nba_ml.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "import xgboost as xgb\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import roc_curve, auc,recall_score,precision_score\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the NBA statistical data from Kaggle\n",
    "https://www.kaggle.com/drgilermo/nba-players-stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
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       "      <th>24683</th>\n",
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       "      <th>24685</th>\n",
       "      <th>24686</th>\n",
       "      <th>24687</th>\n",
       "      <th>24688</th>\n",
       "      <th>24689</th>\n",
       "      <th>24690</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
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       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
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       "      <td>24682</td>\n",
       "      <td>24683</td>\n",
       "      <td>24684</td>\n",
       "      <td>24685</td>\n",
       "      <td>24686</td>\n",
       "      <td>24687</td>\n",
       "      <td>24688</td>\n",
       "      <td>24689</td>\n",
       "      <td>24690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>...</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Player</th>\n",
       "      <td>Curly Armstrong</td>\n",
       "      <td>Cliff Barker</td>\n",
       "      <td>Leo Barnhorst</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>Ralph Beard</td>\n",
       "      <td>Gene Berce</td>\n",
       "      <td>Charlie Black</td>\n",
       "      <td>Charlie Black</td>\n",
       "      <td>...</td>\n",
       "      <td>Delon Wright</td>\n",
       "      <td>James Young</td>\n",
       "      <td>Joe Young</td>\n",
       "      <td>Nick Young</td>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Cody Zeller</td>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Stephen Zimmerman</td>\n",
       "      <td>Paul Zipser</td>\n",
       "      <td>Ivica Zubac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pos</th>\n",
       "      <td>G-F</td>\n",
       "      <td>SG</td>\n",
       "      <td>SF</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>G</td>\n",
       "      <td>G-F</td>\n",
       "      <td>F-C</td>\n",
       "      <td>F-C</td>\n",
       "      <td>...</td>\n",
       "      <td>PG</td>\n",
       "      <td>SG</td>\n",
       "      <td>PG</td>\n",
       "      <td>SG</td>\n",
       "      <td>PF</td>\n",
       "      <td>PF</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>SF</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tm</th>\n",
       "      <td>FTW</td>\n",
       "      <td>INO</td>\n",
       "      <td>CHS</td>\n",
       "      <td>TOT</td>\n",
       "      <td>DNN</td>\n",
       "      <td>NYK</td>\n",
       "      <td>INO</td>\n",
       "      <td>TRI</td>\n",
       "      <td>TOT</td>\n",
       "      <td>FTW</td>\n",
       "      <td>...</td>\n",
       "      <td>TOR</td>\n",
       "      <td>BOS</td>\n",
       "      <td>IND</td>\n",
       "      <td>LAL</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHO</td>\n",
       "      <td>BOS</td>\n",
       "      <td>ORL</td>\n",
       "      <td>CHI</td>\n",
       "      <td>LAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G</th>\n",
       "      <td>63</td>\n",
       "      <td>49</td>\n",
       "      <td>67</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>65</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>60</td>\n",
       "      <td>74</td>\n",
       "      <td>62</td>\n",
       "      <td>51</td>\n",
       "      <td>19</td>\n",
       "      <td>44</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GS</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>74</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MP</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>446</td>\n",
       "      <td>220</td>\n",
       "      <td>135</td>\n",
       "      <td>1556</td>\n",
       "      <td>2237</td>\n",
       "      <td>1725</td>\n",
       "      <td>525</td>\n",
       "      <td>108</td>\n",
       "      <td>843</td>\n",
       "      <td>609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PER</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>11.4</td>\n",
       "      <td>14.1</td>\n",
       "      <td>14.9</td>\n",
       "      <td>16.7</td>\n",
       "      <td>13</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6.9</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS%</th>\n",
       "      <td>0.368</td>\n",
       "      <td>0.435</td>\n",
       "      <td>0.394</td>\n",
       "      <td>0.312</td>\n",
       "      <td>0.308</td>\n",
       "      <td>0.376</td>\n",
       "      <td>0.422</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.362</td>\n",
       "      <td>...</td>\n",
       "      <td>0.535</td>\n",
       "      <td>0.549</td>\n",
       "      <td>0.433</td>\n",
       "      <td>0.588</td>\n",
       "      <td>0.562</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.508</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.503</td>\n",
       "      <td>0.547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3PAr</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.259</td>\n",
       "      <td>0.603</td>\n",
       "      <td>0.319</td>\n",
       "      <td>0.665</td>\n",
       "      <td>0.172</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FTr</th>\n",
       "      <td>0.467</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.259</td>\n",
       "      <td>0.395</td>\n",
       "      <td>0.378</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.301</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.395</td>\n",
       "      <td>0.48</td>\n",
       "      <td>...</td>\n",
       "      <td>0.474</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.208</td>\n",
       "      <td>0.142</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.442</td>\n",
       "      <td>0.247</td>\n",
       "      <td>0.161</td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>4.1</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>6.7</td>\n",
       "      <td>8.6</td>\n",
       "      <td>9.2</td>\n",
       "      <td>10.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>8.1</td>\n",
       "      <td>10</td>\n",
       "      <td>13.1</td>\n",
       "      <td>8.2</td>\n",
       "      <td>15.8</td>\n",
       "      <td>17.3</td>\n",
       "      <td>17</td>\n",
       "      <td>24.9</td>\n",
       "      <td>14.2</td>\n",
       "      <td>21.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6.1</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4.8</td>\n",
       "      <td>11.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>13.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>8</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AST%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>18</td>\n",
       "      <td>5.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>9.1</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5.3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STL%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLK%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOV%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>15.1</td>\n",
       "      <td>6.1</td>\n",
       "      <td>6</td>\n",
       "      <td>5.1</td>\n",
       "      <td>11.7</td>\n",
       "      <td>10.9</td>\n",
       "      <td>10.2</td>\n",
       "      <td>8.3</td>\n",
       "      <td>14.4</td>\n",
       "      <td>10.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USG%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16.6</td>\n",
       "      <td>13.3</td>\n",
       "      <td>27.8</td>\n",
       "      <td>19.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>14.8</td>\n",
       "      <td>14.4</td>\n",
       "      <td>20.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blanl</th>\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>NaN</td>\n",
       "      <td>...</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>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OWS</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DWS</th>\n",
       "      <td>3.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WS</th>\n",
       "      <td>3.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WS/48</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.117</td>\n",
       "      <td>0.076</td>\n",
       "      <td>-0.022</td>\n",
       "      <td>0.098</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.094</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blank2</th>\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>NaN</td>\n",
       "      <td>...</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>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-2</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>-2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DBPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VORP</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FG</th>\n",
       "      <td>144</td>\n",
       "      <td>102</td>\n",
       "      <td>174</td>\n",
       "      <td>22</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>340</td>\n",
       "      <td>5</td>\n",
       "      <td>226</td>\n",
       "      <td>125</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>272</td>\n",
       "      <td>362</td>\n",
       "      <td>253</td>\n",
       "      <td>78</td>\n",
       "      <td>10</td>\n",
       "      <td>88</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FGA</th>\n",
       "      <td>516</td>\n",
       "      <td>274</td>\n",
       "      <td>499</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>4</td>\n",
       "      <td>936</td>\n",
       "      <td>16</td>\n",
       "      <td>813</td>\n",
       "      <td>435</td>\n",
       "      <td>...</td>\n",
       "      <td>116</td>\n",
       "      <td>58</td>\n",
       "      <td>72</td>\n",
       "      <td>633</td>\n",
       "      <td>687</td>\n",
       "      <td>443</td>\n",
       "      <td>158</td>\n",
       "      <td>31</td>\n",
       "      <td>221</td>\n",
       "      <td>238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FG%</th>\n",
       "      <td>0.279</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.422</td>\n",
       "      <td>0.431</td>\n",
       "      <td>0.361</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.527</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.494</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.398</td>\n",
       "      <td>0.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3P</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>170</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3PA</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>23</td>\n",
       "      <td>421</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3P%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.343</td>\n",
       "      <td>0.217</td>\n",
       "      <td>0.404</td>\n",
       "      <td>0.381</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2P</th>\n",
       "      <td>144</td>\n",
       "      <td>102</td>\n",
       "      <td>174</td>\n",
       "      <td>22</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>340</td>\n",
       "      <td>5</td>\n",
       "      <td>226</td>\n",
       "      <td>125</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>13</td>\n",
       "      <td>21</td>\n",
       "      <td>102</td>\n",
       "      <td>317</td>\n",
       "      <td>253</td>\n",
       "      <td>78</td>\n",
       "      <td>10</td>\n",
       "      <td>55</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2PA</th>\n",
       "      <td>516</td>\n",
       "      <td>274</td>\n",
       "      <td>499</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>4</td>\n",
       "      <td>936</td>\n",
       "      <td>16</td>\n",
       "      <td>813</td>\n",
       "      <td>435</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>23</td>\n",
       "      <td>49</td>\n",
       "      <td>212</td>\n",
       "      <td>569</td>\n",
       "      <td>442</td>\n",
       "      <td>157</td>\n",
       "      <td>31</td>\n",
       "      <td>122</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2P%</th>\n",
       "      <td>0.279</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.453</td>\n",
       "      <td>0.565</td>\n",
       "      <td>0.429</td>\n",
       "      <td>0.481</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.572</td>\n",
       "      <td>0.497</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.451</td>\n",
       "      <td>0.536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eFG%</th>\n",
       "      <td>0.279</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.466</td>\n",
       "      <td>0.534</td>\n",
       "      <td>0.396</td>\n",
       "      <td>0.564</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.494</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.473</td>\n",
       "      <td>0.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FT</th>\n",
       "      <td>170</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>209</td>\n",
       "      <td>132</td>\n",
       "      <td>...</td>\n",
       "      <td>42</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>77</td>\n",
       "      <td>45</td>\n",
       "      <td>133</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FTA</th>\n",
       "      <td>241</td>\n",
       "      <td>106</td>\n",
       "      <td>129</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>282</td>\n",
       "      <td>5</td>\n",
       "      <td>321</td>\n",
       "      <td>209</td>\n",
       "      <td>...</td>\n",
       "      <td>55</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>196</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FT%</th>\n",
       "      <td>0.705</td>\n",
       "      <td>0.708</td>\n",
       "      <td>0.698</td>\n",
       "      <td>0.559</td>\n",
       "      <td>0.548</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.762</td>\n",
       "      <td>0</td>\n",
       "      <td>0.651</td>\n",
       "      <td>0.632</td>\n",
       "      <td>...</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.733</td>\n",
       "      <td>0.856</td>\n",
       "      <td>0.523</td>\n",
       "      <td>0.679</td>\n",
       "      <td>0.564</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>131</td>\n",
       "      <td>135</td>\n",
       "      <td>43</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>112</td>\n",
       "      <td>318</td>\n",
       "      <td>270</td>\n",
       "      <td>81</td>\n",
       "      <td>24</td>\n",
       "      <td>110</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>17</td>\n",
       "      <td>137</td>\n",
       "      <td>449</td>\n",
       "      <td>405</td>\n",
       "      <td>124</td>\n",
       "      <td>35</td>\n",
       "      <td>125</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AST</th>\n",
       "      <td>176</td>\n",
       "      <td>109</td>\n",
       "      <td>140</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>233</td>\n",
       "      <td>2</td>\n",
       "      <td>163</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>57</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>58</td>\n",
       "      <td>122</td>\n",
       "      <td>99</td>\n",
       "      <td>42</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STL</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>114</td>\n",
       "      <td>62</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLK</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>30</td>\n",
       "      <td>58</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOV</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>96</td>\n",
       "      <td>65</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PF</th>\n",
       "      <td>217</td>\n",
       "      <td>99</td>\n",
       "      <td>192</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>132</td>\n",
       "      <td>6</td>\n",
       "      <td>273</td>\n",
       "      <td>140</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>137</td>\n",
