2_college_data_scrape_luther.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project Luther\n",
    "\n",
    "Kenny Leung - kenleung11@gmail.com\n",
    "\n",
    "Part 2/8 - Data scraping NCAA basketball statistics from 2003 to 2016\n",
    "\n",
    "This notebook documents the process of scraping NCAA basketball statistics from https://basketball.realgm.com/."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import the packages\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "import time\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Scraping\n",
    "\n",
    "Since I wanted to use this data to predict NBA rookie statistics, I only really needed college data for the 60 players who are drafted into the NBA each year. The website tabulates college statistics of all players since the 2002-2003 season, however, I focused on scraping the first 20 pages, or 2000 players, of each season being fairly confident that all 60 drafted players will be included in the data scraped.\n",
    "\n",
    "I wanted to test scraping data for one page of the 2003 season to make sure the code works as intended."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "url = \"https://basketball.realgm.com/ncaa/stats/2003/Averages/Qualified/All/Season/All/points/desc/1/\"\n",
    "\n",
    "response = requests.get(url)\n",
    "page = response.text\n",
    "soup = BeautifulSoup(page, \"lxml\")\n",
    "\n",
    "# create the column names\n",
    "column_headers = [th.getText() for th in soup.findAll('tr', limit=2)[0].findAll('th')]\n",
    "\n",
    "# get the data for each player\n",
    "data_rows = soup.findAll('tr')[1:]\n",
    "player_data = [[td.getText() for td in data_rows[i].findAll('td')] for i in range(len(data_rows))]\n",
    "\n",
    "df = pd.DataFrame(player_data, columns=column_headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "    }\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>#</th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
       "      <th>GP</th>\n",
       "      <th>MPG</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3PM</th>\n",
       "      <th>3PA</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>SPG</th>\n",
       "      <th>BPG</th>\n",
       "      <th>PPG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Henry Domercant</td>\n",
       "      <td>EIU</td>\n",
       "      <td>30</td>\n",
       "      <td>33.7</td>\n",
       "      <td>8.8</td>\n",
       "      <td>19.2</td>\n",
       "      <td>.460</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.844</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>28.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ruben Douglas</td>\n",
       "      <td>UNM</td>\n",
       "      <td>28</td>\n",
       "      <td>35.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>19.6</td>\n",
       "      <td>.397</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.841</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mike Helms</td>\n",
       "      <td>OU</td>\n",
       "      <td>28</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8.6</td>\n",
       "      <td>19.0</td>\n",
       "      <td>.452</td>\n",
       "      <td>2.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.745</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>26.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Michael Watson</td>\n",
       "      <td>UMKC</td>\n",
       "      <td>29</td>\n",
       "      <td>38.8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>22.6</td>\n",
       "      <td>.377</td>\n",
       "      <td>4.1</td>\n",
       "      <td>11.6</td>\n",
       "      <td>...</td>\n",
       "      <td>.753</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>BC</td>\n",
       "      <td>31</td>\n",
       "      <td>38.6</td>\n",
       "      <td>7.2</td>\n",
       "      <td>16.4</td>\n",
       "      <td>.441</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.847</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   #           Player  Team  GP   MPG  FGM   FGA   FG%  3PM   3PA  ...    FT%  \\\n",
       "0  1  Henry Domercant   EIU  30  33.7  8.8  19.2  .460  3.0   6.8  ...   .844   \n",
       "1  2    Ruben Douglas   UNM  28  35.1  7.8  19.6  .397  3.4   8.5  ...   .841   \n",
       "2  3       Mike Helms    OU  28  34.5  8.6  19.0  .452  2.6   7.0  ...   .745   \n",
       "3  4   Michael Watson  UMKC  29  38.8  8.5  22.6  .377  4.1  11.6  ...   .753   \n",
       "4  5        Troy Bell    BC  31  38.6  7.2  16.4  .441  3.4   8.5  ...   .847   \n",
       "\n",
       "   TOV   PF  ORB  DRB  RPG  APG  SPG  BPG   PPG  \n",
       "0  2.3  2.1  2.0  4.8  6.8  2.8  1.4  0.5  28.2  \n",
       "1  3.9  2.7  1.9  4.8  6.6  2.1  1.2  0.3  28.0  \n",
       "2  3.8  3.1  1.2  2.7  4.0  2.0  1.4  0.2  26.9  \n",
       "3  3.7  2.4  0.8  2.9  3.7  3.8  1.4  0.2  25.5  \n",
       "4  2.5  2.1  1.5  3.0  4.6  3.7  2.3  0.2  25.2  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraping All 2003 College Data\n",
    "\n",
