1_draft_data_scrape_luther.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Project Luther\n",
    "\n",
    "Kenny Leung - kenleung11@gmail.com\n",
    "\n",
    "Part 1/8 - Data scraping NBA draft statistics from 1966 to 2016, and rookie year data since 2003\n",
    "\n",
    "This notebook documents the process of scraping NBA draft and rookie year data from https://www.basketball-reference.com/."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import packages\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "import time\n",
    "import random\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Scraping\n",
    "\n",
    "The data scraped from this website is the statistics of all the drafted players since 1966. The data consists of all major stats categories in basketball and are averaged over all the seasons the player has played to date. Further below in the notebook I will scrape the statistics for each drafted player's rookie year, which will contain the dependent variable (Box Plus/Minus \"BPM\") I wish to predict with my regression model.\n",
    "\n",
    "I want to test scraping data for one season to make sure the code works as intended."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "url = 'https://www.basketball-reference.com/draft/NBA_2016.html'\n",
    "\n",
    "response = requests.get(url)\n",
    "page = response.text\n",
    "soup = BeautifulSoup(page, \"lxml\")\n",
    "\n",
    "# get column headers\n",
    "column_headers = [th.getText() for th in soup.findAll('tr', limit=2)[1].findAll('th')]\n",
    "# remove first column\n",
    "column_headers.pop(0)\n",
    "# skip the first 2 header rows\n",
    "data_rows = soup.findAll('tr')[2:]  \n",
    "# get player data\n",
    "player_data = [[td.getText() for td in data_rows[i].findAll('td')] for i in range(len(data_rows))]\n",
    "\n",
    "# create datadrame with columns and data\n",
    "df = pd.DataFrame(player_data, columns=column_headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "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>Pk</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Player</th>\n",
       "      <th>College</th>\n",
       "      <th>Yrs</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>...</th>\n",
       "      <th>3P%</th>\n",
       "      <th>FT%</th>\n",
       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>PHI</td>\n",
       "      <td>Ben Simmons</td>\n",
       "      <td>Louisiana State University</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>LAL</td>\n",
       "      <td>Brandon Ingram</td>\n",
       "      <td>Duke University</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td>2279</td>\n",
       "      <td>740</td>\n",
       "      <td>316</td>\n",
       "      <td>166</td>\n",
       "      <td>...</td>\n",
       "      <td>.294</td>\n",
       "      <td>.621</td>\n",
       "      <td>28.8</td>\n",
       "      <td>9.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-.007</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>-1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>BOS</td>\n",
       "      <td>Jaylen Brown</td>\n",
       "      <td>University of California</td>\n",
       "      <td>1</td>\n",
       "      <td>78</td>\n",
       "      <td>1341</td>\n",
       "      <td>515</td>\n",
       "      <td>220</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>.341</td>\n",
       "      <td>.685</td>\n",
       "      <td>17.2</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>.053</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>PHO</td>\n",
       "      <td>Dragan Bender</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>574</td>\n",
       "      <td>146</td>\n",
       "      <td>103</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>.277</td>\n",
       "      <td>.364</td>\n",
       "      <td>13.3</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-.029</td>\n",
       "      <td>-4.3</td>\n",
       "      <td>-0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>MIN</td>\n",
       "      <td>Kris Dunn</td>\n",
       "      <td>Providence College</td>\n",
       "      <td>1</td>\n",
       "      <td>78</td>\n",
       "      <td>1333</td>\n",
       "      <td>293</td>\n",
       "      <td>166</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>.288</td>\n",
       "      <td>.610</td>\n",
       "      <td>17.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.004</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Pk   Tm          Player                     College Yrs   G    MP  PTS  TRB  \\\n",
       "0  1  PHI     Ben Simmons  Louisiana State University                           \n",
       "1  2  LAL  Brandon Ingram             Duke University   1  79  2279  740  316   \n",
       "2  3  BOS    Jaylen Brown    University of California   1  78  1341  515  220   \n",
       "3  4  PHO   Dragan Bender                               1  43   574  146  103   \n",
       "4  5  MIN       Kris Dunn          Providence College   1  78  1333  293  166   \n",
       "\n",
       "   AST  ...    3P%   FT%    MP  PTS  TRB  AST    WS  WS/48   BPM  VORP  \n",
       "0       ...                                                             \n",
       "1  166  ...   .294  .621  28.8  9.4  4.0  2.1  -0.3  -.007  -3.8  -1.1  \n",
       "2   64  ...   .341  .685  17.2  6.6  2.8  0.8   1.5   .053  -4.0  -0.7  \n",
       "3   23  ...   .277  .364  13.3  3.4  2.4  0.5  -0.3  -.029  -4.3  -0.3  \n",
       "4  188  ...   .288  .610  17.1  3.8  2.1  2.4   0.1   .004  -2.2  -0.1  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraping Draft Data from 1966 to 2016\n",
    "\n",
    "Now, to scrape all draft data for all drafts since 1966."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1966\n",
      "1967\n",
      "1968\n",
      "1969\n",
      "1970\n",
      "1971\n",
      "1972\n",
      "1973\n",
      "1974\n",
      "1975\n",
      "1976\n",
      "1977\n",
      "1978\n",
      "1979\n",
      "1980\n",
      "1981\n",
      "1982\n",
      "1983\n",
      "1984\n",
      "1985\n",
      "1986\n",
      "1987\n",
      "1988\n",
      "1989\n",
      "1990\n",
      "1991\n",
      "1992\n",
      "1993\n",
      "1994\n",
      "1995\n",
      "1996\n",
      "1997\n",
      "1998\n",
      "1999\n",
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "2006\n",
      "2007\n",
      "2008\n",
      "2009\n",
      "2010\n",
      "2011\n",
      "2012\n",
      "2013\n",
      "2014\n",
      "2015\n",
      "2016\n"
     ]
    }
   ],
   "source": [
    "url_template = \"http://www.basketball-reference.com/draft/NBA_{year}.html\"\n",
    "draft_df = pd.DataFrame()\n",
    "\n",
    "for year in range(1966, 2017):  # for each year\n",
    "    url = url_template.format(year=year)  # get the url\n",
    "    \n",
    "    response = requests.get(url)\n",
    "    page = response.text\n",
    "    \n",
    "    soup = BeautifulSoup(page, 'html5lib')\n",
    "    \n",
    "    # get column headers\n",
    "    column_headers = [th.getText() for th in soup.findAll('tr', limit=2)[1].findAll('th')]\n",
    "    column_headers.pop(0)\n",
    "\n",
    "    # get player data\n",
    "    data_rows = soup.findAll('tr')[2:] \n",
    "    player_data = [[td.getText() for td in data_rows[i].findAll('td')] for i in range(len(data_rows))]\n",
    "    \n",
    "    # turn yearly data into a dataframe\n",
    "    year_df = pd.DataFrame(player_data, columns=column_headers)\n",
    "    # create and insert the Draft_Yr column\n",
    "    year_df.insert(0, 'Draft_Yr', year)\n",
    "    \n",
    "    # append to the big dataframe\n",
    "    draft_df = draft_df.append(year_df, ignore_index=True)\n",
    "    \n",
    "    print(year)\n",
    "    \n",
    "    time.sleep(.5+2*random.random())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save to csv\n",
    "draft_df.to_csv('draft_raw.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the data\n",
    "\n",
    "Next, I cleaned the raw draft data by dropping unnecessary columns, changing the dtypes of the data, and checking for null values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read in csv file\n",
    "draft_df_copy = pd.read_csv('draft_raw.csv',index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Draft_Yr', 'Pk', 'Tm', 'Player', 'College', 'Yrs', 'G', 'MP', 'PTS',\n",
       "       'TRB', 'AST', 'FG%', '3P%', 'FT%', 'MP.1', 'PTS.1', 'TRB.1', 'AST.1',\n",
       "       'WS', 'WS/48', 'BPM', 'VORP'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df_copy.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# change dataframe to numeric values except for above columns\n",
    "cols=[i for i in draft_df_copy.columns if i not in ['Tm', 'Player', 'College']]\n",
    "for col in cols:\n",
    "    draft_df_copy[col] = draft_df_copy[col].apply(pd.to_numeric, errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# get rid of the rows full of null values\n",
    "draft_df_copy = draft_df_copy[draft_df_copy['Player'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# replace NaNs with 0s\n",
    "draft_df_copy = draft_df_copy.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# rename columns\n",
    "draft_df_copy.rename(columns={'WS/48':'WS_per_48'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# change % symbol\n",
    "draft_df_copy.columns = draft_df_copy.columns.str.replace('%', '_Perc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# rename columns\n",
    "column_indices = [14,15,16,17]\n",
    "new_names = ['MPG','PPG','RPG','APG']\n",
    "old_names = draft_df_copy.columns[column_indices]\n",
    "draft_df_copy.rename(columns=dict(zip(old_names, new_names)), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# change the data types to int\n",
    "draft_df_copy.loc[:,'Yrs':'AST'] = draft_df_copy.loc[:,'Yrs':'AST'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# filter out players who did not play any games\n",
    "draft_df_copy = draft_df_copy[draft_df_copy['G'] != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# filter out players prior to the 2003 draft, since we only have college statistics from 2003 (see notebook 2/6)\n",
    "draft_df_copy = draft_df_copy[draft_df_copy['Draft_Yr']>2002]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "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>Draft_Yr</th>\n",
       "      <th>Pk</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Player</th>\n",
       "      <th>College</th>\n",
       "      <th>Yrs</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
       "      <th>TRB</th>\n",
       "      <th>...</th>\n",
       "      <th>3P_Perc</th>\n",
       "      <th>FT_Perc</th>\n",
       "      <th>MPG</th>\n",
       "      <th>PPG</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS_per_48</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5711</th>\n",
       "      <td>2003</td>\n",
       "      <td>1.0</td>\n",
       "      <td>CLE</td>\n",
       "      <td>LeBron James</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1061</td>\n",
       "      <td>41272</td>\n",
       "      <td>28787</td>\n",
       "      <td>7706</td>\n",
       "      <td>...</td>\n",
       "      <td>0.342</td>\n",
       "      <td>0.74</td>\n",
       "      <td>38.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>7.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>205.4</td>\n",
       "      <td>0.239</td>\n",
       "      <td>9.1</td>\n",
       "      <td>115.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Draft_Yr   Pk   Tm        Player College  Yrs     G     MP    PTS   TRB  \\\n",
       "5711      2003  1.0  CLE  LeBron James       0   14  1061  41272  28787  7706   \n",
       "\n",
       "      ...    3P_Perc  FT_Perc   MPG   PPG  RPG  APG     WS  WS_per_48  BPM  \\\n",
       "5711  ...      0.342     0.74  38.9  27.1  7.3  7.0  205.4      0.239  9.1   \n",
       "\n",
       "       VORP  \n",
       "5711  115.9  \n",
       "\n",
       "[1 rows x 22 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# see who has the most points \n",
    "draft_df_copy[draft_df_copy['PTS'] == draft_df_copy['PTS'].max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "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>Draft_Yr</th>\n",
       "      <th>Pk</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Player</th>\n",
       "      <th>College</th>\n",
       "      <th>Yrs</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
       "      <th>TRB</th>\n",
       "      <th>...</th>\n",
       "      <th>3P_Perc</th>\n",
       "      <th>FT_Perc</th>\n",
       "      <th>MPG</th>\n",
       "      <th>PPG</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS_per_48</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003</td>\n",
       "      <td>1.0</td>\n",
       "      <td>CLE</td>\n",
       "      <td>LeBron James</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1061</td>\n",
       "      <td>41272</td>\n",
       "      <td>28787</td>\n",
       "      <td>7706</td>\n",
       "      <td>...</td>\n",
       "      <td>0.342</td>\n",
       "      <td>0.740</td>\n",
       "      <td>38.9</td>\n",
       "      <td>27.1</td>\n",
       "      <td>7.3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>205.4</td>\n",
       "      <td>0.239</td>\n",
       "      <td>9.1</td>\n",
       "      <td>115.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2003</td>\n",
       "      <td>2.0</td>\n",
       "      <td>DET</td>\n",
       "      <td>Darko Milicic</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>468</td>\n",
       "      <td>8638</td>\n",
       "      <td>2813</td>\n",
       "      <td>1971</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.574</td>\n",
       "      <td>18.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0.040</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2003</td>\n",
       "      <td>3.0</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>Syracuse University</td>\n",
       "      <td>14</td>\n",
       "      <td>976</td>\n",
       "      <td>35334</td>\n",
       "      <td>24156</td>\n",
       "      <td>6431</td>\n",
       "      <td>...</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.813</td>\n",
       "      <td>36.2</td>\n",
       "      <td>24.8</td>\n",
       "      <td>6.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>97.0</td>\n",
       "      <td>0.132</td>\n",
       "      <td>1.3</td>\n",
       "      <td>29.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2003</td>\n",
       "      <td>4.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>Chris Bosh</td>\n",
       "      <td>Georgia Institute of Technology</td>\n",
       "      <td>13</td>\n",
       "      <td>893</td>\n",
       "      <td>31936</td>\n",
       "      <td>17189</td>\n",
       "      <td>7592</td>\n",
       "      <td>...</td>\n",
       "      <td>0.335</td>\n",
       "      <td>0.799</td>\n",
       "      <td>35.8</td>\n",
       "      <td>19.2</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>0.159</td>\n",
       "      <td>1.4</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2003</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MIA</td>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>Marquette University</td>\n",
       "      <td>14</td>\n",
       "      <td>915</td>\n",
       "      <td>32352</td>\n",
       "      <td>21317</td>\n",
       "      <td>4396</td>\n",
       "      <td>...</td>\n",
       "      <td>0.287</td>\n",
       "      <td>0.768</td>\n",
       "      <td>35.4</td>\n",
       "      <td>23.3</td>\n",
       "      <td>4.8</td>\n",
       "      <td>5.7</td>\n",
       "      <td>117.2</td>\n",
       "      <td>0.174</td>\n",
       "      <td>5.1</td>\n",
       "      <td>57.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2003</td>\n",
       "      <td>6.0</td>\n",
       "      <td>LAC</td>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>Central Michigan University</td>\n",
       "      <td>13</td>\n",
       "      <td>735</td>\n",
       "      <td>19642</td>\n",
       "      <td>8208</td>\n",
       "      <td>5582</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042</td>\n",
       "      <td>0.743</td>\n",
       "      <td>26.7</td>\n",
       "      <td>11.2</td>\n",
       "      <td>7.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>24.6</td>\n",
       "      <td>0.060</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2003</td>\n",
       "      <td>7.0</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Kirk Hinrich</td>\n",
       "      <td>University of Kansas</td>\n",
       "      <td>13</td>\n",
       "      <td>879</td>\n",
       "      <td>27015</td>\n",
       "      <td>9594</td>\n",
       "      <td>2576</td>\n",
       "      <td>...</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.800</td>\n",
       "      <td>30.7</td>\n",
       "      <td>10.9</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>52.5</td>\n",
       "      <td>0.093</td>\n",
       "      <td>0.2</td>\n",
       "      <td>14.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2003</td>\n",
       "      <td>8.0</td>\n",
       "      <td>MIL</td>\n",
       "      <td>T.J. Ford</td>\n",
       "      <td>University of Texas at Austin</td>\n",
       "      <td>8</td>\n",
       "      <td>429</td>\n",
       "      <td>11882</td>\n",
       "      <td>4797</td>\n",
       "      <td>1331</td>\n",
       "      <td>...</td>\n",
       "      <td>0.289</td>\n",
       "      <td>0.815</td>\n",
       "      <td>27.7</td>\n",
       "      <td>11.2</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.8</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.068</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2003</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NYK</td>\n",
       "      <td>Mike Sweetney</td>\n",
       "      <td>Georgetown University</td>\n",
       "      <td>4</td>\n",
       "      <td>233</td>\n",
       "      <td>3610</td>\n",
       "      <td>1516</td>\n",
       "      <td>1045</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.689</td>\n",
       "      <td>15.5</td>\n",
       "      <td>6.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0.103</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2003</td>\n",
       "      <td>10.0</td>\n",
       "      <td>WAS</td>\n",
       "      <td>Jarvis Hayes</td>\n",
       "      <td>University of Georgia</td>\n",
       "      <td>7</td>\n",
       "      <td>427</td>\n",
       "      <td>9898</td>\n",
       "      <td>3553</td>\n",
       "      <td>1330</td>\n",
       "      <td>...</td>\n",
       "      <td>0.356</td>\n",
       "      <td>0.798</td>\n",
       "      <td>23.2</td>\n",