       "      <td>135</td>\n",
       "      <td>189</td>\n",
       "      <td>61</td>\n",
       "      <td>17</td>\n",
       "      <td>78</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTS</th>\n",
       "      <td>458</td>\n",
       "      <td>279</td>\n",
       "      <td>438</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>4</td>\n",
       "      <td>895</td>\n",
       "      <td>10</td>\n",
       "      <td>661</td>\n",
       "      <td>382</td>\n",
       "      <td>...</td>\n",
       "      <td>150</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>791</td>\n",
       "      <td>814</td>\n",
       "      <td>639</td>\n",
       "      <td>178</td>\n",
       "      <td>23</td>\n",
       "      <td>240</td>\n",
       "      <td>284</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53 rows × 24691 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      0             1              2           3      \\\n",
       "Unnamed: 0                0             1              2           3   \n",
       "Year                   1950          1950           1950        1950   \n",
       "Player      Curly Armstrong  Cliff Barker  Leo Barnhorst  Ed Bartels   \n",
       "Pos                     G-F            SG             SF           F   \n",
       "Age                      31            29             25          24   \n",
       "Tm                      FTW           INO            CHS         TOT   \n",
       "G                        63            49             67          15   \n",
       "GS                      NaN           NaN            NaN         NaN   \n",
       "MP                      NaN           NaN            NaN         NaN   \n",
       "PER                     NaN           NaN            NaN         NaN   \n",
       "TS%                   0.368         0.435          0.394       0.312   \n",
       "3PAr                    NaN           NaN            NaN         NaN   \n",
       "FTr                   0.467         0.387          0.259       0.395   \n",
       "ORB%                    NaN           NaN            NaN         NaN   \n",
       "DRB%                    NaN           NaN            NaN         NaN   \n",
       "TRB%                    NaN           NaN            NaN         NaN   \n",
       "AST%                    NaN           NaN            NaN         NaN   \n",
       "STL%                    NaN           NaN            NaN         NaN   \n",
       "BLK%                    NaN           NaN            NaN         NaN   \n",
       "TOV%                    NaN           NaN            NaN         NaN   \n",
       "USG%                    NaN           NaN            NaN         NaN   \n",
       "blanl                   NaN           NaN            NaN         NaN   \n",
       "OWS                    -0.1           1.6            0.9        -0.5   \n",
       "DWS                     3.6           0.6            2.8        -0.1   \n",
       "WS                      3.5           2.2            3.6        -0.6   \n",
       "WS/48                   NaN           NaN            NaN         NaN   \n",
       "blank2                  NaN           NaN            NaN         NaN   \n",
       "OBPM                    NaN           NaN            NaN         NaN   \n",
       "DBPM                    NaN           NaN            NaN         NaN   \n",
       "BPM                     NaN           NaN            NaN         NaN   \n",
       "VORP                    NaN           NaN            NaN         NaN   \n",
       "FG                      144           102            174          22   \n",
       "FGA                     516           274            499          86   \n",
       "FG%                   0.279         0.372          0.349       0.256   \n",
       "3P                      NaN           NaN            NaN         NaN   \n",
       "3PA                     NaN           NaN            NaN         NaN   \n",
       "3P%                     NaN           NaN            NaN         NaN   \n",
       "2P                      144           102            174          22   \n",
       "2PA                     516           274            499          86   \n",
       "2P%                   0.279         0.372          0.349       0.256   \n",
       "eFG%                  0.279         0.372          0.349       0.256   \n",
       "FT                      170            75             90          19   \n",
       "FTA                     241           106            129          34   \n",
       "FT%                   0.705         0.708          0.698       0.559   \n",
       "ORB                     NaN           NaN            NaN         NaN   \n",
       "DRB                     NaN           NaN            NaN         NaN   \n",
       "TRB                     NaN           NaN            NaN         NaN   \n",
       "AST                     176           109            140          20   \n",
       "STL                     NaN           NaN            NaN         NaN   \n",
       "BLK                     NaN           NaN            NaN         NaN   \n",
       "TOV                     NaN           NaN            NaN         NaN   \n",
       "PF                      217            99            192          29   \n",
       "PTS                     458           279            438          63   \n",
       "\n",
       "                 4           5            6           7              8      \\\n",
       "Unnamed: 0           4           5            6           7              8   \n",
       "Year              1950        1950         1950        1950           1950   \n",
       "Player      Ed Bartels  Ed Bartels  Ralph Beard  Gene Berce  Charlie Black   \n",
       "Pos                  F           F            G         G-F            F-C   \n",
       "Age                 24          24           22          23             28   \n",
       "Tm                 DNN         NYK          INO         TRI            TOT   \n",
       "G                   13           2           60           3             65   \n",
       "GS                 NaN         NaN          NaN         NaN            NaN   \n",
       "MP                 NaN         NaN          NaN         NaN            NaN   \n",
       "PER                NaN         NaN          NaN         NaN            NaN   \n",
       "TS%              0.308       0.376        0.422       0.275          0.346   \n",
       "3PAr               NaN         NaN          NaN         NaN            NaN   \n",
       "FTr              0.378        0.75        0.301       0.313          0.395   \n",
       "ORB%               NaN         NaN          NaN         NaN            NaN   \n",
       "DRB%               NaN         NaN          NaN         NaN            NaN   \n",
       "TRB%               NaN         NaN          NaN         NaN            NaN   \n",
       "AST%               NaN         NaN          NaN         NaN            NaN   \n",
       "STL%               NaN         NaN          NaN         NaN            NaN   \n",
       "BLK%               NaN         NaN          NaN         NaN            NaN   \n",
       "TOV%               NaN         NaN          NaN         NaN            NaN   \n",
       "USG%               NaN         NaN          NaN         NaN            NaN   \n",
       "blanl              NaN         NaN          NaN         NaN            NaN   \n",
       "OWS               -0.5           0          3.6        -0.1           -2.2   \n",
       "DWS               -0.1           0          1.2           0              5   \n",
       "WS                -0.6           0          4.8        -0.1            2.8   \n",
       "WS/48              NaN         NaN          NaN         NaN            NaN   \n",
       "blank2             NaN         NaN          NaN         NaN            NaN   \n",
       "OBPM               NaN         NaN          NaN         NaN            NaN   \n",
       "DBPM               NaN         NaN          NaN         NaN            NaN   \n",
       "BPM                NaN         NaN          NaN         NaN            NaN   \n",
       "VORP               NaN         NaN          NaN         NaN            NaN   \n",
       "FG                  21           1          340           5            226   \n",
       "FGA                 82           4          936          16            813   \n",
       "FG%              0.256        0.25        0.363       0.313          0.278   \n",
       "3P                 NaN         NaN          NaN         NaN            NaN   \n",
       "3PA                NaN         NaN          NaN         NaN            NaN   \n",
       "3P%                NaN         NaN          NaN         NaN            NaN   \n",
       "2P                  21           1          340           5            226   \n",
       "2PA                 82           4          936          16            813   \n",
       "2P%              0.256        0.25        0.363       0.313          0.278   \n",
       "eFG%             0.256        0.25        0.363       0.313          0.278   \n",
       "FT                  17           2          215           0            209   \n",
       "FTA                 31           3          282           5            321   \n",
       "FT%              0.548       0.667        0.762           0          0.651   \n",
       "ORB                NaN         NaN          NaN         NaN            NaN   \n",
       "DRB                NaN         NaN          NaN         NaN            NaN   \n",
       "TRB                NaN         NaN          NaN         NaN            NaN   \n",
       "AST                 20           0          233           2            163   \n",
       "STL                NaN         NaN          NaN         NaN            NaN   \n",
       "BLK                NaN         NaN          NaN         NaN            NaN   \n",
       "TOV                NaN         NaN          NaN         NaN            NaN   \n",
       "PF                  27           2          132           6            273   \n",
       "PTS                 59           4          895          10            661   \n",
       "\n",
       "                    9      ...         24681        24682      24683  \\\n",
       "Unnamed: 0              9  ...         24681        24682      24683   \n",
       "Year                 1950  ...          2017         2017       2017   \n",
       "Player      Charlie Black  ...  Delon Wright  James Young  Joe Young   \n",
       "Pos                   F-C  ...            PG           SG         PG   \n",
       "Age                    28  ...            24           21         24   \n",
       "Tm                    FTW  ...           TOR          BOS        IND   \n",
       "G                      36  ...            27           29         33   \n",
       "GS                    NaN  ...             0            0          0   \n",
       "MP                    NaN  ...           446          220        135   \n",
       "PER                   NaN  ...            15           10       11.4   \n",
       "TS%                 0.362  ...         0.535        0.549      0.433   \n",
       "3PAr                  NaN  ...         0.259        0.603      0.319   \n",
       "FTr                  0.48  ...         0.474        0.155      0.208   \n",
       "ORB%                  NaN  ...           4.1          3.1        0.8   \n",
       "DRB%                  NaN  ...           8.1           10       13.1   \n",
       "TRB%                  NaN  ...           6.1          6.6        7.1   \n",
       "AST%                  NaN  ...          18.2          2.6         18   \n",
       "STL%                  NaN  ...           3.1          2.3        1.5   \n",
       "BLK%                  NaN  ...           2.1          0.7          0   \n",
       "TOV%                  NaN  ...          15.1          6.1          6   \n",
       "USG%                  NaN  ...          16.6         13.3       27.8   \n",
       "blanl                 NaN  ...           NaN          NaN        NaN   \n",
       "OWS                  -0.7  ...           0.5          0.1       -0.2   \n",
       "DWS                   2.2  ...           0.6          0.2        0.1   \n",
       "WS                    1.5  ...           1.1          0.3       -0.1   \n",
       "WS/48                 NaN  ...         0.117        0.076     -0.022   \n",
       "blank2                NaN  ...           NaN          NaN        NaN   \n",
       "OBPM                  NaN  ...          -0.1           -2       -3.5   \n",
       "DBPM                  NaN  ...           1.2         -1.1       -3.8   \n",
       "BPM                   NaN  ...           1.1         -3.1       -7.3   \n",
       "VORP                  NaN  ...           0.4         -0.1       -0.2   \n",
       "FG                    125  ...            49           25         26   \n",
       "FGA                   435  ...           116           58         72   \n",
       "FG%                 0.287  ...         0.422        0.431      0.361   \n",
       "3P                    NaN  ...            10           12          5   \n",
       "3PA                   NaN  ...            30           35         23   \n",
       "3P%                   NaN  ...         0.333        0.343      0.217   \n",
       "2P                    125  ...            39           13         21   \n",
       "2PA                   435  ...            86           23         49   \n",
       "2P%                 0.287  ...         0.453        0.565      0.429   \n",
       "eFG%                0.287  ...         0.466        0.534      0.396   \n",
       "FT                    132  ...            42            6         11   \n",
       "FTA                   209  ...            55            9         15   \n",
       "FT%                 0.632  ...         0.764        0.667      0.733   \n",
       "ORB                   NaN  ...            16            6          1   \n",
       "DRB                   NaN  ...            32           20         16   \n",
       "TRB                   NaN  ...            48           26         17   \n",
       "AST                    75  ...            57            4         15   \n",
       "STL                   NaN  ...            27           10          4   \n",
       "BLK                   NaN  ...            11            2          0   \n",
       "TOV                   NaN  ...            25            4          5   \n",
       "PF                    140  ...            31           15          5   \n",
       "PTS                   382  ...           150           68         68   \n",
       "\n",
       "                 24684           24685        24686         24687  \\\n",
       "Unnamed: 0       24684           24685        24686         24687   \n",
       "Year              2017            2017         2017          2017   \n",
       "Player      Nick Young  Thaddeus Young  Cody Zeller  Tyler Zeller   \n",
       "Pos                 SG              PF           PF             C   \n",
       "Age                 31              28           24            27   \n",
       "Tm                 LAL             IND          CHO           BOS   \n",
       "G                   60              74           62            51   \n",
       "GS                  60              74           58             5   \n",
       "MP                1556            2237         1725           525   \n",
       "PER               14.1            14.9         16.7            13   \n",
       "TS%              0.588           0.562        0.604         0.508   \n",
       "3PAr             0.665           0.172        0.002         0.006   \n",
       "FTr              0.142           0.125        0.442         0.247   \n",
       "ORB%               1.7             6.7          8.6           9.2   \n",
       "DRB%               8.2            15.8         17.3            17   \n",
       "TRB%               4.8            11.3         12.9          13.2   \n",
       "AST%               5.8             8.4          9.1          12.2   \n",
       "STL%               1.2             2.6          1.8           0.7   \n",
       "BLK%               0.7             1.2            3           3.3   \n",
       "TOV%               5.1            11.7         10.9          10.2   \n",
