td>32443.0</td>\n",
       "      <td>81027.0</td>\n",
       "      <td>42226.0</td>\n",
       "      <td>8080.0</td>\n",
       "      <td>5193.0</td>\n",
       "      <td>18788.0</td>\n",
       "      <td>38440.0</td>\n",
       "      <td>179730.0</td>\n",
       "      <td>30774.0</td>\n",
       "      <td>14484.0</td>\n",
       "      <td>68942.0</td>\n",
       "      <td>140757.0</td>\n",
       "      <td>614.0</td>\n",
       "      <td>17461.0</td>\n",
       "      <td>37985.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>15.930000</td>\n",
       "      <td>52.535065</td>\n",
       "      <td>4.831644</td>\n",
       "      <td>11.987745</td>\n",
       "      <td>10.524013</td>\n",
       "      <td>12.905763</td>\n",
       "      <td>0.917555</td>\n",
       "      <td>0.496424</td>\n",
       "      <td>2.529881</td>\n",
       "      <td>21.127745</td>\n",
       "      <td>77.686720</td>\n",
       "      <td>48.676403</td>\n",
       "      <td>48.693945</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>48.680968</td>\n",
       "      <td>18.534157</td>\n",
       "      <td>7.089390</td>\n",
       "      <td>3.285610</td>\n",
       "      <td>10.561538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2857</th>\n",
       "      <td>Paul Pierce</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>43297.0</td>\n",
       "      <td>81.7</td>\n",
       "      <td>60.3</td>\n",
       "      <td>142.0</td>\n",
       "      <td>8182.0</td>\n",
       "      <td>18366.0</td>\n",
       "      <td>2047.0</td>\n",
       "      <td>5536.0</td>\n",
       "      <td>6135.0</td>\n",
       "      <td>12830.0</td>\n",
       "      <td>6559.0</td>\n",
       "      <td>8128.0</td>\n",
       "      <td>1009.0</td>\n",
       "      <td>6122.0</td>\n",
       "      <td>7131.0</td>\n",
       "      <td>4487.0</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>683.0</td>\n",
       "      <td>3354.0</td>\n",
       "      <td>3406.0</td>\n",
       "      <td>24970.0</td>\n",
       "      <td>1427.0</td>\n",
       "      <td>345355.0</td>\n",
       "      <td>51757.0</td>\n",
       "      <td>113028.0</td>\n",
       "      <td>9957.0</td>\n",
       "      <td>27503.0</td>\n",
       "      <td>41800.0</td>\n",
       "      <td>85525.0</td>\n",
       "      <td>26531.0</td>\n",
       "      <td>35303.0</td>\n",
       "      <td>14067.0</td>\n",
       "      <td>44068.0</td>\n",
       "      <td>58135.0</td>\n",
       "      <td>31267.0</td>\n",
       "      <td>11825.0</td>\n",
       "      <td>6479.0</td>\n",
       "      <td>21340.0</td>\n",
       "      <td>31663.0</td>\n",
       "      <td>140002.0</td>\n",
       "      <td>44318.0</td>\n",
       "      <td>16003.0</td>\n",
       "      <td>60321.0</td>\n",
       "      <td>114127.0</td>\n",
       "      <td>26166.0</td>\n",
       "      <td>22143.0</td>\n",
       "      <td>37044.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>18.488889</td>\n",
       "      <td>56.899179</td>\n",
       "      <td>2.756943</td>\n",
       "      <td>16.257973</td>\n",
       "      <td>9.603539</td>\n",
       "      <td>18.494125</td>\n",
       "      <td>1.648957</td>\n",
       "      <td>1.238707</td>\n",
       "      <td>13.258846</td>\n",
       "      <td>26.920916</td>\n",
       "      <td>80.696358</td>\n",
       "      <td>44.549711</td>\n",
       "      <td>47.817615</td>\n",
       "      <td>36.976156</td>\n",
       "      <td>50.122509</td>\n",
       "      <td>19.661417</td>\n",
       "      <td>5.614961</td>\n",
       "      <td>3.533071</td>\n",
       "      <td>7.888889</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>Jo Jo</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50859.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>60.5</td>\n",
       "      <td>96.7</td>\n",
       "      <td>10709.0</td>\n",
       "      <td>24070.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>10697.0</td>\n",
       "      <td>24032.0</td>\n",
       "      <td>3457.0</td>\n",
       "      <td>4185.0</td>\n",
       "      <td>729.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>5779.0</td>\n",
       "      <td>6912.0</td>\n",
       "      <td>1044.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>3515.0</td>\n",
       "      <td>24887.0</td>\n",
       "      <td>1886.0</td>\n",
       "      <td>454890.0</td>\n",
       "      <td>82766.0</td>\n",
       "      <td>180385.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>2804.0</td>\n",
       "      <td>81770.0</td>\n",
       "      <td>177581.0</td>\n",
       "      <td>38702.0</td>\n",
       "      <td>50503.0</td>\n",
       "      <td>18619.0</td>\n",
       "      <td>40570.0</td>\n",
       "      <td>96055.0</td>\n",
       "      <td>48148.0</td>\n",
       "      <td>10019.0</td>\n",
       "      <td>4807.0</td>\n",
       "      <td>23244.0</td>\n",
       "      <td>45914.0</td>\n",
       "      <td>205230.0</td>\n",
       "      <td>37915.0</td>\n",
       "      <td>16263.0</td>\n",
       "      <td>79136.0</td>\n",
       "      <td>159642.0</td>\n",
       "      <td>2987.0</td>\n",
       "      <td>22154.0</td>\n",
       "      <td>47380.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>12.869565</td>\n",
       "      <td>48.023264</td>\n",
       "      <td>2.306675</td>\n",
       "      <td>7.050437</td>\n",
       "      <td>5.900781</td>\n",
       "      <td>19.437961</td>\n",
       "      <td>0.908839</td>\n",
       "      <td>0.213533</td>\n",
       "      <td>2.078499</td>\n",
       "      <td>20.958523</td>\n",
       "      <td>82.604540</td>\n",
       "      <td>44.491068</td>\n",
       "      <td>44.511485</td>\n",
       "      <td>31.578947</td>\n",
       "      <td>44.515995</td>\n",
       "      <td>17.415675</td>\n",
       "      <td>4.044087</td>\n",
       "      <td>4.836949</td>\n",
       "      <td>6.446667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3481</th>\n",
       "      <td>Tim Duncan</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>1315.0</td>\n",
       "      <td>44493.0</td>\n",
       "      <td>93.3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>193.3</td>\n",
       "      <td>9657.0</td>\n",
       "      <td>19053.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>9628.0</td>\n",
       "      <td>18896.0</td>\n",
       "      <td>5437.0</td>\n",
       "      <td>7865.0</td>\n",
       "      <td>3597.0</td>\n",
       "      <td>10576.0</td>\n",
       "      <td>14173.0</td>\n",
       "      <td>3991.0</td>\n",
       "      <td>959.0</td>\n",
       "      <td>2855.0</td>\n",
       "      <td>3139.0</td>\n",
       "      <td>3094.0</td>\n",
       "      <td>24780.0</td>\n",
       "      <td>1428.0</td>\n",
       "      <td>344995.0</td>\n",
       "      <td>53022.0</td>\n",
       "      <td>113353.0</td>\n",
       "      <td>9458.0</td>\n",
       "      <td>25212.0</td>\n",
       "      <td>43564.0</td>\n",
       "      <td>88141.0</td>\n",
       "      <td>25175.0</td>\n",
       "      <td>34010.0</td>\n",
       "      <td>14876.0</td>\n",
       "      <td>46076.0</td>\n",
       "      <td>60952.0</td>\n",
       "      <td>31754.0</td>\n",
       "      <td>10399.0</td>\n",
       "      <td>8032.0</td>\n",
       "      <td>20002.0</td>\n",
       "      <td>27595.0</td>\n",
       "      <td>140677.0</td>\n",
       "      <td>42937.0</td>\n",
       "      <td>15462.0</td>\n",
       "      <td>58399.0</td>\n",
       "      <td>116211.0</td>\n",
       "      <td>20834.0</td>\n",
       "      <td>19902.0</td>\n",
       "      <td>30490.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>23.883333</td>\n",
       "      <td>55.033402</td>\n",
       "      <td>9.648639</td>\n",
       "      <td>26.651961</td>\n",
       "      <td>18.415641</td>\n",
       "      <td>16.267576</td>\n",
       "      <td>0.982572</td>\n",
       "      <td>4.642090</td>\n",
       "      <td>12.236576</td>\n",
       "      <td>26.821591</td>\n",
       "      <td>69.129053</td>\n",
       "      <td>50.684932</td>\n",
       "      <td>50.952583</td>\n",
       "      <td>18.471338</td>\n",
       "      <td>50.761035</td>\n",
       "      <td>18.801214</td>\n",
       "      <td>10.753414</td>\n",
       "      <td>3.028073</td>\n",
       "      <td>10.738889</td>\n",
       "      <td>NBA</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Billy Cunningham</td>\n",
       "      <td>1147.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40510.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>55.4</td>\n",
       "      <td>114.4</td>\n",
       "      <td>9245.0</td>\n",
       "      <td>20712.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9245.0</td>\n",
       "      <td>20712.0</td>\n",
       "      <td>6124.0</td>\n",
       "      <td>8433.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>1428.0</td>\n",
       "      <td>12088.0</td>\n",
       "      <td>4838.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4301.0</td>\n",
       "      <td>24614.0</td>\n",
       "      <td>1309.0</td>\n",
       "      <td>315835.0</td>\n",
       "      <td>58774.0</td>\n",
       "      <td>128980.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58774.0</td>\n",
       "      <td>128980.0</td>\n",
       "      <td>32638.0</td>\n",
       "      <td>45778.0</td>\n",
       "      <td>5170.0</td>\n",
       "      <td>10780.0</td>\n",
       "      <td>74593.0</td>\n",
       "      <td>31045.0</td>\n",
       "      <td>2770.0</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>6640.0</td>\n",
       "      <td>33448.0</td>\n",
       "      <td>150186.0</td>\n",
       "      <td>10930.0</td>\n",
       "      <td>5204.0</td>\n",
       "      <td>33732.0</td>\n",
       "      <td>61782.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6742.0</td>\n",
       "      <td>20904.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>19.150000</td>\n",
       "      <td>50.392015</td>\n",
       "      <td>3.079848</td>\n",
       "      <td>13.930630</td>\n",
       "      <td>17.400181</td>\n",
       "      <td>17.006648</td>\n",
       "      <td>0.454110</td>\n",
       "      <td>0.227148</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.448717</td>\n",
       "      <td>72.619471</td>\n",
       "      <td>44.635960</td>\n",
       "      <td>44.635960</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.635960</td>\n",
       "      <td>21.459459</td>\n",
       "      <td>10.538797</td>\n",
       "      <td>4.217960</td>\n",
       "      <td>12.711111</td>\n",
       "      <td>ABA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1753</th>\n",
       "      <td>Jeff Mullins</td>\n",
       "      <td>1443.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46234.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>49.3</td>\n",
       "      <td>120.4</td>\n",
       "      <td>10145.0</td>\n",
       "      <td>21838.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10145.0</td>\n",
       "      <td>21838.0</td>\n",
       "      <td>4282.0</td>\n",
       "      <td>5217.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>574.0</td>\n",
       "      <td>6295.0</td>\n",
       "      <td>5710.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4007.0</td>\n",
       "      <td>24572.0</td>\n",
       "      <td>1717.0</td>\n",
       "      <td>414005.0</td>\n",
       "      <td>75208.0</td>\n",
       "      <td>169978.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75208.0</td>\n",
       "      <td>169978.0</td>\n",
       "      <td>39408.0</td>\n",
       "      <td>52194.0</td>\n",
       "      <td>8288.0</td>\n",
       "      <td>17602.0</td>\n",
       "      <td>101055.0</td>\n",
       "      <td>40193.0</td>\n",
       "      <td>5136.0</td>\n",
       "      <td>2462.0</td>\n",
       "      <td>9992.0</td>\n",
       "      <td>41952.0</td>\n",
       "      <td>189824.0</td>\n",
       "      <td>16180.0</td>\n",
       "      <td>7400.0</td>\n",
       "      <td>49482.0</td>\n",
       "      <td>95962.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9764.0</td>\n",
       "      <td>25774.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>15.795238</td>\n",
       "      <td>50.908530</td>\n",
       "      <td>2.107988</td>\n",
       "      <td>4.111604</td>\n",
       "      <td>7.489048</td>\n",
       "      <td>17.928203</td>\n",
       "      <td>0.422766</td>\n",
       "      <td>0.138104</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.297878</td>\n",
       "      <td>82.077823</td>\n",
       "      <td>46.455719</td>\n",
       "      <td>46.455719</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.455719</td>\n",
       "      <td>17.028413</td>\n",
       "      <td>4.362439</td>\n",
       "      <td>3.957034</td>\n",
       "      <td>10.033333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>Nate Thurmond</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59974.0</td>\n",
       "      <td>29.2</td>\n",
       "      <td>103.7</td>\n",
       "      <td>132.4</td>\n",
       "      <td>9283.0</td>\n",
       "      <td>21983.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9283.0</td>\n",
       "      <td>21983.0</td>\n",
       "      <td>5832.0</td>\n",
       "      <td>8669.0</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>3401.0</td>\n",
       "      <td>23675.0</td>\n",
       "      <td>4547.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>1025.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4298.0</td>\n",
       "      <td>24398.0</td>\n",
       "      <td>2043.0</td>\n",
       "      <td>473645.0</td>\n",
       "      <td>87028.0</td>\n",