       "      <td>8.3</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.049</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>-2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2003</td>\n",
       "      <td>11.0</td>\n",
       "      <td>GSW</td>\n",
       "      <td>Mickael Pietrus</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>557</td>\n",
       "      <td>11950</td>\n",
       "      <td>4629</td>\n",
       "      <td>1723</td>\n",
       "      <td>...</td>\n",
       "      <td>0.355</td>\n",
       "      <td>0.665</td>\n",
       "      <td>21.5</td>\n",
       "      <td>8.3</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>19.7</td>\n",
       "      <td>0.079</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>3.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2003</td>\n",
       "      <td>12.0</td>\n",
       "      <td>SEA</td>\n",
       "      <td>Nick Collison</td>\n",
       "      <td>University of Kansas</td>\n",
       "      <td>13</td>\n",
       "      <td>895</td>\n",
       "      <td>18528</td>\n",
       "      <td>5328</td>\n",
       "      <td>4681</td>\n",
       "      <td>...</td>\n",
       "      <td>0.208</td>\n",
       "      <td>0.726</td>\n",
       "      <td>20.7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>44.4</td>\n",
       "      <td>0.115</td>\n",
       "      <td>0.4</td>\n",
       "      <td>11.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2003</td>\n",
       "      <td>13.0</td>\n",
       "      <td>MEM</td>\n",
       "      <td>Marcus Banks</td>\n",
       "      <td>University of Nevada, Las Vegas</td>\n",
       "      <td>8</td>\n",
       "      <td>348</td>\n",
       "      <td>5571</td>\n",
       "      <td>2061</td>\n",
       "      <td>519</td>\n",
       "      <td>...</td>\n",
       "      <td>0.327</td>\n",
       "      <td>0.768</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.057</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2003</td>\n",
       "      <td>14.0</td>\n",
       "      <td>SEA</td>\n",
       "      <td>Luke Ridnour</td>\n",
       "      <td>University of Oregon</td>\n",
       "      <td>12</td>\n",
       "      <td>830</td>\n",
       "      <td>21623</td>\n",
       "      <td>7740</td>\n",
       "      <td>1877</td>\n",
       "      <td>...</td>\n",
       "      <td>0.349</td>\n",
       "      <td>0.862</td>\n",
       "      <td>26.1</td>\n",
       "      <td>9.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.080</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2003</td>\n",
       "      <td>15.0</td>\n",
       "      <td>ORL</td>\n",
       "      <td>Reece Gaines</td>\n",
       "      <td>University of Louisville</td>\n",
       "      <td>3</td>\n",
       "      <td>71</td>\n",
       "      <td>605</td>\n",
       "      <td>123</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>0.269</td>\n",
       "      <td>0.606</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.049</td>\n",
       "      <td>-7.7</td>\n",
       "      <td>-0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2003</td>\n",
       "      <td>16.0</td>\n",
       "      <td>BOS</td>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>Boston College</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.326</td>\n",
       "      <td>-14.4</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2003</td>\n",
       "      <td>17.0</td>\n",
       "      <td>PHO</td>\n",
       "      <td>Zarko Cabarkapa</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>150</td>\n",
       "      <td>1550</td>\n",
       "      <td>640</td>\n",
       "      <td>312</td>\n",
       "      <td>...</td>\n",
       "      <td>0.273</td>\n",
       "      <td>0.733</td>\n",
       "      <td>10.3</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.035</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>-1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2003</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NOH</td>\n",
       "      <td>David West</td>\n",
       "      <td>Xavier University</td>\n",
       "      <td>14</td>\n",
       "      <td>961</td>\n",
       "      <td>28145</td>\n",
       "      <td>13539</td>\n",
       "      <td>6352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.261</td>\n",
       "      <td>0.818</td>\n",
       "      <td>29.3</td>\n",
       "      <td>14.1</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>82.4</td>\n",
       "      <td>0.140</td>\n",
       "      <td>1.4</td>\n",
       "      <td>24.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2003</td>\n",
       "      <td>19.0</td>\n",
       "      <td>UTA</td>\n",
       "      <td>Sasha Pavlovic</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>567</td>\n",
       "      <td>8888</td>\n",
       "      <td>2787</td>\n",
       "      <td>1000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.346</td>\n",
       "      <td>0.673</td>\n",
       "      <td>15.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.9</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.038</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>-3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2003</td>\n",
       "      <td>20.0</td>\n",
       "      <td>BOS</td>\n",
       "      <td>Dahntay Jones</td>\n",
       "      <td>Duke University</td>\n",
       "      <td>13</td>\n",
       "      <td>624</td>\n",
       "      <td>9799</td>\n",
       "      <td>3353</td>\n",
       "      <td>1082</td>\n",
       "      <td>...</td>\n",
       "      <td>0.329</td>\n",
       "      <td>0.751</td>\n",
       "      <td>15.7</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>9.9</td>\n",
       "      <td>0.048</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2003</td>\n",
       "      <td>21.0</td>\n",
       "      <td>ATL</td>\n",
       "      <td>Boris Diaw</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1064</td>\n",
       "      <td>28768</td>\n",
       "      <td>9139</td>\n",
       "      <td>4634</td>\n",
       "      <td>...</td>\n",
       "      <td>0.336</td>\n",
       "      <td>0.717</td>\n",
       "      <td>27.0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3.5</td>\n",
       "      <td>51.6</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.7</td>\n",
       "      <td>19.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2003</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NJN</td>\n",
       "      <td>Zoran Planinic</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>148</td>\n",
       "      <td>1584</td>\n",
       "      <td>561</td>\n",
       "      <td>198</td>\n",
       "      <td>...</td>\n",
       "      <td>0.289</td>\n",
       "      <td>0.677</td>\n",
       "      <td>10.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.046</td>\n",
       "      <td>-4.2</td>\n",
       "      <td>-0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2003</td>\n",
       "      <td>23.0</td>\n",
       "      <td>POR</td>\n",
       "      <td>Travis Outlaw</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>622</td>\n",
       "      <td>13026</td>\n",
       "      <td>5273</td>\n",
       "      <td>1974</td>\n",
       "      <td>...</td>\n",
       "      <td>0.337</td>\n",
       "      <td>0.744</td>\n",
       "      <td>20.9</td>\n",
       "      <td>8.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>16.5</td>\n",
       "      <td>0.061</td>\n",
       "      <td>-2.3</td>\n",
       "      <td>-0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2003</td>\n",
       "      <td>24.0</td>\n",
       "      <td>LAL</td>\n",
       "      <td>Brian Cook</td>\n",
       "      <td>University of Illinois at Urbana-Champaign</td>\n",
       "      <td>9</td>\n",
       "      <td>421</td>\n",
       "      <td>5649</td>\n",
       "      <td>2312</td>\n",
       "      <td>1115</td>\n",
       "      <td>...</td>\n",
       "      <td>0.382</td>\n",
       "      <td>0.783</td>\n",
       "      <td>13.4</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.086</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2003</td>\n",
       "      <td>25.0</td>\n",
       "      <td>DET</td>\n",
       "      <td>Carlos Delfino</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>507</td>\n",
       "      <td>11580</td>\n",
       "      <td>4115</td>\n",
       "      <td>1815</td>\n",
       "      <td>...</td>\n",
       "      <td>0.365</td>\n",
       "      <td>0.758</td>\n",
       "      <td>22.8</td>\n",
       "      <td>8.1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.7</td>\n",
       "      <td>22.5</td>\n",
       "      <td>0.093</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2003</td>\n",
       "      <td>26.0</td>\n",
       "      <td>MIN</td>\n",
       "      <td>Ndudi Ebi</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>86</td>\n",
       "      <td>40</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.462</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.051</td>\n",
       "      <td>-5.4</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2003</td>\n",
       "      <td>27.0</td>\n",
       "      <td>MEM</td>\n",
       "      <td>Kendrick Perkins</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>781</td>\n",
       "      <td>17147</td>\n",
       "      <td>4211</td>\n",
       "      <td>4531</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.594</td>\n",
       "      <td>22.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27.9</td>\n",
       "      <td>0.078</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2003</td>\n",
       "      <td>28.0</td>\n",
       "      <td>SAS</td>\n",
       "      <td>Leandro Barbosa</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>850</td>\n",
       "      <td>18386</td>\n",
       "      <td>9035</td>\n",
       "      <td>1720</td>\n",
       "      <td>...</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.821</td>\n",
       "      <td>21.6</td>\n",
       "      <td>10.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>37.4</td>\n",
       "      <td>0.098</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>7.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2003</td>\n",
       "      <td>29.0</td>\n",
       "      <td>DAL</td>\n",
       "      <td>Josh Howard</td>\n",
       "      <td>Wake Forest University</td>\n",
       "      <td>10</td>\n",
       "      <td>507</td>\n",
       "      <td>15350</td>\n",
       "      <td>7270</td>\n",
       "      <td>2886</td>\n",
       "      <td>...</td>\n",
       "      <td>0.332</td>\n",
       "      <td>0.770</td>\n",
       "      <td>30.3</td>\n",
       "      <td>14.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.119</td>\n",
       "      <td>0.6</td>\n",
       "      <td>10.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2003</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NYK</td>\n",
       "      <td>Maciej Lampe</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>64</td>\n",
       "      <td>632</td>\n",
       "      <td>215</td>\n",
       "      <td>142</td>\n",
       "      <td>...</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.676</td>\n",
       "      <td>9.9</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.014</td>\n",
       "      <td>-8.7</td>\n",
       "      <td>-1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>2016</td>\n",
       "      <td>18.0</td>\n",
       "      <td>DET</td>\n",
       "      <td>Henry Ellenson</td>\n",
       "      <td>Marquette University</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>146</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>0.286</td>\n",
       "      <td>0.500</td>\n",
       "      <td>7.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.071</td>\n",
       "      <td>-8.2</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>2016</td>\n",
       "      <td>19.0</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Malik Beasley</td>\n",
       "      <td>Florida State University</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>165</td>\n",
       "      <td>83</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>0.321</td>\n",
       "      <td>0.800</td>\n",
       "      <td>7.5</td>\n",
       "      <td>3.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.057</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>2016</td>\n",
       "      <td>20.0</td>\n",
       "      <td>IND</td>\n",
       "      <td>Caris LeVert</td>\n",
       "      <td>University of Michigan</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>1237</td>\n",
       "      <td>468</td>\n",
       "      <td>188</td>\n",
       "      <td>...</td>\n",
       "      <td>0.321</td>\n",
       "      <td>0.720</td>\n",
       "      <td>21.7</td>\n",
       "      <td>8.2</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.070</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>2016</td>\n",
       "      <td>21.0</td>\n",
       "      <td>ATL</td>\n",
       "      <td>DeAndre Bembry</td>\n",
       "      <td>Saint Joseph's University</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>371</td>\n",
       "      <td>101</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>0.056</td>\n",
       "      <td>0.375</td>\n",
       "      <td>9.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.038</td>\n",
       "      <td>-4.3</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>2016</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CHO</td>\n",
       "      <td>Malachi Richardson</td>\n",
       "      <td>Syracuse University</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>198</td>\n",
       "      <td>79</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>0.286</td>\n",
       "      <td>0.789</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.028</td>\n",
       "      <td>-5.5</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>2016</td>\n",
       "      <td>24.0</td>\n",
       "      <td>PHI</td>\n",
       "      <td>Timothe Luwawu</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>1190</td>\n",
       "      <td>445</td>\n",
       "      <td>149</td>\n",
       "      <td>...</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.854</td>\n",
       "      <td>17.2</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.034</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>2016</td>\n",
       "      <td>25.0</td>\n",
       "      <td>LAC</td>\n",
       "      <td>Brice Johnson</td>\n",
       "      <td>University of North Carolina</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.165</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>2016</td>\n",
       "      <td>27.0</td>\n",
       "      <td>TOR</td>\n",
       "      <td>Pascal Siakam</td>\n",
       "      <td>New Mexico State University</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>859</td>\n",
       "      <td>229</td>\n",
       "      <td>185</td>\n",
       "      <td>...</td>\n",
       "      <td>0.143</td>\n",
       "      <td>0.688</td>\n",
       "      <td>15.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.089</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>2016</td>\n",
       "      <td>28.0</td>\n",
       "      <td>PHO</td>\n",
       "      <td>Skal Labissiere</td>\n",
       "      <td>University of Kentucky</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>612</td>\n",
       "      <td>289</td>\n",
       "      <td>162</td>\n",
       "      <td>...</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.703</td>\n",
       "      <td>18.5</td>\n",
       "      <td>8.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.099</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>2016</td>\n",
       "      <td>29.0</td>\n",
       "      <td>SAS</td>\n",
       "      <td>Dejounte Murray</td>\n",
       "      <td>University of Washington</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>322</td>\n",
       "      <td>130</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>0.391</td>\n",
       "      <td>0.700</td>\n",
       "      <td>8.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004</td>\n",
       "      <td>-4.8</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>2016</td>\n",
       "      <td>30.0</td>\n",
       "      <td>GSW</td>\n",
       "      <td>Damian Jones</td>\n",
       "      <td>Vanderbilt University</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>19</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.300</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.018</td>\n",
       "      <td>-9.6</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>2016</td>\n",
       "      <td>31.0</td>\n",
       "      <td>BOS</td>\n",
       "      <td>Deyonta Davis</td>\n",
       "      <td>Michigan State University</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>238</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.556</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.097</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>2016</td>\n",
       "      <td>32.0</td>\n",
       "      <td>LAL</td>\n",
       "      <td>Ivica Zubac</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>609</td>\n",
       "      <td>284</td>\n",
       "      <td>159</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.653</td>\n",
       "      <td>16.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.086</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>2016</td>\n",
       "      <td>33.0</td>\n",
       "      <td>LAC</td>\n",
       "      <td>Cheick Diallo</td>\n",
       "      <td>University of Kansas</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>199</td>\n",
       "      <td>87</td>\n",
       "      <td>73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.714</td>\n",
       "      <td>11.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.111</td>\n",
       "      <td>-5.6</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>2016</td>\n",
       "      <td>34.0</td>\n",
       "      <td>PHO</td>\n",
       "      <td>Tyler Ulis</td>\n",
       "      <td>University of Kentucky</td>\n",
       "      <td>1</td>\n",
       "      <td>61</td>\n",
       "      <td>1123</td>\n",
       "      <td>444</td>\n",
       "      <td>95</td>\n",
       "      <td>...</td>\n",
       "      <td>0.266</td>\n",
       "      <td>0.775</td>\n",
       "      <td>18.4</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.029</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>2016</td>\n",
       "      <td>36.0</td>\n",
       "      <td>MIL</td>\n",
       "      <td>Malcolm Brogdon</td>\n",
       "      <td>University of Virginia</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>1982</td>\n",