    "Now that I have working code, I looped the code to collect all the first 20 pages of the data for the 2002-2003 NCAA season and appended all the data into one Pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "19\n",
      "20\n"
     ]
    }
   ],
   "source": [
    "url_template = \"https://basketball.realgm.com/ncaa/stats/2003/Averages/Qualified/All/Season/All/points/desc/{webpage}/\"\n",
    "college_df = pd.DataFrame()\n",
    "\n",
    "for webpage in range(21):  # for each page\n",
    "    url = url_template.format(webpage=webpage)  # get the url\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('tr', limit=2)[0].findAll('th')]\n",
    "    \n",
    "    # get our player data\n",
    "    data_rows = soup.findAll('tr')[1:] \n",
    "    player_data = [[td.getText() for td in data_rows[i].findAll('td')] for i in range(len(data_rows))]\n",
    "    \n",
    "    # Turn page data into a DataFrame\n",
    "    page_df = pd.DataFrame(player_data, columns=column_headers)\n",
    "    \n",
    "    # Append to the big dataframe\n",
    "    college_df = college_df.append(page_df, ignore_index=True)\n",
    "    \n",
    "    print(webpage)\n",
    "    \n",
    "    time.sleep(.5+2*random.random()) # add a random sleep timer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
       "      <th>GP</th>\n",
       "      <th>MPG</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3PM</th>\n",
       "      <th>3PA</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>SPG</th>\n",
       "      <th>BPG</th>\n",
       "      <th>PPG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Henry Domercant</td>\n",
       "      <td>EIU</td>\n",
       "      <td>30</td>\n",
       "      <td>33.7</td>\n",
       "      <td>8.8</td>\n",
       "      <td>19.2</td>\n",
       "      <td>.460</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>...</td>\n",
       "      <td>.844</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>28.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ruben Douglas</td>\n",
       "      <td>UNM</td>\n",
       "      <td>28</td>\n",
       "      <td>35.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>19.6</td>\n",
       "      <td>.397</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.841</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mike Helms</td>\n",
       "      <td>OU</td>\n",
       "      <td>28</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8.6</td>\n",
       "      <td>19.0</td>\n",
       "      <td>.452</td>\n",
       "      <td>2.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>.745</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>26.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Michael Watson</td>\n",
       "      <td>UMKC</td>\n",
       "      <td>29</td>\n",
       "      <td>38.8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>22.6</td>\n",
       "      <td>.377</td>\n",
       "      <td>4.1</td>\n",
       "      <td>11.6</td>\n",
       "      <td>...</td>\n",
       "      <td>.753</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>BC</td>\n",
       "      <td>31</td>\n",
       "      <td>38.6</td>\n",
       "      <td>7.2</td>\n",
       "      <td>16.4</td>\n",
       "      <td>.441</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>...</td>\n",
       "      <td>.847</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   #           Player  Team  GP   MPG  FGM   FGA   FG%  3PM   3PA  ...    FT%  \\\n",
       "0  1  Henry Domercant   EIU  30  33.7  8.8  19.2  .460  3.0   6.8  ...   .844   \n",
       "1  2    Ruben Douglas   UNM  28  35.1  7.8  19.6  .397  3.4   8.5  ...   .841   \n",
       "2  3       Mike Helms    OU  28  34.5  8.6  19.0  .452  2.6   7.0  ...   .745   \n",
       "3  4   Michael Watson  UMKC  29  38.8  8.5  22.6  .377  4.1  11.6  ...   .753   \n",
       "4  5        Troy Bell    BC  31  38.6  7.2  16.4  .441  3.4   8.5  ...   .847   \n",
       "\n",
       "   TOV   PF  ORB  DRB  RPG  APG  SPG  BPG   PPG  \n",
       "0  2.3  2.1  2.0  4.8  6.8  2.8  1.4  0.5  28.2  \n",
       "1  3.9  2.7  1.9  4.8  6.6  2.1  1.2  0.3  28.0  \n",
       "2  3.8  3.1  1.2  2.7  4.0  2.0  1.4  0.2  26.9  \n",
       "3  3.7  2.4  0.8  2.9  3.7  3.8  1.4  0.2  25.5  \n",
       "4  2.5  2.1  1.5  3.0  4.6  3.7  2.3  0.2  25.2  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_df_copy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraping All College Data from 2003 to 2016\n",
    "\n",
    "After successfully scraping data from the first 20 pages of one season, I looped the code to scrape the first 20 pages of the seasons from 2003 to 2016. I will not need the college stats of the players in 2017 since I would have no NBA statistics for those players to compare with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2003\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "19\n",
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      "20\n"
     ]
    }
   ],
   "source": [