       "      <td>199316.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87028.0</td>\n",
       "      <td>199316.0</td>\n",
       "      <td>45537.0</td>\n",
       "      <td>61222.0</td>\n",
       "      <td>11418.0</td>\n",
       "      <td>24833.0</td>\n",
       "      <td>117982.0</td>\n",
       "      <td>46531.0</td>\n",
       "      <td>5781.0</td>\n",
       "      <td>3434.0</td>\n",
       "      <td>13140.0</td>\n",
       "      <td>49042.0</td>\n",
       "      <td>219593.0</td>\n",
       "      <td>24611.0</td>\n",
       "      <td>9800.0</td>\n",
       "      <td>60313.0</td>\n",
       "      <td>114898.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13784.0</td>\n",
       "      <td>31759.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>15.972000</td>\n",
       "      <td>47.287784</td>\n",
       "      <td>5.992889</td>\n",
       "      <td>15.510881</td>\n",
       "      <td>20.973493</td>\n",
       "      <td>9.924608</td>\n",
       "      <td>0.255672</td>\n",
       "      <td>1.409066</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.020900</td>\n",
       "      <td>67.274195</td>\n",
       "      <td>42.228085</td>\n",
       "      <td>42.228085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>42.228085</td>\n",
       "      <td>15.363980</td>\n",
       "      <td>14.908690</td>\n",
       "      <td>2.863350</td>\n",
       "      <td>9.457143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3340</th>\n",
       "      <td>Spencer Haywood</td>\n",
       "      <td>1164.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>41648.0</td>\n",
       "      <td>67.9</td>\n",
       "      <td>38.5</td>\n",
       "      <td>106.4</td>\n",
       "      <td>9563.0</td>\n",
       "      <td>20656.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9562.0</td>\n",
       "      <td>20648.0</td>\n",
       "      <td>5145.0</td>\n",
       "      <td>6421.0</td>\n",
       "      <td>2243.0</td>\n",
       "      <td>4993.0</td>\n",
       "      <td>11870.0</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>527.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>716.0</td>\n",
       "      <td>3298.0</td>\n",
       "      <td>24272.0</td>\n",
       "      <td>1558.0</td>\n",
       "      <td>376170.0</td>\n",
       "      <td>67445.0</td>\n",
       "      <td>144884.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>573.0</td>\n",
       "      <td>67296.0</td>\n",
       "      <td>144311.0</td>\n",
       "      <td>31993.0</td>\n",
       "      <td>42237.0</td>\n",
       "      <td>14793.0</td>\n",
       "      <td>34157.0</td>\n",
       "      <td>74430.0</td>\n",
       "      <td>38428.0</td>\n",
       "      <td>9343.0</td>\n",
       "      <td>4907.0</td>\n",
       "      <td>20700.0</td>\n",
       "      <td>37286.0</td>\n",
       "      <td>167032.0</td>\n",
       "      <td>34918.0</td>\n",
       "      <td>15718.0</td>\n",
       "      <td>75630.0</td>\n",
       "      <td>146934.0</td>\n",
       "      <td>620.0</td>\n",
       "      <td>20743.0</td>\n",
       "      <td>43817.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>17.563158</td>\n",
       "      <td>51.683812</td>\n",
       "      <td>8.150735</td>\n",
       "      <td>18.084173</td>\n",
       "      <td>14.289130</td>\n",
       "      <td>7.964521</td>\n",
       "      <td>0.502141</td>\n",
       "      <td>1.139556</td>\n",
       "      <td>2.959015</td>\n",
       "      <td>23.734003</td>\n",
       "      <td>80.127706</td>\n",
       "      <td>46.296476</td>\n",
       "      <td>46.309570</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>46.298896</td>\n",
       "      <td>20.852234</td>\n",
       "      <td>10.197595</td>\n",
       "      <td>1.900344</td>\n",
       "      <td>8.866667</td>\n",
       "      <td>ABA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>Kevin Garnett</td>\n",
       "      <td>1381.0</td>\n",
       "      <td>1344.0</td>\n",
       "      <td>47175.0</td>\n",
       "      <td>93.9</td>\n",
       "      <td>85.9</td>\n",
       "      <td>179.9</td>\n",
       "      <td>9746.0</td>\n",
       "      <td>19616.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>551.0</td>\n",
       "      <td>9602.0</td>\n",
       "      <td>19065.0</td>\n",
       "      <td>4578.0</td>\n",
       "      <td>5786.0</td>\n",
       "      <td>2986.0</td>\n",
       "      <td>10720.0</td>\n",
       "      <td>13706.0</td>\n",
       "      <td>5044.0</td>\n",
       "      <td>1739.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>2911.0</td>\n",
       "      <td>3356.0</td>\n",
       "      <td>24214.0</td>\n",
       "      <td>1673.0</td>\n",
       "      <td>404795.0</td>\n",
       "      <td>61910.0</td>\n",
       "      <td>134058.0</td>\n",
       "      <td>8517.0</td>\n",
       "      <td>24032.0</td>\n",
       "      <td>53393.0</td>\n",
       "      <td>110026.0</td>\n",
       "      <td>30745.0</td>\n",
       "      <td>39941.0</td>\n",
       "      <td>17785.0</td>\n",
       "      <td>50964.0</td>\n",
       "      <td>68749.0</td>\n",
       "      <td>38608.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>8350.0</td>\n",
       "      <td>24280.0</td>\n",
       "      <td>36284.0</td>\n",
       "      <td>163082.0</td>\n",
       "      <td>50025.0</td>\n",
       "      <td>19486.0</td>\n",
       "      <td>69511.0</td>\n",
       "      <td>135228.0</td>\n",
       "      <td>29536.0</td>\n",
       "      <td>24738.0</td>\n",
       "      <td>41201.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>21.200000</td>\n",
       "      <td>54.629940</td>\n",
       "      <td>7.556998</td>\n",
       "      <td>26.113616</td>\n",
       "      <td>17.012471</td>\n",
       "      <td>19.157508</td>\n",
       "      <td>1.652782</td>\n",
       "      <td>3.102929</td>\n",
       "      <td>11.610173</td>\n",
       "      <td>24.460267</td>\n",
       "      <td>79.122019</td>\n",
       "      <td>49.683931</td>\n",
       "      <td>50.364542</td>\n",
       "      <td>26.134301</td>\n",
       "      <td>50.050979</td>\n",
       "      <td>17.533671</td>\n",
       "      <td>9.924692</td>\n",
       "      <td>3.652426</td>\n",
       "      <td>8.995000</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>976.0</td>\n",
       "      <td>976.0</td>\n",
       "      <td>35334.0</td>\n",
       "      <td>65.2</td>\n",
       "      <td>31.9</td>\n",
       "      <td>97.1</td>\n",
       "      <td>8616.0</td>\n",
       "      <td>19072.0</td>\n",
       "      <td>1172.0</td>\n",
       "      <td>3387.0</td>\n",
       "      <td>7444.0</td>\n",
       "      <td>15685.0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>7075.0</td>\n",
       "      <td>1742.0</td>\n",
       "      <td>4687.0</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>3057.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>2833.0</td>\n",
       "      <td>24156.0</td>\n",
       "      <td>1214.0</td>\n",
       "      <td>293085.0</td>\n",
       "      <td>45583.0</td>\n",
       "      <td>100192.0</td>\n",
       "      <td>8614.0</td>\n",
       "      <td>24170.0</td>\n",
       "      <td>36969.0</td>\n",
       "      <td>76022.0</td>\n",
       "      <td>24016.0</td>\n",
       "      <td>31355.0</td>\n",
       "      <td>13507.0</td>\n",
       "      <td>37575.0</td>\n",
       "      <td>51082.0</td>\n",
       "      <td>26488.0</td>\n",
       "      <td>9794.0</td>\n",
       "      <td>6434.0</td>\n",
       "      <td>17497.0</td>\n",
       "      <td>26120.0</td>\n",
       "      <td>123796.0</td>\n",
       "      <td>37944.0</td>\n",
       "      <td>13943.0</td>\n",
       "      <td>51887.0</td>\n",
       "      <td>100467.0</td>\n",
       "      <td>24339.0</td>\n",
       "      <td>18327.0</td>\n",
       "      <td>30293.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>20.980000</td>\n",
       "      <td>54.442191</td>\n",
       "      <td>5.616750</td>\n",
       "      <td>15.092693</td>\n",
       "      <td>10.357805</td>\n",
       "      <td>16.207896</td>\n",
       "      <td>1.275722</td>\n",
       "      <td>1.026378</td>\n",
       "      <td>10.939382</td>\n",
       "      <td>31.428788</td>\n",
       "      <td>81.300353</td>\n",
       "      <td>45.176174</td>\n",
       "      <td>47.459356</td>\n",
       "      <td>34.602893</td>\n",
       "      <td>48.248742</td>\n",
       "      <td>24.750000</td>\n",
       "      <td>6.587090</td>\n",
       "      <td>3.132172</td>\n",
       "      <td>6.935714</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1614</th>\n",
       "      <td>Jack Marin</td>\n",
       "      <td>1570.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46988.0</td>\n",
       "      <td>71.2</td>\n",
       "      <td>43.2</td>\n",
       "      <td>114.8</td>\n",
       "      <td>9686.0</td>\n",
       "      <td>20789.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9686.0</td>\n",
       "      <td>20789.0</td>\n",
       "      <td>4634.0</td>\n",
       "      <td>5478.0</td>\n",
       "      <td>491.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>8406.0</td>\n",
       "      <td>3489.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4548.0</td>\n",
       "      <td>24006.0</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>474505.0</td>\n",
       "      <td>86439.0</td>\n",
       "      <td>190472.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86439.0</td>\n",
       "      <td>190472.0</td>\n",
       "      <td>44224.0</td>\n",
       "      <td>57912.0</td>\n",
       "      <td>12688.0</td>\n",
       "      <td>29901.0</td>\n",
       "      <td>103615.0</td>\n",
       "      <td>45401.0</td>\n",
       "      <td>7855.0</td>\n",
       "      <td>4532.0</td>\n",
       "      <td>18302.0</td>\n",
       "      <td>47396.0</td>\n",
       "      <td>217102.0</td>\n",
       "      <td>29409.0</td>\n",
       "      <td>12737.0</td>\n",
       "      <td>68180.0</td>\n",
       "      <td>131645.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18228.0</td>\n",
       "      <td>37651.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>14.720833</td>\n",
       "      <td>51.738585</td>\n",
       "      <td>2.355668</td>\n",
       "      <td>6.091552</td>\n",
       "      <td>9.882406</td>\n",
       "      <td>10.536889</td>\n",
       "      <td>0.355573</td>\n",
       "      <td>0.171829</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.001828</td>\n",
       "      <td>84.592917</td>\n",
       "      <td>46.591948</td>\n",
       "      <td>46.591948</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.591948</td>\n",
       "      <td>15.290446</td>\n",
       "      <td>5.354140</td>\n",
       "      <td>2.222293</td>\n",
       "      <td>10.436364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2836</th>\n",
       "      <td>Patrick Ewing</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>1060.0</td>\n",
       "      <td>38578.0</td>\n",
       "      <td>43.9</td>\n",
       "      <td>77.6</td>\n",
       "      <td>121.6</td>\n",
       "      <td>9341.0</td>\n",
       "      <td>18471.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>9322.0</td>\n",
       "      <td>18346.0</td>\n",
       "      <td>5188.0</td>\n",
       "      <td>7010.0</td>\n",
       "      <td>2613.0</td>\n",
       "      <td>8392.0</td>\n",
       "      <td>11005.0</td>\n",
       "      <td>2159.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2811.0</td>\n",
       "      <td>3396.0</td>\n",
       "      <td>3839.0</td>\n",
       "      <td>23889.0</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>329380.0</td>\n",
       "      <td>52397.0</td>\n",
       "      <td>112469.0</td>\n",
       "      <td>5510.0</td>\n",
       "      <td>15540.0</td>\n",
       "      <td>46887.0</td>\n",
       "      <td>96929.0</td>\n",
       "      <td>26261.0</td>\n",
       "      <td>35246.0</td>\n",
       "      <td>17572.0</td>\n",
       "      <td>40056.0</td>\n",
       "      <td>57628.0</td>\n",
       "      <td>32270.0</td>\n",
       "      <td>11365.0</td>\n",
       "      <td>6478.0</td>\n",
       "      <td>22167.0</td>\n",
       "      <td>32502.0</td>\n",
       "      <td>136565.0</td>\n",
       "      <td>39327.0</td>\n",
       "      <td>17592.0</td>\n",
       "      <td>56919.0</td>\n",
       "      <td>111263.0</td>\n",
       "      <td>14444.0</td>\n",
       "      <td>22522.0</td>\n",
       "      <td>37863.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>19.470588</td>\n",
       "      <td>55.413029</td>\n",
       "      <td>7.841918</td>\n",
       "      <td>24.858146</td>\n",
       "      <td>16.405665</td>\n",
       "      <td>10.115497</td>\n",
       "      <td>1.229969</td>\n",
       "      <td>4.957786</td>\n",
       "      <td>13.610459</td>\n",
       "      <td>28.377475</td>\n",
       "      <td>74.008559</td>\n",
       "      <td>50.571166</td>\n",
       "      <td>50.812166</td>\n",
       "      <td>15.200000</td>\n",
       "      <td>50.622598</td>\n",
       "      <td>21.178191</td>\n",
       "      <td>9.756206</td>\n",
       "      <td>1.914007</td>\n",
       "      <td>7.152941</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3015</th>\n",
       "      <td>Reggie Miller</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>44632.0</td>\n",
       "      <td>132.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>164.4</td>\n",
       "      <td>7775.0</td>\n",
       "      <td>16458.0</td>\n",
       "      <td>2395.0</td>\n",
       "      <td>6082.0</td>\n",
       "      <td>5380.0</td>\n",
       "      <td>10376.0</td>\n",
       "      <td>5864.0</td>\n",
       "      <td>6620.0</td>\n",