       "      <td>767</td>\n",
       "      <td>213</td>\n",
       "      <td>...</td>\n",
       "      <td>0.404</td>\n",
       "      <td>0.865</td>\n",
       "      <td>26.4</td>\n",
       "      <td>10.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.2</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.100</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>2016</td>\n",
       "      <td>37.0</td>\n",
       "      <td>HOU</td>\n",
       "      <td>Chinanu Onuaku</td>\n",
       "      <td>University of Louisville</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>52</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>10.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.123</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>2016</td>\n",
       "      <td>38.0</td>\n",
       "      <td>MIL</td>\n",
       "      <td>Patrick McCaw</td>\n",
       "      <td>University of Nevada, Las Vegas</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>1074</td>\n",
       "      <td>282</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.784</td>\n",
       "      <td>15.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.077</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>2016</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NOP</td>\n",
       "      <td>Diamond Stone</td>\n",
       "      <td>University of Maryland</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.211</td>\n",
       "      <td>-24.1</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>2016</td>\n",
       "      <td>41.0</td>\n",
       "      <td>ORL</td>\n",
       "      <td>Stephen Zimmerman</td>\n",
       "      <td>University of Nevada, Las Vegas</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>108</td>\n",
       "      <td>23</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.600</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>2016</td>\n",
       "      <td>42.0</td>\n",
       "      <td>UTA</td>\n",
       "      <td>Isaiah Whitehead</td>\n",
       "      <td>Seton Hall University</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td>1643</td>\n",
       "      <td>543</td>\n",
       "      <td>184</td>\n",
       "      <td>...</td>\n",
       "      <td>0.295</td>\n",
       "      <td>0.805</td>\n",
       "      <td>22.5</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.023</td>\n",
       "      <td>-4.9</td>\n",
       "      <td>-1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>2016</td>\n",
       "      <td>45.0</td>\n",
       "      <td>BOS</td>\n",
       "      <td>Demetrius Jackson</td>\n",
       "      <td>University of Notre Dame</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.386</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>2016</td>\n",
       "      <td>46.0</td>\n",
       "      <td>DAL</td>\n",
       "      <td>A.J. Hammons</td>\n",
       "      <td>Purdue University</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>163</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.450</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>-5.6</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>2016</td>\n",
       "      <td>47.0</td>\n",
       "      <td>ORL</td>\n",
       "      <td>Jake Layman</td>\n",
       "      <td>University of Maryland</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>249</td>\n",
       "      <td>78</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0.255</td>\n",
       "      <td>0.765</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-7.4</td>\n",
       "      <td>-0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>2016</td>\n",
       "      <td>48.0</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Paul Zipser</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>843</td>\n",
       "      <td>240</td>\n",
       "      <td>125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.775</td>\n",
       "      <td>19.2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.030</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>2016</td>\n",
       "      <td>49.0</td>\n",
       "      <td>DET</td>\n",
       "      <td>Michael Gbinije</td>\n",
       "      <td>Syracuse University</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.136</td>\n",
       "      <td>-10.5</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>2016</td>\n",
       "      <td>50.0</td>\n",
       "      <td>IND</td>\n",
       "      <td>Georges Niang</td>\n",
       "      <td>Iowa State University</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>93</td>\n",
       "      <td>21</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>0.083</td>\n",
       "      <td>1.000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-0.168</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>2016</td>\n",
       "      <td>51.0</td>\n",
       "      <td>BOS</td>\n",
       "      <td>Ben Bentil</td>\n",
       "      <td>Providence College</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.473</td>\n",
       "      <td>-26.9</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>2016</td>\n",
       "      <td>52.0</td>\n",
       "      <td>UTA</td>\n",
       "      <td>Joel Bolomboy</td>\n",
       "      <td>Weber State University</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>53</td>\n",
       "      <td>22</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.500</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.171</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>2016</td>\n",
       "      <td>54.0</td>\n",
       "      <td>ATL</td>\n",
       "      <td>Kay Felder</td>\n",
       "      <td>Oakland University</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>386</td>\n",
       "      <td>166</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>0.318</td>\n",
       "      <td>0.714</td>\n",
       "      <td>9.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.008</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>701 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Draft_Yr    Pk   Tm              Player  \\\n",
       "0        2003   1.0  CLE        LeBron James   \n",
       "1        2003   2.0  DET       Darko Milicic   \n",
       "2        2003   3.0  DEN     Carmelo Anthony   \n",
       "3        2003   4.0  TOR          Chris Bosh   \n",
       "4        2003   5.0  MIA         Dwyane Wade   \n",
       "5        2003   6.0  LAC         Chris Kaman   \n",
       "6        2003   7.0  CHI        Kirk Hinrich   \n",
       "7        2003   8.0  MIL           T.J. Ford   \n",
       "8        2003   9.0  NYK       Mike Sweetney   \n",
       "9        2003  10.0  WAS        Jarvis Hayes   \n",
       "10       2003  11.0  GSW     Mickael Pietrus   \n",
       "11       2003  12.0  SEA       Nick Collison   \n",
       "12       2003  13.0  MEM        Marcus Banks   \n",
       "13       2003  14.0  SEA        Luke Ridnour   \n",
       "14       2003  15.0  ORL        Reece Gaines   \n",
       "15       2003  16.0  BOS           Troy Bell   \n",
       "16       2003  17.0  PHO     Zarko Cabarkapa   \n",
       "17       2003  18.0  NOH          David West   \n",
       "18       2003  19.0  UTA      Sasha Pavlovic   \n",
       "19       2003  20.0  BOS       Dahntay Jones   \n",
       "20       2003  21.0  ATL          Boris Diaw   \n",
       "21       2003  22.0  NJN      Zoran Planinic   \n",
       "22       2003  23.0  POR       Travis Outlaw   \n",
       "23       2003  24.0  LAL          Brian Cook   \n",
       "24       2003  25.0  DET      Carlos Delfino   \n",
       "25       2003  26.0  MIN           Ndudi Ebi   \n",
       "26       2003  27.0  MEM    Kendrick Perkins   \n",
       "27       2003  28.0  SAS     Leandro Barbosa   \n",
       "28       2003  29.0  DAL         Josh Howard   \n",
       "29       2003  30.0  NYK        Maciej Lampe   \n",
       "..        ...   ...  ...                 ...   \n",
       "671      2016  18.0  DET      Henry Ellenson   \n",
       "672      2016  19.0  DEN       Malik Beasley   \n",
       "673      2016  20.0  IND        Caris LeVert   \n",
       "674      2016  21.0  ATL      DeAndre Bembry   \n",
       "675      2016  22.0  CHO  Malachi Richardson   \n",
       "676      2016  24.0  PHI      Timothe Luwawu   \n",
       "677      2016  25.0  LAC       Brice Johnson   \n",
       "678      2016  27.0  TOR       Pascal Siakam   \n",
       "679      2016  28.0  PHO     Skal Labissiere   \n",
       "680      2016  29.0  SAS     Dejounte Murray   \n",
       "681      2016  30.0  GSW        Damian Jones   \n",
       "682      2016  31.0  BOS       Deyonta Davis   \n",
       "683      2016  32.0  LAL         Ivica Zubac   \n",
       "684      2016  33.0  LAC       Cheick Diallo   \n",
       "685      2016  34.0  PHO          Tyler Ulis   \n",
       "686      2016  36.0  MIL     Malcolm Brogdon   \n",
       "687      2016  37.0  HOU      Chinanu Onuaku   \n",
       "688      2016  38.0  MIL       Patrick McCaw   \n",
       "689      2016  40.0  NOP       Diamond Stone   \n",
       "690      2016  41.0  ORL   Stephen Zimmerman   \n",
       "691      2016  42.0  UTA    Isaiah Whitehead   \n",
       "692      2016  45.0  BOS   Demetrius Jackson   \n",
       "693      2016  46.0  DAL        A.J. Hammons   \n",
       "694      2016  47.0  ORL         Jake Layman   \n",
       "695      2016  48.0  CHI         Paul Zipser   \n",
       "696      2016  49.0  DET     Michael Gbinije   \n",
       "697      2016  50.0  IND       Georges Niang   \n",
       "698      2016  51.0  BOS          Ben Bentil   \n",
       "699      2016  52.0  UTA       Joel Bolomboy   \n",
       "700      2016  54.0  ATL          Kay Felder   \n",
       "\n",
       "                                        College  Yrs     G     MP    PTS  \\\n",
       "0                                             0   14  1061  41272  28787   \n",
       "1                                             0   10   468   8638   2813   \n",
       "2                           Syracuse University   14   976  35334  24156   \n",
       "3               Georgia Institute of Technology   13   893  31936  17189   \n",
       "4                          Marquette University   14   915  32352  21317   \n",
       "5                   Central Michigan University   13   735  19642   8208   \n",
       "6                          University of Kansas   13   879  27015   9594   \n",
       "7                 University of Texas at Austin    8   429  11882   4797   \n",
       "8                         Georgetown University    4   233   3610   1516   \n",
       "9                         University of Georgia    7   427   9898   3553   \n",
       "10                                            0   10   557  11950   4629   \n",
       "11                         University of Kansas   13   895  18528   5328   \n",
       "12              University of Nevada, Las Vegas    8   348   5571   2061   \n",
       "13                         University of Oregon   12   830  21623   7740   \n",
       "14                     University of Louisville    3    71    605    123   \n",
       "15                               Boston College    1     6     34     11   \n",
       "16                                            0    3   150   1550    640   \n",
       "17                            Xavier University   14   961  28145  13539   \n",
       "18                                            0   10   567   8888   2787   \n",
       "19                              Duke University   13   624   9799   3353   \n",
       "20                                            0   14  1064  28768   9139   \n",
       "21                                            0    3   148   1584    561   \n",
       "22                                            0   11   622  13026   5273   \n",
       "23   University of Illinois at Urbana-Champaign    9   421   5649   2312   \n",
       "24                                            0    8   507  11580   4115   \n",
       "25                                            0    2    19     86     40   \n",
       "26                                            0   13   781  17147   4211   \n",
       "27                                            0   14   850  18386   9035   \n",
       "28                       Wake Forest University   10   507  15350   7270   \n",
       "29                                            0    3    64    632    215   \n",
       "..                                          ...  ...   ...    ...    ...   \n",
       "671                        Marquette University    1    19    146     60   \n",
       "672                    Florida State University    1    22    165     83   \n",
       "673                      University of Michigan    1    57   1237    468   \n",
       "674                   Saint Joseph's University    1    38    371    101   \n",
       "675                         Syracuse University    1    22    198     79   \n",
       "676                                           0    1    69   1190    445   \n",
       "677                University of North Carolina    1     3      9      4   \n",
       "678                 New Mexico State University    1    55    859    229   \n",
       "679                      University of Kentucky    1    33    612    289   \n",
       "680                    University of Washington    1    38    322    130   \n",
       "681                       Vanderbilt University    1    10     85     19   \n",
       "682                   Michigan State University    1    36    238     58   \n",
       "683                                           0    1    38    609    284   \n",
       "684                        University of Kansas    1    17    199     87   \n",
       "685                      University of Kentucky    1    61   1123    444   \n",
       "686                      University of Virginia    1    75   1982    767   \n",
       "687                    University of Louisville    1     5     52     14   \n",
       "688             University of Nevada, Las Vegas    1    71   1074    282   \n",
       "689                      University of Maryland    1     7     24     10   \n",
       "690             University of Nevada, Las Vegas    1    19    108     23   \n",
       "691                       Seton Hall University    1    73   1643    543   \n",
       "692                    University of Notre Dame    1     5     17     10   \n",
       "693                           Purdue University    1    22    163     48   \n",
       "694                      University of Maryland    1    35    249     78   \n",
       "695                                           0    1    44    843    240   \n",
       "696                         Syracuse University    1     9     32      4   \n",
       "697                       Iowa State University    1    23     93     21   \n",
       "698                          Providence College    1     3     10      0   \n",
       "699                      Weber State University    1    12     53     22   \n",
       "700                          Oakland University    1    42    386    166   \n",
       "\n",
       "      TRB  ...    3P_Perc  FT_Perc   MPG   PPG  RPG  APG     WS  WS_per_48  \\\n",
       "0    7706  ...      0.342    0.740  38.9  27.1  7.3  7.0  205.4      0.239   \n",
       "1    1971  ...      0.000    0.574  18.5   6.0  4.2  0.9    7.1      0.040   \n",
       "2    6431  ...      0.346    0.813  36.2  24.8  6.6  3.1   97.0      0.132   \n",
       "3    7592  ...      0.335    0.799  35.8  19.2  8.5  2.0  106.0      0.159   \n",
       "4    4396  ...      0.287    0.768  35.4  23.3  4.8  5.7  117.2      0.174   \n",
       "5    5582  ...      0.042    0.743  26.7  11.2  7.6  1.3   24.6      0.060   \n",
       "6    2576  ...      0.375    0.800  30.7  10.9  2.9  4.8   52.5      0.093   \n",
       "7    1331  ...      0.289    0.815  27.7  11.2  3.1  5.8   16.9      0.068   \n",
       "8    1045  ...      0.000    0.689  15.5   6.5  4.5  0.6    7.8      0.103   \n",
       "9    1330  ...      0.356    0.798  23.2   8.3  3.1  1.1   10.2      0.049   \n",
       "10   1723  ...      0.355    0.665  21.5   8.3  3.1  0.8   19.7      0.079   \n",
       "11   4681  ...      0.208    0.726  20.7   6.0  5.2  1.0   44.4      0.115   \n",
       "12    519  ...      0.327    0.768  16.0   5.9  1.5  2.1    6.6      0.057   \n",
       "13   1877  ...      0.349    0.862  26.1   9.3  2.3  4.5   36.0      0.080   \n",
       "14     53  ...      0.269    0.606   8.5   1.7  0.7  0.7   -0.6     -0.049   \n",
       "15      4  ...      0.000    1.000   5.7   1.8  0.7  0.7   -0.2     -0.326   \n",
       "16    312  ...      0.273    0.733  10.3   4.3  2.1  0.6    1.1      0.035   \n",
       "17   6352  ...      0.261    0.818  29.3  14.1  6.6  2.2   82.4      0.140   \n",
       "18   1000  ...      0.346    0.673  15.7   4.9  1.8  0.9    7.0      0.038   \n",
       "19   1082  ...      0.329    0.751  15.7   5.4  1.7  0.8    9.9      0.048   \n",
       "20   4634  ...      0.336    0.717  27.0   8.6  4.4  3.5   51.6      0.086   \n",
       "21    198  ...      0.289    0.677  10.7   3.8  1.3  1.1    1.5      0.046   \n",
       "22   1974  ...      0.337    0.744  20.9   8.5  3.2  0.8   16.5      0.061   \n",
       "23   1115  ...      0.382    0.783  13.4   5.5  2.6  0.6   10.2      0.086   \n",
       "24   1815  ...      0.365    0.758  22.8   8.1  3.6  1.7   22.5      0.093   \n",
       "25     19  ...      0.000    0.462   4.5   2.1  1.0  0.2    0.1      0.051   \n",
       "26   4531  ...      0.000    0.594  22.0   5.4  5.8  1.0   27.9      0.078   \n",
       "27   1720  ...      0.387    0.821  21.6  10.6  2.0  2.1   37.4      0.098   \n",
       "28   2886  ...      0.332    0.770  30.3  14.3  5.7  1.6   38.0      0.119   \n",
       "29    142  ...      0.250    0.676   9.9   3.4  2.2  0.3   -0.2     -0.014   \n",
       "..    ...  ...        ...      ...   ...   ...  ...  ...    ...        ...   \n",
       "671    41  ...      0.286    0.500   7.7   3.2  2.2  0.4   -0.2     -0.071   \n",
       "672    17  ...      0.321    0.800   7.5   3.8  0.8  0.5    0.2      0.057   \n",
       "673   188  ...      0.321    0.720  21.7   8.2  3.3  1.9    1.8      0.070   \n",
       "674    59  ...      0.056    0.375   9.8   2.7  1.6  0.7    0.3      0.038   \n",
       "675    23  ...      0.286    0.789   9.0   3.6  1.0  0.5    0.1      0.028   \n",
       "676   149  ...      0.311    0.854  17.2   6.4  2.2  1.1    0.8      0.034   \n",
       "677     3  ...      0.000    0.000   3.0   1.3  1.0  0.3    0.0     -0.165   \n",
       "678   185  ...      0.143    0.688  15.6   4.2  3.4  0.3    1.6      0.089   \n",