       "USG%              19.5            16.5         15.5          16.5   \n",
       "blanl              NaN             NaN          NaN           NaN   \n",
       "OWS                  3             1.9          3.4           0.5   \n",
       "DWS                0.2             2.7          2.2           0.6   \n",
       "WS                 3.2             4.6          5.6             1   \n",
       "WS/48            0.098           0.099        0.157         0.094   \n",
       "blank2             NaN             NaN          NaN           NaN   \n",
       "OBPM               2.6               0         -0.2          -3.2   \n",
       "DBPM              -3.4             1.5          2.3           0.8   \n",
       "BPM               -0.7             1.5          2.1          -2.5   \n",
       "VORP               0.5               2          1.8          -0.1   \n",
       "FG                 272             362          253            78   \n",
       "FGA                633             687          443           158   \n",
       "FG%               0.43           0.527        0.571         0.494   \n",
       "3P                 170              45            0             0   \n",
       "3PA                421             118            1             1   \n",
       "3P%              0.404           0.381            0             0   \n",
       "2P                 102             317          253            78   \n",
       "2PA                212             569          442           157   \n",
       "2P%              0.481           0.557        0.572         0.497   \n",
       "eFG%             0.564            0.56        0.571         0.494   \n",
       "FT                  77              45          133            22   \n",
       "FTA                 90              86          196            39   \n",
       "FT%              0.856           0.523        0.679         0.564   \n",
       "ORB                 25             131          135            43   \n",
       "DRB                112             318          270            81   \n",
       "TRB                137             449          405           124   \n",
       "AST                 58             122           99            42   \n",
       "STL                 37             114           62             7   \n",
       "BLK                 14              30           58            21   \n",
       "TOV                 36              96           65            20   \n",
       "PF                 137             135          189            61   \n",
       "PTS                791             814          639           178   \n",
       "\n",
       "                        24688        24689        24690  \n",
       "Unnamed: 0              24688        24689        24690  \n",
       "Year                     2017         2017         2017  \n",
       "Player      Stephen Zimmerman  Paul Zipser  Ivica Zubac  \n",
       "Pos                         C           SF            C  \n",
       "Age                        20           22           19  \n",
       "Tm                        ORL          CHI          LAL  \n",
       "G                          19           44           38  \n",
       "GS                          0           18           11  \n",
       "MP                        108          843          609  \n",
       "PER                       7.3          6.9           17  \n",
       "TS%                     0.346        0.503        0.547  \n",
       "3PAr                        0        0.448        0.013  \n",
       "FTr                     0.161        0.181        0.206  \n",
       "ORB%                     10.8          1.9          7.1  \n",
       "DRB%                     24.9         14.2         21.9  \n",
       "TRB%                     17.6            8         14.3  \n",
       "AST%                      5.3          6.1          8.1  \n",
       "STL%                      0.9          0.9          1.1  \n",
       "BLK%                      3.7          1.5          4.4  \n",
       "TOV%                      8.3         14.4         10.4  \n",
       "USG%                     14.8         14.4         20.3  \n",
       "blanl                     NaN          NaN          NaN  \n",
       "OWS                      -0.1         -0.3          0.6  \n",
       "DWS                       0.1          0.8          0.5  \n",
       "WS                          0          0.5          1.1  \n",
       "WS/48                  -0.005         0.03        0.086  \n",
       "blank2                    NaN          NaN          NaN  \n",
       "OBPM                     -7.8         -3.6         -2.7  \n",
       "DBPM                      0.4         -0.1          0.3  \n",
       "BPM                      -7.3         -3.7         -2.5  \n",
       "VORP                     -0.1         -0.4         -0.1  \n",
       "FG                         10           88          126  \n",
       "FGA                        31          221          238  \n",
       "FG%                     0.323        0.398        0.529  \n",
       "3P                          0           33            0  \n",
       "3PA                         0           99            3  \n",
       "3P%                       NaN        0.333            0  \n",
       "2P                         10           55          126  \n",
       "2PA                        31          122          235  \n",
       "2P%                     0.323        0.451        0.536  \n",
       "eFG%                    0.323        0.473        0.529  \n",
       "FT                          3           31           32  \n",
       "FTA                         5           40           49  \n",
       "FT%                       0.6        0.775        0.653  \n",
       "ORB                        11           15           41  \n",
       "DRB                        24          110          118  \n",
       "TRB                        35          125          159  \n",
       "AST                         4           36           30  \n",
       "STL                         2           15           14  \n",
       "BLK                         5           16           33  \n",
       "TOV                         3           40           30  \n",
       "PF                         17           78           66  \n",
       "PTS                        23          240          284  \n",
       "\n",
       "[53 rows x 24691 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data/Seasons_Stats.csv')\n",
    "# data.loc[data['Player'] == 'LeBron James'].T\n",
    "data.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24691, 53)"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the shape\n",
    "data.shape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# clean it up a little"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
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       "      <th>24687</th>\n",
       "      <th>24688</th>\n",
       "      <th>24689</th>\n",
       "      <th>24690</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <td>0</td>\n",
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       "      <td>24682</td>\n",
       "      <td>24683</td>\n",
       "      <td>24684</td>\n",
       "      <td>24685</td>\n",
       "      <td>24686</td>\n",
       "      <td>24687</td>\n",
       "      <td>24688</td>\n",
       "      <td>24689</td>\n",
       "      <td>24690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>...</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Player</th>\n",
       "      <td>Curly Armstrong</td>\n",
       "      <td>Cliff Barker</td>\n",
       "      <td>Leo Barnhorst</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>Ed Bartels</td>\n",
       "      <td>Ralph Beard</td>\n",
       "      <td>Gene Berce</td>\n",
       "      <td>Charlie Black</td>\n",
       "      <td>Charlie Black</td>\n",
       "      <td>...</td>\n",
       "      <td>Delon Wright</td>\n",
       "      <td>James Young</td>\n",
       "      <td>Joe Young</td>\n",
       "      <td>Nick Young</td>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Cody Zeller</td>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Stephen Zimmerman</td>\n",
       "      <td>Paul Zipser</td>\n",
       "      <td>Ivica Zubac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pos</th>\n",
       "      <td>G-F</td>\n",
       "      <td>SG</td>\n",
       "      <td>SF</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>G</td>\n",
       "      <td>G-F</td>\n",
       "      <td>F-C</td>\n",
       "      <td>F-C</td>\n",
       "      <td>...</td>\n",
       "      <td>PG</td>\n",
       "      <td>SG</td>\n",
       "      <td>PG</td>\n",
       "      <td>SG</td>\n",
       "      <td>PF</td>\n",
       "      <td>PF</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>SF</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>31</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tm</th>\n",
       "      <td>FTW</td>\n",
       "      <td>INO</td>\n",
       "      <td>CHS</td>\n",
       "      <td>TOT</td>\n",
       "      <td>DNN</td>\n",
       "      <td>NYK</td>\n",
       "      <td>INO</td>\n",
       "      <td>TRI</td>\n",
       "      <td>TOT</td>\n",
       "      <td>FTW</td>\n",
       "      <td>...</td>\n",
       "      <td>TOR</td>\n",
       "      <td>BOS</td>\n",
       "      <td>IND</td>\n",
       "      <td>LAL</td>\n",
       "      <td>IND</td>\n",
       "      <td>CHO</td>\n",
       "      <td>BOS</td>\n",
       "      <td>ORL</td>\n",
       "      <td>CHI</td>\n",
       "      <td>LAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G</th>\n",
       "      <td>63</td>\n",
       "      <td>49</td>\n",
       "      <td>67</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>65</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>60</td>\n",
       "      <td>74</td>\n",
       "      <td>62</td>\n",
       "      <td>51</td>\n",
       "      <td>19</td>\n",
       "      <td>44</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GS</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>74</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MP</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>446</td>\n",
       "      <td>220</td>\n",
       "      <td>135</td>\n",
       "      <td>1556</td>\n",
       "      <td>2237</td>\n",
       "      <td>1725</td>\n",
       "      <td>525</td>\n",
       "      <td>108</td>\n",
       "      <td>843</td>\n",
       "      <td>609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PER</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>11.4</td>\n",
       "      <td>14.1</td>\n",
       "      <td>14.9</td>\n",
       "      <td>16.7</td>\n",
       "      <td>13</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6.9</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS%</th>\n",
       "      <td>0.368</td>\n",
       "      <td>0.435</td>\n",
       "      <td>0.394</td>\n",
       "      <td>0.312</td>\n",
       "      <td>0.308</td>\n",
       "      <td>0.376</td>\n",
       "      <td>0.422</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.362</td>\n",
       "      <td>...</td>\n",
       "      <td>0.535</td>\n",
       "      <td>0.549</td>\n",
       "      <td>0.433</td>\n",
       "      <td>0.588</td>\n",
       "      <td>0.562</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.508</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.503</td>\n",
       "      <td>0.547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3PAr</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.259</td>\n",
       "      <td>0.603</td>\n",
       "      <td>0.319</td>\n",
       "      <td>0.665</td>\n",
       "      <td>0.172</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FTr</th>\n",
       "      <td>0.467</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.259</td>\n",
       "      <td>0.395</td>\n",
       "      <td>0.378</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.301</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.395</td>\n",
       "      <td>0.48</td>\n",
       "      <td>...</td>\n",
       "      <td>0.474</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.208</td>\n",
       "      <td>0.142</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.442</td>\n",
       "      <td>0.247</td>\n",
       "      <td>0.161</td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>4.1</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>6.7</td>\n",
       "      <td>8.6</td>\n",
       "      <td>9.2</td>\n",
       "      <td>10.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>8.1</td>\n",
       "      <td>10</td>\n",
       "      <td>13.1</td>\n",
       "      <td>8.2</td>\n",
       "      <td>15.8</td>\n",
       "      <td>17.3</td>\n",
       "      <td>17</td>\n",
       "      <td>24.9</td>\n",
       "      <td>14.2</td>\n",
       "      <td>21.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6.1</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4.8</td>\n",
       "      <td>11.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>13.2</td>\n",
       "      <td>17.6</td>\n",
       "      <td>8</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AST%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>18</td>\n",
       "      <td>5.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>9.1</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5.3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STL%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLK%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOV%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>15.1</td>\n",
       "      <td>6.1</td>\n",
       "      <td>6</td>\n",
       "      <td>5.1</td>\n",
       "      <td>11.7</td>\n",
       "      <td>10.9</td>\n",
       "      <td>10.2</td>\n",
       "      <td>8.3</td>\n",
       "      <td>14.4</td>\n",
       "      <td>10.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USG%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16.6</td>\n",
       "      <td>13.3</td>\n",
       "      <td>27.8</td>\n",
       "      <td>19.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>14.8</td>\n",
       "      <td>14.4</td>\n",
       "      <td>20.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blanl</th>\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>NaN</td>\n",
       "      <td>...</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>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OWS</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DWS</th>\n",
       "      <td>3.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WS</th>\n",
       "      <td>3.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WS/48</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.117</td>\n",
       "      <td>0.076</td>\n",
       "      <td>-0.022</td>\n",
       "      <td>0.098</td>\n",
       "      <td>0.099</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.094</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blank2</th>\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>NaN</td>\n",
       "      <td>...</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>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-2</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>-2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DBPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-3.1</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VORP</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FG</th>\n",
       "      <td>144</td>\n",
       "      <td>102</td>\n",
       "      <td>174</td>\n",
       "      <td>22</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>340</td>\n",
       "      <td>5</td>\n",
       "      <td>226</td>\n",
       "      <td>125</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>272</td>\n",
       "      <td>362</td>\n",
       "      <td>253</td>\n",
       "      <td>78</td>\n",
       "      <td>10</td>\n",
       "      <td>88</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FGA</th>\n",
       "      <td>516</td>\n",
       "      <td>274</td>\n",
       "      <td>499</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>4</td>\n",
       "      <td>936</td>\n",
       "      <td>16</td>\n",
       "      <td>813</td>\n",
       "      <td>435</td>\n",