       "      <td>833.0</td>\n",
       "      <td>3110.0</td>\n",
       "      <td>3943.0</td>\n",
       "      <td>3954.0</td>\n",
       "      <td>1420.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>2280.0</td>\n",
       "      <td>2604.0</td>\n",
       "      <td>23809.0</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>329605.0</td>\n",
       "      <td>51248.0</td>\n",
       "      <td>109423.0</td>\n",
       "      <td>5715.0</td>\n",
       "      <td>16093.0</td>\n",
       "      <td>45533.0</td>\n",
       "      <td>93330.0</td>\n",
       "      <td>28865.0</td>\n",
       "      <td>37382.0</td>\n",
       "      <td>16760.0</td>\n",
       "      <td>40543.0</td>\n",
       "      <td>57303.0</td>\n",
       "      <td>32048.0</td>\n",
       "      <td>10504.0</td>\n",
       "      <td>6528.0</td>\n",
       "      <td>21548.0</td>\n",
       "      <td>32459.0</td>\n",
       "      <td>137076.0</td>\n",
       "      <td>38699.0</td>\n",
       "      <td>18116.0</td>\n",
       "      <td>56815.0</td>\n",
       "      <td>111944.0</td>\n",
       "      <td>15442.0</td>\n",
       "      <td>20485.0</td>\n",
       "      <td>37647.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>18.247059</td>\n",
       "      <td>61.455903</td>\n",
       "      <td>2.218454</td>\n",
       "      <td>7.830747</td>\n",
       "      <td>5.103288</td>\n",
       "      <td>14.686544</td>\n",
       "      <td>1.386638</td>\n",
       "      <td>0.419365</td>\n",
       "      <td>10.530789</td>\n",
       "      <td>21.691905</td>\n",
       "      <td>88.580060</td>\n",
       "      <td>47.241463</td>\n",
       "      <td>51.850424</td>\n",
       "      <td>39.378494</td>\n",
       "      <td>54.517560</td>\n",
       "      <td>18.202599</td>\n",
       "      <td>3.014526</td>\n",
       "      <td>3.022936</td>\n",
       "      <td>9.670588</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Charles Barkley</td>\n",
       "      <td>1053.0</td>\n",
       "      <td>994.0</td>\n",
       "      <td>38710.0</td>\n",
       "      <td>122.1</td>\n",
       "      <td>53.4</td>\n",
       "      <td>175.2</td>\n",
       "      <td>8329.0</td>\n",
       "      <td>15383.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>7797.0</td>\n",
       "      <td>13389.0</td>\n",
       "      <td>6278.0</td>\n",
       "      <td>8533.0</td>\n",
       "      <td>4189.0</td>\n",
       "      <td>8148.0</td>\n",
       "      <td>12337.0</td>\n",
       "      <td>4152.0</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>884.0</td>\n",
       "      <td>3332.0</td>\n",
       "      <td>3239.0</td>\n",
       "      <td>23468.0</td>\n",
       "      <td>1198.0</td>\n",
       "      <td>289895.0</td>\n",
       "      <td>48016.0</td>\n",
       "      <td>100150.0</td>\n",
       "      <td>4398.0</td>\n",
       "      <td>12874.0</td>\n",
       "      <td>43618.0</td>\n",
       "      <td>87276.0</td>\n",
       "      <td>27347.0</td>\n",
       "      <td>35650.0</td>\n",
       "      <td>16167.0</td>\n",
       "      <td>35265.0</td>\n",
       "      <td>51432.0</td>\n",
       "      <td>28894.0</td>\n",
       "      <td>10429.0</td>\n",
       "      <td>6168.0</td>\n",
       "      <td>19526.0</td>\n",
       "      <td>25254.0</td>\n",
       "      <td>127777.0</td>\n",
       "      <td>33905.0</td>\n",
       "      <td>16263.0</td>\n",
       "      <td>50168.0</td>\n",
       "      <td>103734.0</td>\n",
       "      <td>11736.0</td>\n",
       "      <td>18623.0</td>\n",
       "      <td>29328.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>24.486667</td>\n",
       "      <td>61.314110</td>\n",
       "      <td>12.530343</td>\n",
       "      <td>23.684013</td>\n",
       "      <td>18.187098</td>\n",
       "      <td>17.497468</td>\n",
       "      <td>1.786128</td>\n",
       "      <td>1.439201</td>\n",
       "      <td>14.828977</td>\n",
       "      <td>24.862488</td>\n",
       "      <td>73.573186</td>\n",
       "      <td>54.144185</td>\n",
       "      <td>58.234371</td>\n",
       "      <td>26.680040</td>\n",
       "      <td>55.873367</td>\n",
       "      <td>22.286800</td>\n",
       "      <td>11.716049</td>\n",
       "      <td>3.943020</td>\n",
       "      <td>11.680000</td>\n",
       "      <td>NBA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Player  G_Player      GS  MP_Player    OWS    DWS     WS  \\\n",
       "2107  Kareem Abdul-Jabbar    2109.0   625.0    80779.0  266.5  138.8  405.0   \n",
       "1213          Elvin Hayes    1955.0   129.0    77843.0   55.3  137.6  192.8   \n",
       "1963        John Havlicek    1992.0     0.0    75499.0  101.6  119.2  221.0   \n",
       "3769     Wilt Chamberlain    1466.0     0.0    66510.0  200.7  130.9  331.2   \n",
       "2802      Oscar Robertson    1541.0     0.0    63775.0  204.5   56.2  260.7   \n",
       "1816           Jerry West    1364.0     0.0    53235.0  179.8   57.7  238.1   \n",
       "2109          Karl Malone    1394.0  1389.0    51905.0  131.6   88.1  219.3   \n",
       "1324        Gail Goodrich    1738.0     0.0    58974.0  101.4   36.8  138.4   \n",
       "857             Dave Bing    1578.0     0.0    59004.0   84.4   41.5  125.6   \n",
       "2594       Michael Jordan    1072.0  1039.0    41011.0  149.9   64.2  213.9   \n",
       "2238          Kobe Bryant    1280.0  1136.0    46113.0  116.2   46.1  162.0   \n",
       "603           Chet Walker    1670.0     0.0    54618.0  136.2   65.8  202.7   \n",
       "2382           Lou Hudson    1482.0     0.0    51428.0  116.2   30.7  146.7   \n",
       "1141          Earl Monroe    1584.0     0.0    52221.0   87.5   49.9  137.8   \n",
       "1485            Hal Greer    1566.0     0.0    55704.0   85.3   53.4  138.7   \n",
       "3686         Walt Bellamy    1608.0     0.0    58173.0  142.3   43.3  185.8   \n",
       "363            Bob Lanier    1423.0   179.0    48759.0  116.2   61.8  178.3   \n",
       "1181        Eddie Johnson    1874.0   711.0    52579.0   72.0   34.5  106.5   \n",
       "3689         Walt Frazier    1508.0     0.0    57273.0  131.7   84.8  216.5   \n",
       "1036        Dirk Nowitzki    1312.0  1282.0    45735.0  135.5   57.7  193.2   \n",
       "2324         LeBron James    1061.0  1060.0    41272.0  143.8   61.6  205.6   \n",
       "2337        Lenny Wilkens    1681.0     0.0    59745.0  100.1   54.0  153.6   \n",
       "1202         Elgin Baylor    1064.0     0.0    42465.0   78.1   50.9  128.9   \n",
       "368            Bob McAdoo    1166.0     1.0    40941.0   90.6   47.6  138.2   \n",
       "2705         Moses Malone    1329.0   784.0    45071.0  112.6   54.6  167.1   \n",
       "1024             Dick Van    1606.0     0.0    56826.0  109.3   30.8  139.7   \n",
       "3494       Tiny Archibald    1309.0   268.0    48679.0  111.9   25.1  137.1   \n",
       "366              Bob Love    1453.0     0.0    47992.0   46.2   52.7   99.2   \n",
       "1043    Dominique Wilkins    1074.0   995.0    38113.0   82.3   35.3  117.7   \n",
       "2883        Pete Maravich    1101.0     4.0    40762.0   56.1   27.4   83.1   \n",
       "521         Calvin Murphy    1484.0     0.0    45292.0  102.8   27.9  130.8   \n",
       "1483      Hakeem Olajuwon    1194.0  1158.0    43173.0   68.3   92.8  161.0   \n",
       "3050           Rick Barry    1117.0     0.0    41175.0   85.0   51.5  136.3   \n",
       "3287     Shaquille O'Neal    1128.0  1118.0    38755.0  103.7   59.4  163.1   \n",
       "3546              Tom Van    1623.0     0.0    51764.0   44.2   23.6   67.8   \n",
       "68           Alex English    1193.0   753.0    38063.0   77.5   23.0  100.6   \n",
       "344         Bob Dandridge    1376.0     0.0    48921.0   80.1   57.1  137.3   \n",
       "2857          Paul Pierce    1270.0  1213.0    43297.0   81.7   60.3  142.0   \n",
       "1887                Jo Jo    1429.0     0.0    50859.0   36.6   60.5   96.7   \n",
       "3481           Tim Duncan    1318.0  1315.0    44493.0   93.3  100.0  193.3   \n",
       "305      Billy Cunningham    1147.0     0.0    40510.0   59.5   55.4  114.4   \n",
       "1753         Jeff Mullins    1443.0     0.0    46234.0   71.0   49.3  120.4   \n",
       "2727        Nate Thurmond    1588.0     0.0    59974.0   29.2  103.7  132.4   \n",
       "3340      Spencer Haywood    1164.0    88.0    41648.0   67.9   38.5  106.4   \n",
       "2196        Kevin Garnett    1381.0  1344.0    47175.0   93.9   85.9  179.9   \n",
       "545       Carmelo Anthony     976.0   976.0    35334.0   65.2   31.9   97.1   \n",
       "1614           Jack Marin    1570.0     0.0    46988.0   71.2   43.2  114.8   \n",
       "2836        Patrick Ewing    1128.0  1060.0    38578.0   43.9   77.6  121.6   \n",
       "3015        Reggie Miller    1308.0  1223.0    44632.0  132.4   32.0  164.4   \n",
       "568       Charles Barkley    1053.0   994.0    38710.0  122.1   53.4  175.2   \n",
       "\n",
       "      FG_Player  FGA_Player  3P_Player  3PA_Player  2P_Player  2PA_Player  \\\n",
       "2107    22653.0     40822.0        1.0        18.0    22652.0     40804.0   \n",
       "1213    17390.0     38790.0        5.0        34.0    17385.0     38756.0   \n",
       "1963    16993.0     38452.0        0.0         0.0    16993.0     38452.0   \n",
       "3769    15860.0     28776.0        0.0         0.0    15860.0     28776.0   \n",
       "2802    13266.0     27394.0        0.0         0.0    13266.0     27394.0   \n",
       "1816    13120.0     27488.0        0.0         0.0    13120.0     27488.0   \n",
       "2109    12776.0     24734.0       83.0       302.0    12693.0     24432.0   \n",
       "1324    13269.0     29116.0        0.0         0.0    13269.0     29116.0   \n",
       "857     12567.0     28479.0        0.0         0.0    12567.0     28479.0   \n",
       "2594    12192.0     24537.0      581.0      1778.0    11611.0     22759.0   \n",
       "2238    11165.0     25017.0     1781.0      5402.0     9384.0     19615.0   \n",
       "603     11527.0     24319.0        0.0         0.0    11527.0     24319.0   \n",
       "2382    12929.0     26397.0        0.0         0.0    12929.0     26397.0   \n",
       "1141    12153.0     26437.0        0.0         0.0    12153.0     26437.0   \n",
       "1485    11789.0     26052.0        0.0         0.0    11789.0     26052.0   \n",
       "3686    11211.0     21730.0        0.0         0.0    11211.0     21730.0   \n",
       "363     11929.0     23477.0        2.0        13.0    11927.0     23464.0   \n",
       "1181    11742.0     24797.0      666.0      1998.0    11076.0     22799.0   \n",
       "3689    11334.0     23096.0        0.0         1.0    11334.0     23095.0   \n",
       "1036    10173.0     21482.0     1664.0      4362.0     8509.0     17120.0   \n",
       "2324    10423.0     20803.0     1467.0      4295.0     8956.0     16508.0   \n",
       "2337     9945.0     22827.0        0.0         0.0     9945.0     22827.0   \n",
       "1202    10741.0     24679.0        0.0         0.0    10741.0     24679.0   \n",
       "368     10935.0     21747.0        3.0        37.0    10932.0     21710.0   \n",
       "2705     9435.0     19225.0        8.0        80.0     9427.0     19145.0   \n",
       "1024     9830.0     21073.0        0.0         0.0     9830.0     21073.0   \n",
       "3494     9845.0     21079.0       19.0        85.0     9826.0     20994.0   \n",
       "366     10559.0     24545.0        0.0         0.0    10559.0     24545.0   \n",
       "1043     9963.0     21589.0      711.0      2231.0     9252.0     19358.0   \n",
       "2883    10252.0     23172.0       10.0        15.0    10242.0     23157.0   \n",
       "521     10573.0     21940.0       10.0        72.0    10563.0     21868.0   \n",
       "1483    10556.0     20570.0       25.0       122.0    10531.0     20448.0   \n",
       "3050    10520.0     23380.0       73.0       221.0    10447.0     23159.0   \n",
       "3287    10374.0     17792.0        1.0        21.0    10373.0     17771.0   \n",
       "3546    10180.0     23410.0        0.0         0.0    10180.0     23410.0   \n",
       "68      10659.0     21036.0       18.0        83.0    10641.0     20953.0   \n",
       "344     10665.0     21910.0        2.0        12.0    10663.0     21898.0   \n",
       "2857     8182.0     18366.0     2047.0      5536.0     6135.0     12830.0   \n",
       "1887    10709.0     24070.0       12.0        38.0    10697.0     24032.0   \n",
       "3481     9657.0     19053.0       29.0       157.0     9628.0     18896.0   \n",
       "305      9245.0     20712.0        0.0         0.0     9245.0     20712.0   \n",
       "1753    10145.0     21838.0        0.0         0.0    10145.0     21838.0   \n",
       "2727     9283.0     21983.0        0.0         0.0     9283.0     21983.0   \n",
       "3340     9563.0     20656.0        1.0         8.0     9562.0     20648.0   \n",
       "2196     9746.0     19616.0      144.0       551.0     9602.0     19065.0   \n",
       "545      8616.0     19072.0     1172.0      3387.0     7444.0     15685.0   \n",
       "1614     9686.0     20789.0        0.0         0.0     9686.0     20789.0   \n",
       "2836     9341.0     18471.0       19.0       125.0     9322.0     18346.0   \n",
       "3015     7775.0     16458.0     2395.0      6082.0     5380.0     10376.0   \n",
       "568      8329.0     15383.0      532.0      1994.0     7797.0     13389.0   \n",
       "\n",
       "      FT_Player  FTA_Player  ORB_Player  DRB_Player  TRB_Player  AST_Player  \\\n",
       "2107     9566.0     13402.0      3728.0     12114.0     25984.0      8081.0   \n",
       "1213     8448.0     12578.0      3563.0      9533.0     26152.0      3746.0   \n",