       "679   162  ...      0.375    0.703  18.5   8.8  4.9  0.8    1.3      0.099   \n",
       "680    42  ...      0.391    0.700   8.5   3.4  1.1  1.3    0.0      0.004   \n",
       "681    23  ...      0.000    0.300   8.5   1.9  2.3  0.0    0.0      0.018   \n",
       "682    60  ...      0.000    0.556   6.6   1.6  1.7  0.1    0.5      0.097   \n",
       "683   159  ...      0.000    0.653  16.0   7.5  4.2  0.8    1.1      0.086   \n",
       "684    73  ...      0.000    0.714  11.7   5.1  4.3  0.2    0.5      0.111   \n",
       "685    95  ...      0.266    0.775  18.4   7.3  1.6  3.7    0.7      0.029   \n",
       "686   213  ...      0.404    0.865  26.4  10.2  2.8  4.2    4.1      0.100   \n",
       "687    10  ...      0.000    1.000  10.4   2.8  2.0  0.6    0.1      0.123   \n",
       "688   100  ...      0.333    0.784  15.1   4.0  1.4  1.1    1.7      0.077   \n",
       "689     6  ...      0.000    1.000   3.4   1.4  0.9  0.0   -0.1     -0.211   \n",
       "690    35  ...      0.000    0.600   5.7   1.2  1.8  0.2    0.0     -0.005   \n",
       "691   184  ...      0.295    0.805  22.5   7.4  2.5  2.6   -0.8     -0.023   \n",
       "692     4  ...      1.000    0.500   3.4   2.0  0.8  0.6    0.1      0.386   \n",
       "693    36  ...      0.500    0.450   7.4   2.2  1.6  0.2    0.0     -0.001   \n",
       "694    24  ...      0.255    0.765   7.1   2.2  0.7  0.3   -0.3     -0.054   \n",
       "695   125  ...      0.333    0.775  19.2   5.5  2.8  0.8    0.5      0.030   \n",
       "696     3  ...      0.000    1.000   3.6   0.4  0.3  0.2   -0.1     -0.136   \n",
       "697    17  ...      0.083    1.000   4.0   0.9  0.7  0.2   -0.3     -0.168   \n",
       "698     2  ...      0.000    0.000   3.3   0.0  0.7  0.0   -0.1     -0.473   \n",
       "699    17  ...      0.250    0.500   4.4   1.8  1.4  0.2    0.2      0.171   \n",
       "700    41  ...      0.318    0.714   9.2   4.0  1.0  1.4    0.1      0.008   \n",
       "\n",
       "      BPM   VORP  \n",
       "0     9.1  115.9  \n",
       "1    -1.6    0.8  \n",
       "2     1.3   29.4  \n",
       "3     1.4   27.5  \n",
       "4     5.1   57.7  \n",
       "5    -2.0    0.0  \n",
       "6     0.2   14.7  \n",
       "7    -0.8    3.6  \n",
       "8    -2.1   -0.1  \n",
       "9    -2.9   -2.2  \n",
       "10   -0.9    3.4  \n",
       "11    0.4   11.4  \n",
       "12   -2.4   -0.6  \n",
       "13   -0.9    5.8  \n",
       "14   -7.7   -0.9  \n",
       "15  -14.4   -0.1  \n",
       "16   -5.2   -1.3  \n",
       "17    1.4   24.5  \n",
       "18   -3.4   -3.2  \n",
       "19   -3.7   -4.1  \n",
       "20    0.7   19.5  \n",
       "21   -4.2   -0.9  \n",
       "22   -2.3   -0.9  \n",
       "23   -2.4   -0.6  \n",
       "24    0.8    8.1  \n",
       "25   -5.4   -0.1  \n",
       "26   -0.4    7.0  \n",
       "27   -0.4    7.4  \n",
       "28    0.6   10.3  \n",
       "29   -8.7   -1.1  \n",
       "..    ...    ...  \n",
       "671  -8.2   -0.2  \n",
       "672  -3.9   -0.1  \n",
       "673  -1.1    0.3  \n",
       "674  -4.3   -0.2  \n",
       "675  -5.5   -0.2  \n",
       "676  -4.0   -0.6  \n",
       "677   1.3    0.0  \n",
       "678  -1.1    0.2  \n",
       "679  -2.6   -0.1  \n",
       "680  -4.8   -0.2  \n",
       "681  -9.6   -0.2  \n",
       "682  -3.7   -0.1  \n",
       "683  -2.5   -0.1  \n",
       "684  -5.6   -0.2  \n",
       "685  -4.0   -0.6  \n",
       "686  -0.5    0.8  \n",
       "687  -0.6    0.0  \n",
       "688  -1.8    0.1  \n",
       "689 -24.1   -0.1  \n",
       "690  -7.3   -0.1  \n",
       "691  -4.9   -1.2  \n",
       "692   6.3    0.0  \n",
       "693  -5.6   -0.1  \n",
       "694  -7.4   -0.3  \n",
       "695  -3.7   -0.4  \n",
       "696 -10.5   -0.1  \n",
       "697 -12.0   -0.2  \n",
       "698 -26.9   -0.1  \n",
       "699  -0.8    0.0  \n",
       "700  -6.0   -0.4  \n",
       "\n",
       "[701 rows x 22 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df_copy.reset_index().drop('index',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['CLE', 'DET', 'DEN', 'TOR', 'MIA', 'LAC', 'CHI', 'MIL', 'NYK',\n",
       "       'WAS', 'GSW', 'SEA', 'MEM', 'ORL', 'BOS', 'PHO', 'NOH', 'UTA',\n",
       "       'ATL', 'NJN', 'POR', 'LAL', 'MIN', 'SAS', 'DAL', 'IND', 'CHA',\n",
       "       'PHI', 'SAC', 'HOU', 'NOK', 'OKC', 'BRK', 'CHH', 'CHO', 'NOP'], dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df_copy['Tm'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Draft_Yr</th>\n",
       "      <th>Pk</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Player</th>\n",
       "      <th>College</th>\n",
       "      <th>Yrs</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
       "      <th>TRB</th>\n",
       "      <th>...</th>\n",
       "      <th>3P_Perc</th>\n",
       "      <th>FT_Perc</th>\n",
       "      <th>MPG</th>\n",
       "      <th>PPG</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS_per_48</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5915</th>\n",
       "      <td>2006</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NJN</td>\n",
       "      <td>Marcus Williams</td>\n",
       "      <td>University of Connecticut</td>\n",
       "      <td>4</td>\n",
       "      <td>203</td>\n",
       "      <td>3095</td>\n",
       "      <td>1128</td>\n",
       "      <td>361</td>\n",
       "      <td>...</td>\n",
       "      <td>0.321</td>\n",
       "      <td>0.767</td>\n",
       "      <td>15.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>-4.6</td>\n",
       "      <td>-2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5990</th>\n",
       "      <td>2007</td>\n",
       "      <td>33.0</td>\n",
       "      <td>SAS</td>\n",
       "      <td>Marcus Williams</td>\n",
       "      <td>University of Arizona</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.084</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Draft_Yr    Pk   Tm           Player                    College  Yrs  \\\n",
       "5915      2006  22.0  NJN  Marcus Williams  University of Connecticut    4   \n",
       "5990      2007  33.0  SAS  Marcus Williams      University of Arizona    2   \n",
       "\n",
       "        G    MP   PTS  TRB  ...   3P_Perc  FT_Perc   MPG  PPG  RPG  APG   WS  \\\n",
       "5915  203  3095  1128  361  ...     0.321    0.767  15.2  5.6  1.8  2.8  0.0   \n",
       "5990   13    39    14   12  ...     0.000    0.000   3.0  1.1  0.9  0.2 -0.1   \n",
       "\n",
       "      WS_per_48  BPM  VORP  \n",
       "5915     -0.001 -4.6  -2.0  \n",
       "5990     -0.084 -7.5  -0.1  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspect duplicates. only two players share the same name. Marcus D. Williams was drafted in 2006\n",
    "# and Marcus E. Williams was drafted in 2007\n",
    "duplicates = draft_df_copy[draft_df_copy.duplicated(['Player'],keep=False)]\n",
    "duplicates.sort_values('Player')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# rename these duplicate players\n",
    "#draft_df_copy.loc[5915,'Player'] = 'Marcus D. Williams'\n",
    "#draft_df_copy.loc[5990,'Player'] = 'Marcus E. Williams'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save to csv file\n",
    "draft_df_copy.to_csv('draft_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Focusing on first-year data\n",
    "\n",
    "Here, I am scraping rookie statistics for each drafted player. First I will try code to scrape data for Lebron James's rookie year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "url = 'https://www.basketball-reference.com/players/j/jamesle01.html'\n",
    "\n",
    "response = requests.get(url)\n",
    "page = response.text\n",
    "soup = BeautifulSoup(page, \"lxml\")\n",
    "\n",
    "# get column headers\n",
    "column_headers = [th.getText() for th in soup.findAll(class_=\"overthrow table_container\")[0].findAll('th')][0:30]\n",
    "column_headers.insert(0,\"Player\") # insert Player column\n",
    "\n",
    "player_data = [x.getText() for x in soup.findAll('tr')[1]] # get player data\n",
    "Player = soup.find_all('h1')[0].getText() # get player name from page\n",
    "player_data.insert(0,Player) # insert player name to data\n",
    "\n",
    "dic = dict(zip(column_headers,player_data))\n",
    "df = pd.DataFrame(dic,columns=column_headers, index=[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
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       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Season</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Lg</th>\n",
       "      <th>Pos</th>\n",
       "      <th>G</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>CLE</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>79</td>\n",
       "      <td>79</td>\n",
       "      <td>39.5</td>\n",
       "      <td>7.9</td>\n",
       "      <td>...</td>\n",
       "      <td>.754</td>\n",
       "      <td>1.3</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>20.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Player   Season Age   Tm   Lg Pos   G  GS    MP   FG  ...    FT%  \\\n",
       "0  LeBron James  2003-04  19  CLE  NBA  SG  79  79  39.5  7.9  ...   .754   \n",
       "\n",
       "   ORB  DRB  TRB  AST  STL  BLK  TOV   PF   PTS  \n",
       "0  1.3  4.2  5.5  5.9  1.6  0.7  3.5  1.9  20.9  \n",
       "\n",
       "[1 rows x 31 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraping Rookie Year Stats\n",
    "\n",
    "This url_list is a pickle object that I saved in the next notebook (Part 3/6) and contains a list of url extensions for each drafted player since 2003. I will loop through this list and scrape the rookie year statistics and advanced statistics (which contains my dependent variable, BPM)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# unpickle url_list\n",
    "with open(\"draft_url_list.pkl\", 'rb') as picklefile: \n",
    "    url_list = pickle.load(picklefile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "/players/c/cornepe01.html\n",
      "/players/f/feldeka01.html\n",
      "/players/p/paigema01.html\n",
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   ],
   "source": [
    "# loop through url_list to scrape rookie year stats for all drafted players\n",
    "url_template2 = \"https://www.basketball-reference.com{player}\"\n",
    "rookie_df = pd.DataFrame()\n",
    "\n",
    "for player in url_list:\n",
    "    print(player)\n",
    "    try: # try/except needed for players with no extension page\n",
    "        url = url_template2.format(player=player)\n",
    "\n",
    "        response = requests.get(url)\n",
    "        page = response.text\n",
    "\n",
    "        soup = BeautifulSoup(page, 'html5lib')\n",
    "\n",
    "        column_headers = [th.getText() for th in soup.findAll(class_=\"overthrow table_container\")[0].findAll('th')][0:30]\n",
    "        column_headers.insert(0,\"Player\")\n",
    "        Player = soup.find_all('h1')[0].getText()\n",
    "        player_data = [x.getText() for x in soup.findAll('tr')[1]]\n",
    "        player_data.insert(0,Player)\n",
    "\n",
    "        dic = dict(zip(column_headers,player_data))\n",
    "        player_df = pd.DataFrame(dic,columns=column_headers, index=[0])\n",
    "\n",
    "        rookie_df = rookie_df.append(player_df, ignore_index=True)\n",
    "\n",
    "        time.sleep(.5+2*random.random())\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Season</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Lg</th>\n",
       "      <th>Pos</th>\n",
       "      <th>G</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>STL</th>\n",
       "      <th>BLK</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>PTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>CLE</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>79</td>\n",
       "      <td>79</td>\n",
       "      <td>39.5</td>\n",
       "      <td>7.9</td>\n",
       "      <td>...</td>\n",
       "      <td>.754</td>\n",
       "      <td>1.3</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>20.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Darko Milicic</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>18</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.583</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>DEN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>36.5</td>\n",
       "      <td>7.6</td>\n",
       "      <td>...</td>\n",
       "      <td>.777</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chris Bosh</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>TOR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>75</td>\n",
       "      <td>63</td>\n",
       "      <td>33.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>...</td>\n",
       "      <td>.701</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.9</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>11.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>MIA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>61</td>\n",
       "      <td>56</td>\n",
       "      <td>34.9</td>\n",
       "      <td>6.1</td>\n",
       "      <td>...</td>\n",
       "      <td>.747</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>16.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>LAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>82</td>\n",
       "      <td>61</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>...</td>\n",
       "      <td>.697</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.6</td>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kirk Hinrich</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>CHI</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>76</td>\n",
       "      <td>66</td>\n",
       "      <td>35.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>...</td>\n",
       "      <td>.804</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.4</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.6</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>T.J. Ford</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>20</td>\n",
       "      <td>MIL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>26.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.816</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mike Sweetney</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>NYK</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>11.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>...</td>\n",
       "      <td>.724</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Jarvis Hayes</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>WAS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>70</td>\n",
       "      <td>42</td>\n",
       "      <td>29.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.786</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mickael Pietrus</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>GSW</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>53</td>\n",
       "      <td>22</td>\n",
       "      <td>14.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.693</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Nick Collison</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>24</td>\n",
       "      <td>SEA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>82</td>\n",
       "      <td>4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>...</td>\n",
       "      <td>.703</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Marcus Banks</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>BOS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>17.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>.756</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>5.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Luke Ridnour</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>SEA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>69</td>\n",
       "      <td>6</td>\n",
       "      <td>16.1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>...</td>\n",
       "      <td>.823</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Reece Gaines</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>ORL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>9.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>.640</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>MEM</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Zarko Cabarkapa</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "      <td>11.6</td>\n",
       "      <td>1.7</td>\n",
       "      <td>...</td>\n",
       "      <td>.660</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>David West</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>NOH</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>71</td>\n",
       "      <td>1</td>\n",
       "      <td>13.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.713</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sasha Pavlovic</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>20</td>\n",
       "      <td>UTA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>79</td>\n",
       "      <td>14</td>\n",
       "      <td>14.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>...</td>\n",
       "      <td>.774</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.4</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Dahntay Jones</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>MEM</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.455</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Boris Diaw</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>ATL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>76</td>\n",
       "      <td>37</td>\n",
       "      <td>25.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.602</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Zoran Planinic</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>NJN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.1</td>\n",
       "      <td>...</td>\n",
       "      <td>.633</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Travis Outlaw</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>POR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>.500</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brian Cook</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>LAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>12.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>...</td>\n",
       "      <td>.750</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Carlos Delfino</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>22</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>15.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>...</td>\n",