       "      <td>...</td>\n",
       "      <td>116</td>\n",
       "      <td>58</td>\n",
       "      <td>72</td>\n",
       "      <td>633</td>\n",
       "      <td>687</td>\n",
       "      <td>443</td>\n",
       "      <td>158</td>\n",
       "      <td>31</td>\n",
       "      <td>221</td>\n",
       "      <td>238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FG%</th>\n",
       "      <td>0.279</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.422</td>\n",
       "      <td>0.431</td>\n",
       "      <td>0.361</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.527</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.494</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.398</td>\n",
       "      <td>0.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3P</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>170</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3PA</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>23</td>\n",
       "      <td>421</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3P%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.343</td>\n",
       "      <td>0.217</td>\n",
       "      <td>0.404</td>\n",
       "      <td>0.381</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2P</th>\n",
       "      <td>144</td>\n",
       "      <td>102</td>\n",
       "      <td>174</td>\n",
       "      <td>22</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>340</td>\n",
       "      <td>5</td>\n",
       "      <td>226</td>\n",
       "      <td>125</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>13</td>\n",
       "      <td>21</td>\n",
       "      <td>102</td>\n",
       "      <td>317</td>\n",
       "      <td>253</td>\n",
       "      <td>78</td>\n",
       "      <td>10</td>\n",
       "      <td>55</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2PA</th>\n",
       "      <td>516</td>\n",
       "      <td>274</td>\n",
       "      <td>499</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>4</td>\n",
       "      <td>936</td>\n",
       "      <td>16</td>\n",
       "      <td>813</td>\n",
       "      <td>435</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>23</td>\n",
       "      <td>49</td>\n",
       "      <td>212</td>\n",
       "      <td>569</td>\n",
       "      <td>442</td>\n",
       "      <td>157</td>\n",
       "      <td>31</td>\n",
       "      <td>122</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2P%</th>\n",
       "      <td>0.279</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.453</td>\n",
       "      <td>0.565</td>\n",
       "      <td>0.429</td>\n",
       "      <td>0.481</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.572</td>\n",
       "      <td>0.497</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.451</td>\n",
       "      <td>0.536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eFG%</th>\n",
       "      <td>0.279</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.313</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.466</td>\n",
       "      <td>0.534</td>\n",
       "      <td>0.396</td>\n",
       "      <td>0.564</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.494</td>\n",
       "      <td>0.323</td>\n",
       "      <td>0.473</td>\n",
       "      <td>0.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FT</th>\n",
       "      <td>170</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>209</td>\n",
       "      <td>132</td>\n",
       "      <td>...</td>\n",
       "      <td>42</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>77</td>\n",
       "      <td>45</td>\n",
       "      <td>133</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FTA</th>\n",
       "      <td>241</td>\n",
       "      <td>106</td>\n",
       "      <td>129</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>282</td>\n",
       "      <td>5</td>\n",
       "      <td>321</td>\n",
       "      <td>209</td>\n",
       "      <td>...</td>\n",
       "      <td>55</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>196</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FT%</th>\n",
       "      <td>0.705</td>\n",
       "      <td>0.708</td>\n",
       "      <td>0.698</td>\n",
       "      <td>0.559</td>\n",
       "      <td>0.548</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.762</td>\n",
       "      <td>0</td>\n",
       "      <td>0.651</td>\n",
       "      <td>0.632</td>\n",
       "      <td>...</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.733</td>\n",
       "      <td>0.856</td>\n",
       "      <td>0.523</td>\n",
       "      <td>0.679</td>\n",
       "      <td>0.564</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>131</td>\n",
       "      <td>135</td>\n",
       "      <td>43</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>112</td>\n",
       "      <td>318</td>\n",
       "      <td>270</td>\n",
       "      <td>81</td>\n",
       "      <td>24</td>\n",
       "      <td>110</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>48</td>\n",
       "      <td>26</td>\n",
       "      <td>17</td>\n",
       "      <td>137</td>\n",
       "      <td>449</td>\n",
       "      <td>405</td>\n",
       "      <td>124</td>\n",
       "      <td>35</td>\n",
       "      <td>125</td>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AST</th>\n",
       "      <td>176</td>\n",
       "      <td>109</td>\n",
       "      <td>140</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>233</td>\n",
       "      <td>2</td>\n",
       "      <td>163</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>57</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>58</td>\n",
       "      <td>122</td>\n",
       "      <td>99</td>\n",
       "      <td>42</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STL</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>37</td>\n",
       "      <td>114</td>\n",
       "      <td>62</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLK</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>30</td>\n",
       "      <td>58</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOV</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>96</td>\n",
       "      <td>65</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PF</th>\n",
       "      <td>217</td>\n",
       "      <td>99</td>\n",
       "      <td>192</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>132</td>\n",
       "      <td>6</td>\n",
       "      <td>273</td>\n",
       "      <td>140</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>137</td>\n",
       "      <td>135</td>\n",
       "      <td>189</td>\n",
       "      <td>61</td>\n",
       "      <td>17</td>\n",
       "      <td>78</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTS</th>\n",
       "      <td>458</td>\n",
       "      <td>279</td>\n",
       "      <td>438</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>4</td>\n",
       "      <td>895</td>\n",
       "      <td>10</td>\n",
       "      <td>661</td>\n",
       "      <td>382</td>\n",
       "      <td>...</td>\n",
       "      <td>150</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>791</td>\n",
       "      <td>814</td>\n",
       "      <td>639</td>\n",
       "      <td>178</td>\n",
       "      <td>23</td>\n",
       "      <td>240</td>\n",
       "      <td>284</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53 rows × 24691 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      0             1              2           3      \\\n",
       "Unnamed: 0                0             1              2           3   \n",
       "Year                   1950          1950           1950        1950   \n",
       "Player      Curly Armstrong  Cliff Barker  Leo Barnhorst  Ed Bartels   \n",
       "Pos                     G-F            SG             SF           F   \n",
       "Age                      31            29             25          24   \n",
       "Tm                      FTW           INO            CHS         TOT   \n",
       "G                        63            49             67          15   \n",
       "GS                      NaN           NaN            NaN         NaN   \n",
       "MP                      NaN           NaN            NaN         NaN   \n",
       "PER                     NaN           NaN            NaN         NaN   \n",
       "TS%                   0.368         0.435          0.394       0.312   \n",
       "3PAr                    NaN           NaN            NaN         NaN   \n",
       "FTr                   0.467         0.387          0.259       0.395   \n",
       "ORB%                    NaN           NaN            NaN         NaN   \n",
       "DRB%                    NaN           NaN            NaN         NaN   \n",
       "TRB%                    NaN           NaN            NaN         NaN   \n",
       "AST%                    NaN           NaN            NaN         NaN   \n",
       "STL%                    NaN           NaN            NaN         NaN   \n",
       "BLK%                    NaN           NaN            NaN         NaN   \n",
       "TOV%                    NaN           NaN            NaN         NaN   \n",
       "USG%                    NaN           NaN            NaN         NaN   \n",
       "blanl                   NaN           NaN            NaN         NaN   \n",
       "OWS                    -0.1           1.6            0.9        -0.5   \n",
       "DWS                     3.6           0.6            2.8        -0.1   \n",
       "WS                      3.5           2.2            3.6        -0.6   \n",
       "WS/48                   NaN           NaN            NaN         NaN   \n",
       "blank2                  NaN           NaN            NaN         NaN   \n",
       "OBPM                    NaN           NaN            NaN         NaN   \n",
       "DBPM                    NaN           NaN            NaN         NaN   \n",
       "BPM                     NaN           NaN            NaN         NaN   \n",
       "VORP                    NaN           NaN            NaN         NaN   \n",
       "FG                      144           102            174          22   \n",
       "FGA                     516           274            499          86   \n",
       "FG%                   0.279         0.372          0.349       0.256   \n",
       "3P                      NaN           NaN            NaN         NaN   \n",
       "3PA                     NaN           NaN            NaN         NaN   \n",
       "3P%                     NaN           NaN            NaN         NaN   \n",
       "2P                      144           102            174          22   \n",
       "2PA                     516           274            499          86   \n",
       "2P%                   0.279         0.372          0.349       0.256   \n",
       "eFG%                  0.279         0.372          0.349       0.256   \n",
       "FT                      170            75             90          19   \n",
       "FTA                     241           106            129          34   \n",
       "FT%                   0.705         0.708          0.698       0.559   \n",
       "ORB                     NaN           NaN            NaN         NaN   \n",
       "DRB                     NaN           NaN            NaN         NaN   \n",
       "TRB                     NaN           NaN            NaN         NaN   \n",
       "AST                     176           109            140          20   \n",
       "STL                     NaN           NaN            NaN         NaN   \n",
       "BLK                     NaN           NaN            NaN         NaN   \n",
       "TOV                     NaN           NaN            NaN         NaN   \n",
       "PF                      217            99            192          29   \n",
       "PTS                     458           279            438          63   \n",
       "\n",
       "                 4           5            6           7              8      \\\n",
       "Unnamed: 0           4           5            6           7              8   \n",
       "Year              1950        1950         1950        1950           1950   \n",
       "Player      Ed Bartels  Ed Bartels  Ralph Beard  Gene Berce  Charlie Black   \n",
       "Pos                  F           F            G         G-F            F-C   \n",
       "Age                 24          24           22          23             28   \n",
       "Tm                 DNN         NYK          INO         TRI            TOT   \n",
       "G                   13           2           60           3             65   \n",
       "GS                 NaN         NaN          NaN         NaN            NaN   \n",
       "MP                 NaN         NaN          NaN         NaN            NaN   \n",
       "PER                NaN         NaN          NaN         NaN            NaN   \n",
       "TS%              0.308       0.376        0.422       0.275          0.346   \n",
       "3PAr               NaN         NaN          NaN         NaN            NaN   \n",
       "FTr              0.378        0.75        0.301       0.313          0.395   \n",
       "ORB%               NaN         NaN          NaN         NaN            NaN   \n",
       "DRB%               NaN         NaN          NaN         NaN            NaN   \n",
       "TRB%               NaN         NaN          NaN         NaN            NaN   \n",
       "AST%               NaN         NaN          NaN         NaN            NaN   \n",
       "STL%               NaN         NaN          NaN         NaN            NaN   \n",
       "BLK%               NaN         NaN          NaN         NaN            NaN   \n",
       "TOV%               NaN         NaN          NaN         NaN            NaN   \n",
       "USG%               NaN         NaN          NaN         NaN            NaN   \n",
       "blanl              NaN         NaN          NaN         NaN            NaN   \n",
       "OWS               -0.5           0          3.6        -0.1           -2.2   \n",
       "DWS               -0.1           0          1.2           0              5   \n",
       "WS                -0.6           0          4.8        -0.1            2.8   \n",
       "WS/48              NaN         NaN          NaN         NaN            NaN   \n",
       "blank2             NaN         NaN          NaN         NaN            NaN   \n",
       "OBPM               NaN         NaN          NaN         NaN            NaN   \n",
       "DBPM               NaN         NaN          NaN         NaN            NaN   \n",
       "BPM                NaN         NaN          NaN         NaN            NaN   \n",
       "VORP               NaN         NaN          NaN         NaN            NaN   \n",
       "FG                  21           1          340           5            226   \n",
       "FGA                 82           4          936          16            813   \n",
       "FG%              0.256        0.25        0.363       0.313          0.278   \n",
       "3P                 NaN         NaN          NaN         NaN            NaN   \n",
       "3PA                NaN         NaN          NaN         NaN            NaN   \n",
       "3P%                NaN         NaN          NaN         NaN            NaN   \n",
       "2P                  21           1          340           5            226   \n",
       "2PA                 82           4          936          16            813   \n",
       "2P%              0.256        0.25        0.363       0.313          0.278   \n",
       "eFG%             0.256        0.25        0.363       0.313          0.278   \n",
       "FT                  17           2          215           0            209   \n",
       "FTA                 31           3          282           5            321   \n",
       "FT%              0.548       0.667        0.762           0          0.651   \n",
       "ORB                NaN         NaN          NaN         NaN            NaN   \n",
       "DRB                NaN         NaN          NaN         NaN            NaN   \n",
       "TRB                NaN         NaN          NaN         NaN            NaN   \n",
       "AST                 20           0          233           2            163   \n",
       "STL                NaN         NaN          NaN         NaN            NaN   \n",