       "1963     8910.0     10854.0      1018.0      2266.0     13012.0     10396.0   \n",
       "3769     7676.0     15456.0         0.0         0.0     32400.0      6806.0   \n",
       "2802    10478.0     12491.0       142.0       416.0     10543.0     14006.0   \n",
       "1816    10232.0     12548.0        60.0       172.0      7312.0      9740.0   \n",
       "2109     9198.0     12449.0      3393.0     10796.0     14189.0      4944.0   \n",
       "1324     7776.0      9601.0       738.0      1049.0      5756.0      8478.0   \n",
       "857      8153.0     10524.0       706.0      1257.0      6126.0      9889.0   \n",
       "2594     7327.0      8772.0      1668.0      5004.0      6672.0      5633.0   \n",
       "2238     8047.0      9608.0      1391.0      5240.0      6631.0      5983.0   \n",
       "603      8507.0     10505.0       490.0      1186.0     11459.0      3524.0   \n",
       "2382     5692.0      7123.0       680.0      1171.0      6960.0      4280.0   \n",
       "1141     6550.0      8151.0       386.0      1571.0      5077.0      6205.0   \n",
       "1485     6323.0      7919.0         0.0         0.0      7661.0      6527.0   \n",
       "3686     7273.0     11656.0       528.0       962.0     20828.0      3887.0   \n",
       "363      5663.0      7365.0      2554.0      6876.0     15434.0      4571.0   \n",
       "1181     5215.0      6356.0      2256.0      4098.0      6354.0      5986.0   \n",
       "3689     6207.0      7907.0       692.0      2635.0      9135.0      9428.0   \n",
       "1036     6815.0      7733.0      1339.0      9022.0     10361.0      3293.0   \n",
       "2324     6474.0      8752.0      1289.0      6418.0      7707.0      7461.0   \n",
       "2337     8701.0     11179.0       236.0       558.0      7757.0     12052.0   \n",
       "1202     6974.0      8969.0         0.0         0.0     13836.0      4725.0   \n",
       "368      5874.0      7688.0      2647.0      7910.0     12013.0      2754.0   \n",
       "2705     8531.0     11090.0      6731.0      9481.0     16212.0      1796.0   \n",
       "1024     7739.0      9744.0       345.0       866.0      6566.0      5563.0   \n",
       "3494     7666.0      9395.0       480.0      1399.0      3253.0      9975.0   \n",
       "366      5800.0      7177.0      1025.0      1947.0      8851.0      2149.0   \n",
       "1043     6031.0      7438.0      2950.0      4219.0      7169.0      2677.0   \n",
       "2883     6063.0      7430.0       663.0      2280.0      4743.0      6073.0   \n",
       "521      5412.0      6112.0       654.0      1367.0      3325.0      6966.0   \n",
       "1483     5354.0      7509.0      3969.0      9505.0     13474.0      2997.0   \n",
       "3050     5274.0      5851.0       779.0      3589.0      7388.0      5888.0   \n",
       "3287     5503.0     10428.0      3873.0      8148.0     12021.0      2727.0   \n",
       "3546     5861.0      7670.0       447.0      1451.0      7050.0      3705.0   \n",
       "68       4277.0      5141.0      2778.0      3760.0      6538.0      4351.0   \n",
       "344      4171.0      5369.0      1338.0      3477.0      9755.0      4521.0   \n",
       "2857     6559.0      8128.0      1009.0      6122.0      7131.0      4487.0   \n",
       "1887     3457.0      4185.0       729.0      2240.0      5779.0      6912.0   \n",
       "3481     5437.0      7865.0      3597.0     10576.0     14173.0      3991.0   \n",
       "305      6124.0      8433.0       318.0      1428.0     12088.0      4838.0   \n",
       "1753     4282.0      5217.0       288.0       574.0      6295.0      5710.0   \n",
       "2727     5832.0      8669.0      1367.0      3401.0     23675.0      4547.0   \n",
       "3340     5145.0      6421.0      2243.0      4993.0     11870.0      2212.0   \n",
       "2196     4578.0      5786.0      2986.0     10720.0     13706.0      5044.0   \n",
       "545      5752.0      7075.0      1742.0      4687.0      6429.0      3057.0   \n",
       "1614     4634.0      5478.0       491.0      1286.0      8406.0      3489.0   \n",
       "2836     5188.0      7010.0      2613.0      8392.0     11005.0      2159.0   \n",
       "3015     5864.0      6620.0       833.0      3110.0      3943.0      3954.0   \n",
       "568      6278.0      8533.0      4189.0      8148.0     12337.0      4152.0   \n",
       "\n",
       "      STL_Player  BLK_Player  TOV_Player  PF_Player  PTS_Player  G_Team  \\\n",
       "2107      1456.0      4022.0      2527.0     6382.0     54873.0  2214.0   \n",
       "1213      1212.0      2400.0      1358.0     6202.0     43233.0  1968.0   \n",
       "1963       778.0       194.0       204.0     5185.0     42896.0  2041.0   \n",
       "3769         0.0         0.0         0.0     2969.0     39396.0  1699.0   \n",
       "2802       154.0         8.0         0.0     4154.0     37010.0  1708.0   \n",
       "1816       162.0        46.0         0.0     3510.0     36472.0  1708.0   \n",
       "2109      2006.0      1074.0      4293.0     4349.0     34833.0  1444.0   \n",
       "1324       896.0       107.0       390.0     4847.0     34314.0  1883.0   \n",
       "857        826.0       155.0       216.0     4616.0     33287.0  1721.0   \n",
       "2594      2514.0       893.0      2924.0     2783.0     32292.0  1230.0   \n",
       "2238      1838.0       578.0      3828.0     3133.0     32158.0  1510.0   \n",
       "603        234.0        20.0         0.0     4332.0     31561.0  1713.0   \n",
       "2382       813.0       146.0       249.0     4112.0     31550.0  1803.0   \n",
       "1141       726.0       191.0       305.0     4277.0     30856.0  1968.0   \n",
       "1485         0.0         0.0         0.0     5371.0     29901.0  1691.0   \n",
       "3686       104.0        96.0         0.0     5379.0     29695.0  2201.0   \n",
       "363       1041.0      1605.0      1112.0     4608.0     29523.0  1722.0   \n",
       "1181      1500.0       269.0      3793.0     4668.0     29365.0  2428.0   \n",
       "3689      1138.0       101.0       139.0     4018.0     28875.0  1804.0   \n",
       "1036      1095.0      1150.0      2284.0     3123.0     28825.0  1428.0   \n",
       "2324      1749.0       817.0      3619.0     1977.0     28787.0  1132.0   \n",
       "2337       348.0        52.0         0.0     4938.0     28591.0  1872.0   \n",
       "1202         0.0         0.0         0.0     3190.0     28456.0  1527.0   \n",
       "368       1024.0      1727.0      1223.0     3810.0     27747.0  1722.0   \n",
       "2705      1089.0      1733.0      3804.0     3076.0     27409.0  1640.0   \n",
       "1024       493.0        83.0         0.0     4557.0     27399.0  1719.0   \n",
       "3494      1020.0       110.0      1123.0     3057.0     27375.0  1558.0   \n",
       "366        442.0       106.0         0.0     3987.0     26918.0  1967.0   \n",
       "1043      1378.0       642.0      2669.0     2061.0     26668.0  1280.0   \n",
       "2883       905.0       162.0       530.0     3240.0     26577.0  1394.0   \n",
       "521       1601.0        65.0       822.0     4907.0     26568.0  1558.0   \n",
       "1483      2121.0      3760.0      3594.0     4295.0     26491.0  1362.0   \n",
       "3050      1703.0       369.0       574.0     3214.0     26387.0  1145.0   \n",
       "3287       703.0      2493.0      3087.0     3891.0     26252.0  1526.0   \n",
       "3546       440.0        29.0         0.0     5189.0     26221.0  2211.0   \n",
       "68        1067.0       833.0      2821.0     3027.0     25613.0  1312.0   \n",
       "344       1005.0       430.0       630.0     4946.0     25503.0  1640.0   \n",
       "2857      1600.0       683.0      3354.0     3406.0     24970.0  1427.0   \n",
       "1887      1044.0       187.0       550.0     3515.0     24887.0  1886.0   \n",
       "3481       959.0      2855.0      3139.0     3094.0     24780.0  1428.0   \n",
       "305        230.0        90.0         0.0     4301.0     24614.0  1309.0   \n",
       "1753       280.0        74.0         0.0     4007.0     24572.0  1717.0   \n",
       "2727       234.0      1025.0         0.0     4298.0     24398.0  2043.0   \n",
       "3340       527.0       923.0       716.0     3298.0     24272.0  1558.0   \n",
       "2196      1739.0      1911.0      2911.0     3356.0     24214.0  1673.0   \n",
       "545       1030.0       471.0      2725.0     2833.0     24156.0  1214.0   \n",
       "1614       297.0       112.0         0.0     4548.0     24006.0  1967.0   \n",
       "2836      1100.0      2811.0      3396.0     3839.0     23889.0  1362.0   \n",
       "3015      1420.0       274.0      2280.0     2604.0     23809.0  1362.0   \n",
       "568       1634.0       884.0      3332.0     3239.0     23468.0  1198.0   \n",
       "\n",
       "       MP_Team   FG_Team  FGA_Team  3P_Team  3PA_Team   2P_Team  2PA_Team  \\\n",
       "2107  534085.0  101705.0  203616.0    879.0    2906.0  100826.0  200710.0   \n",
       "1213  474645.0   86209.0  190584.0    285.0    1080.0   85924.0  189504.0   \n",
       "1963  453465.0   91284.0  206610.0      0.0       0.0   91284.0  206610.0   \n",
       "3769  314950.0   77934.0  170603.0      0.0       0.0   77934.0  170603.0   \n",
       "2802  335235.0   77928.0  165935.0      0.0       0.0   77928.0  165935.0   \n",
       "1816  335385.0   76458.0  166494.0      0.0       0.0   76458.0  166494.0   \n",
       "2109  348635.0   56001.0  116071.0   3853.0   11144.0   52148.0  104927.0   \n",
       "1324  454170.0   83781.0  181015.0      0.0       0.0   83781.0  181015.0   \n",
       "857   415540.0   73937.0  161962.0      0.0       0.0   73937.0  161962.0   \n",
       "2594  297075.0   50053.0  104246.0   3591.0   10264.0   46462.0   93982.0   \n",
       "2238  365350.0   56743.0  124416.0  10180.0   28953.0   46563.0   95463.0   \n",
       "603   374970.0   74565.0  165990.0      0.0       0.0   74565.0  165990.0   \n",
       "2382  434970.0   78485.0  169857.0      0.0       0.0   78485.0  169857.0   \n",
       "1141  475020.0   86928.0  189738.0     42.0     191.0   86886.0  189547.0   \n",
       "1485  295250.0   76433.0  172829.0      0.0       0.0   76433.0  172829.0   \n",
       "3686  472990.0   96424.0  211752.0      0.0       0.0   96424.0  211752.0   \n",
       "363   415605.0   74300.0  157711.0    282.0    1070.0   74018.0  156641.0   \n",
       "1181  586795.0  100434.0  208956.0   4715.0   14094.0   95719.0  194862.0   \n",
       "3689  435135.0   78790.0  170626.0     36.0     187.0   78754.0  170439.0   \n",
       "1036  345370.0   54011.0  117755.0  10405.0   28678.0   43606.0   89077.0   \n",
       "2324  273930.0   42160.0   90775.0   8420.0   22962.0   33740.0   67813.0   \n",
       "2337  374845.0   80442.0  180788.0      0.0       0.0   80442.0  180788.0   \n",
       "1202  256365.0   67725.0  150218.0      0.0       0.0   67725.0  150218.0   \n",
       "368   415305.0   76117.0  157115.0    326.0    1376.0   75791.0  155739.0   \n",
       "2705  396175.0   68505.0  143960.0   2351.0    7378.0   66154.0  136582.0   \n",
       "1024  415185.0   74540.0  164276.0      0.0       0.0   74540.0  164276.0   \n",
       "3494  375745.0   66295.0  141766.0    374.0    1265.0   65921.0  140501.0   \n",
       "366   474655.0   81882.0  185356.0      0.0       0.0   81882.0  185356.0   \n",
       "1043  308950.0   51696.0  109949.0   2974.0    9293.0   48722.0  100656.0   \n",
       "2883  336310.0   59629.0  129286.0    221.0     607.0   59408.0  128679.0   \n",
       "521   375595.0   67732.0  145983.0    242.0     944.0   67490.0  145039.0   \n",
       "1483  328880.0   54322.0  115064.0   5816.0   16893.0   48506.0   98171.0   \n",
       "3050  276175.0   51676.0  112102.0    104.0     379.0   51572.0  111723.0   \n",
       "3287  369190.0   58396.0  122734.0   9193.0   25402.0   49203.0   97332.0   \n",
       "3546  533590.0   95380.0  212929.0      0.0       0.0   95380.0  212929.0   \n",
       "68    317030.0   59664.0  124806.0   1433.0    4690.0   58231.0  120116.0   \n",
       "344   395750.0   73932.0  153169.0    187.0     643.0   73745.0  152526.0   \n",
       "2857  345355.0   51757.0  113028.0   9957.0   27503.0   41800.0   85525.0   \n",
       "1887  454890.0   82766.0  180385.0    996.0    2804.0   81770.0  177581.0   \n",
       "3481  344995.0   53022.0  113353.0   9458.0   25212.0   43564.0   88141.0   \n",
       "305   315835.0   58774.0  128980.0      0.0       0.0   58774.0  128980.0   \n",
       "1753  414005.0   75208.0  169978.0      0.0       0.0   75208.0  169978.0   \n",
       "2727  473645.0   87028.0  199316.0      0.0       0.0   87028.0  199316.0   \n",
       "3340  376170.0   67445.0  144884.0    149.0     573.0   67296.0  144311.0   \n",
       "2196  404795.0   61910.0  134058.0   8517.0   24032.0   53393.0  110026.0   \n",
       "545   293085.0   45583.0  100192.0   8614.0   24170.0   36969.0   76022.0   \n",
       "1614  474505.0   86439.0  190472.0      0.0       0.0   86439.0  190472.0   \n",
       "2836  329380.0   52397.0  112469.0   5510.0   15540.0   46887.0   96929.0   \n",
       "3015  329605.0   51248.0  109423.0   5715.0   16093.0   45533.0   93330.0   \n",
       "568   289895.0   48016.0  100150.0   4398.0   12874.0   43618.0   87276.0   \n",
       "\n",
       "      FT_Team  FTA_Team  ORB_Team  DRB_Team  TRB_Team  AST_Team  STL_Team  \\\n",
       "2107  44146.0   58302.0   21130.0   50170.0  105854.0   60593.0   13900.0   \n",
       "1213  40616.0   55565.0   17017.0   37550.0  100839.0   47132.0    9666.0   \n",
       "1963  46420.0   61168.0   10600.0   23806.0  120880.0   50336.0    4717.0   \n",
       "3769  41856.0   60934.0       0.0       0.0  107517.0   43089.0       0.0   \n",
       "2802  40549.0   53961.0    2266.0    5762.0   99729.0   43393.0    1452.0   \n",