       "      <td>.575</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ndudi Ebi</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>MIN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>.250</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Kendrick Perkins</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>BOS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.667</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Leandro Barbosa</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>70</td>\n",
       "      <td>46</td>\n",
       "      <td>21.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.770</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Josh Howard</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>DAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>67</td>\n",
       "      <td>29</td>\n",
       "      <td>23.7</td>\n",
       "      <td>3.4</td>\n",
       "      <td>...</td>\n",
       "      <td>.703</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>8.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Maciej Lampe</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>18</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.769</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.3</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Henry Ellenson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>...</td>\n",
       "      <td>.500</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>3.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Malik Beasley</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>DEN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.800</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>3.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Caris LeVert</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>BRK</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>57</td>\n",
       "      <td>26</td>\n",
       "      <td>21.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.720</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>DeAndre' Bembry</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>ATL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>9.8</td>\n",
       "      <td>1.2</td>\n",
       "      <td>...</td>\n",
       "      <td>.375</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Malachi Richardson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>SAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>...</td>\n",
       "      <td>.789</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Timothe Luwawu-Cabarrot</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>PHI</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>69</td>\n",
       "      <td>19</td>\n",
       "      <td>17.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>...</td>\n",
       "      <td>.854</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Brice Johnson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>LAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Pascal Siakam</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>TOR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>55</td>\n",
       "      <td>38</td>\n",
       "      <td>15.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>...</td>\n",
       "      <td>.688</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Skal Labissiere</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>SAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>33</td>\n",
       "      <td>12</td>\n",
       "      <td>18.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.703</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Dejounte Murray</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>SAS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>38</td>\n",
       "      <td>8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>...</td>\n",
       "      <td>.700</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>3.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Damian Jones</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>GSW</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.300</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Deyonta Davis</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>MEM</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>.556</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Ivica Zubac</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>19</td>\n",
       "      <td>LAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>38</td>\n",
       "      <td>11</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>.653</td>\n",
       "      <td>1.1</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Cheick Diallo</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>NOP</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>11.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>...</td>\n",
       "      <td>.714</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Tyler Ulis</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "      <td>18.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.775</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.2</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Malcolm Brogdon</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>24</td>\n",
       "      <td>MIL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>75</td>\n",
       "      <td>28</td>\n",
       "      <td>26.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>...</td>\n",
       "      <td>.865</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>10.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Chinanu Onuaku</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>10.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Patrick McCaw</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>GSW</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>71</td>\n",
       "      <td>20</td>\n",
       "      <td>15.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.784</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Diamond Stone</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>19</td>\n",
       "      <td>LAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>Stephen Zimmerman</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>ORL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.600</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Isaiah Whitehead</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>BRK</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>73</td>\n",
       "      <td>26</td>\n",
       "      <td>22.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.805</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Demetrius Jackson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>BOS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>...</td>\n",
       "      <td>.500</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>A.J. Hammons</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>24</td>\n",
       "      <td>DAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.450</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Jake Layman</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>POR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>.765</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>Paul Zipser</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>CHI</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>44</td>\n",
       "      <td>18</td>\n",
       "      <td>19.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.775</td>\n",
       "      <td>0.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>Michael Gbinije</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>24</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>Georges Niang</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>23</td>\n",
       "      <td>IND</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>Ben Bentil</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>DAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Joel Bolomboy</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>23</td>\n",
       "      <td>UTA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.500</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Kay Felder</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>CLE</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.714</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>701 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Player   Season Age   Tm   Lg Pos   G  GS    MP   FG  \\\n",
       "0               LeBron James  2003-04  19  CLE  NBA  SG  79  79  39.5  7.9   \n",
       "1              Darko Milicic  2003-04  18  DET  NBA   C  34   0   4.7  0.5   \n",
       "2            Carmelo Anthony  2003-04  19  DEN  NBA  SF  82  82  36.5  7.6   \n",
       "3                 Chris Bosh  2003-04  19  TOR  NBA   C  75  63  33.5  4.4   \n",
       "4                Dwyane Wade  2003-04  22  MIA  NBA  PG  61  56  34.9  6.1   \n",
       "5                Chris Kaman  2003-04  21  LAC  NBA   C  82  61  22.5  2.4   \n",
       "6               Kirk Hinrich  2003-04  23  CHI  NBA  PG  76  66  35.6  4.2   \n",
       "7                  T.J. Ford  2003-04  20  MIL  NBA  PG  55  55  26.8  2.8   \n",
       "8              Mike Sweetney  2003-04  21  NYK  NBA  PF  42   1  11.8  1.6   \n",
       "9               Jarvis Hayes  2003-04  22  WAS  NBA  SF  70  42  29.2  4.0   \n",
       "10           Mickael Pietrus  2003-04  21  GSW  NBA  PG  53  22  14.1  1.8   \n",
       "11             Nick Collison  2004-05  24  SEA  NBA   C  82   4  17.0  2.3   \n",
       "12              Marcus Banks  2003-04  22  BOS  NBA  PG  81   2  17.1  2.2   \n",
       "13              Luke Ridnour  2003-04  22  SEA  NBA  PG  69   6  16.1  2.1   \n",
       "14              Reece Gaines  2003-04  23  ORL  NBA  PG  38   1   9.6  0.7   \n",
       "15                 Troy Bell  2003-04  23  MEM  NBA  PG   6   0   5.7  0.7   \n",
       "16           Zarko Cabarkapa  2003-04  22  PHO  NBA  PF  49   4  11.6  1.7   \n",
       "17                David West  2003-04  23  NOH  NBA  PF  71   1  13.1  1.5   \n",
       "18            Sasha Pavlovic  2003-04  20  UTA  NBA  SF  79  14  14.5  1.9   \n",
       "19             Dahntay Jones  2003-04  23  MEM  NBA  SG  20   0   7.7  0.8   \n",
       "20                Boris Diaw  2003-04  21  ATL  NBA  SG  76  37  25.3  1.8   \n",
       "21            Zoran Planinic  2003-04  21  NJN  NBA  SG  49   1   9.7  1.1   \n",
       "22             Travis Outlaw  2003-04  19  POR  NBA  PF   8   0   2.4  0.4   \n",
       "23                Brian Cook  2003-04  23  LAL  NBA   C  35   2  12.6  1.9   \n",
       "24            Carlos Delfino  2004-05  22  DET  NBA  SG  30   4  15.3  1.4   \n",
       "25                 Ndudi Ebi  2003-04  19  MIN  NBA  SF  17   0   1.9  0.4   \n",
       "26          Kendrick Perkins  2003-04  19  BOS  NBA   C  10   0   3.5  0.8   \n",
       "27           Leandro Barbosa  2003-04  21  PHO  NBA  PG  70  46  21.4  3.0   \n",
       "28               Josh Howard  2003-04  23  DAL  NBA  SF  67  29  23.7  3.4   \n",
       "29              Maciej Lampe  2003-04  18  PHO  NBA   C  21   0  10.7  2.0   \n",
       "..                       ...      ...  ..  ...  ...  ..  ..  ..   ...  ...   \n",
       "671           Henry Ellenson  2016-17  20  DET  NBA  PF  19   2   7.7  1.2   \n",
       "672            Malik Beasley  2016-17  20  DEN  NBA  SG  22   1   7.5  1.5   \n",
       "673             Caris LeVert  2016-17  22  BRK  NBA  SF  57  26  21.7  3.0   \n",
       "674          DeAndre' Bembry  2016-17  22  ATL  NBA  SF  38   1   9.8  1.2   \n",
       "675       Malachi Richardson  2016-17  21  SAC  NBA  SG  22   0   9.0  1.3   \n",
       "676  Timothe Luwawu-Cabarrot  2016-17  21  PHI  NBA  SF  69  19  17.2  2.1   \n",
       "677            Brice Johnson  2016-17  22  LAC  NBA  PF   3   0   3.0  0.7   \n",
       "678            Pascal Siakam  2016-17  22  TOR  NBA  PF  55  38  15.6  1.9   \n",
       "679          Skal Labissiere  2016-17  20  SAC  NBA  PF  33  12  18.5  3.5   \n",
       "680          Dejounte Murray  2016-17  20  SAS  NBA  PG  38   8   8.5  1.3   \n",
       "681             Damian Jones  2016-17  21  GSW  NBA   C  10   0   8.5  0.8   \n",
       "682            Deyonta Davis  2016-17  20  MEM  NBA   C  36   0   6.6  0.7   \n",
       "683              Ivica Zubac  2016-17  19  LAL  NBA   C  38  11  16.0  3.3   \n",
       "684            Cheick Diallo  2016-17  20  NOP  NBA  PF  17   0  11.7  2.1   \n",
       "685               Tyler Ulis  2016-17  21  PHO  NBA  PG  61  15  18.4  3.0   \n",
       "686          Malcolm Brogdon  2016-17  24  MIL  NBA  SG  75  28  26.4  3.9   \n",
       "687           Chinanu Onuaku  2016-17  20  HOU  NBA   C   5   1  10.4  1.0   \n",
       "688            Patrick McCaw  2016-17  21  GSW  NBA  SG  71  20  15.1  1.5   \n",
       "689            Diamond Stone  2016-17  19  LAC  NBA   C   7   0   3.4  0.4   \n",
       "690        Stephen Zimmerman  2016-17  20  ORL  NBA   C  19   0   5.7  0.5   \n",
       "691         Isaiah Whitehead  2016-17  21  BRK  NBA  PG  73  26  22.5  2.8   \n",
       "692        Demetrius Jackson  2016-17  22  BOS  NBA  PG   5   0   3.4  0.6   \n",
       "693             A.J. Hammons  2016-17  24  DAL  NBA   C  22   0   7.4  0.8   \n",
       "694              Jake Layman  2016-17  22  POR  NBA  SF  35   1   7.1  0.7   \n",
       "695              Paul Zipser  2016-17  22  CHI  NBA  SF  44  18  19.2  2.0   \n",
       "696          Michael Gbinije  2016-17  24  DET  NBA  SG   9   0   3.6  0.1   \n",
       "697            Georges Niang  2016-17  23  IND  NBA  PF  23   0   4.0  0.4   \n",
       "698               Ben Bentil  2016-17  21  DAL  NBA  PF   3   0   3.3  0.0   \n",
       "699            Joel Bolomboy  2016-17  23  UTA  NBA  PF  12   0   4.4  0.8   \n",
       "700               Kay Felder  2016-17  21  CLE  NBA  PG  42   0   9.2  1.5   \n",
       "\n",
       "     ...     FT%  ORB  DRB  TRB  AST  STL  BLK  TOV   PF   PTS  \n",
       "0    ...    .754  1.3  4.2  5.5  5.9  1.6  0.7  3.5  1.9  20.9  \n",
       "1    ...    .583  0.3  0.9  1.3  0.2  0.2  0.4  0.4  1.0   1.4  \n",
       "2    ...    .777  2.2  3.8  6.1  2.8  1.2  0.5  3.0  2.7  21.0  \n",
       "3    ...    .701  2.5  4.9  7.4  1.0  0.8  1.4  1.4  2.9  11.5  \n",
       "4    ...    .747  1.4  2.7  4.0  4.5  1.4  0.6  3.2  2.3  16.2  \n",
       "5    ...    .697  1.5  4.1  5.6  1.0  0.3  0.9  1.9  2.6   6.1  \n",
       "6    ...    .804  0.6  2.9  3.4  6.8  1.3  0.3  2.7  3.6  12.0  \n",
       "7    ...    .816  0.7  2.5  3.2  6.5  1.1  0.1  2.5  2.2   7.1  \n",
       "8    ...    .724  1.6  2.1  3.7  0.3  0.4  0.3  0.8  1.4   4.3  \n",
       "9    ...    .786  1.0  2.8  3.8  1.5  1.0  0.2  1.6  2.2   9.6  \n",
       "10   ...    .693  0.9  1.3  2.2  0.5  0.6  0.2  0.8  1.9   5.3  \n",
       "11   ...    .703  1.9  2.7  4.6  0.4  0.4  0.6  0.8  3.1   5.6  \n",
       "12   ...    .756  0.4  1.3  1.6  2.2  1.1  0.2  1.5  2.1   5.9  \n",
       "13   ...    .823  0.5  1.1  1.6  2.4  0.8  0.1  1.2  1.5   5.5  \n",
       "14   ...    .640  0.2  0.8  1.0  1.1  0.3  0.1  0.5  0.6   1.8  \n",
       "15   ...   1.000  0.5  0.2  0.7  0.7  0.2  0.0  1.0  1.0   1.8  \n",
       "16   ...    .660  0.5  1.5  2.0  0.8  0.2  0.3  1.1  1.5   4.1  \n",
       "17   ...    .713  1.6  2.5  4.2  0.8  0.4  0.4  0.7  1.6   3.8  \n",
       "18   ...    .774  0.6  1.5  2.0  0.8  0.5  0.2  0.8  2.4   4.8  \n",
       "19   ...    .455  0.4  0.8  1.2  0.6  0.3  0.3  0.6  1.2   1.8  \n",
       "20   ...    .602  1.5  3.0  4.5  2.4  0.8  0.5  1.7  2.5   4.5  \n",
       "21   ...    .633  0.3  0.8  1.1  1.4  0.3  0.1  0.7  1.4   3.1  \n",
       "22   ...    .500  0.3  0.3  0.5  0.1  0.1  0.0  0.1  0.1   1.0  \n",
       "23   ...    .750  0.9  2.0  2.9  0.6  0.5  0.5  0.5  1.8   4.4  \n",
       "24   ...    .575  0.4  1.4  1.8  1.3  0.7  0.2  0.8  1.5   3.9  \n",
       "25   ...    .250  0.1  0.1  0.2  0.2  0.0  0.2  0.2  0.4   0.8  \n",
       "26   ...    .667  0.5  0.9  1.4  0.3  0.0  0.2  0.5  0.6   2.2  \n",
       "27   ...    .770  0.3  1.4  1.8  2.4  1.3  0.1  1.7  2.6   7.9  \n",
       "28   ...    .703  2.2  3.3  5.5  1.4  1.0  0.8  1.0  2.5   8.6  \n",
       "29   ...    .769  0.4  1.7  2.1  0.4  0.1  0.1  0.7  1.3   4.6  \n",
       "..   ...     ...  ...  ...  ...  ...  ...  ...  ...  ...   ...  \n",
       "671  ...    .500  0.4  1.7  2.2  0.4  0.1  0.1  0.7  0.3   3.2  \n",
       "672  ...    .800  0.2  0.5  0.8  0.5  0.3  0.0  0.4  0.5   3.8  \n",
       "673  ...    .720  0.4  2.9  3.3  1.9  0.9  0.1  1.0  1.6   8.2  \n",
       "674  ...    .375  0.4  1.2  1.6  0.7  0.2  0.1  0.4  0.6   2.7  \n",
       "675  ...    .789  0.1  0.9  1.0  0.5  0.2  0.0  0.4  1.0   3.6  \n",
       "676  ...    .854  0.4  1.8  2.2  1.1  0.5  0.1  1.1  2.2   6.4  \n",
       "677  ...          0.3  0.7  1.0  0.3  0.7  0.3  0.3  0.0   1.3  \n",
       "678  ...    .688  1.2  2.2  3.4  0.3  0.5  0.8  0.6  2.0   4.2  \n",
       "679  ...    .703  1.5  3.4  4.9  0.8  0.5  0.4  1.1  1.9   8.8  \n",
       "680  ...    .700  0.2  0.9  1.1  1.3  0.2  0.2  1.0  0.8   3.4  \n",
       "681  ...    .300  0.9  1.4  2.3  0.0  0.1  0.4  0.6  1.5   1.9  \n",
       "682  ...    .556  0.6  1.1  1.7  0.1  0.1  0.5  0.2  1.1   1.6  \n",
       "683  ...    .653  1.1  3.1  4.2  0.8  0.4  0.9  0.8  1.7   7.5  \n",
       "684  ...    .714  1.4  2.9  4.3  0.2  0.2  0.4  0.4  1.0   5.1  \n",
       "685  ...    .775  0.3  1.2  1.6  3.7  0.8  0.1  1.3  1.2   7.3  \n",
       "686  ...    .865  0.6  2.2  2.8  4.2  1.1  0.2  1.5  1.9  10.2  \n",
       "687  ...   1.000  0.4  1.6  2.0  0.6  0.6  0.2  0.8  1.2   2.8  \n",
       "688  ...    .784  0.3  1.1  1.4  1.1  0.5  0.2  0.5  0.9   4.0  \n",
       "689  ...   1.000  0.1  0.7  0.9  0.0  0.0  0.1  0.3  0.7   1.4  \n",
       "690  ...    .600  0.6  1.3  1.8  0.2  0.1  0.3  0.2  0.9   1.2  \n",
       "691  ...    .805  0.4  2.1  2.5  2.6  0.6  0.5  1.9  2.4   7.4  \n",
       "692  ...    .500  0.4  0.4  0.8  0.6  0.0  0.0  0.0  0.0   2.0  \n",
       "693  ...    .450  0.4  1.3  1.6  0.2  0.0  0.6  0.5  1.0   2.2  \n",
       "694  ...    .765  0.2  0.5  0.7  0.3  0.3  0.1  0.3  0.6   2.2  \n",
       "695  ...    .775  0.3  2.5  2.8  0.8  0.3  0.4  0.9  1.8   5.5  \n",
       "696  ...   1.000  0.2  0.1  0.3  0.2  0.0  0.0  0.0  0.2   0.4  \n",
       "697  ...   1.000  0.1  0.7  0.7  0.2  0.1  0.0  0.2  0.3   0.9  \n",
       "698  ...          0.0  0.7  0.7  0.0  0.0  0.0  0.3  0.3   0.0  \n",
       "699  ...    .500  0.3  1.1  1.4  0.2  0.1  0.2  0.2  0.1   1.8  \n",
       "700  ...    .714  0.1  0.9  1.0  1.4  0.4  0.2  0.7  0.9   4.0  \n",
       "\n",
       "[701 rows x 31 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rookie_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save to csv file\n",