       "BLK                NaN         NaN          NaN         NaN            NaN   \n",
       "TOV                NaN         NaN          NaN         NaN            NaN   \n",
       "PF                  27           2          132           6            273   \n",
       "PTS                 59           4          895          10            661   \n",
       "\n",
       "                    9      ...         24681        24682      24683  \\\n",
       "Unnamed: 0              9  ...         24681        24682      24683   \n",
       "Year                 1950  ...          2017         2017       2017   \n",
       "Player      Charlie Black  ...  Delon Wright  James Young  Joe Young   \n",
       "Pos                   F-C  ...            PG           SG         PG   \n",
       "Age                    28  ...            24           21         24   \n",
       "Tm                    FTW  ...           TOR          BOS        IND   \n",
       "G                      36  ...            27           29         33   \n",
       "GS                    NaN  ...             0            0          0   \n",
       "MP                    NaN  ...           446          220        135   \n",
       "PER                   NaN  ...            15           10       11.4   \n",
       "TS%                 0.362  ...         0.535        0.549      0.433   \n",
       "3PAr                  NaN  ...         0.259        0.603      0.319   \n",
       "FTr                  0.48  ...         0.474        0.155      0.208   \n",
       "ORB%                  NaN  ...           4.1          3.1        0.8   \n",
       "DRB%                  NaN  ...           8.1           10       13.1   \n",
       "TRB%                  NaN  ...           6.1          6.6        7.1   \n",
       "AST%                  NaN  ...          18.2          2.6         18   \n",
       "STL%                  NaN  ...           3.1          2.3        1.5   \n",
       "BLK%                  NaN  ...           2.1          0.7          0   \n",
       "TOV%                  NaN  ...          15.1          6.1          6   \n",
       "USG%                  NaN  ...          16.6         13.3       27.8   \n",
       "blanl                 NaN  ...           NaN          NaN        NaN   \n",
       "OWS                  -0.7  ...           0.5          0.1       -0.2   \n",
       "DWS                   2.2  ...           0.6          0.2        0.1   \n",
       "WS                    1.5  ...           1.1          0.3       -0.1   \n",
       "WS/48                 NaN  ...         0.117        0.076     -0.022   \n",
       "blank2                NaN  ...           NaN          NaN        NaN   \n",
       "OBPM                  NaN  ...          -0.1           -2       -3.5   \n",
       "DBPM                  NaN  ...           1.2         -1.1       -3.8   \n",
       "BPM                   NaN  ...           1.1         -3.1       -7.3   \n",
       "VORP                  NaN  ...           0.4         -0.1       -0.2   \n",
       "FG                    125  ...            49           25         26   \n",
       "FGA                   435  ...           116           58         72   \n",
       "FG%                 0.287  ...         0.422        0.431      0.361   \n",
       "3P                    NaN  ...            10           12          5   \n",
       "3PA                   NaN  ...            30           35         23   \n",
       "3P%                   NaN  ...         0.333        0.343      0.217   \n",
       "2P                    125  ...            39           13         21   \n",
       "2PA                   435  ...            86           23         49   \n",
       "2P%                 0.287  ...         0.453        0.565      0.429   \n",
       "eFG%                0.287  ...         0.466        0.534      0.396   \n",
       "FT                    132  ...            42            6         11   \n",
       "FTA                   209  ...            55            9         15   \n",
       "FT%                 0.632  ...         0.764        0.667      0.733   \n",
       "ORB                   NaN  ...            16            6          1   \n",
       "DRB                   NaN  ...            32           20         16   \n",
       "TRB                   NaN  ...            48           26         17   \n",
       "AST                    75  ...            57            4         15   \n",
       "STL                   NaN  ...            27           10          4   \n",
       "BLK                   NaN  ...            11            2          0   \n",
       "TOV                   NaN  ...            25            4          5   \n",
       "PF                    140  ...            31           15          5   \n",
       "PTS                   382  ...           150           68         68   \n",
       "\n",
       "                 24684           24685        24686         24687  \\\n",
       "Unnamed: 0       24684           24685        24686         24687   \n",
       "Year              2017            2017         2017          2017   \n",
       "Player      Nick Young  Thaddeus Young  Cody Zeller  Tyler Zeller   \n",
       "Pos                 SG              PF           PF             C   \n",
       "Age                 31              28           24            27   \n",
       "Tm                 LAL             IND          CHO           BOS   \n",
       "G                   60              74           62            51   \n",
       "GS                  60              74           58             5   \n",
       "MP                1556            2237         1725           525   \n",
       "PER               14.1            14.9         16.7            13   \n",
       "TS%              0.588           0.562        0.604         0.508   \n",
       "3PAr             0.665           0.172        0.002         0.006   \n",
       "FTr              0.142           0.125        0.442         0.247   \n",
       "ORB%               1.7             6.7          8.6           9.2   \n",
       "DRB%               8.2            15.8         17.3            17   \n",
       "TRB%               4.8            11.3         12.9          13.2   \n",
       "AST%               5.8             8.4          9.1          12.2   \n",
       "STL%               1.2             2.6          1.8           0.7   \n",
       "BLK%               0.7             1.2            3           3.3   \n",
       "TOV%               5.1            11.7         10.9          10.2   \n",
       "USG%              19.5            16.5         15.5          16.5   \n",
       "blanl              NaN             NaN          NaN           NaN   \n",
       "OWS                  3             1.9          3.4           0.5   \n",
       "DWS                0.2             2.7          2.2           0.6   \n",
       "WS                 3.2             4.6          5.6             1   \n",
       "WS/48            0.098           0.099        0.157         0.094   \n",
       "blank2             NaN             NaN          NaN           NaN   \n",
       "OBPM               2.6               0         -0.2          -3.2   \n",
       "DBPM              -3.4             1.5          2.3           0.8   \n",
       "BPM               -0.7             1.5          2.1          -2.5   \n",
       "VORP               0.5               2          1.8          -0.1   \n",
       "FG                 272             362          253            78   \n",
       "FGA                633             687          443           158   \n",
       "FG%               0.43           0.527        0.571         0.494   \n",
       "3P                 170              45            0             0   \n",
       "3PA                421             118            1             1   \n",
       "3P%              0.404           0.381            0             0   \n",
       "2P                 102             317          253            78   \n",
       "2PA                212             569          442           157   \n",
       "2P%              0.481           0.557        0.572         0.497   \n",
       "eFG%             0.564            0.56        0.571         0.494   \n",
       "FT                  77              45          133            22   \n",
       "FTA                 90              86          196            39   \n",
       "FT%              0.856           0.523        0.679         0.564   \n",
       "ORB                 25             131          135            43   \n",
       "DRB                112             318          270            81   \n",
       "TRB                137             449          405           124   \n",
       "AST                 58             122           99            42   \n",
       "STL                 37             114           62             7   \n",
       "BLK                 14              30           58            21   \n",
       "TOV                 36              96           65            20   \n",
       "PF                 137             135          189            61   \n",
       "PTS                791             814          639           178   \n",
       "\n",
       "                        24688        24689        24690  \n",
       "Unnamed: 0              24688        24689        24690  \n",
       "Year                     2017         2017         2017  \n",
       "Player      Stephen Zimmerman  Paul Zipser  Ivica Zubac  \n",
       "Pos                         C           SF            C  \n",
       "Age                        20           22           19  \n",
       "Tm                        ORL          CHI          LAL  \n",
       "G                          19           44           38  \n",
       "GS                          0           18           11  \n",
       "MP                        108          843          609  \n",
       "PER                       7.3          6.9           17  \n",
       "TS%                     0.346        0.503        0.547  \n",
       "3PAr                        0        0.448        0.013  \n",
       "FTr                     0.161        0.181        0.206  \n",
       "ORB%                     10.8          1.9          7.1  \n",
       "DRB%                     24.9         14.2         21.9  \n",
       "TRB%                     17.6            8         14.3  \n",
       "AST%                      5.3          6.1          8.1  \n",
       "STL%                      0.9          0.9          1.1  \n",
       "BLK%                      3.7          1.5          4.4  \n",
       "TOV%                      8.3         14.4         10.4  \n",
       "USG%                     14.8         14.4         20.3  \n",
       "blanl                     NaN          NaN          NaN  \n",
       "OWS                      -0.1         -0.3          0.6  \n",
       "DWS                       0.1          0.8          0.5  \n",
       "WS                          0          0.5          1.1  \n",
       "WS/48                  -0.005         0.03        0.086  \n",
       "blank2                    NaN          NaN          NaN  \n",
       "OBPM                     -7.8         -3.6         -2.7  \n",
       "DBPM                      0.4         -0.1          0.3  \n",
       "BPM                      -7.3         -3.7         -2.5  \n",
       "VORP                     -0.1         -0.4         -0.1  \n",
       "FG                         10           88          126  \n",
       "FGA                        31          221          238  \n",
       "FG%                     0.323        0.398        0.529  \n",
       "3P                          0           33            0  \n",
       "3PA                         0           99            3  \n",
       "3P%                       NaN        0.333            0  \n",
       "2P                         10           55          126  \n",
       "2PA                        31          122          235  \n",
       "2P%                     0.323        0.451        0.536  \n",
       "eFG%                    0.323        0.473        0.529  \n",
       "FT                          3           31           32  \n",
       "FTA                         5           40           49  \n",
       "FT%                       0.6        0.775        0.653  \n",
       "ORB                        11           15           41  \n",
       "DRB                        24          110          118  \n",
       "TRB                        35          125          159  \n",
       "AST                         4           36           30  \n",
       "STL                         2           15           14  \n",
       "BLK                         5           16           33  \n",
       "TOV                         3           40           30  \n",
       "PF                         17           78           66  \n",
       "PTS                        23          240          284  \n",
       "\n",
       "[53 rows x 24691 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.replace('?', np.nan)\n",
    "data.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initialize an all_nba column to store all NBA team stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "zero_data = np.zeros(shape=(len(data),1))\n",
    "zero_data.shape\n",
    "data = data.assign(all_nba = zero_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": true
   },
   "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>all_nba</th>\n",
       "      <th>Player</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>1</td>\n",
       "      <td>LeBron James</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Kevin Durant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Anthony Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>1</td>\n",
       "      <td>James Harden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Damian Lillard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>1955.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Maurice Stokes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>1955.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Dolph Schayes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>1955.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Clyde Lovellette</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>1955.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Jack George</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>1955.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Slater Martin</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>780 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Year  all_nba            Player\n",
       "0    2017.0        1      LeBron James\n",
       "1    2017.0        1      Kevin Durant\n",
       "2    2017.0        1     Anthony Davis\n",
       "3    2017.0        1      James Harden\n",
       "4    2017.0        1    Damian Lillard\n",
       "..      ...      ...               ...\n",
       "775  1955.0        2    Maurice Stokes\n",
       "776  1955.0        2     Dolph Schayes\n",
       "777  1955.0        2  Clyde Lovellette\n",
       "778  1955.0        2       Jack George\n",
       "779  1955.0        2     Slater Martin\n",
       "\n",
       "[780 rows x 3 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set the all nba team column\n",
    "\n",
    "allnba = pd.read_csv('data/all_nba_teams_clean.csv')\n",
    "# allnba.loc[allnba['Player'] == \"LeBron James\"]\n",
    "allnba\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>25123</th>\n",
       "      <th>25124</th>\n",
       "      <th>25125</th>\n",
       "      <th>25126</th>\n",
       "      <th>25127</th>\n",
       "      <th>25128</th>\n",
       "      <th>25129</th>\n",
       "      <th>25130</th>\n",
       "      <th>25131</th>\n",
       "      <th>25132</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>1950</td>\n",
       "      <td>...</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Player</th>\n",
       "      <td>Al Cervi*</td>\n",
       "      <td>Al Guokas</td>\n",
       "      <td>Al Guokas</td>\n",
       "      <td>Al Guokas</td>\n",
       "      <td>Al Miksis</td>\n",
       "      <td>Alex Groza</td>\n",
       "      <td>Alex Hannum*</td>\n",
       "      <td>Andrew Levane</td>\n",
       "      <td>Andy Duncan</td>\n",
       "      <td>Andy O'Donnell</td>\n",