       "1816  43675.0   59442.0    2730.0    5940.0  101547.0   42462.0    1588.0   \n",
       "2109  32747.0   43311.0   17742.0   43217.0   60959.0   37955.0   12603.0   \n",
       "1324  45139.0   60829.0   11410.0   25617.0  102526.0   47704.0    6481.0   \n",
       "857   39349.0   53436.0    8862.0   21624.0   87501.0   37621.0    5621.0   \n",
       "2594  24199.0   31810.0   17279.0   35691.0   52970.0   30723.0   10578.0   \n",
       "2238  29328.0   40055.0   18051.0   47622.0   65673.0   33776.0   11443.0   \n",
       "603   42813.0   58013.0    4500.0   10804.0   97563.0   41528.0    2864.0   \n",
       "2382  41976.0   57439.0   11141.0   23526.0   93606.0   43383.0    6912.0   \n",
       "1141  41405.0   54668.0   10514.0   26302.0   99962.0   44938.0    6674.0   \n",
       "1485  44582.0   61013.0       0.0       0.0  104681.0   39357.0       0.0   \n",
       "3686  54353.0   75003.0    4768.0   10656.0  121925.0   50910.0    2966.0   \n",
       "363   36161.0   48151.0   17644.0   37454.0   79094.0   40720.0   11596.0   \n",
       "1181  53882.0   70604.0   34063.0   70577.0  104640.0   60244.0   20735.0   \n",
       "3689  36778.0   48964.0   10621.0   26193.0   87294.0   42392.0    6420.0   \n",
       "1036  26246.0   33059.0   15354.0   44863.0   60217.0   30942.0   10749.0   \n",
       "2324  20973.0   28195.0   12331.0   35663.0   47994.0   24291.0    8431.0   \n",
       "2337  45551.0   61325.0    4648.0   10500.0  105902.0   46150.0    2706.0   \n",
       "1202  40595.0   55437.0       0.0       0.0   94334.0   36317.0       0.0   \n",
       "368   35414.0   47141.0   21702.0   48651.0   78669.0   45168.0   14464.0   \n",
       "2705  36895.0   48232.0   24981.0   47623.0   72604.0   39476.0   14808.0   \n",
       "1024  42797.0   57263.0    8153.0   18423.0   89991.0   41422.0    5100.0   \n",
       "3494  33763.0   44302.0   14791.0   33164.0   71021.0   37514.0    9629.0   \n",
       "366   45441.0   59977.0   11054.0   23941.0  103163.0   45689.0    6551.0   \n",
       "1043  27422.0   36441.0   19012.0   36764.0   55776.0   30562.0   11273.0   \n",
       "2883  31120.0   41531.0   13132.0   29441.0   68025.0   33121.0    7966.0   \n",
       "521   32745.0   42333.0   15628.0   32119.0   74105.0   38747.0    8970.0   \n",
       "1483  26747.0   35862.0   18040.0   41333.0   59373.0   33400.0   11641.0   \n",
       "3050  23542.0   30733.0   13421.0   27591.0   61523.0   28598.0    8327.0   \n",
       "3287  29688.0   42067.0   17663.0   47045.0   64708.0   35615.0   11499.0   \n",
       "3546  50705.0   68410.0   11155.0   23543.0  115588.0   50380.0    6482.0   \n",
       "68    30517.0   39238.0   19584.0   39122.0   58706.0   35029.0   12386.0   \n",
       "344   31679.0   42590.0   14030.0   32443.0   81027.0   42226.0    8080.0   \n",
       "2857  26531.0   35303.0   14067.0   44068.0   58135.0   31267.0   11825.0   \n",
       "1887  38702.0   50503.0   18619.0   40570.0   96055.0   48148.0   10019.0   \n",
       "3481  25175.0   34010.0   14876.0   46076.0   60952.0   31754.0   10399.0   \n",
       "305   32638.0   45778.0    5170.0   10780.0   74593.0   31045.0    2770.0   \n",
       "1753  39408.0   52194.0    8288.0   17602.0  101055.0   40193.0    5136.0   \n",
       "2727  45537.0   61222.0   11418.0   24833.0  117982.0   46531.0    5781.0   \n",
       "3340  31993.0   42237.0   14793.0   34157.0   74430.0   38428.0    9343.0   \n",
       "2196  30745.0   39941.0   17785.0   50964.0   68749.0   38608.0   12668.0   \n",
       "545   24016.0   31355.0   13507.0   37575.0   51082.0   26488.0    9794.0   \n",
       "1614  44224.0   57912.0   12688.0   29901.0  103615.0   45401.0    7855.0   \n",
       "2836  26261.0   35246.0   17572.0   40056.0   57628.0   32270.0   11365.0   \n",
       "3015  28865.0   37382.0   16760.0   40543.0   57303.0   32048.0   10504.0   \n",
       "568   27347.0   35650.0   16167.0   35265.0   51432.0   28894.0   10429.0   \n",
       "\n",
       "      BLK_Team  TOV_Team  PF_Team  PTS_Team  DRB_opp  ORB_opp   TRB_opp  \\\n",
       "2107    9026.0   29197.0  51169.0  248435.0  45688.0  24110.0   93482.0   \n",
       "1213    6091.0   21634.0  46982.0  213319.0  37413.0  16547.0   79698.0   \n",
       "1963    2264.0   13385.0  51094.0  228988.0  21098.0   8708.0   54764.0   \n",
       "3769       0.0       0.0  38624.0  197724.0      0.0      0.0   25886.0   \n",
       "2802    1038.0    3388.0  41876.0  196405.0   4974.0   2538.0   31196.0   \n",
       "1816    1306.0    3826.0  39741.0  196591.0   5572.0   3050.0   34508.0   \n",
       "2109    8350.0   23366.0  34297.0  148602.0  39954.0  18745.0   58699.0   \n",
       "1324    4638.0   15784.0  45256.0  212701.0  25052.0  12739.0   63677.0   \n",
       "857     3296.0   13313.0  41625.0  187223.0  20878.0   9153.0   55407.0   \n",
       "2594    5999.0   18290.0  27501.0  127896.0  34056.0  15681.0   49737.0   \n",
       "2238    7959.0   21478.0  31928.0  152994.0  46521.0  17965.0   64486.0   \n",
       "603     1390.0    6344.0  41278.0  191943.0  10762.0   4288.0   38798.0   \n",
       "2382    2911.0   14748.0  44300.0  198946.0  24284.0  10768.0   59912.0   \n",
       "1141    3272.0   15142.0  47422.0  215303.0  27334.0  11295.0   72525.0   \n",
       "1485       0.0       0.0  44242.0  197448.0      0.0      0.0   26964.0   \n",
       "3686    1176.0    7250.0  56199.0  247201.0  11356.0   4670.0   40886.0   \n",
       "363     6679.0   24323.0  42338.0  185043.0  37310.0  18523.0   81209.0   \n",
       "1181   12914.0   42097.0  61380.0  259465.0  69819.0  34365.0  104184.0   \n",
       "3689    3107.0   14288.0  43872.0  194394.0  27794.0  11090.0   64604.0   \n",
       "1036    7182.0   18673.0  29541.0  144673.0  45009.0  16515.0   61524.0   \n",
       "2324    5607.0   15903.0  22820.0  113713.0  33707.0  11954.0   45661.0   \n",
       "2337    1384.0    6756.0  47221.0  206435.0  10748.0   4688.0   40344.0   \n",
       "1202       0.0       0.0  36092.0  176045.0      0.0      0.0   17684.0   \n",
       "368     8619.0   31950.0  41894.0  187974.0  47344.0  23257.0   79157.0   \n",
       "2705    8933.0   28770.0  38006.0  176256.0  47216.0  24051.0   71267.0   \n",
       "1024    2288.0   12386.0  44494.0  191877.0  18294.0   8130.0   51066.0   \n",
       "3494    5308.0   20747.0  38760.0  166727.0  33213.0  15108.0   74049.0   \n",
       "366     3202.0   14111.0  47470.0  209205.0  24527.0   9609.0   57884.0   \n",
       "1043    6920.0   20713.0  29697.0  133788.0  37356.0  18324.0   55680.0   \n",
       "2883    3962.0   18814.0  34579.0  150599.0  29822.0  13438.0   68120.0   \n",
       "521     4864.0   20604.0  38560.0  168451.0  31714.0  14965.0   72641.0   \n",
       "1483    7968.0   22645.0  29928.0  141207.0  39725.0  18884.0   58609.0   \n",
       "3050    3958.0   16209.0  27722.0  126998.0  26246.0  12317.0   47093.0   \n",
       "3287    8472.0   22513.0  32979.0  155673.0  44706.0  18658.0   63364.0   \n",
       "3546    2320.0   14548.0  55563.0  241465.0  25462.0  10846.0   71402.0   \n",
       "68      6445.0   22335.0  33181.0  151278.0  42574.0  19758.0   62332.0   \n",
       "344     5193.0   18788.0  38440.0  179730.0  30774.0  14484.0   68942.0   \n",
       "2857    6479.0   21340.0  31663.0  140002.0  44318.0  16003.0   60321.0   \n",
       "1887    4807.0   23244.0  45914.0  205230.0  37915.0  16263.0   79136.0   \n",
       "3481    8032.0   20002.0  27595.0  140677.0  42937.0  15462.0   58399.0   \n",
       "305     1260.0    6640.0  33448.0  150186.0  10930.0   5204.0   33732.0   \n",
       "1753    2462.0    9992.0  41952.0  189824.0  16180.0   7400.0   49482.0   \n",
       "2727    3434.0   13140.0  49042.0  219593.0  24611.0   9800.0   60313.0   \n",
       "3340    4907.0   20700.0  37286.0  167032.0  34918.0  15718.0   75630.0   \n",
       "2196    8350.0   24280.0  36284.0  163082.0  50025.0  19486.0   69511.0   \n",
       "545     6434.0   17497.0  26120.0  123796.0  37944.0  13943.0   51887.0   \n",
       "1614    4532.0   18302.0  47396.0  217102.0  29409.0  12737.0   68180.0   \n",
       "2836    6478.0   22167.0  32502.0  136565.0  39327.0  17592.0   56919.0   \n",
       "3015    6528.0   21548.0  32459.0  137076.0  38699.0  18116.0   56815.0   \n",
       "568     6168.0   19526.0  25254.0  127777.0  33905.0  16263.0   50168.0   \n",
       "\n",
       "       FGA_opp  3PA_opp  TOV_opp  FTA_opp  Championships  Runner-Ups  ROY  \\\n",
       "2107  194966.0   3107.0  27660.0  52304.0              6           4    2   \n",
       "1213  154405.0    874.0  21185.0  42833.0              1           2    0   \n",
       "1963  111139.0      0.0  11773.0  31802.0              8           0    0   \n",
       "3769   50946.0      0.0      0.0  11324.0              2           4    1   \n",
       "2802   64152.0      0.0   3108.0  16864.0              1           1    1   \n",
       "1816   67674.0      0.0   3438.0  15412.0              1           8    0   \n",
       "2109  118056.0  16535.0  23333.0  40932.0              0           3    0   \n",
       "1324  123151.0      0.0  14504.0  30849.0              1           3    0   \n",
       "857   108062.0      0.0  12628.0  29733.0              0           0    1   \n",
       "2594  101622.0  11631.0  19579.0  31730.0              6           0    1   \n",
       "2238  126210.0  27582.0  21127.0  36706.0              4           2    0   \n",
       "603    72624.0      0.0   6920.0  21320.0              1           0    0   \n",
       "2382  116685.0      0.0  15268.0  34156.0              0           0    0   \n",
       "1141  136781.0    198.0  15543.0  41878.0              1           2    2   \n",
       "1485   47806.0      0.0      0.0  16994.0              1           0    0   \n",
       "3686   78964.0      0.0   7540.0  24178.0              0           0    1   \n",
       "363   158989.0   1346.0  24679.0  47548.0              0           0    0   \n",
       "1181  208655.0  14667.0  42376.0  71880.0              0           0    0   \n",
       "3689  119962.0    223.0  15313.0  35855.0              2           1    0   \n",
       "1036  116459.0  26416.0  20867.0  34989.0              1           1    0   \n",
       "2324   91419.0  21848.0  15945.0  26195.0              3           5    1   \n",
       "2337   77326.0      0.0   6522.0  22996.0              0           1    0   \n",
       "1202   34128.0      0.0      0.0   8158.0              1           8    1   \n",
       "368   161407.0   1690.0  30633.0  46310.0              2           2    2   \n",
       "2705  145328.0   7482.0  28546.0  43461.0              1           1    0   \n",
       "1024   99628.0      0.0  11773.0  32265.0              0           1    0   \n",
       "3494  142591.0    984.0  20907.0  44486.0              1           0    0   \n",
       "366   108024.0      0.0  15128.0  32463.0              0           0    0   \n",
       "1043  109394.0   9801.0  21287.0  34554.0              0           0    0   \n",
       "2883  131974.0    470.0  18671.0  40440.0              0           0    0   \n",
       "521   143830.0    713.0  19965.0  43964.0              0           1    0   \n",
       "1483  117705.0  13235.0  21486.0  34549.0              2           1    0   \n",
       "3050   93015.0    215.0  16277.0  25662.0              1           1    1   \n",
       "3287  126218.0  23596.0  21894.0  39057.0              3           2    1   \n",
       "3546  130362.0      0.0  15421.0  39719.0              0           0    0   \n",
       "68    121387.0   4089.0  25359.0  40040.0              0           0    0   \n",
       "344   140757.0    614.0  17461.0  37985.0              2           2    0   \n",
       "2857  114127.0  26166.0  22143.0  37044.0              1           1    0   \n",
       "1887  159642.0   2987.0  22154.0  47380.0              3           0    0   \n",
       "3481  116211.0  20834.0  19902.0  30490.0              5           1    1   \n",
       "305    61782.0      0.0   6742.0  20904.0              1           0    0   \n",
       "1753   95962.0      0.0   9764.0  25774.0              1           1    0   \n",
       "2727  114898.0      0.0  13784.0  31759.0              0           2    0   \n",
       "3340  146934.0    620.0  20743.0  43817.0              1           0    0   \n",
       "2196  135228.0  29536.0  24738.0  41201.0              1           1    0   \n",
       "545   100467.0  24339.0  18327.0  30293.0              0           0    0   \n",
       "1614  131645.0      0.0  18228.0  37651.0              0           1    0   \n",
       "2836  111263.0  14444.0  22522.0  37863.0              0           2    1   \n",
       "3015  111944.0  15442.0  20485.0  37647.0              0           0    0   \n",
       "568   103734.0  11736.0  18623.0  29328.0              0           1    0   \n",
       "\n",
       "      6Man  1st Team All NBA  2nd Team All NBA  3rd Team All NBA  Finals MVPs  \\\n",
       "2107     0                15                 6                 0            2   \n",
       "1213     0                 4                 6                 0            0   \n",
       "1963     0                 8                12                 0            1   \n",
       "3769     0                 8                 5                 0            1   \n",
       "2802     0                11                 4                 0            0   \n",
       "1816     0                14                 4                 0            0   \n",
       "2109     0                11                 1                 1            0   \n",
       "1324     0                 2                 0                 0            0   \n",
       "857      0                 4                 2                 0            0   \n",