    "rookie_df.to_csv('rookie_raw.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraping Rookie Year Advance Stats\n",
    "\n",
    "Here I am scraping the advance statistics for a rookie. The data is contained in another table in each drafted players extension. I had issues reading the HTML with BeautifulSoup because as it turns out the HTML was commented out in the source page, and I need to replace the the comments tag from the text for BeautifulSoup to properly read the HTML."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "url = 'https://www.basketball-reference.com/players/j/jamesle01.html'\n",
    "\n",
    "response = requests.get(url)\n",
    "page = response.text.replace('<!--', '').replace('-->', '') # replacing comment tags from HTML\n",
    "soup = BeautifulSoup(page, \"lxml\")\n",
    "\n",
    "# get column headers\n",
    "column_headers = [th.getText() for th in soup.findAll(class_=\"overthrow table_container\")[4].findAll('th')][0:29]\n",
    "column_headers.insert(0,\"Player\")\n",
    "\n",
    "Player = soup.find_all('h1')[0].getText() # get player name\n",
    "player_data = [tr.getText() for tr in soup.findAll(class_=\"overthrow table_container\")[4].findAll('tr')[1]]\n",
    "player_data.insert(0,Player) # insert player name to data\n",
    "\n",
    "dic = dict(zip(column_headers,player_data))\n",
    "df = pd.DataFrame(dic,columns=column_headers, index=[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Season</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Lg</th>\n",
       "      <th>Pos</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>...</th>\n",
       "      <th></th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th></th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>CLE</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>79</td>\n",
       "      <td>3122</td>\n",
       "      <td>18.3</td>\n",
       "      <td>.488</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.1</td>\n",
       "      <td>.078</td>\n",
       "      <td></td>\n",
       "      <td>2.2</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Player   Season Age   Tm   Lg Pos   G    MP   PER   TS% ...     OWS  \\\n",
       "0  LeBron James  2003-04  19  CLE  NBA  SG  79  3122  18.3  .488 ...     2.4   \n",
       "\n",
       "   DWS   WS WS/48   OBPM  DBPM  BPM VORP  \n",
       "0  2.6  5.1  .078    2.2  -0.2  1.9  3.1  \n",
       "\n",
       "[1 rows x 30 columns]"
      ]
     },
     "execution_count": 363,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the second to last column (BPM for the player's rookie year) is the dependent variable\n",
    "# I want to predict with the model\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/players/j/jamesle01.html\n",
      "/players/m/milicda01.html\n",
      "/players/a/anthoca01.html\n",
      "/players/b/boshch01.html\n",
      "/players/w/wadedw01.html\n",
      "/players/k/kamanch01.html\n",
      "/players/h/hinriki01.html\n",
      "/players/f/fordtj01.html\n",
      "/players/s/sweetmi01.html\n",
      "/players/h/hayesja01.html\n",
      "/players/p/pietrmi01.html\n",
      "/players/c/collini01.html\n",
      "/players/b/banksma01.html\n",
      "/players/r/ridnolu01.html\n",
      "/players/g/gainere01.html\n",
      "/players/b/belltr01.html\n",
      "/players/c/cabarza01.html\n",
      "/players/w/westda01.html\n",
      "/players/p/pavloal01.html\n",
      "/players/j/jonesda02.html\n",
      "/players/d/diawbo01.html\n",
      "/players/p/planizo01.html\n",
      "/players/o/outlatr01.html\n",
      "/players/c/cookbr01.html\n",
      "/players/d/delfica01.html\n",
      "/players/e/ebind01.html\n",
      "/players/p/perkike01.html\n",
      "/players/b/barbole01.html\n",
      "/players/h/howarjo01.html\n",
      "/players/l/lampema01.html\n",
      "/players/k/kaponja01.html\n",
      "/players/w/waltolu01.html\n",
      "/players/b/beaslje01.html\n",
      "/players/s/schorso01.html\n",
      "/players/s/szewcsz01.html\n",
      "/players/a/austima01.html\n",
      "/players/h/hansetr01.html\n",
      "/players/b/blakest01.html\n",
      "/players/v/vranesl01.html\n",
      "/players/z/zimmede01.html\n",
      "/players/g/greenwi01.html\n",
      "/players/p/pachuza01.html\n",
      "/players/b/boganke01.html\n",
      "/players/b/bonnema01.html\n",
      "/players/b/becirsa01.html\n",
      "/players/w/willima01.html\n",
      "/players/l/langja01.html\n",
      "/players/j/jonesja02.html\n",
      "/players/m/morlepa01.html\n",
      "/players/k/korveky01.html\n",
      "/players/s/sinanne01.html\n",
      "/players/h/huntebr01.html\n",
      "/players/y/yuyanxu01.html\n",
      "/players/g/glynian01.html\n",
      "/players/h/howardw01.html\n",
      "/players/o/okafoem01.html\n",
      "/players/g/gordobe01.html\n",
      "/players/l/livinsh01.html\n",
      "/players/h/harride01.html\n",
      "/players/c/childjo01.html\n",
      "/players/d/denglu01.html\n",
      "/players/a/araujra01.html\n",
      "/players/i/iguodan01.html\n",
      "/players/j/jackslu02.html\n",
      "/players/b/biedran01.html\n",
      "/players/s/swiftro01.html\n",
      "/players/t/telfase01.html\n",
      "/players/h/humphkr01.html\n",
      "/players/j/jeffeal01.html\n",
      "/players/s/snydeki01.html\n",
      "/players/s/smithjo03.html\n",
      "/players/s/smithjr01.html\n",
      "/players/w/wrighdo01.html\n",
      "/players/n/nelsoja01.html\n",
      "/players/p/podkopa01.html\n",
      "/players/k/khryavi01.html\n",
      "/players/m/moniase01.html\n",
      "/players/w/westde01.html\n",
      "/players/a/allento01.html\n",
      "/players/m/martike02.html\n",
      "/players/v/vujacsa01.html\n",
      "/players/u/udrihbe01.html\n",
      "/players/h/harrida01.html\n",
      "/players/v/varejan01.html\n",
      "/players/v/vromaja01.html\n",
      "/players/r/ramospe01.html\n",
      "/players/c/chalmli01.html\n",
      "/players/s/smithdo04.html\n",
      "/players/e/emmetan01.html\n",
      "/players/b/burksan01.html\n",
      "/players/i/iveyro01.html\n",
      "/players/d/duhonch01.html\n",
      "/players/m/miralal01.html\n",
      "/players/r/reedju01.html\n",
      "/players/s/sanikvi01.html\n",
      "/players/a/arizatr01.html\n",
      "/players/r/robinbe01.html\n",
      "/players/s/seungha01.html\n",
      "/players/s/sowpa01.html\n",
      "/players/l/lishcse01.html\n",
      "/players/s/spanova01.html\n",
      "/players/f/freijma01.html\n",
      "/players/f/florelu01.html\n",
      "/players/k/karause01.html\n",
      "/players/b/bogutan01.html\n",
      "/players/w/willima02.html\n",
      "/players/w/willide01.html\n",
      "/players/p/paulch01.html\n",
      "/players/f/feltora01.html\n",
      "/players/w/webstma02.html\n",
      "/players/v/villach01.html\n",
      "/players/f/fryech01.html\n",
      "/players/d/dioguik01.html\n",
      "/players/b/bynuman01.html\n",
      "/players/v/vazqufr01.html\n",
      "/players/k/korolya01.html\n",
      "/players/m/mayse01.html\n",
      "/players/m/mccanra01.html\n",
      "/players/w/wrighan01.html\n",
      "/players/g/grahajo01.html\n",
      "/players/g/grangda01.html\n",
      "/players/g/greenge01.html\n",
      "/players/w/warriha01.html\n",
      "/players/h/hodgeju01.html\n",
      "/players/r/robinna01.html\n",
      "/players/j/jackja01.html\n",
      "/players/g/garcifr01.html\n",
      "/players/h/headlu01.html\n",
      "/players/p/petrojo01.html\n",
      "/players/m/maxieja01.html\n",
      "/players/k/kleizli01.html\n",
      "/players/m/mahinia01.html\n",
      "/players/s/simiewa01.html\n",
      "/players/l/leeda02.html\n",
      "/players/s/stoudsa01.html\n",
      "/players/e/ewingda01.html\n",
      "/players/b/bassbr01.html\n",
      "/players/m/milescj01.html\n",
      "/players/i/ilyaser01.html\n",
      "/players/t/turiaro01.html\n",
      "/players/d/dienetr01.html\n",
      "/players/w/wafervo01.html\n",
      "/players/e/ellismo01.html\n",
      "/players/u/ukicro01.html\n",
      "/players/t/taftch01.html\n",
      "/players/i/ilicmi01.html\n",
      "/players/a/andrima01.html\n",
      "/players/w/willilo02.html\n",
      "/players/l/lorbeer01.html\n",
      "/players/w/wrighbr02.html\n",
      "/players/g/gelabmi01.html\n",
      "/players/b/blatcan01.html\n",
      "/players/g/gomesry01.html\n",
      "/players/w/whalero01.html\n",
      "/players/h/herveax01.html\n",
      "/players/g/greenor01.html\n",
      "/players/t/thompdi01.html\n",
      "/players/r/roberla01.html\n",
      "/players/j/johnsam01.html\n",
      "/players/g/gortama01.html\n",
      "/players/s/slokaur01.html\n",
      "/players/a/akyolce01.html\n",
      "/players/a/ackeral01.html\n",
      "/players/b/bargnan01.html\n",
      "/players/a/aldrila01.html\n",
      "/players/m/morriad01.html\n",
      "/players/t/thomaty01.html\n",
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      "/players/e/exumda01.html\n",
      "/players/s/smartma01.html\n",
      "/players/r/randlju01.html\n",
      "/players/s/stausni01.html\n",
      "/players/v/vonleno01.html\n",
      "/players/p/paytoel01.html\n",
      "/players/m/mcderdo01.html\n",
      "/players/s/saricda01.html\n",
      "/players/l/lavinza01.html\n",
      "/players/w/warretj01.html\n",
      "/players/p/paynead01.html\n",
      "/players/n/nurkiju01.html\n",
      "/players/y/youngja01.html\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "/players/m/mcgarmi01.html\n",
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      "/players/c/capelca01.html\n",
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      "/players/w/wilcocj01.html\n",
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      "/players/e/earlycl01.html\n",
      "/players/s/stokeja01.html\n",
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      "/players/r/robingl02.html\n",
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      "/players/j/johnsni01.html\n",
      "/players/t/tavarwa01.html\n",
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      "/players/p/poweldw01.html\n",
      "/players/c/clarkjo01.html\n",
      "/players/s/smithru01.html\n",
      "/players/p/pattela01.html\n",
      "/players/b/bairsca01.html\n",
      "/players/b/brownal01.html\n",
      "/players/a/antetth01.html\n",
      "/players/m/micicva01.html\n",
      "/players/g/gential01.html\n",
      "/players/d/dangune01.html\n",
      "/players/c/chrisse01.html\n",
      "/players/m/marblde01.html\n",
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      "/players/t/thamexa01.html\n",
      "/players/j/jeffeco01.html\n",
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      "/players/p/porzikr01.html\n",
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      "/players/m/mudiaem01.html\n",
      "/players/j/johnsst04.html\n",
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      "/players/w/winslju01.html\n",
      "/players/t/turnemy01.html\n",
      "/players/l/lylestr01.html\n",
      "/players/b/bookede01.html\n",
      "/players/p/payneca01.html\n",
      "/players/o/oubreke01.html\n",
      "/players/r/roziete01.html\n",
      "/players/v/vaughra01.html\n",
      "/players/d/dekkesa01.html\n",
      "/players/g/grantje02.html\n",
      "/players/w/wrighde01.html\n",
      "/players/a/anderju01.html\n",
      "/players/p/portibo01.html\n",
      "/players/h/holliro01.html\n",
      "/players/j/jonesty01.html\n",
      "/players/m/martija01.html\n",
      "/players/m/milutni01.html\n",
      "/players/n/nancela02.html\n",
      "/players/h/hunterj01.html\n",
      "/players/m/mcculch01.html\n",
      "/players/l/looneke01.html\n",
      "/players/o/osmande01.html\n",
      "/players/h/harremo01.html\n",
      "/players/m/mickejo01.html\n",
      "/players/b/brownan02.html\n",
      "/players/h/hernawi01.html\n",
      "/players/c/chrisra01.html\n",
      "/players/h/holmeri01.html\n",
      "/players/h/hillida01.html\n",
      "/players/v/vauleju01.html\n",
      "/players/r/richajo01.html\n",
      "/players/c/connapa01.html\n",
      "/players/h/hanlaol01.html\n",
      "/players/y/youngjo01.html\n",
      "/players/h/harrian01.html\n",
      "/players/t/thornma02.html\n",
      "/players/p/powelno01.html\n",
      "/players/g/gudaiar01.html\n",
      "/players/j/johnsda04.html\n",
      "/players/w/whiteaa01.html\n",
      "/players/e/eriksma01.html\n",
      "/players/h/harvety01.html\n",
      "/players/s/singhsa01.html\n",
      "/players/p/pointsi01.html\n",
      "/players/d/diezda01.html\n",
      "/players/l/lalanca01.html\n",
      "/players/d/dawsobr01.html\n",
      "/players/r/radicni01.html\n",
      "/players/t/tokotjp01.html\n",
      "/players/a/agravdi01.html\n",
      "/players/m/mitrolu01.html\n",
      "/players/s/simmobe01.html\n",
      "/players/i/ingrabr01.html\n",
      "/players/b/brownja02.html\n",
      "/players/b/bendedr01.html\n",
      "/players/d/dunnkr01.html\n",
      "/players/h/hieldbu01.html\n",
      "/players/m/murraja01.html\n",
      "/players/c/chrisma01.html\n",
      "/players/p/poeltja01.html\n",
      "/players/m/makerth01.html\n",
      "/players/s/sabondo01.html\n",
      "/players/p/princta02.html\n",
      "/players/p/papagge01.html\n",
      "/players/v/valende01.html\n",
      "/players/h/hernaju01.html\n",
      "/players/y/yabusgu01.html\n",
      "/players/b/baldwwa01.html\n",
      "/players/e/ellenhe01.html\n",
      "/players/b/beaslma01.html\n",
      "/players/l/leverca01.html\n",
      "/players/b/bembrde01.html\n",
      "/players/r/richama01.html\n",
      "/players/z/zizican01.html\n",
      "/players/l/luwawti01.html\n",
      "/players/j/johnsbr02.html\n",
      "/players/k/korkmfu01.html\n",
      "/players/s/siakapa01.html\n",
      "/players/l/labissk01.html\n",
      "/players/m/murrade01.html\n",
      "/players/j/jonesda03.html\n",
      "/players/d/davisde01.html\n",
      "/players/z/zubaciv01.html\n",
      "/players/d/diallch01.html\n",
      "/players/u/ulisty01.html\n",
      "/players/z/zagorra01.html\n",
      "/players/b/brogdma01.html\n",
      "/players/o/onuakch01.html\n",
      "/players/m/mccawpa01.html\n",
      "/players/m/michida01.html\n",
      "/players/s/stonedi01.html\n",
      "/players/z/zimmest01.html\n",
      "/players/w/whiteis01.html\n",
      "/players/q/qizh01.html\n",
      "/players/c/cordiis01.html\n",
      "/players/j/jacksde01.html\n",
      "/players/h/hammoaj01.html\n",
      "/players/l/laymaja01.html\n",
      "/players/z/zipsepa01.html\n",
      "/players/g/gbinimi01.html\n",
      "/players/n/niangge01.html\n",
      "/players/b/bentibe01.html\n",
      "/players/b/bolomjo01.html\n",
      "/players/c/cornepe01.html\n",
      "/players/f/feldeka01.html\n",
      "/players/p/paigema01.html\n",
      "/players/h/hamilda02.html\n",
      "/players/s/sheliwa01.html\n",
      "/players/n/naderab01.html\n",
      "/players/c/cousiis01.html\n",
      "/players/w/wallaty01.html\n"
     ]
    }
   ],
   "source": [
    "# loop through url_list to get rookie data for all drafted players\n",
    "url_template2 = \"https://www.basketball-reference.com{player}\"\n",
    "rookie_advanced_df = pd.DataFrame()\n",
    "\n",
    "for player in url_list:\n",
    "    print(player)\n",
    "    try:\n",
    "        url = url_template2.format(player=player)\n",
    "\n",
    "        response = requests.get(url)\n",
    "        page = response.text.replace('<!--', '').replace('-->', '')\n",
    "\n",
    "        soup = BeautifulSoup(page, 'html5lib')\n",
    "        \n",
    "        column_headers = [th.getText() for th in soup.findAll(class_=\"overthrow table_container\")[4].findAll('th')][0:29]\n",
    "        column_headers.insert(0,\"Player\")\n",
    "        Player = soup.find_all('h1')[0].getText()\n",
    "        player_data = [tr.getText() for tr in soup.findAll(class_=\"overthrow table_container\")[4].findAll('tr')[1]]\n",
    "        player_data.insert(0,Player)\n",
    "        \n",
    "        dic = dict(zip(column_headers,player_data))\n",
    "        player_df = pd.DataFrame(dic,columns=column_headers, index=[0])\n",
    "        \n",
    "        rookie_advanced_df = rookie_advanced_df.append(player_df, ignore_index=True)\n",
    "        \n",
    "        time.sleep(.5+2*random.random())\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the data\n",
    "\n",
    "I cleaned the rookie year data by dropping empty columns and dropping null values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Player', 'Season', 'Age', 'Tm', 'Lg', 'Pos', 'G', 'MP', 'PER', 'TS%',\n",
       "       '3PAr', 'FTr', 'ORB%', 'DRB%', 'TRB%', 'AST%', 'STL%', 'BLK%', 'TOV%',\n",
       "       'USG%', ' ', 'OWS', 'DWS', 'WS', 'WS/48', ' ', 'OBPM', 'DBPM', 'BPM',\n",
       "       'VORP'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 384,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rookie_advanced_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# rename null columns to drop\n",
    "rookie_advanced_df.columns.values[20] = 'null'\n",
    "rookie_advanced_df.columns.values[25] = 'null'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# dropped null columns\n",
    "rookie_advanced_df = rookie_advanced_df.drop(['null'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Player', 'Season', 'Age', 'Tm', 'Lg', 'Pos', 'G', 'MP', 'PER', 'TS%',\n",
       "       '3PAr', 'FTr', 'ORB%', 'DRB%', 'TRB%', 'AST%', 'STL%', 'BLK%', 'TOV%',\n",
       "       'USG%', 'OWS', 'DWS', 'WS', 'WS/48', 'OBPM', 'DBPM', 'BPM', 'VORP'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 397,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rookie_advanced_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 398,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Season</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Lg</th>\n",
       "      <th>Pos</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PER</th>\n",
       "      <th>TS%</th>\n",
       "      <th>...</th>\n",
       "      <th>TOV%</th>\n",
       "      <th>USG%</th>\n",
       "      <th>OWS</th>\n",
       "      <th>DWS</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS/48</th>\n",
       "      <th>OBPM</th>\n",
       "      <th>DBPM</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>CLE</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>79</td>\n",
       "      <td>3122</td>\n",
       "      <td>18.3</td>\n",
       "      <td>.488</td>\n",
       "      <td>...</td>\n",
       "      <td>13.9</td>\n",
       "      <td>28.2</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.1</td>\n",
       "      <td>.078</td>\n",
       "      <td>2.2</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Darko Milicic</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>18</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>34</td>\n",
       "      <td>159</td>\n",