       "      <td>...</td>\n",
       "      <td>Willie Cauley-Stein</td>\n",
       "      <td>Willie Reed</td>\n",
       "      <td>Willy Hernangomez</td>\n",
       "      <td>Wilson Chandler</td>\n",
       "      <td>Yogi Ferrell</td>\n",
       "      <td>Yogi Ferrell</td>\n",
       "      <td>Yogi Ferrell</td>\n",
       "      <td>Zach LaVine</td>\n",
       "      <td>Zach Randolph</td>\n",
       "      <td>Zaza Pachulia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2P</th>\n",
       "      <td>143</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>521</td>\n",
       "      <td>177</td>\n",
       "      <td>139</td>\n",
       "      <td>125</td>\n",
       "      <td>38</td>\n",
       "      <td>...</td>\n",
       "      <td>255</td>\n",
       "      <td>161</td>\n",
       "      <td>242</td>\n",
       "      <td>323</td>\n",
       "      <td>92</td>\n",
       "      <td>10</td>\n",
       "      <td>82</td>\n",
       "      <td>206</td>\n",
       "      <td>412</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2P%</th>\n",
       "      <td>0.332</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.317</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.238</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.433</td>\n",
       "      <td>0.352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.532</td>\n",
       "      <td>0.573</td>\n",
       "      <td>0.538</td>\n",
       "      <td>0.527</td>\n",
       "      <td>0.422</td>\n",
       "      <td>0.455</td>\n",
       "      <td>0.418</td>\n",
       "      <td>0.515</td>\n",
       "      <td>0.474</td>\n",
       "      <td>0.538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2PA</th>\n",
       "      <td>431</td>\n",
       "      <td>299</td>\n",
       "      <td>271</td>\n",
       "      <td>28</td>\n",
       "      <td>21</td>\n",
       "      <td>1090</td>\n",
       "      <td>488</td>\n",
       "      <td>418</td>\n",
       "      <td>289</td>\n",
       "      <td>108</td>\n",
       "      <td>...</td>\n",
       "      <td>479</td>\n",
       "      <td>281</td>\n",
       "      <td>450</td>\n",
       "      <td>613</td>\n",
       "      <td>218</td>\n",
       "      <td>22</td>\n",
       "      <td>196</td>\n",
       "      <td>400</td>\n",
       "      <td>870</td>\n",
       "      <td>305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3P</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>110</td>\n",
       "      <td>68</td>\n",
       "      <td>8</td>\n",
       "      <td>60</td>\n",
       "      <td>120</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3P%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.267</td>\n",
       "      <td>0.337</td>\n",
       "      <td>0.386</td>\n",
       "      <td>0.296</td>\n",
       "      <td>0.403</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.223</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3PA</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>326</td>\n",
       "      <td>176</td>\n",
       "      <td>27</td>\n",
       "      <td>149</td>\n",
       "      <td>310</td>\n",
       "      <td>94</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3PAr</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.014</td>\n",
       "      <td>0.032</td>\n",
       "      <td>0.347</td>\n",
       "      <td>0.447</td>\n",
       "      <td>0.551</td>\n",
       "      <td>0.432</td>\n",
       "      <td>0.437</td>\n",
       "      <td>0.098</td>\n",
       "      <td>0.007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AST</th>\n",
       "      <td>264</td>\n",
       "      <td>95</td>\n",
       "      <td>85</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>162</td>\n",
       "      <td>129</td>\n",
       "      <td>156</td>\n",
       "      <td>42</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>26</td>\n",
       "      <td>96</td>\n",
       "      <td>141</td>\n",
       "      <td>172</td>\n",
       "      <td>17</td>\n",
       "      <td>155</td>\n",
       "      <td>139</td>\n",
       "      <td>122</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AST%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>9.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>11.5</td>\n",
       "      <td>9.8</td>\n",
       "      <td>23.2</td>\n",
       "      <td>16.9</td>\n",
       "      <td>24.1</td>\n",
       "      <td>12.6</td>\n",
       "      <td>13.5</td>\n",
       "      <td>13.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>32</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>21</td>\n",
       "      <td>35</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLK</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>36</td>\n",
       "      <td>30</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLK%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DBPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-3.3</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>255</td>\n",
       "      <td>203</td>\n",
       "      <td>332</td>\n",
       "      <td>356</td>\n",
       "      <td>91</td>\n",
       "      <td>8</td>\n",
       "      <td>83</td>\n",
       "      <td>141</td>\n",
       "      <td>416</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>20.5</td>\n",
       "      <td>22</td>\n",
       "      <td>27.1</td>\n",
       "      <td>17.7</td>\n",
       "      <td>9.2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>9.7</td>\n",
       "      <td>9.5</td>\n",
       "      <td>27.4</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DWS</th>\n",
       "      <td>3.4</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FG</th>\n",
       "      <td>143</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>521</td>\n",
       "      <td>177</td>\n",
       "      <td>139</td>\n",
       "      <td>125</td>\n",
       "      <td>38</td>\n",
       "      <td>...</td>\n",
       "      <td>255</td>\n",
       "      <td>162</td>\n",
       "      <td>246</td>\n",
       "      <td>433</td>\n",
       "      <td>160</td>\n",
       "      <td>18</td>\n",
       "      <td>142</td>\n",
       "      <td>326</td>\n",
       "      <td>433</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FG%</th>\n",
       "      <td>0.332</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.317</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.238</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.433</td>\n",
       "      <td>0.352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.568</td>\n",
       "      <td>0.529</td>\n",
       "      <td>0.461</td>\n",
       "      <td>0.406</td>\n",
       "      <td>0.367</td>\n",
       "      <td>0.412</td>\n",
       "      <td>0.459</td>\n",
       "      <td>0.449</td>\n",
       "      <td>0.534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FGA</th>\n",
       "      <td>431</td>\n",
       "      <td>299</td>\n",
       "      <td>271</td>\n",
       "      <td>28</td>\n",
       "      <td>21</td>\n",
       "      <td>1090</td>\n",
       "      <td>488</td>\n",
       "      <td>418</td>\n",
       "      <td>289</td>\n",
       "      <td>108</td>\n",
       "      <td>...</td>\n",
       "      <td>481</td>\n",
       "      <td>285</td>\n",
       "      <td>465</td>\n",
       "      <td>939</td>\n",
       "      <td>394</td>\n",
       "      <td>49</td>\n",
       "      <td>345</td>\n",
       "      <td>710</td>\n",
       "      <td>964</td>\n",
       "      <td>307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FT</th>\n",
       "      <td>287</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>454</td>\n",
       "      <td>128</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>101</td>\n",
       "      <td>49</td>\n",
       "      <td>91</td>\n",
       "      <td>141</td>\n",
       "      <td>74</td>\n",
       "      <td>10</td>\n",
       "      <td>64</td>\n",
       "      <td>117</td>\n",
       "      <td>141</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FT%</th>\n",
       "      <td>0.829</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.532</td>\n",
       "      <td>1</td>\n",
       "      <td>0.81</td>\n",
       "      <td>0.729</td>\n",
       "      <td>0.688</td>\n",
       "      <td>0.635</td>\n",
       "      <td>0.556</td>\n",
       "      <td>0.778</td>\n",
       "      <td>...</td>\n",
       "      <td>0.669</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.728</td>\n",
       "      <td>0.727</td>\n",
       "      <td>0.831</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.877</td>\n",
       "      <td>0.836</td>\n",
       "      <td>0.731</td>\n",
       "      <td>0.778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FTA</th>\n",
       "      <td>346</td>\n",
       "      <td>50</td>\n",
       "      <td>47</td>\n",
       "      <td>3</td>\n",
       "      <td>21</td>\n",
       "      <td>623</td>\n",
       "      <td>186</td>\n",
       "      <td>85</td>\n",
       "      <td>108</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>151</td>\n",
       "      <td>88</td>\n",
       "      <td>125</td>\n",
       "      <td>194</td>\n",
       "      <td>89</td>\n",
       "      <td>16</td>\n",
       "      <td>73</td>\n",
       "      <td>140</td>\n",
       "      <td>193</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FTr</th>\n",
       "      <td>0.803</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.173</td>\n",
       "      <td>0.107</td>\n",
       "      <td>1</td>\n",
       "      <td>0.572</td>\n",
       "      <td>0.381</td>\n",
       "      <td>0.203</td>\n",
       "      <td>0.374</td>\n",
       "      <td>0.167</td>\n",
       "      <td>...</td>\n",
       "      <td>0.314</td>\n",
       "      <td>0.309</td>\n",
       "      <td>0.269</td>\n",
       "      <td>0.207</td>\n",
       "      <td>0.226</td>\n",
       "      <td>0.327</td>\n",
       "      <td>0.212</td>\n",
       "      <td>0.197</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G</th>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>41</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>60</td>\n",
       "      <td>67</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>71</td>\n",
       "      <td>46</td>\n",
       "      <td>10</td>\n",
       "      <td>36</td>\n",
       "      <td>47</td>\n",
       "      <td>73</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GS</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>22</td>\n",
       "      <td>33</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>47</td>\n",
       "      <td>5</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MP</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1421</td>\n",
       "      <td>1031</td>\n",
       "      <td>1324</td>\n",
       "      <td>2197</td>\n",
       "      <td>1197</td>\n",
       "      <td>151</td>\n",
       "      <td>1046</td>\n",
       "      <td>1749</td>\n",
       "      <td>1786</td>\n",
       "      <td>1268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBPM</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-2</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>-0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>85</td>\n",
       "      <td>129</td>\n",
       "      <td>170</td>\n",
       "      <td>103</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>182</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>13.7</td>\n",
       "      <td>13.8</td>\n",
       "      <td>5.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>11.3</td>\n",
       "      <td>12.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OWS</th>\n",
       "      <td>5.9</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>16.5</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PER</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16.4</td>\n",
       "      <td>17.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>14.9</td>\n",
       "      <td>13.1</td>\n",
       "      <td>6.5</td>\n",
       "      <td>14.1</td>\n",
       "      <td>14.6</td>\n",
       "      <td>18.5</td>\n",
       "      <td>16.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PF</th>\n",
       "      <td>223</td>\n",
       "      <td>143</td>\n",
       "      <td>116</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>221</td>\n",
       "      <td>264</td>\n",
       "      <td>106</td>\n",
       "      <td>160</td>\n",
       "      <td>32</td>\n",
       "      <td>...</td>\n",
       "      <td>147</td>\n",
       "      <td>137</td>\n",
       "      <td>150</td>\n",
       "      <td>172</td>\n",
       "      <td>90</td>\n",
       "      <td>11</td>\n",
       "      <td>79</td>\n",
       "      <td>104</td>\n",
       "      <td>136</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTS</th>\n",
       "      <td>573</td>\n",
       "      <td>214</td>\n",
       "      <td>197</td>\n",
       "      <td>17</td>\n",
       "      <td>27</td>\n",
       "      <td>1496</td>\n",
       "      <td>482</td>\n",
       "      <td>332</td>\n",
       "      <td>310</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>611</td>\n",
       "      <td>374</td>\n",
       "      <td>587</td>\n",
       "      <td>1117</td>\n",
       "      <td>462</td>\n",
       "      <td>54</td>\n",
       "      <td>408</td>\n",
       "      <td>889</td>\n",
       "      <td>1028</td>\n",
       "      <td>426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pos</th>\n",
       "      <td>PG</td>\n",
       "      <td>F-G</td>\n",
       "      <td>F-G</td>\n",
       "      <td>F-G</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>PF</td>\n",
       "      <td>F-G</td>\n",
       "      <td>F-C</td>\n",
       "      <td>G</td>\n",
       "      <td>...</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>C</td>\n",
       "      <td>SF</td>\n",
       "      <td>PG</td>\n",
       "      <td>PG</td>\n",
       "      <td>PG</td>\n",
       "      <td>SG</td>\n",
       "      <td>PF</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STL</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>53</td>\n",
       "      <td>18</td>\n",
       "      <td>41</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>41</td>\n",
       "      <td>38</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STL%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOV</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>31</td>\n",
       "      <td>100</td>\n",
       "      <td>114</td>\n",
       "      <td>70</td>\n",
       "      <td>14</td>\n",
       "      <td>56</td>\n",
       "      <td>85</td>\n",
       "      <td>99</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOV%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>11.2</td>\n",
       "      <td>8.7</td>\n",
       "      <td>16.1</td>\n",
       "      <td>10</td>\n",
       "      <td>13.9</td>\n",
       "      <td>20</td>\n",
       "      <td>12.9</td>\n",
       "      <td>9.9</td>\n",
       "      <td>8.6</td>\n",
       "      <td>19.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRB</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>340</td>\n",
       "      <td>332</td>\n",
       "      <td>502</td>\n",
       "      <td>459</td>\n",
       "      <td>111</td>\n",
       "      <td>12</td>\n",
       "      <td>99</td>\n",
       "      <td>159</td>\n",
       "      <td>598</td>\n",
       "      <td>410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRB%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>13.8</td>\n",
       "      <td>17.8</td>\n",
       "      <td>20.4</td>\n",
       "      <td>11.5</td>\n",
       "      <td>5.3</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.3</td>\n",
       "      <td>19.1</td>\n",
       "      <td>17.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS%</th>\n",
       "      <td>0.491</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.338</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.446</td>\n",
       "      <td>0.548</td>\n",
       "      <td>0.423</td>\n",
       "      <td>0.365</td>\n",
       "      <td>0.461</td>\n",
       "      <td>0.388</td>\n",
       "      <td>...</td>\n",
       "      <td>0.558</td>\n",
       "      <td>0.578</td>\n",
       "      <td>0.564</td>\n",
       "      <td>0.545</td>\n",
       "      <td>0.533</td>\n",