       "2594     0                10                 1                 0            6   \n",
       "2238     0                11                 1                 2            2   \n",
       "603      0                 0                 0                 0            0   \n",
       "2382     0                 0                 2                 0            0   \n",
       "1141     0                 2                 0                 0            0   \n",
       "1485     0                 0                 9                 0            0   \n",
       "3686     0                 0                 0                 0            0   \n",
       "363      0                 0                 0                 0            0   \n",
       "1181     0                 0                 0                 0            0   \n",
       "3689     0                 8                 4                 0            0   \n",
       "1036     0                 4                 5                 3            1   \n",
       "2324     0                11                 2                 0            3   \n",
       "2337     0                 0                 0                 0            0   \n",
       "1202     0                12                 0                 0            0   \n",
       "368      0                 2                 2                 0            0   \n",
       "2705     0                 4                 4                 0            1   \n",
       "1024     0                 0                 0                 0            0   \n",
       "3494     0                 6                 3                 0            0   \n",
       "366      0                 0                 4                 0            0   \n",
       "1043     0                 1                 4                 3            0   \n",
       "2883     0                 3                 3                 0            0   \n",
       "521      0                 0                 0                 0            0   \n",
       "1483     0                 6                 3                 3            2   \n",
       "3050     0                 8                 2                 0            1   \n",
       "3287     0                 7                 2                 4            2   \n",
       "3546     0                 0                 0                 0            0   \n",
       "68       0                 0                 3                 0            0   \n",
       "344      0                 0                 1                 0            0   \n",
       "2857     0                 0                 1                 3            1   \n",
       "1887     0                 0                 0                 0            0   \n",
       "3481     0                 9                 3                 2            3   \n",
       "305      0                 6                 2                 0            0   \n",
       "1753     0                 0                 0                 0            0   \n",
       "2727     0                 0                 0                 0            0   \n",
       "3340     0                 4                 4                 0            0   \n",
       "2196     0                 3                 3                 2            0   \n",
       "545      0                 0                 2                 4            0   \n",
       "1614     0                 0                 0                 0            0   \n",
       "2836     0                 1                 6                 0            0   \n",
       "3015     0                 0                 0                 3            0   \n",
       "568      0                 5                 5                 1            0   \n",
       "\n",
       "      Playoff Leading PTS  Playoff Leading RBS  Playoff Leading ASTS  \\\n",
       "2107                    0                    3                     1   \n",
       "1213                    0                    1                     1   \n",
       "1963                    0                    1                     0   \n",
       "3769                    0                    1                     6   \n",
       "2802                    0                    0                     0   \n",
       "1816                    0                    5                     0   \n",
       "2109                    0                    0                     1   \n",
       "1324                    0                    0                     0   \n",
       "857                     0                    0                     0   \n",
       "2594                    0                    8                     0   \n",
       "2238                    0                    4                     0   \n",
       "603                     0                    0                     0   \n",
       "2382                    0                    0                     0   \n",
       "1141                    0                    1                     0   \n",
       "1485                    0                    0                     0   \n",
       "3686                    0                    0                     0   \n",
       "363                     0                    0                     0   \n",
       "1181                    0                    0                     0   \n",
       "3689                    0                    1                     0   \n",
       "1036                    0                    1                     1   \n",
       "2324                    0                    5                     1   \n",
       "2337                    0                    0                     0   \n",
       "1202                    0                    4                     0   \n",
       "368                     0                    0                     0   \n",
       "2705                    0                    1                     2   \n",
       "1024                    0                    0                     0   \n",
       "3494                    0                    0                     0   \n",
       "366                     0                    0                     0   \n",
       "1043                    0                    0                     0   \n",
       "2883                    0                    0                     0   \n",
       "521                     0                    0                     0   \n",
       "1483                    0                    3                     1   \n",
       "3050                    0                    2                     0   \n",
       "3287                    0                    1                     2   \n",
       "3546                    0                    0                     0   \n",
       "68                      0                    0                     0   \n",
       "344                     0                    0                     0   \n",
       "2857                    0                    0                     0   \n",
       "1887                    0                    0                     0   \n",
       "3481                    0                    2                     6   \n",
       "305                     0                    0                     0   \n",
       "1753                    0                    0                     0   \n",
       "2727                    0                    0                     0   \n",
       "3340                    0                    0                     0   \n",
       "2196                    0                    0                     1   \n",
       "545                     0                    0                     0   \n",
       "1614                    0                    0                     0   \n",
       "2836                    0                    0                     1   \n",
       "3015                    0                    0                     0   \n",
       "568                     0                    0                     1   \n",
       "\n",
       "      Playoff Leading WS AllStarSelections dpoy_count mip_count  \\\n",
       "2107                   0                19          0         0   \n",
       "1213                   0                12          0         0   \n",
       "1963                   1                13          0         0   \n",
       "3769                   1                13          0         0   \n",
       "2802                   2                12          0         0   \n",
       "1816                   3                14          0         0   \n",
       "2109                   0                14          0         0   \n",
       "1324                   0                 5          0         0   \n",
       "857                    0                 7          0         0   \n",
       "2594                   0                14          1         0   \n",
       "2238                   0                18          0         0   \n",
       "603                    0                 7          0         0   \n",
       "2382                   0                 6          0         0   \n",
       "1141                   0                 4          0         0   \n",
       "1485                   0                10          0         0   \n",
       "3686                   0                 4          0         0   \n",
       "363                    0                 8          0         0   \n",
       "1181                   0                 2          0         0   \n",
       "3689                   1                 7          0         0   \n",
       "1036                   0                14          0         0   \n",
       "2324                   4                16          0         0   \n",
       "2337                   0                 9          0         0   \n",
       "1202                   0                11          0         0   \n",
       "368                    0                 5          0         0   \n",
       "2705                   0                12          0         0   \n",
       "1024                   0                 0          0         0   \n",
       "3494                   0                 0          0         0   \n",
       "366                    0                 3          0         0   \n",
       "1043                   0                 9          0         0   \n",
       "2883                   0                 5          0         0   \n",
       "521                    0                 1          0         0   \n",
       "1483                   0                12          2         0   \n",
       "3050                   0                 8          0         0   \n",
       "3287                   0                15          0         0   \n",
       "3546                   0                 0          0         0   \n",
       "68                     0                 8          0         0   \n",
       "344                    0                 4          0         0   \n",
       "2857                   0                10          0         0   \n",
       "1887                   0                 0          0         0   \n",
       "3481                   0                15          0         0   \n",
       "305                    0                 4          0         0   \n",
       "1753                   0                 3          0         0   \n",
       "2727                   0                 7          0         0   \n",
       "3340                   0                 4          0         0   \n",
       "2196                   0                15          1         0   \n",
       "545                    0                10          0         0   \n",
       "1614                   0                 2          0         0   \n",
       "2836                   0                11          0         0   \n",
       "3015                   0                 5          0         0   \n",
       "568                    0                11          0         0   \n",
       "\n",
       "     abafinmvp_count all_star_mvp_count  Seasons_Played        PER        TS%  \\\n",
       "2107               0                  0              20  24.800000  58.726793   \n",
       "1213               0                  0              16  17.737500  48.768938   \n",
       "1963               0                  0              16  17.644000  49.616265   \n",
       "3769               0                  1              14  24.828571  55.367792   \n",
       "2802               0                  3              14  21.766667  56.263233   \n",
       "1816               0                  1              14  22.933333  55.245338   \n",
       "2109               0                  2              18  23.450000  57.648463   \n",
       "1324               0                  0              14  16.682609  51.460029   \n",
       "857                0                  1              12  17.780952  50.267959   \n",
       "2594               0                  3              15  27.373333  56.858760   \n",
       "2238               0                  4              19  21.542105  54.981241   \n",
       "603                0                  0              13  18.014286  54.526074   \n",
       "2382               0                  0              13  17.522727  53.418225   \n",
       "1141               0                  0              13  16.662500  51.386517   \n",
       "1485               0                  1              15  14.876190  50.617273   \n",
       "3686               0                  0              14  18.262963  55.280163   \n",
       "363                0                  1              14  21.523810  55.250097   \n",
       "1181               0                  0              21  15.230000  53.209725   \n",