       "      <td>6.1</td>\n",
       "      <td>.318</td>\n",
       "      <td>...</td>\n",
       "      <td>14.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.049</td>\n",
       "      <td>-10.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>-6.8</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>DEN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>82</td>\n",
       "      <td>2995</td>\n",
       "      <td>17.6</td>\n",
       "      <td>.509</td>\n",
       "      <td>...</td>\n",
       "      <td>12.7</td>\n",
       "      <td>28.5</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>6.1</td>\n",
       "      <td>.098</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chris Bosh</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>TOR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>75</td>\n",
       "      <td>2510</td>\n",
       "      <td>15.1</td>\n",
       "      <td>.513</td>\n",
       "      <td>...</td>\n",
       "      <td>11.3</td>\n",
       "      <td>18.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.2</td>\n",
       "      <td>.119</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>1.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>MIA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>61</td>\n",
       "      <td>2126</td>\n",
       "      <td>17.6</td>\n",
       "      <td>.530</td>\n",
       "      <td>...</td>\n",
       "      <td>17.3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>.103</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>LAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>82</td>\n",
       "      <td>1843</td>\n",
       "      <td>9.6</td>\n",
       "      <td>.502</td>\n",
       "      <td>...</td>\n",
       "      <td>23.8</td>\n",
       "      <td>15.7</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>.001</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-3.8</td>\n",
       "      <td>-0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kirk Hinrich</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>CHI</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>76</td>\n",
       "      <td>2706</td>\n",
       "      <td>13.1</td>\n",
       "      <td>.510</td>\n",
       "      <td>...</td>\n",
       "      <td>18.5</td>\n",
       "      <td>18.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.1</td>\n",
       "      <td>.072</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>T.J. Ford</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>20</td>\n",
       "      <td>MIL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>55</td>\n",
       "      <td>1472</td>\n",
       "      <td>12.1</td>\n",
       "      <td>.443</td>\n",
       "      <td>...</td>\n",
       "      <td>24.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>.022</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mike Sweetney</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>NYK</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>42</td>\n",
       "      <td>494</td>\n",
       "      <td>17.2</td>\n",
       "      <td>.544</td>\n",
       "      <td>...</td>\n",
       "      <td>16.2</td>\n",
       "      <td>18.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>.138</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Jarvis Hayes</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>WAS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>70</td>\n",
       "      <td>2044</td>\n",
       "      <td>9.4</td>\n",
       "      <td>.456</td>\n",
       "      <td>...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>.012</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mickael Pietrus</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>GSW</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>53</td>\n",
       "      <td>748</td>\n",
       "      <td>12.9</td>\n",
       "      <td>.528</td>\n",
       "      <td>...</td>\n",
       "      <td>13.2</td>\n",
       "      <td>18.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>.095</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Nick Collison</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>24</td>\n",
       "      <td>SEA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>82</td>\n",
       "      <td>1396</td>\n",
       "      <td>15.0</td>\n",
       "      <td>.570</td>\n",
       "      <td>...</td>\n",
       "      <td>13.3</td>\n",
       "      <td>15.5</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3.9</td>\n",
       "      <td>.135</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Marcus Banks</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>BOS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>81</td>\n",
       "      <td>1385</td>\n",
       "      <td>11.0</td>\n",
       "      <td>.480</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.5</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>.026</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-3.3</td>\n",
       "      <td>-0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Luke Ridnour</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>SEA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>69</td>\n",
       "      <td>1114</td>\n",
       "      <td>13.1</td>\n",
       "      <td>.496</td>\n",
       "      <td>...</td>\n",
       "      <td>17.2</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.2</td>\n",
       "      <td>.051</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>-2.3</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Reece Gaines</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>ORL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>38</td>\n",
       "      <td>364</td>\n",
       "      <td>6.1</td>\n",
       "      <td>.356</td>\n",
       "      <td>...</td>\n",
       "      <td>15.7</td>\n",
       "      <td>14.3</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.065</td>\n",
       "      <td>-5.4</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-7.7</td>\n",
       "      <td>-0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>MEM</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>-4.5</td>\n",
       "      <td>.285</td>\n",
       "      <td>...</td>\n",
       "      <td>23.7</td>\n",
       "      <td>33.5</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.326</td>\n",
       "      <td>-10.4</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>-14.4</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Zarko Cabarkapa</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>22</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>49</td>\n",
       "      <td>570</td>\n",
       "      <td>8.4</td>\n",
       "      <td>.461</td>\n",
       "      <td>...</td>\n",
       "      <td>19.7</td>\n",
       "      <td>21.7</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.037</td>\n",
       "      <td>-4.8</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>-6.5</td>\n",
       "      <td>-0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>David West</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>NOH</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>71</td>\n",
       "      <td>930</td>\n",
       "      <td>15.9</td>\n",
       "      <td>.519</td>\n",
       "      <td>...</td>\n",
       "      <td>15.4</td>\n",
       "      <td>15.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>.143</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sasha Pavlovic</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>20</td>\n",
       "      <td>UTA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>79</td>\n",
       "      <td>1144</td>\n",
       "      <td>8.7</td>\n",
       "      <td>.463</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>.040</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Dahntay Jones</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>MEM</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>20</td>\n",
       "      <td>154</td>\n",
       "      <td>2.5</td>\n",
       "      <td>.311</td>\n",
       "      <td>...</td>\n",
       "      <td>17.2</td>\n",
       "      <td>20.4</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.114</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Boris Diaw</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>ATL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>76</td>\n",
       "      <td>1919</td>\n",
       "      <td>8.8</td>\n",
       "      <td>.483</td>\n",
       "      <td>...</td>\n",
       "      <td>26.3</td>\n",
       "      <td>11.4</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>.021</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Zoran Planinic</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>NJN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>49</td>\n",
       "      <td>473</td>\n",
       "      <td>10.0</td>\n",
       "      <td>.492</td>\n",
       "      <td>...</td>\n",
       "      <td>18.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>.068</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>-4.3</td>\n",
       "      <td>-0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Travis Outlaw</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>POR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>16.4</td>\n",
       "      <td>.457</td>\n",
       "      <td>...</td>\n",
       "      <td>10.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>.067</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-4.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brian Cook</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>LAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>35</td>\n",
       "      <td>442</td>\n",
       "      <td>14.0</td>\n",
       "      <td>.505</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.1</td>\n",
       "      <td>.122</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Carlos Delfino</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>22</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>30</td>\n",
       "      <td>459</td>\n",
       "      <td>8.6</td>\n",
       "      <td>.431</td>\n",
       "      <td>...</td>\n",
       "      <td>14.6</td>\n",
       "      <td>16.1</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>.048</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-2.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ndudi Ebi</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>MIN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>17</td>\n",
       "      <td>32</td>\n",
       "      <td>9.3</td>\n",
       "      <td>.412</td>\n",
       "      <td>...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.057</td>\n",
       "      <td>-6.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Kendrick Perkins</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>19</td>\n",
       "      <td>BOS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>10</td>\n",
       "      <td>35</td>\n",
       "      <td>22.8</td>\n",
       "      <td>.580</td>\n",
       "      <td>...</td>\n",
       "      <td>20.9</td>\n",
       "      <td>31.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.145</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Leandro Barbosa</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>21</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>70</td>\n",
       "      <td>1500</td>\n",
       "      <td>12.7</td>\n",
       "      <td>.553</td>\n",
       "      <td>...</td>\n",
       "      <td>19.5</td>\n",
       "      <td>18.6</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>.061</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Josh Howard</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>23</td>\n",
       "      <td>DAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>67</td>\n",
       "      <td>1589</td>\n",
       "      <td>15.7</td>\n",
       "      <td>.485</td>\n",
       "      <td>...</td>\n",
       "      <td>10.2</td>\n",
       "      <td>18.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>.104</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Maciej Lampe</td>\n",
       "      <td>2003-04</td>\n",
       "      <td>18</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>21</td>\n",
       "      <td>224</td>\n",
       "      <td>12.2</td>\n",
       "      <td>.512</td>\n",
       "      <td>...</td>\n",
       "      <td>13.8</td>\n",
       "      <td>21.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.029</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>-0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Henry Ellenson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>19</td>\n",
       "      <td>146</td>\n",
       "      <td>7.5</td>\n",
       "      <td>.444</td>\n",
       "      <td>...</td>\n",
       "      <td>17.2</td>\n",
       "      <td>24.7</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.071</td>\n",
       "      <td>-5.8</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-8.2</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Malik Beasley</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>DEN</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>22</td>\n",
       "      <td>165</td>\n",
       "      <td>13.7</td>\n",
       "      <td>.536</td>\n",
       "      <td>...</td>\n",
       "      <td>9.4</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>.057</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Caris LeVert</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>BRK</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>57</td>\n",
       "      <td>1237</td>\n",
       "      <td>12.3</td>\n",
       "      <td>.556</td>\n",
       "      <td>...</td>\n",
       "      <td>12.3</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>.070</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>DeAndre' Bembry</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>ATL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>38</td>\n",
       "      <td>371</td>\n",
       "      <td>8.8</td>\n",
       "      <td>.481</td>\n",
       "      <td>...</td>\n",
       "      <td>13.2</td>\n",
       "      <td>14.2</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>.038</td>\n",
       "      <td>-4.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-4.3</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Malachi Richardson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>SAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>22</td>\n",
       "      <td>198</td>\n",
       "      <td>9.6</td>\n",
       "      <td>.517</td>\n",
       "      <td>...</td>\n",
       "      <td>9.5</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.028</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-5.5</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Timothe Luwawu-Cabarrot</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>PHI</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>69</td>\n",
       "      <td>1190</td>\n",
       "      <td>8.5</td>\n",
       "      <td>.536</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>.034</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Brice Johnson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>LAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>17.2</td>\n",
       "      <td>.286</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5</td>\n",
       "      <td>39.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.165</td>\n",
       "      <td>-10.7</td>\n",
       "      <td>12.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Pascal Siakam</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>TOR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>55</td>\n",
       "      <td>859</td>\n",
       "      <td>11.5</td>\n",
       "      <td>.523</td>\n",
       "      <td>...</td>\n",
       "      <td>13.1</td>\n",
       "      <td>13.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>.089</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Skal Labissiere</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>SAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>33</td>\n",
       "      <td>612</td>\n",
       "      <td>16.8</td>\n",
       "      <td>.577</td>\n",
       "      <td>...</td>\n",
       "      <td>12.9</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>.099</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Dejounte Murray</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>SAS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>38</td>\n",
       "      <td>322</td>\n",
       "      <td>9.6</td>\n",
       "      <td>.503</td>\n",
       "      <td>...</td>\n",
       "      <td>22.7</td>\n",
       "      <td>23.5</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>.004</td>\n",
       "      <td>-4.6</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-4.8</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Damian Jones</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>GSW</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>5.3</td>\n",
       "      <td>.466</td>\n",
       "      <td>...</td>\n",
       "      <td>22.7</td>\n",
       "      <td>13.4</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>.018</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-9.6</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Deyonta Davis</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>MEM</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>36</td>\n",
       "      <td>238</td>\n",
       "      <td>10.6</td>\n",
       "      <td>.528</td>\n",
       "      <td>...</td>\n",
       "      <td>12.7</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>.097</td>\n",
       "      <td>-5.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Ivica Zubac</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>19</td>\n",
       "      <td>LAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>38</td>\n",
       "      <td>609</td>\n",
       "      <td>17.0</td>\n",
       "      <td>.547</td>\n",
       "      <td>...</td>\n",
       "      <td>10.4</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>.086</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Cheick Diallo</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>NOP</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>17</td>\n",
       "      <td>199</td>\n",
       "      <td>16.8</td>\n",
       "      <td>.510</td>\n",
       "      <td>...</td>\n",
       "      <td>7.6</td>\n",
       "      <td>20.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>.111</td>\n",
       "      <td>-4.6</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-5.6</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Tyler Ulis</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>PHO</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>61</td>\n",