       "      <td>0.482</td>\n",
       "      <td>0.541</td>\n",
       "      <td>0.576</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tm</th>\n",
       "      <td>SYR</td>\n",
       "      <td>TOT</td>\n",
       "      <td>DNN</td>\n",
       "      <td>PHW</td>\n",
       "      <td>WAT</td>\n",
       "      <td>INO</td>\n",
       "      <td>SYR</td>\n",
       "      <td>SYR</td>\n",
       "      <td>ROC</td>\n",
       "      <td>BLB</td>\n",
       "      <td>...</td>\n",
       "      <td>SAC</td>\n",
       "      <td>MIA</td>\n",
       "      <td>NYK</td>\n",
       "      <td>DEN</td>\n",
       "      <td>TOT</td>\n",
       "      <td>BRK</td>\n",
       "      <td>DAL</td>\n",
       "      <td>MIN</td>\n",
       "      <td>MEM</td>\n",
       "      <td>GSW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USG%</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>19.6</td>\n",
       "      <td>15.3</td>\n",
       "      <td>20.3</td>\n",
       "      <td>22</td>\n",
       "      <td>19.6</td>\n",
       "      <td>19.9</td>\n",
       "      <td>19.5</td>\n",
       "      <td>21.7</td>\n",
       "      <td>29.2</td>\n",
       "      <td>15.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <td>32</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>174</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>139</td>\n",
       "      <td>55</td>\n",
       "      <td>199</td>\n",
       "      <td>...</td>\n",
       "      <td>24190</td>\n",
       "      <td>24552</td>\n",
       "      <td>24325</td>\n",
       "      <td>24192</td>\n",
       "      <td>24259</td>\n",
       "      <td>24260</td>\n",
       "      <td>24261</td>\n",
       "      <td>24408</td>\n",
       "      <td>24550</td>\n",
       "      <td>24515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VORP</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WS</th>\n",
       "      <td>9.3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>17.9</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WS/48</th>\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>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.168</td>\n",
       "      <td>0.123</td>\n",
       "      <td>0.078</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.082</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>all_nba</th>\n",
       "      <td>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>...</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blank2</th>\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>NaN</td>\n",
       "      <td>...</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>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blanl</th>\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>NaN</td>\n",
       "      <td>...</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>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eFG%</th>\n",
       "      <td>0.332</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.317</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.238</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.433</td>\n",
       "      <td>0.352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.533</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.492</td>\n",
       "      <td>0.449</td>\n",
       "      <td>0.499</td>\n",
       "      <td>0.544</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.534</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54 rows × 25133 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                0          1          2          3          4           5      \\\n",
       "Year             1950       1950       1950       1950       1950        1950   \n",
       "Player      Al Cervi*  Al Guokas  Al Guokas  Al Guokas  Al Miksis  Alex Groza   \n",
       "2P                143         93         86          7          5         521   \n",
       "2P%             0.332      0.311      0.317       0.25      0.238       0.478   \n",
       "2PA               431        299        271         28         21        1090   \n",
       "3P                NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "3P%               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "3PA               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "3PAr              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "AST               264         95         85         10          4         162   \n",
       "AST%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "Age                32         24         24         24         21          23   \n",
       "BLK               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "BLK%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "BPM               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "DBPM              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "DRB               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "DRB%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "DWS               3.4       -0.1       -0.4        0.3          0         1.4   \n",
       "FG                143         93         86          7          5         521   \n",
       "FG%             0.332      0.311      0.317       0.25      0.238       0.478   \n",
       "FGA               431        299        271         28         21        1090   \n",
       "FT                287         28         25          3         17         454   \n",
       "FT%             0.829       0.56      0.532          1       0.81       0.729   \n",
       "FTA               346         50         47          3         21         623   \n",
       "FTr             0.803      0.167      0.173      0.107          1       0.572   \n",
       "G                  56         57         41         16          8          64   \n",
       "GS                NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "MP                NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "OBPM              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "ORB               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "ORB%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "OWS               5.9       -0.9       -0.7       -0.2        0.2        16.5   \n",
       "PER               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "PF                223        143        116         27         22         221   \n",
       "PTS               573        214        197         17         27        1496   \n",
       "Pos                PG        F-G        F-G        F-G          C           C   \n",
       "STL               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "STL%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "TOV               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "TOV%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "TRB               NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "TRB%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "TS%             0.491      0.333      0.338       0.29      0.446       0.548   \n",
       "Tm                SYR        TOT        DNN        PHW        WAT         INO   \n",
       "USG%              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "Unnamed: 0         32         85         86         87        174          84   \n",
       "VORP              NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "WS                9.3         -1       -1.1        0.1        0.1        17.9   \n",
       "WS/48             NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "all_nba             0          0          0          0          0           0   \n",
       "blank2            NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "blanl             NaN        NaN        NaN        NaN        NaN         NaN   \n",
       "eFG%            0.332      0.311      0.317       0.25      0.238       0.478   \n",
       "\n",
       "                   6              7            8               9      ...  \\\n",
       "Year                1950           1950         1950            1950  ...   \n",
       "Player      Alex Hannum*  Andrew Levane  Andy Duncan  Andy O'Donnell  ...   \n",
       "2P                   177            139          125              38  ...   \n",
       "2P%                0.363          0.333        0.433           0.352  ...   \n",
       "2PA                  488            418          289             108  ...   \n",
       "3P                   NaN            NaN          NaN             NaN  ...   \n",
       "3P%                  NaN            NaN          NaN             NaN  ...   \n",
       "3PA                  NaN            NaN          NaN             NaN  ...   \n",
       "3PAr                 NaN            NaN          NaN             NaN  ...   \n",
       "AST                  129            156           42              17  ...   \n",
       "AST%                 NaN            NaN          NaN             NaN  ...   \n",
       "Age                   26             29           27              24  ...   \n",
       "BLK                  NaN            NaN          NaN             NaN  ...   \n",
       "BLK%                 NaN            NaN          NaN             NaN  ...   \n",
       "BPM                  NaN            NaN          NaN             NaN  ...   \n",
       "DBPM                 NaN            NaN          NaN             NaN  ...   \n",
       "DRB                  NaN            NaN          NaN             NaN  ...   \n",
       "DRB%                 NaN            NaN          NaN             NaN  ...   \n",
       "DWS                  3.2              2          1.4             0.3  ...   \n",
       "FG                   177            139          125              38  ...   \n",
       "FG%                0.363          0.333        0.433           0.352  ...   \n",
       "FGA                  488            418          289             108  ...   \n",
       "FT                   128             54           60              14  ...   \n",
       "FT%                0.688          0.635        0.556           0.778  ...   \n",
       "FTA                  186             85          108              18  ...   \n",
       "FTr                0.381          0.203        0.374           0.167  ...   \n",
       "G                     64             60           67              25  ...   \n",
       "GS                   NaN            NaN          NaN             NaN  ...   \n",
       "MP                   NaN            NaN          NaN             NaN  ...   \n",
       "OBPM                 NaN            NaN          NaN             NaN  ...   \n",
       "ORB                  NaN            NaN          NaN             NaN  ...   \n",
       "ORB%                 NaN            NaN          NaN             NaN  ...   \n",
       "OWS                    2           -0.2            2             0.1  ...   \n",
       "PER                  NaN            NaN          NaN             NaN  ...   \n",
       "PF                   264            106          160              32  ...   \n",
       "PTS                  482            332          310              90  ...   \n",
       "Pos                   PF            F-G          F-C               G  ...   \n",
       "STL                  NaN            NaN          NaN             NaN  ...   \n",
       "STL%                 NaN            NaN          NaN             NaN  ...   \n",
       "TOV                  NaN            NaN          NaN             NaN  ...   \n",
       "TOV%                 NaN            NaN          NaN             NaN  ...   \n",
       "TRB                  NaN            NaN          NaN             NaN  ...   \n",
       "TRB%                 NaN            NaN          NaN             NaN  ...   \n",
       "TS%                0.423          0.365        0.461           0.388  ...   \n",
       "Tm                   SYR            SYR          ROC             BLB  ...   \n",
       "USG%                 NaN            NaN          NaN             NaN  ...   \n",
       "Unnamed: 0            92            139           55             199  ...   \n",
       "VORP                 NaN            NaN          NaN             NaN  ...   \n",
       "WS                   5.1            1.8          3.4             0.3  ...   \n",
       "WS/48                NaN            NaN          NaN             NaN  ...   \n",
       "all_nba                0              0            0               0  ...   \n",
       "blank2               NaN            NaN          NaN             NaN  ...   \n",
       "blanl                NaN            NaN          NaN             NaN  ...   \n",
       "eFG%               0.363          0.333        0.433           0.352  ...   \n",
       "\n",
       "                          25123        25124              25125  \\\n",
       "Year                       2017         2017               2017   \n",
       "Player      Willie Cauley-Stein  Willie Reed  Willy Hernangomez   \n",
       "2P                          255          161                242   \n",
       "2P%                       0.532        0.573              0.538   \n",
       "2PA                         479          281                450   \n",
       "3P                            0            1                  4   \n",
       "3P%                           0         0.25              0.267   \n",
       "3PA                           2            4                 15   \n",
       "3PAr                      0.004        0.014              0.032   \n",
       "AST                          80           26                 96   \n",
       "AST%                        9.4          3.9               11.5   \n",
       "Age                          23           26                 22   \n",
       "BLK                          45           47                 36   \n",
       "BLK%                        2.9          3.6                2.2   \n",
       "BPM                        -1.1         -0.6                  0   \n",
       "DBPM                        0.9          0.7                0.6   \n",
       "DRB                         255          203                332   \n",
       "DRB%                       20.5           22               27.1   \n",
       "DWS                         1.5          1.5                1.6   \n",
       "FG                          255          162                246   \n",
       "FG%                        0.53        0.568              0.529   \n",
       "FGA                         481          285                465   \n",
       "FT                          101           49                 91   \n",
       "FT%                       0.669        0.557              0.728   \n",
       "FTA                         151           88                125   \n",
       "FTr                       0.314        0.309              0.269   \n",
       "G                            75           71                 72   \n",
       "GS                           21            5                 22   \n",
       "MP                         1421         1031               1324   \n",
       "OBPM                         -2         -1.3               -0.6   \n",
       "ORB                          85          129                170   \n",
       "ORB%                          7         13.7               13.8   \n",
       "OWS                         1.4          2.1                1.8   \n",
       "PER                        16.4         17.1               18.9   \n",
       "PF                          147          137                150   \n",
       "PTS                         611          374                587   \n",
       "Pos                           C            C                  C   \n",
       "STL                          53           18                 41   \n",
       "STL%                        1.9          0.9                1.5   \n",
       "TOV                          69           31                100   \n",
       "TOV%                       11.2          8.7               16.1   \n",
       "TRB                         340          332                502   \n",
       "TRB%                       13.8         17.8               20.4   \n",
       "TS%                       0.558        0.578              0.564   \n",
       "Tm                          SAC          MIA                NYK   \n",