       "3689               0                  1              13  18.554545  54.327212   \n",
       "1036               0                  0              18  22.438889  57.917533   \n",
       "2324               0                  3              14  27.700000  58.382291   \n",
       "2337               0                  1              15  17.134783  51.523188   \n",
       "1202               0                  1              14  19.947368  49.704178   \n",
       "368                0                  0              14  19.457143  55.207539   \n",
       "2705               0                  0              19  20.130000  56.854293   \n",
       "1024               0                  0              12  14.376190  54.019344   \n",
       "3494               0                  1              13  18.100000  54.287901   \n",
       "366                0                  0              11  14.125000  48.583396   \n",
       "1043               0                  0              15  21.112500  53.632653   \n",
       "2883               0                  0              10  18.047059  50.256796   \n",
       "521                0                  0              13  18.078947  53.935803   \n",
       "1483               0                  0              17  23.270588  55.480951   \n",
       "3050               0                  1              10  20.221429  50.833306   \n",
       "3287               0                  3              18  24.821053  58.649742   \n",
       "3546               0                  0              12  12.766667  48.947537   \n",
       "68                 0                  0              15  19.181250  54.968143   \n",
       "344                0                  0              13  15.930000  52.535065   \n",
       "2857               0                  0              18  18.488889  56.899179   \n",
       "1887               0                  0              15  12.869565  48.023264   \n",
       "3481               0                  1              18  23.883333  55.033402   \n",
       "305                0                  0               9  19.150000  50.392015   \n",
       "1753               0                  0              12  15.795238  50.908530   \n",
       "2727               0                  0              14  15.972000  47.287784   \n",
       "3340               0                  1              12  17.563158  51.683812   \n",
       "2196               0                  1              20  21.200000  54.629940   \n",
       "545                0                  0              14  20.980000  54.442191   \n",
       "1614               0                  0              11  14.720833  51.738585   \n",
       "2836               0                  0              17  19.470588  55.413029   \n",
       "3015               0                  0              17  18.247059  61.455903   \n",
       "568                0                  1              15  24.486667  61.314110   \n",
       "\n",
       "           ORB%       DRB%       TRB%       AST%      STL%      BLK%  \\\n",
       "2107   7.377757  21.565403  17.237019  14.893076  0.773912  2.772055   \n",
       "1213   7.982829  21.489967  17.665178   7.027815  0.750242  1.906314   \n",
       "1963   3.857878   8.371862   8.899043  17.620940  0.673259  0.209685   \n",
       "3769   0.000000   0.000000  23.001919  10.245510  0.000000  0.000000   \n",
       "2802   2.061953   5.269193   8.465849  23.013855  0.213895  0.013110   \n",
       "1816   0.910636   2.410711   6.771705  20.479335  0.258980  0.085647   \n",
       "2109   7.900052  23.406110  15.929489  17.100567  1.664932  1.421151   \n",
       "1324   3.117480   4.212404   5.334206  20.614778  0.901527  0.133824   \n",
       "857    3.343683   5.752682   6.037843  24.768392  0.858264  0.202032   \n",
       "2594   4.707369  14.111935   9.411346  25.195788  2.657243  1.437633   \n",
       "2238   3.413490  12.659870   8.072732  24.277360  1.757782  0.928631   \n",
       "603    4.408343  10.790178  11.538445   8.237771  0.356189  0.037813   \n",
       "2382   3.247048   5.776016   7.669015  12.788045  0.922792  0.211654   \n",
       "1141   1.855415   7.601857   5.354852  17.415661  0.762303  0.254410   \n",
       "1485   0.000000   0.000000   6.168998  10.821877  0.000000  0.000000   \n",
       "3686   5.325025  10.207203  20.802921   8.083619  0.171533  0.197698   \n",
       "363    7.922779  20.940267  16.413183  14.439793  0.855480  1.735627   \n",
       "1181   4.847333   8.716190   6.791581  18.000686  1.166695  0.309515   \n",
       "3689   2.737218  10.739247   9.138198  23.268567  1.128705  0.128171   \n",
       "1036   3.350238  22.200155  12.853776  12.869039  1.068198  1.928918   \n",
       "2324   3.716640  17.891706  10.923667  34.966705  1.927328  1.558863   \n",
       "2337   1.923465   4.610136   6.655642  22.251930  0.457991  0.084384   \n",
       "1202   0.000000   0.000000  14.913526  10.419016  0.000000  0.000000   \n",
       "368    7.777753  22.317111  15.442288  10.359894  0.965398  2.193713   \n",
       "2705  16.390051  23.254787  19.809942   6.081438  0.978744  2.210163   \n",
       "1024   1.906195   4.765724   6.801909  13.508619  0.564868  0.121737   \n",
       "3494   1.543638   4.474082   3.461689  30.137157  0.847762  0.119919   \n",
       "366    5.698295  11.479227  10.871236   6.969098  0.627264  0.194100   \n",
       "1043   8.484660  12.416454  10.427980  12.210436  1.509927  1.045084   \n",
       "2883   2.546972   8.774139   5.748648  23.462133  0.873997  0.203278   \n",
       "521    2.291181   4.815301   3.757973  23.016605  1.429314  0.075327   \n",
       "1483  10.468189  24.048514  17.399470  11.940712  2.065272  5.483420   \n",
       "3050   2.634443  12.064081   9.124600  21.027115  1.870673  0.533408   \n",
       "3287  11.831257  23.627513  17.882926  13.449378  0.798966  4.628433   \n",
       "3546   2.516718   8.698767   7.772855  10.267579  0.547634  0.045862   \n",
       "68     7.444963  10.637691   8.998094  17.294935  1.065821  1.182992   \n",
       "344    4.831644  11.987745  10.524013  12.905763  0.917555  0.496424   \n",
       "2857   2.756943  16.257973   9.603539  18.494125  1.648957  1.238707   \n",
       "1887   2.306675   7.050437   5.900781  19.437961  0.908839  0.213533   \n",
       "3481   9.648639  26.651961  18.415641  16.267576  0.982572  4.642090   \n",
       "305    3.079848  13.930630  17.400181  17.006648  0.454110  0.227148   \n",
       "1753   2.107988   4.111604   7.489048  17.928203  0.422766  0.138104   \n",
       "2727   5.992889  15.510881  20.973493   9.924608  0.255672  1.409066   \n",
       "3340   8.150735  18.084173  14.289130   7.964521  0.502141  1.139556   \n",
       "2196   7.556998  26.113616  17.012471  19.157508  1.652782  3.102929   \n",
       "545    5.616750  15.092693  10.357805  16.207896  1.275722  1.026378   \n",
       "1614   2.355668   6.091552   9.882406  10.536889  0.355573  0.171829   \n",
       "2836   7.841918  24.858146  16.405665  10.115497  1.229969  4.957786   \n",
       "3015   2.218454   7.830747   5.103288  14.686544  1.386638  0.419365   \n",
       "568   12.530343  23.684013  18.187098  17.497468  1.786128  1.439201   \n",
       "\n",
       "           TOV%       USG%        FT%        FG%        2P%        3P%  \\\n",
       "2107   5.131394  25.194665  71.377406  55.492137  55.514165   5.555556   \n",
       "1213   2.972704  23.539136  67.164891  44.831142  44.857570  14.705882   \n",
       "1963   0.469702  21.130181  82.089552  44.192760  44.192760   0.000000   \n",
       "3769   0.000000  17.067571  49.663561  55.115374  55.115374   0.000000   \n",
       "2802   0.000000  17.909681  83.884397  48.426663  48.426663   0.000000   \n",
       "1816   0.000000  21.169187  81.542875  47.729919  47.729919   0.000000   \n",
       "2109  12.441834  29.245287  73.885453  51.653594  51.952358  27.483444   \n",
       "1324   1.156226  23.238519  80.991563  45.572881  45.572881   0.000000   \n",
       "857    0.648151  23.613002  77.470544  44.127252  44.127252   0.000000   \n",
       "2594   9.335685  33.234657  83.527132  49.688226  51.017180  32.677165   \n",
       "2238  11.574564  32.049180  83.753122  44.629652  47.840938  32.969271   \n",
       "603    0.000000  20.083984  80.980485  47.399153  47.399153   0.000000   \n",
       "2382   0.836128  24.002079  79.910150  48.979051  48.979051   0.000000   \n",
       "1141   1.005657  24.101087  80.358238  45.969664  45.969664   0.000000   \n",
       "1485   0.000000  15.680771  79.845940  45.251804  45.251804   0.000000   \n",
       "3686   0.000000  17.331584  62.397049  51.592269  51.592269   0.000000   \n",
       "363    3.995746  23.345090  76.890699  50.811432  50.831060  15.384615   \n",
       "1181  12.084760  24.832300  82.048458  47.352502  48.581078  33.333333   \n",
       "3689   0.520325  19.661301  78.500063  49.073433  49.075557   0.000000   \n",
       "1036   8.406788  27.178774  88.128799  47.355926  49.702103  38.147639   \n",
       "2324  12.800252  31.516026  73.971664  50.103350  54.252484  34.155995   \n",
       "2337   0.000000  16.229114  77.833438  43.566829  43.566829   0.000000   \n",
       "1202   0.000000  19.794236  77.756718  43.522833  43.522833   0.000000   \n",
       "368    4.640887  25.482621  76.404787  50.282798  50.354675   8.108108   \n",
       "2705  13.630207  25.296677  76.925158  49.076723  49.240010  10.000000   \n",
       "1024   0.000000  18.358391  79.423235  46.647369  46.647369   0.000000   \n",
       "3494   4.264158  22.337916  81.596594  46.705252  46.803849  22.352941   \n",
       "366    0.000000  24.262235  80.813710  43.018945  43.018945   0.000000   \n",
       "1043   9.694625  30.425956  81.083625  46.148502  47.794194  31.869117   \n",
       "2883   1.965059  26.750385  81.601615  44.243052  44.228527  66.666667   \n",
       "521    3.229700  22.791098  88.547120  48.190520  48.303457  13.888889   \n",
       "1483  13.084335  27.265058  71.301105  51.317453  51.501369  20.491803   \n",
       "3050   2.163716  25.090746  90.138438  44.995723  45.109892  33.031674   \n",
       "3287  12.121417  29.630360  52.771385  58.307104  58.370379   4.761905   \n",
       "3546   0.000000  21.438308  76.414602  43.485690  43.485690   0.000000   \n",
       "68    10.800550  26.464740  83.193931  50.670280  50.785090  21.686747   \n",
       "344    2.529881  21.127745  77.686720  48.676403  48.693945  16.666667   \n",
       "2857  13.258846  26.920916  80.696358  44.549711  47.817615  36.976156   \n",
       "1887   2.078499  20.958523  82.604540  44.491068  44.511485  31.578947   \n",
       "3481  12.236576  26.821591  69.129053  50.684932  50.952583  18.471338   \n",
       "305    0.000000  24.448717  72.619471  44.635960  44.635960   0.000000   \n",
       "1753   0.000000  21.297878  82.077823  46.455719  46.455719   0.000000   \n",
       "2727   0.000000  17.020900  67.274195  42.228085  42.228085   0.000000   \n",
       "3340   2.959015  23.734003  80.127706  46.296476  46.309570  12.500000   \n",
       "2196  11.610173  24.460267  79.122019  49.683931  50.364542  26.134301   \n",
       "545   10.939382  31.428788  81.300353  45.176174  47.459356  34.602893   \n",
       "1614   0.000000  20.001828  84.592917  46.591948  46.591948   0.000000   \n",
       "2836  13.610459  28.377475  74.008559  50.571166  50.812166  15.200000   \n",
       "3015  10.530789  21.691905  88.580060  47.241463  51.850424  39.378494   \n",
       "568   14.828977  24.862488  73.573186  54.144185  58.234371  26.680040   \n",
       "\n",
       "           EFG%  PPG_career  RPG_career  APG_career  WS_per_season MVP_league  \\\n",
       "2107  55.493361   26.018492   12.320531    3.831674      20.250000        NBA   \n",
       "1213  44.837587   22.114066   13.376982    1.916113      12.050000        NaN   \n",
       "1963  44.192760   21.534137    6.532129    5.218876      13.812500        NaN   \n",
       "3769  55.115374   26.873124   22.100955    4.642565      23.657143        NBA   \n",
       "2802  48.426663   24.016872    6.841661    9.088903      18.621429        NBA   \n",
       "1816  47.729919   26.739003    5.360704    7.140762      17.007143        NaN   \n",
       "2109  51.821379   24.987805   10.178623    3.546628      12.183333        NBA   \n",
       "1324  45.572881   19.743383    3.311853    4.878021       9.885714        NaN   \n",
       "857   44.127252   21.094423    3.882129    6.266793      10.466667        NaN   \n",
       "2594  50.872152   30.123134    6.223881    5.254664      14.260000        NBA   \n",
       "2238  48.189231   25.123438    5.180469    4.674219       8.526316        NBA   \n",
       "603   47.399153   18.898802    6.861677    2.110180      15.592308        NaN   \n",
       "2382  48.979051   21.288799    4.696356    2.887989      11.284615        NaN   \n",
       "1141  45.969664   19.479798    3.205177    3.917298      10.600000        NaN   \n",
       "1485  45.251804   19.093870    4.892082    4.167944       9.246667        NaN   \n",
       "3686  51.592269   18.467040   12.952736    2.417289      13.271429        NaN   \n",
       "363   50.815692   20.747013   10.846100    3.212228      12.735714        NaN   \n",
       "1181  48.695407   15.669691    3.390608    3.194237       5.071429        NaN   \n",
       "3689  49.073433   19.147878    6.057692    6.251989      16.653846        NaN   \n",
       "1036  51.228936   21.970274    7.897104    2.509909      10.733333        NBA   \n",
       "2324  53.629284   27.131951    7.263902    7.032045      14.685714        NBA   \n",
       "2337  43.566829   17.008328    4.614515    7.169542      10.240000        NaN   \n",
       "1202  43.522833   26.744361   13.003759    4.440789       9.207143        NaN   \n",