       "      <td>1123</td>\n",
       "      <td>13.0</td>\n",
       "      <td>.474</td>\n",
       "      <td>...</td>\n",
       "      <td>14.1</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>.029</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Malcolm Brogdon</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>24</td>\n",
       "      <td>MIL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>75</td>\n",
       "      <td>1982</td>\n",
       "      <td>14.9</td>\n",
       "      <td>.555</td>\n",
       "      <td>...</td>\n",
       "      <td>14.1</td>\n",
       "      <td>18.5</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>.100</td>\n",
       "      <td>0.6</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Chinanu Onuaku</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>5</td>\n",
       "      <td>52</td>\n",
       "      <td>12.3</td>\n",
       "      <td>.799</td>\n",
       "      <td>...</td>\n",
       "      <td>31.3</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.123</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Patrick McCaw</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>GSW</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>71</td>\n",
       "      <td>1074</td>\n",
       "      <td>8.6</td>\n",
       "      <td>.540</td>\n",
       "      <td>...</td>\n",
       "      <td>12.1</td>\n",
       "      <td>11.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.7</td>\n",
       "      <td>.077</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Diamond Stone</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>19</td>\n",
       "      <td>LAC</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>.339</td>\n",
       "      <td>...</td>\n",
       "      <td>11.9</td>\n",
       "      <td>31.3</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.211</td>\n",
       "      <td>-17.3</td>\n",
       "      <td>-6.8</td>\n",
       "      <td>-24.1</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>Stephen Zimmerman</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>20</td>\n",
       "      <td>ORL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>19</td>\n",
       "      <td>108</td>\n",
       "      <td>7.3</td>\n",
       "      <td>.346</td>\n",
       "      <td>...</td>\n",
       "      <td>8.3</td>\n",
       "      <td>14.8</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Isaiah Whitehead</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>BRK</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>73</td>\n",
       "      <td>1643</td>\n",
       "      <td>7.6</td>\n",
       "      <td>.487</td>\n",
       "      <td>...</td>\n",
       "      <td>20.3</td>\n",
       "      <td>18.2</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.023</td>\n",
       "      <td>-4.3</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-4.9</td>\n",
       "      <td>-1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Demetrius Jackson</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>BOS</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>30.8</td>\n",
       "      <td>.753</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.386</td>\n",
       "      <td>9.2</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>A.J. Hammons</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>24</td>\n",
       "      <td>DAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>C</td>\n",
       "      <td>22</td>\n",
       "      <td>163</td>\n",
       "      <td>8.4</td>\n",
       "      <td>.472</td>\n",
       "      <td>...</td>\n",
       "      <td>16.4</td>\n",
       "      <td>17.6</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-5.6</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Jake Layman</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>POR</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>35</td>\n",
       "      <td>249</td>\n",
       "      <td>4.9</td>\n",
       "      <td>.404</td>\n",
       "      <td>...</td>\n",
       "      <td>10.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-4.7</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>-7.4</td>\n",
       "      <td>-0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>Paul Zipser</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>22</td>\n",
       "      <td>CHI</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SF</td>\n",
       "      <td>44</td>\n",
       "      <td>843</td>\n",
       "      <td>6.9</td>\n",
       "      <td>.503</td>\n",
       "      <td>...</td>\n",
       "      <td>14.4</td>\n",
       "      <td>14.4</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>.030</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>Michael Gbinije</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>24</td>\n",
       "      <td>DET</td>\n",
       "      <td>NBA</td>\n",
       "      <td>SG</td>\n",
       "      <td>9</td>\n",
       "      <td>32</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>.184</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.136</td>\n",
       "      <td>-7.7</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>-10.5</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>Georges Niang</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>23</td>\n",
       "      <td>IND</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>23</td>\n",
       "      <td>93</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.285</td>\n",
       "      <td>...</td>\n",
       "      <td>11.9</td>\n",
       "      <td>20.2</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-0.168</td>\n",
       "      <td>-9.9</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>Ben Bentil</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>DAL</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>.000</td>\n",
       "      <td>...</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.473</td>\n",
       "      <td>-22.4</td>\n",
       "      <td>-4.5</td>\n",
       "      <td>-26.9</td>\n",
       "      <td>-0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Joel Bolomboy</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>23</td>\n",
       "      <td>UTA</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PF</td>\n",
       "      <td>12</td>\n",
       "      <td>53</td>\n",
       "      <td>19.7</td>\n",
       "      <td>.590</td>\n",
       "      <td>...</td>\n",
       "      <td>9.7</td>\n",
       "      <td>18.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>.171</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Kay Felder</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>21</td>\n",
       "      <td>CLE</td>\n",
       "      <td>NBA</td>\n",
       "      <td>PG</td>\n",
       "      <td>42</td>\n",
       "      <td>386</td>\n",
       "      <td>11.4</td>\n",
       "      <td>.462</td>\n",
       "      <td>...</td>\n",
       "      <td>14.3</td>\n",
       "      <td>24.2</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>.008</td>\n",
       "      <td>-4.8</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>701 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Player   Season Age   Tm   Lg Pos   G    MP    PER  \\\n",
       "0               LeBron James  2003-04  19  CLE  NBA  SG  79  3122   18.3   \n",
       "1              Darko Milicic  2003-04  18  DET  NBA   C  34   159    6.1   \n",
       "2            Carmelo Anthony  2003-04  19  DEN  NBA  SF  82  2995   17.6   \n",
       "3                 Chris Bosh  2003-04  19  TOR  NBA   C  75  2510   15.1   \n",
       "4                Dwyane Wade  2003-04  22  MIA  NBA  PG  61  2126   17.6   \n",
       "5                Chris Kaman  2003-04  21  LAC  NBA   C  82  1843    9.6   \n",
       "6               Kirk Hinrich  2003-04  23  CHI  NBA  PG  76  2706   13.1   \n",
       "7                  T.J. Ford  2003-04  20  MIL  NBA  PG  55  1472   12.1   \n",
       "8              Mike Sweetney  2003-04  21  NYK  NBA  PF  42   494   17.2   \n",
       "9               Jarvis Hayes  2003-04  22  WAS  NBA  SF  70  2044    9.4   \n",
       "10           Mickael Pietrus  2003-04  21  GSW  NBA  PG  53   748   12.9   \n",
       "11             Nick Collison  2004-05  24  SEA  NBA   C  82  1396   15.0   \n",
       "12              Marcus Banks  2003-04  22  BOS  NBA  PG  81  1385   11.0   \n",
       "13              Luke Ridnour  2003-04  22  SEA  NBA  PG  69  1114   13.1   \n",
       "14              Reece Gaines  2003-04  23  ORL  NBA  PG  38   364    6.1   \n",
       "15                 Troy Bell  2003-04  23  MEM  NBA  PG   6    34   -4.5   \n",
       "16           Zarko Cabarkapa  2003-04  22  PHO  NBA  PF  49   570    8.4   \n",
       "17                David West  2003-04  23  NOH  NBA  PF  71   930   15.9   \n",
       "18            Sasha Pavlovic  2003-04  20  UTA  NBA  SF  79  1144    8.7   \n",
       "19             Dahntay Jones  2003-04  23  MEM  NBA  SG  20   154    2.5   \n",
       "20                Boris Diaw  2003-04  21  ATL  NBA  SG  76  1919    8.8   \n",
       "21            Zoran Planinic  2003-04  21  NJN  NBA  SG  49   473   10.0   \n",
       "22             Travis Outlaw  2003-04  19  POR  NBA  PF   8    19   16.4   \n",
       "23                Brian Cook  2003-04  23  LAL  NBA   C  35   442   14.0   \n",
       "24            Carlos Delfino  2004-05  22  DET  NBA  SG  30   459    8.6   \n",
       "25                 Ndudi Ebi  2003-04  19  MIN  NBA  SF  17    32    9.3   \n",
       "26          Kendrick Perkins  2003-04  19  BOS  NBA   C  10    35   22.8   \n",
       "27           Leandro Barbosa  2003-04  21  PHO  NBA  PG  70  1500   12.7   \n",
       "28               Josh Howard  2003-04  23  DAL  NBA  SF  67  1589   15.7   \n",
       "29              Maciej Lampe  2003-04  18  PHO  NBA   C  21   224   12.2   \n",
       "..                       ...      ...  ..  ...  ...  ..  ..   ...    ...   \n",
       "671           Henry Ellenson  2016-17  20  DET  NBA  PF  19   146    7.5   \n",
       "672            Malik Beasley  2016-17  20  DEN  NBA  SG  22   165   13.7   \n",
       "673             Caris LeVert  2016-17  22  BRK  NBA  SF  57  1237   12.3   \n",
       "674          DeAndre' Bembry  2016-17  22  ATL  NBA  SF  38   371    8.8   \n",
       "675       Malachi Richardson  2016-17  21  SAC  NBA  SG  22   198    9.6   \n",
       "676  Timothe Luwawu-Cabarrot  2016-17  21  PHI  NBA  SF  69  1190    8.5   \n",
       "677            Brice Johnson  2016-17  22  LAC  NBA  PF   3     9   17.2   \n",
       "678            Pascal Siakam  2016-17  22  TOR  NBA  PF  55   859   11.5   \n",
       "679          Skal Labissiere  2016-17  20  SAC  NBA  PF  33   612   16.8   \n",
       "680          Dejounte Murray  2016-17  20  SAS  NBA  PG  38   322    9.6   \n",
       "681             Damian Jones  2016-17  21  GSW  NBA   C  10    85    5.3   \n",
       "682            Deyonta Davis  2016-17  20  MEM  NBA   C  36   238   10.6   \n",
       "683              Ivica Zubac  2016-17  19  LAL  NBA   C  38   609   17.0   \n",
       "684            Cheick Diallo  2016-17  20  NOP  NBA  PF  17   199   16.8   \n",
       "685               Tyler Ulis  2016-17  21  PHO  NBA  PG  61  1123   13.0   \n",
       "686          Malcolm Brogdon  2016-17  24  MIL  NBA  SG  75  1982   14.9   \n",
       "687           Chinanu Onuaku  2016-17  20  HOU  NBA   C   5    52   12.3   \n",
       "688            Patrick McCaw  2016-17  21  GSW  NBA  SG  71  1074    8.6   \n",
       "689            Diamond Stone  2016-17  19  LAC  NBA   C   7    24   -1.2   \n",
       "690        Stephen Zimmerman  2016-17  20  ORL  NBA   C  19   108    7.3   \n",
       "691         Isaiah Whitehead  2016-17  21  BRK  NBA  PG  73  1643    7.6   \n",
       "692        Demetrius Jackson  2016-17  22  BOS  NBA  PG   5    17   30.8   \n",
       "693             A.J. Hammons  2016-17  24  DAL  NBA   C  22   163    8.4   \n",
       "694              Jake Layman  2016-17  22  POR  NBA  SF  35   249    4.9   \n",
       "695              Paul Zipser  2016-17  22  CHI  NBA  SF  44   843    6.9   \n",
       "696          Michael Gbinije  2016-17  24  DET  NBA  SG   9    32   -2.1   \n",
       "697            Georges Niang  2016-17  23  IND  NBA  PF  23    93    0.1   \n",
       "698               Ben Bentil  2016-17  21  DAL  NBA  PF   3    10  -17.6   \n",
       "699            Joel Bolomboy  2016-17  23  UTA  NBA  PF  12    53   19.7   \n",
       "700               Kay Felder  2016-17  21  CLE  NBA  PG  42   386   11.4   \n",
       "\n",
       "      TS%  ...   TOV%  USG%   OWS  DWS    WS   WS/48   OBPM  DBPM    BPM  VORP  \n",
       "0    .488  ...   13.9  28.2   2.4  2.6   5.1    .078    2.2  -0.2    1.9   3.1  \n",
       "1    .318  ...   14.7  26.0  -0.6  0.5  -0.2  -0.049  -10.2   3.4   -6.8  -0.2  \n",
       "2    .509  ...   12.7  28.5   3.7  2.4   6.1    .098    1.2  -1.2    0.1   1.6  \n",
       "3    .513  ...   11.3  18.3   2.5  3.8   6.2    .119   -2.0   1.7   -0.3   1.1  \n",
       "4    .530  ...   17.3  25.0   2.2  2.3   4.6    .103    0.9   0.4    1.3   1.8  \n",
       "5    .502  ...   23.8  15.7  -0.9  0.9   0.0    .001   -4.0   0.1   -3.8  -0.9  \n",
       "6    .510  ...   18.5  18.2   2.1  1.9   4.1    .072    0.8  -1.3   -0.5   1.0  \n",
       "7    .443  ...   24.0  17.9  -0.2  0.9   0.7    .022   -1.6  -0.9   -2.6  -0.2  \n",
       "8    .544  ...   16.2  18.6   0.8  0.7   1.4    .138   -0.8  -0.2   -1.0   0.1  \n",
       "9    .456  ...   13.0  18.4  -0.6  1.1   0.5    .012   -2.6  -1.1   -3.7  -0.9  \n",
       "10   .528  ...   13.2  18.7   0.8  0.7   1.5    .095    0.3  -0.7   -0.4   0.3  \n",
       "11   .570  ...   13.3  15.5   2.7  1.2   3.9    .135    0.0   0.3    0.3   0.8  \n",
       "12   .480  ...   20.0  20.5  -0.6  1.4   0.7    .026   -2.8  -0.5   -3.3  -0.5  \n",
       "13   .496  ...   17.2  19.3   0.9  0.2   1.2    .051   -0.5  -1.8   -2.3  -0.1  \n",
       "14   .356  ...   15.7  14.3  -0.4  0.0  -0.5  -0.065   -5.4  -2.4   -7.7  -0.5  \n",
       "15   .285  ...   23.7  33.5  -0.2  0.0  -0.2  -0.326  -10.4  -3.9  -14.4  -0.1  \n",
       "16   .461  ...   19.7  21.7  -0.7  0.3  -0.4  -0.037   -4.8  -1.7   -6.5  -0.7  \n",
       "17   .519  ...   15.4  15.3   1.4  1.3   2.8    .143   -1.3   1.4    0.1   0.5  \n",
       "18   .463  ...   14.0  19.5  -0.1  1.1   0.9    .040   -2.7  -1.0   -3.7  -0.5  \n",
       "19   .311  ...   17.2  20.4  -0.5  0.2  -0.4  -0.114   -8.0   0.2   -7.8  -0.2  \n",
       "20   .483  ...   26.3  11.4  -0.3  1.1   0.8    .021   -2.6   1.0   -1.6   0.2  \n",
       "21   .492  ...   18.8  19.0   0.1  0.6   0.7    .068   -2.8  -1.4   -4.3  -0.3  \n",
       "22   .457  ...   10.2  24.3   0.0  0.0   0.0    .067   -1.8  -2.4   -4.2   0.0  \n",
       "23   .505  ...   10.0  17.3   0.5  0.7   1.1    .122   -2.0   0.9   -1.1   0.1  \n",
       "24   .431  ...   14.6  16.1  -0.3  0.8   0.5    .048   -3.5   1.2   -2.3   0.0  \n",
       "25   .412  ...   16.0  27.6  -0.1  0.0   0.0  -0.057   -6.7   0.6   -6.0   0.0  \n",
       "26   .580  ...   20.9  31.1   0.1  0.0   0.1    .145   -0.9  -0.3   -1.3   0.0  \n",
       "27   .553  ...   19.5  18.6   0.9  1.0   1.9    .061    0.4  -1.0   -0.6   0.5  \n",
       "28   .485  ...   10.2  18.2   2.3  1.2   3.5    .104    0.6   0.5    1.2   1.3  \n",
       "29   .512  ...   13.8  21.9   0.0  0.1   0.1    .029   -4.0  -2.9   -6.9  -0.3  \n",
       "..    ...  ...    ...   ...   ...  ...   ...     ...    ...   ...    ...   ...  \n",
       "671  .444  ...   17.2  24.7  -0.4  0.2  -0.2  -0.071   -5.8  -2.4   -8.2  -0.2  \n",
       "672  .536  ...    9.4  22.0   0.1  0.1   0.2    .057   -0.5  -3.5   -3.9  -0.1  \n",
       "673  .556  ...   12.3  16.6   0.8  1.0   1.8    .070   -0.7  -0.4   -1.1   0.3  \n",
       "674  .481  ...   13.2  14.2  -0.1  0.4   0.3    .038   -4.4   0.1   -4.3  -0.2  \n",
       "675  .517  ...    9.5  19.3   0.0  0.1   0.1    .028   -2.5  -3.0   -5.5  -0.2  \n",
       "676  .536  ...   15.0  17.8   0.0  0.8   0.8    .034   -2.8  -1.2   -4.0  -0.6  \n",
       "677  .286  ...   12.5  39.8  -0.1  0.0   0.0  -0.165  -10.7  12.1    1.3   0.0  \n",
       "678  .523  ...   13.1  13.1   0.4  1.2   1.6    .089   -3.0   1.9   -1.1   0.2  \n",
       "679  .577  ...   12.9  21.3   0.7  0.5   1.3    .099   -1.7  -0.9   -2.6  -0.1  \n",
       "680  .503  ...   22.7  23.5  -0.4  0.5   0.0    .004   -4.6  -0.2   -4.8  -0.2  \n",
       "681  .466  ...   22.7  13.4  -0.1  0.1   0.0    .018   -7.5  -2.1   -9.6  -0.2  \n",
       "682  .528  ...   12.7  12.0   0.1  0.4   0.5    .097   -5.4   1.8   -3.7  -0.1  \n",
       "683  .547  ...   10.4  20.3   0.6  0.5   1.1    .086   -2.7   0.3   -2.5  -0.1  \n",
       "684  .510  ...    7.6  20.5   0.2  0.3   0.5    .111   -4.6  -1.0   -5.6  -0.2  \n",
       "685  .474  ...   14.1  20.3   0.3  0.4   0.7    .029   -1.5  -2.5   -4.0  -0.6  \n",
       "686  .555  ...   14.1  18.5   2.6  1.5   4.1    .100    0.6  -1.1   -0.5   0.8  \n",
       "687  .799  ...   31.3  10.4   0.1  0.1   0.1    .123   -2.4   1.8   -0.6   0.0  \n",
       "688  .540  ...   12.1  11.9   0.5  1.2   1.7    .077   -1.6  -0.2   -1.8   0.1  \n",
       "689  .339  ...   11.9  31.3  -0.1  0.0  -0.1  -0.211  -17.3  -6.8  -24.1  -0.1  \n",
       "690  .346  ...    8.3  14.8  -0.1  0.1   0.0  -0.005   -7.8   0.4   -7.3  -0.1  \n",
       "691  .487  ...   20.3  18.2  -1.7  0.9  -0.8  -0.023   -4.3  -0.6   -4.9  -1.2  \n",
       "692  .753  ...    0.0  17.3   0.1  0.0   0.1    .386    9.2  -2.8    6.3   0.0  \n",
       "693  .472  ...   16.4  17.6  -0.2  0.2   0.0  -0.001   -7.5   2.0   -5.6  -0.1  \n",
       "694  .404  ...   10.2  19.0  -0.4  0.1  -0.3  -0.054   -4.7  -2.7   -7.4  -0.3  \n",
       "695  .503  ...   14.4  14.4  -0.3  0.8   0.5    .030   -3.6  -0.1   -3.7  -0.4  \n",
       "696  .184  ...    0.0  15.0  -0.1  0.0  -0.1  -0.136   -7.7  -2.8  -10.5  -0.1  \n",
       "697  .285  ...   11.9  20.2  -0.4  0.1  -0.3  -0.168   -9.9  -2.2  -12.0  -0.2  \n",
       "698  .000  ...   25.0  18.9  -0.1  0.0  -0.1  -0.473  -22.4  -4.5  -26.9  -0.1  \n",
       "699  .590  ...    9.7  18.2   0.1  0.1   0.2    .171   -1.3   0.5   -0.8   0.0  \n",
       "700  .462  ...   14.3  24.2  -0.3  0.4   0.1    .008   -4.8  -1.2   -6.0  -0.4  \n",
       "\n",
       "[701 rows x 28 columns]"
      ]
     },
     "execution_count": 398,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rookie_advanced_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save to csv file\n",
    "rookie_advanced_df.to_csv('rookie_advanced_raw.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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