       "USG%                       19.6         15.3               20.3   \n",
       "Unnamed: 0                24190        24552              24325   \n",
       "VORP                        0.3          0.4                0.7   \n",
       "WS                            3          3.6                3.4   \n",
       "WS/48                       0.1        0.168              0.123   \n",
       "all_nba                       0            0                  0   \n",
       "blank2                      NaN          NaN                NaN   \n",
       "blanl                       NaN          NaN                NaN   \n",
       "eFG%                       0.53         0.57              0.533   \n",
       "\n",
       "                      25126         25127         25128         25129  \\\n",
       "Year                   2017          2017          2017          2017   \n",
       "Player      Wilson Chandler  Yogi Ferrell  Yogi Ferrell  Yogi Ferrell   \n",
       "2P                      323            92            10            82   \n",
       "2P%                   0.527         0.422         0.455         0.418   \n",
       "2PA                     613           218            22           196   \n",
       "3P                      110            68             8            60   \n",
       "3P%                   0.337         0.386         0.296         0.403   \n",
       "3PA                     326           176            27           149   \n",
       "3PAr                  0.347         0.447         0.551         0.432   \n",
       "AST                     141           172            17           155   \n",
       "AST%                    9.8          23.2          16.9          24.1   \n",
       "Age                      29            23            23            23   \n",
       "BLK                      30             9             2             7   \n",
       "BLK%                    1.1           0.7             1           0.6   \n",
       "BPM                    -0.8          -0.7          -7.3           0.2   \n",
       "DBPM                   -1.3          -0.7          -3.3          -0.3   \n",
       "DRB                     356            91             8            83   \n",
       "DRB%                   17.7           9.2           5.5           9.7   \n",
       "DWS                     1.1             1             0           0.9   \n",
       "FG                      433           160            18           142   \n",
       "FG%                   0.461         0.406         0.367         0.412   \n",
       "FGA                     939           394            49           345   \n",
       "FT                      141            74            10            64   \n",
       "FT%                   0.727         0.831         0.625         0.877   \n",
       "FTA                     194            89            16            73   \n",
       "FTr                   0.207         0.226         0.327         0.212   \n",
       "G                        71            46            10            36   \n",
       "GS                       33            29             0            29   \n",
       "MP                     2197          1197           151          1046   \n",
       "OBPM                    0.5          -0.1            -4           0.5   \n",
       "ORB                     103            20             4            16   \n",
       "ORB%                    5.2           1.8           2.8           1.7   \n",
       "OWS                     2.4           0.8          -0.2             1   \n",
       "PER                    14.9          13.1           6.5          14.1   \n",
       "PF                      172            90            11            79   \n",
       "PTS                    1117           462            54           408   \n",
       "Pos                      SF            PG            PG            PG   \n",
       "STL                      52            42             2            40   \n",
       "STL%                    1.2           1.8           0.6             2   \n",
       "TOV                     114            70            14            56   \n",
       "TOV%                     10          13.9            20          12.9   \n",
       "TRB                     459           111            12            99   \n",
       "TRB%                   11.5           5.3           4.2           5.5   \n",
       "TS%                   0.545         0.533         0.482         0.541   \n",
       "Tm                      DEN           TOT           BRK           DAL   \n",
       "USG%                     22          19.6          19.9          19.5   \n",
       "Unnamed: 0            24192         24259         24260         24261   \n",
       "VORP                    0.7           0.4          -0.2           0.6   \n",
       "WS                      3.6           1.8          -0.2             2   \n",
       "WS/48                 0.078         0.072         -0.05          0.09   \n",
       "all_nba                   0             0             0             0   \n",
       "blank2                  NaN           NaN           NaN           NaN   \n",
       "blanl                   NaN           NaN           NaN           NaN   \n",
       "eFG%                   0.52         0.492         0.449         0.499   \n",
       "\n",
       "                  25130          25131          25132  \n",
       "Year               2017           2017           2017  \n",
       "Player      Zach LaVine  Zach Randolph  Zaza Pachulia  \n",
       "2P                  206            412            164  \n",
       "2P%               0.515          0.474          0.538  \n",
       "2PA                 400            870            305  \n",
       "3P                  120             21              0  \n",
       "3P%               0.387          0.223              0  \n",
       "3PA                 310             94              2  \n",
       "3PAr              0.437          0.098          0.007  \n",
       "AST                 139            122            132  \n",
       "AST%               12.6           13.5           13.6  \n",
       "Age                  21             35             32  \n",
       "BLK                  10             10             33  \n",
       "BLK%                0.5            0.5              2  \n",
       "BPM                -0.3           -2.1            2.7  \n",
       "DBPM               -2.4           -0.7              3  \n",
       "DRB                 141            416            270  \n",
       "DRB%                9.5           27.4             22  \n",
       "DWS                 0.4            2.4            2.5  \n",
       "FG                  326            433            164  \n",
       "FG%               0.459          0.449          0.534  \n",
       "FGA                 710            964            307  \n",
       "FT                  117            141             98  \n",
       "FT%               0.836          0.731          0.778  \n",
       "FTA                 140            193            126  \n",
       "FTr               0.197            0.2           0.41  \n",
       "G                    47             73             70  \n",
       "GS                   47              5             70  \n",
       "MP                 1749           1786           1268  \n",
       "OBPM                2.1           -1.4           -0.3  \n",
       "ORB                  18            182            140  \n",
       "ORB%                1.2           11.3           12.9  \n",
       "OWS                 2.5            0.8            2.2  \n",
       "PER                14.6           18.5           16.1  \n",
       "PF                  104            136            166  \n",
       "PTS                 889           1028            426  \n",
       "Pos                  SG             PF              C  \n",
       "STL                  41             38             59  \n",
       "STL%                1.2            1.1            2.2  \n",
       "TOV                  85             99             88  \n",
       "TOV%                9.9            8.6           19.5  \n",
       "TRB                 159            598            410  \n",
       "TRB%                5.3           19.1           17.7  \n",
       "TS%               0.576           0.49          0.588  \n",
       "Tm                  MIN            MEM            GSW  \n",
       "USG%               21.7           29.2           15.3  \n",
       "Unnamed: 0        24408          24550          24515  \n",
       "VORP                0.8              0            1.5  \n",
       "WS                    3            3.2            4.7  \n",
       "WS/48             0.082          0.086          0.177  \n",
       "all_nba               0              0              0  \n",
       "blank2              NaN            NaN            NaN  \n",
       "blanl               NaN            NaN            NaN  \n",
       "eFG%              0.544           0.46          0.534  \n",
       "\n",
       "[54 rows x 25133 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# update the all_nba column with the new all_nba stats\n",
    "\n",
    "res = allnba.set_index(['Year', 'Player'])\\\n",
    "         .combine_first(data.set_index(['Year', 'Player']))\\\n",
    "         .reset_index()\n",
    "\n",
    "res.T\n",
    "\n",
    "# Check LeBron's all_nba teams\n",
    "# res.loc[res['Player'] == \"LeBron James\"].T\n",
    "\n",
    "# res\n",
    "\n",
    "# #\n",
    "# res.drop(['Year'],[''])\n",
    "\n",
    "# Looks good! Let's do some one-hot encoding\n",
    "# one_hot = pd.get_dummies(res, prefix=['all_nba'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Columns\n",
    "\n",
    "```\n",
    "2P\n",
    "2P%\n",
    "2PA\n",
    "3P\n",
    "3P%\n",
    "3PA\n",
    "AST\n",
    "AST%\n",
    "BLK\n",
    "BLK%\n",
    "BPM\n",
    "DRB\n",
    "DRB%\n",
    "eFG%\n",
    "FG\n",
    "FG%\n",
    "FGA\n",
    "FT\n",
    "FT%\n",
    "FTA\n",
    "G\n",
    "GS\n",
    "MP\n",
    "ORB\n",
    "OBR%\n",
    "PER\n",
    "PF\n",
    "STL\n",
    "STL%\n",
    "TOV\n",
    "TOV%\n",
    "TRB\n",
    "TRB%\n",
    "TS%\n",
    "WS\n",
    "WS/48\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the dataset for ML\n",
    "\n",
    "df_1955 = res[res.Year > 2009]\n",
    "df_ml = df_1955[['2P', '2P%', '2PA', '3P', '3P%', '3PA', 'AST', \n",
    "                 'AST%', 'BLK', 'BLK%', 'BPM', 'DRB',  \n",
    "                 'eFG%', 'FG', 'FGA', 'FT', 'FT%', 'FTA', \n",
    "                 'G', 'GS', 'MP', 'ORB', 'ORB%', 'PER', 'PF', 'STL', \n",
    "                 'TOV', 'TOV%', 'TRB', 'TRB%', 'TS%', \n",
    "                 'WS', 'WS/48']].copy()\n",
    "\n",
    "df_anba = df_1955[['all_nba']].copy()\n",
    "\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "# X, y = df_ml.iloc[:, :-1], res.iloc[:, -1]\n",
    "\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(df_ml, df_anba, test_size=0.2, random_state=123)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "XGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
       "             colsample_bynode=1, colsample_bytree=1, gamma=0,\n",
       "             importance_type='gain', learning_rate=0.1, max_delta_step=0,\n",
       "             max_depth=4, min_child_weight=1, missing=None, n_estimators=100,\n",
       "             n_jobs=1, num_parallel_tree=1, objective='reg:squarederror',\n",
       "             random_state=0, reg_alpha=0, reg_lambda=1, scale_pos_weight=31,\n",
       "             subsample=1, tree_method='auto', verbosity=1)"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "data_dmatrix = xgb.DMatrix(data=df_ml,label=df_anba)\n",
    "\n",
    "xg_reg = xgb.XGBRegressor(objective='reg:squarederror', learning_rate=0.1, max_depth=4, scale_pos_weight=31)\n",
    "\n",
    "xg_reg.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "       -3.09510827e-02,  1.61230564e-05,  1.79919600e-03,  2.96977162e-03,\n",
       "        2.34666944e-01,  3.99649143e-05, -1.54435635e-03,  5.21272421e-04,\n",
       "       -5.74519038e-02,  5.31231940e-01,  1.70885921e-02,  3.99649143e-05,\n",
       "       -2.94268131e-04,  1.61230564e-05, -2.78645754e-03, -5.59699535e-03,\n",
       "        3.99649143e-05,  1.41474605e-02,  1.79919600e-03,  3.99649143e-05,\n",
       "       -8.74328613e-03,  5.93816042e-02,  2.99358368e-03,  1.61230564e-05,\n",
       "       -2.02932358e-02,  3.99649143e-05,  8.53011727e-01,  2.99358368e-03,\n",
       "        8.15720856e-02,  2.99358368e-03, -2.94268131e-04, -5.86503744e-03,\n",
       "        4.50333953e-03], dtype=float32)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds = xg_reg.predict(X_test)\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3383290938108869"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rmse = np.sqrt(mean_squared_error(y_test, preds))\n",
    "rmse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "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>train-mae-mean</th>\n",
       "      <th>train-mae-std</th>\n",
       "      <th>test-mae-mean</th>\n",
       "      <th>test-mae-std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.477131</td>\n",
       "      <td>0.001696</td>\n",
       "      <td>0.479889</td>\n",
       "      <td>0.004635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.433001</td>\n",
       "      <td>0.001449</td>\n",
       "      <td>0.438104</td>\n",
       "      <td>0.004681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.393234</td>\n",
       "      <td>0.001369</td>\n",
       "      <td>0.400669</td>\n",
       "      <td>0.004500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.357469</td>\n",
       "      <td>0.001371</td>\n",
       "      <td>0.367148</td>\n",
       "      <td>0.004652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.325222</td>\n",
       "      <td>0.001275</td>\n",
       "      <td>0.337046</td>\n",
       "      <td>0.004770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.296315</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.310173</td>\n",
       "      <td>0.004439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.270084</td>\n",
       "      <td>0.001133</td>\n",
       "      <td>0.285707</td>\n",
       "      <td>0.004347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.246448</td>\n",
       "      <td>0.001144</td>\n",
       "      <td>0.263801</td>\n",
       "      <td>0.004250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.225049</td>\n",
       "      <td>0.001193</td>\n",
       "      <td>0.244281</td>\n",
       "      <td>0.004494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.205758</td>\n",
       "      <td>0.001152</td>\n",
       "      <td>0.226621</td>\n",
       "      <td>0.004499</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   train-mae-mean  train-mae-std  test-mae-mean  test-mae-std\n",
       "0        0.477131       0.001696       0.479889      0.004635\n",
       "1        0.433001       0.001449       0.438104      0.004681\n",
       "2        0.393234       0.001369       0.400669      0.004500\n",
       "3        0.357469       0.001371       0.367148      0.004652\n",
       "4        0.325222       0.001275       0.337046      0.004770\n",
       "5        0.296315       0.001297       0.310173      0.004439\n",
       "6        0.270084       0.001133       0.285707      0.004347\n",
       "7        0.246448       0.001144       0.263801      0.004250\n",
       "8        0.225049       0.001193       0.244281      0.004494\n",
       "9        0.205758       0.001152       0.226621      0.004499"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params = {'learning_rate': 0.1, 'max_depth': 5, \"objective\": \"reg:squarederror\",\n",
    "          'tree_method': 'hist'}\n",
    "cv_results = xgb.cv(dtrain=data_dmatrix, params=params, nfold=3,\n",
    "                    num_boost_round=50, early_stopping_rounds=10, metrics=\"mae\", as_pandas=True, seed=123)\n",
    "cv_results.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib' from '/home/pjames/anaconda3/lib/python3.7/site-packages/matplotlib/__init__.py'>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xgb.plot_importance(xg_reg)\n",
    "plt.rcParams['figure.figsize'] = [10, 10]\n",
    "plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}