       "368   50.289695   23.796741   10.302744    2.361921       9.871429        NBA   \n",
       "2705  49.097529   20.623777   12.198646    1.351392       8.794737        NBA   \n",
       "1024  46.647369   17.060399    4.088418    3.463885      11.641667        NaN   \n",
       "3494  46.750320   20.912911    2.485103    7.620321      10.546154        NaN   \n",
       "366   43.018945   18.525809    6.091535    1.479009       9.018182        NaN   \n",
       "1043  47.795173   24.830540    6.675047    2.492551       7.846667        NaN   \n",
       "2883  44.264630   24.138965    4.307902    5.515895       8.310000        NaN   \n",
       "521   48.213309   17.902965    2.240566    4.694070      10.061538        NaN   \n",
       "1483  51.378221   22.186767   11.284757    2.510050       9.470588        NBA   \n",
       "3050  45.151839   23.623098    6.614145    5.271262      13.630000        NaN   \n",
       "3287  58.309915   23.273050   10.656915    2.417553       9.061111        NBA   \n",
       "3546  43.485690   16.155884    4.343808    2.282810       5.650000        NaN   \n",
       "68    50.713063   21.469405    5.480302    3.647108       6.706667        NaN   \n",
       "344   48.680968   18.534157    7.089390    3.285610      10.561538        NaN   \n",
       "2857  50.122509   19.661417    5.614961    3.533071       7.888889        NaN   \n",
       "1887  44.515995   17.415675    4.044087    4.836949       6.446667        NaN   \n",
       "3481  50.761035   18.801214   10.753414    3.028073      10.738889        NBA   \n",
       "305   44.635960   21.459459   10.538797    4.217960      12.711111        ABA   \n",
       "1753  46.455719   17.028413    4.362439    3.957034      10.033333        NaN   \n",
       "2727  42.228085   15.363980   14.908690    2.863350       9.457143        NaN   \n",
       "3340  46.298896   20.852234   10.197595    1.900344       8.866667        ABA   \n",
       "2196  50.050979   17.533671    9.924692    3.652426       8.995000        NBA   \n",
       "545   48.248742   24.750000    6.587090    3.132172       6.935714        NaN   \n",
       "1614  46.591948   15.290446    5.354140    2.222293      10.436364        NaN   \n",
       "2836  50.622598   21.178191    9.756206    1.914007       7.152941        NaN   \n",
       "3015  54.517560   18.202599    3.014526    3.022936       9.670588        NaN   \n",
       "568   55.873367   22.286800   11.716049    3.943020      11.680000        NBA   \n",
       "\n",
       "     season_mvp_count  HOF  \n",
       "2107                6    1  \n",
       "1213                0    1  \n",
       "1963                0    1  \n",
       "3769                4    1  \n",
       "2802                1    1  \n",
       "1816                0    1  \n",
       "2109                2    1  \n",
       "1324                0    1  \n",
       "857                 0    1  \n",
       "2594                5    1  \n",
       "2238                1    0  \n",
       "603                 0    1  \n",
       "2382                0    0  \n",
       "1141                0    1  \n",
       "1485                0    1  \n",
       "3686                0    1  \n",
       "363                 0    1  \n",
       "1181                0    0  \n",
       "3689                0    1  \n",
       "1036                1    0  \n",
       "2324                4    0  \n",
       "2337                0    1  \n",
       "1202                0    1  \n",
       "368                 1    1  \n",
       "2705                3    1  \n",
       "1024                0    0  \n",
       "3494                0    1  \n",
       "366                 0    0  \n",
       "1043                0    1  \n",
       "2883                0    1  \n",
       "521                 0    1  \n",
       "1483                1    1  \n",
       "3050                0    1  \n",
       "3287                1    1  \n",
       "3546                0    0  \n",
       "68                  0    1  \n",
       "344                 0    0  \n",
       "2857                0    0  \n",
       "1887                0    0  \n",
       "3481                2    0  \n",
       "305                 1    1  \n",
       "1753                0    0  \n",
       "2727                0    1  \n",
       "3340                1    1  \n",
       "2196                1    0  \n",
       "545                 0    0  \n",
       "1614                0    0  \n",
       "2836                0    1  \n",
       "3015                0    1  \n",
       "568                 1    1  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# output an even longer list of leading scorers to dive even deeper into our new dataframe \n",
    "\n",
    "stats_complete_agg.sort_values('PTS_Player', ascending = False).head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 23769 entries, 0 to 23768\n",
      "Columns: 114 entries, Year to Playoff Leading WS\n",
      "dtypes: float64(73), int64(12), object(29)\n",
      "memory usage: 20.9+ MB\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "Check the info of both our finalized dataframes, \n",
    "even after all modifications our complete dataframe still has a relatively low memory footprint at just about 21 mb\n",
    "Our new aggregate dataframe obviously has a much lower memory footprint, and all values necessary for this analysis have no null values\n",
    "(we're not concerned with mvp league right now)\n",
    "\"\"\"\n",
    "stats_complete.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3807 entries, 0 to 3806\n",
      "Data columns (total 90 columns):\n",
      "Player                  3807 non-null object\n",
      "G_Player                3807 non-null float64\n",
      "GS                      3807 non-null float64\n",
      "MP_Player               3807 non-null float64\n",
      "OWS                     3807 non-null float64\n",
      "DWS                     3807 non-null float64\n",
      "WS                      3807 non-null float64\n",
      "FG_Player               3807 non-null float64\n",
      "FGA_Player              3807 non-null float64\n",
      "3P_Player               3807 non-null float64\n",
      "3PA_Player              3807 non-null float64\n",
      "2P_Player               3807 non-null float64\n",
      "2PA_Player              3807 non-null float64\n",
      "FT_Player               3807 non-null float64\n",
      "FTA_Player              3807 non-null float64\n",
      "ORB_Player              3807 non-null float64\n",
      "DRB_Player              3807 non-null float64\n",
      "TRB_Player              3807 non-null float64\n",
      "AST_Player              3807 non-null float64\n",
      "STL_Player              3807 non-null float64\n",
      "BLK_Player              3807 non-null float64\n",
      "TOV_Player              3807 non-null float64\n",
      "PF_Player               3807 non-null float64\n",
      "PTS_Player              3807 non-null float64\n",
      "G_Team                  3807 non-null float64\n",
      "MP_Team                 3807 non-null float64\n",
      "FG_Team                 3807 non-null float64\n",
      "FGA_Team                3807 non-null float64\n",
      "3P_Team                 3807 non-null float64\n",
      "3PA_Team                3807 non-null float64\n",
      "2P_Team                 3807 non-null float64\n",
      "2PA_Team                3807 non-null float64\n",
      "FT_Team                 3807 non-null float64\n",
      "FTA_Team                3807 non-null float64\n",
      "ORB_Team                3807 non-null float64\n",
      "DRB_Team                3807 non-null float64\n",
      "TRB_Team                3807 non-null float64\n",
      "AST_Team                3807 non-null float64\n",
      "STL_Team                3807 non-null float64\n",
      "BLK_Team                3807 non-null float64\n",
      "TOV_Team                3807 non-null float64\n",
      "PF_Team                 3807 non-null float64\n",
      "PTS_Team                3807 non-null float64\n",
      "DRB_opp                 3807 non-null float64\n",
      "ORB_opp                 3807 non-null float64\n",
      "TRB_opp                 3807 non-null float64\n",
      "FGA_opp                 3807 non-null float64\n",
      "3PA_opp                 3807 non-null float64\n",
      "TOV_opp                 3807 non-null float64\n",
      "FTA_opp                 3807 non-null float64\n",
      "Championships           3807 non-null int64\n",
      "Runner-Ups              3807 non-null int64\n",
      "ROY                     3807 non-null int64\n",
      "6Man                    3807 non-null int64\n",
      "1st Team All NBA        3807 non-null int64\n",
      "2nd Team All NBA        3807 non-null int64\n",
      "3rd Team All NBA        3807 non-null int64\n",
      "Finals MVPs             3807 non-null int64\n",
      "Playoff Leading PTS     3807 non-null int64\n",
      "Playoff Leading RBS     3807 non-null int64\n",
      "Playoff Leading ASTS    3807 non-null int64\n",
      "Playoff Leading WS      3807 non-null int64\n",
      "AllStarSelections       3807 non-null object\n",
      "dpoy_count              3807 non-null object\n",
      "mip_count               3807 non-null object\n",
      "abafinmvp_count         3807 non-null object\n",
      "all_star_mvp_count      3807 non-null object\n",
      "Seasons_Played          3807 non-null int64\n",
      "PER                     3807 non-null float64\n",
      "TS%                     3807 non-null float64\n",
      "ORB%                    3807 non-null float64\n",
      "DRB%                    3807 non-null float64\n",
      "TRB%                    3807 non-null float64\n",
      "AST%                    3807 non-null float64\n",
      "STL%                    3807 non-null float64\n",
      "BLK%                    3807 non-null float64\n",
      "TOV%                    3807 non-null float64\n",
      "USG%                    3807 non-null float64\n",
      "FT%                     3807 non-null float64\n",
      "FG%                     3807 non-null float64\n",
      "2P%                     3807 non-null float64\n",
      "3P%                     3807 non-null float64\n",
      "EFG%                    3807 non-null float64\n",
      "PPG_career              3807 non-null float64\n",
      "RPG_career              3807 non-null float64\n",
      "APG_career              3807 non-null float64\n",
      "WS_per_season           3807 non-null float64\n",
      "MVP_league              41 non-null object\n",
      "season_mvp_count        3807 non-null object\n",
      "HOF                     3807 non-null int64\n",
      "dtypes: float64(68), int64(14), object(8)\n",
      "memory usage: 2.6+ MB\n"
     ]
    }
   ],
   "source": [
    "stats_complete_agg.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Player', 'G_Player', 'GS', 'MP_Player', 'OWS', 'DWS', 'WS',\n",
       "       'FG_Player', 'FGA_Player', '3P_Player', '3PA_Player', '2P_Player',\n",
       "       '2PA_Player', 'FT_Player', 'FTA_Player', 'ORB_Player', 'DRB_Player',\n",
       "       'TRB_Player', 'AST_Player', 'STL_Player', 'BLK_Player', 'TOV_Player',\n",
       "       'PF_Player', 'PTS_Player', 'G_Team', 'MP_Team', 'FG_Team', 'FGA_Team',\n",
       "       '3P_Team', '3PA_Team', '2P_Team', '2PA_Team', 'FT_Team', 'FTA_Team',\n",
       "       'ORB_Team', 'DRB_Team', 'TRB_Team', 'AST_Team', 'STL_Team', 'BLK_Team',\n",
       "       'TOV_Team', 'PF_Team', 'PTS_Team', 'DRB_opp', 'ORB_opp', 'TRB_opp',\n",
       "       'FGA_opp', '3PA_opp', 'TOV_opp', 'FTA_opp', 'Championships',\n",
       "       'Runner-Ups', 'ROY', '6Man', '1st Team All NBA', '2nd Team All NBA',\n",
       "       '3rd Team All NBA', 'Finals MVPs', 'Playoff Leading PTS',\n",
       "       'Playoff Leading RBS', 'Playoff Leading ASTS', 'Playoff Leading WS',\n",
       "       'AllStarSelections', 'dpoy_count', 'mip_count', 'abafinmvp_count',\n",
       "       'all_star_mvp_count', 'Seasons_Played', 'PER', 'TS%', 'ORB%', 'DRB%',\n",
       "       'TRB%', 'AST%', 'STL%', 'BLK%', 'TOV%', 'USG%', 'FT%', 'FG%', '2P%',\n",
       "       '3P%', 'EFG%', 'PPG_career', 'RPG_career', 'APG_career',\n",
       "       'WS_per_season', 'MVP_league', 'season_mvp_count', 'HOF'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print a list of our columns so that we can use it to index the columns we want to select as features \n",
    "\n",
    "stats_complete_agg.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating pickle file to use later without having to rerun\n",
    "# cells and re scrape all of our data\n",
    "\n",
    "pickling_on = open(\"statsHOF.pickle\", \"wb\")\n",
    "pickle.dump(stats_complete_agg, pickling_on)\n",
    "pickling_on.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating pickle file for our team dataset to use later (for different future\n",
    "# projects, we won't need it anymore here) without having to rerun\n",
    "# cells and re scrape all of our data\n",
    "\n",
    "pickling_on_teams = open(\"statsTeams.pickle\", \"wb\")\n",
    "pickle.dump(df_teams, pickling_on_teams)\n",
    "pickling_on_teams.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating pickle file for our opponents dataset to use later (for different future\n",
    "# projects, we won't need it anymore here) without having to rerun\n",
    "# cells and re scrape all of our data\n",
    "\n",
    "pickling_on_opps = open(\"statsOpps.pickle\", \"wb\")\n",
    "pickle.dump(opps_df, pickling_on_opps)\n",
    "pickling_on_opps.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Closing down our kernel once pickle files are created to clear cache \n",
    "\n",
    "os._exit(00)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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