    "url_template2 = \"https://basketball.realgm.com/ncaa/stats/{year}/Averages/Qualified/All/Season/All/points/desc/{webpage}/\"\n",
    "total_college_df = pd.DataFrame()\n",
    "\n",
    "for year in range(2003, 2017):\n",
    "    print(year)\n",
    "    for webpage in range(21):  # for each page\n",
    "        url = url_template2.format(year=year,webpage=webpage)  # get the url\n",
    "\n",
    "        response = requests.get(url)\n",
    "        page = response.text\n",
    "\n",
    "        soup = BeautifulSoup(page, 'html5lib') # create BS object\n",
    "\n",
    "        column_headers = [th.getText() for th in soup.findAll('tr', limit=2)[0].findAll('th')]\n",
    "        # get our player data\n",
    "        data_rows = soup.findAll('tr')[1:] \n",
    "        player_data = [[td.getText() for td in data_rows[i].findAll('td')] for i in range(len(data_rows))]\n",
    "\n",
    "        # Turn page data into a DataFrame\n",
    "        page_df = pd.DataFrame(player_data, columns=column_headers)\n",
    "\n",
    "        # Append to the big dataframe\n",
    "        total_college_df = total_college_df.append(page_df, ignore_index=True)\n",
    "\n",
    "        print(webpage)\n",
    "\n",
    "        time.sleep(.5+2*random.random()) # add a random sleep timer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# saving the scraped raw data to a csv file\n",
    "total_college_df.to_csv('college_raw.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the data\n",
    "\n",
    "Next, I cleaned the raw college data by dropping unnecessary columns, changing the dtypes of the data, and checking for null values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read in csv file\n",
    "total_college_df_copy = pd.read_csv('college_raw.csv',index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
       "      <th>GP</th>\n",
       "      <th>MPG</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3PM</th>\n",
       "      <th>3PA</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>SPG</th>\n",
       "      <th>BPG</th>\n",
       "      <th>PPG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Henry Domercant</td>\n",
       "      <td>EIU</td>\n",
       "      <td>30</td>\n",
       "      <td>33.7</td>\n",
       "      <td>8.8</td>\n",
       "      <td>19.2</td>\n",
       "      <td>0.460</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.844</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>28.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ruben Douglas</td>\n",
       "      <td>UNM</td>\n",
       "      <td>28</td>\n",
       "      <td>35.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>19.6</td>\n",
       "      <td>0.397</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.841</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mike Helms</td>\n",
       "      <td>OU</td>\n",
       "      <td>28</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8.6</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.452</td>\n",
       "      <td>2.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.745</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>26.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Michael Watson</td>\n",
       "      <td>UMKC</td>\n",
       "      <td>29</td>\n",
       "      <td>38.8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>22.6</td>\n",
       "      <td>0.377</td>\n",
       "      <td>4.1</td>\n",
       "      <td>11.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.753</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>BC</td>\n",
       "      <td>31</td>\n",
       "      <td>38.6</td>\n",
       "      <td>7.2</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.441</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.847</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   #           Player  Team  GP   MPG  FGM   FGA    FG%  3PM   3PA  ...   \\\n",
       "0  1  Henry Domercant   EIU  30  33.7  8.8  19.2  0.460  3.0   6.8  ...    \n",
       "1  2    Ruben Douglas   UNM  28  35.1  7.8  19.6  0.397  3.4   8.5  ...    \n",
       "2  3       Mike Helms    OU  28  34.5  8.6  19.0  0.452  2.6   7.0  ...    \n",
       "3  4   Michael Watson  UMKC  29  38.8  8.5  22.6  0.377  4.1  11.6  ...    \n",
       "4  5        Troy Bell    BC  31  38.6  7.2  16.4  0.441  3.4   8.5  ...    \n",
       "\n",
       "     FT%  TOV   PF  ORB  DRB  RPG  APG  SPG  BPG   PPG  \n",
       "0  0.844  2.3  2.1  2.0  4.8  6.8  2.8  1.4  0.5  28.2  \n",
       "1  0.841  3.9  2.7  1.9  4.8  6.6  2.1  1.2  0.3  28.0  \n",
       "2  0.745  3.8  3.1  1.2  2.7  4.0  2.0  1.4  0.2  26.9  \n",
       "3  0.753  3.7  2.4  0.8  2.9  3.7  3.8  1.4  0.2  25.5  \n",
       "4  0.847  2.5  2.1  1.5  3.0  4.6  3.7  2.3  0.2  25.2  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_college_df_copy.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['#', 'Player', 'Team', 'GP', 'MPG', 'FGM', 'FGA', 'FG%', '3PM', '3PA',\n",
       "       '3P%', 'FTM', 'FTA', 'FT%', 'TOV', 'PF', 'ORB', 'DRB', 'RPG', 'APG',\n",
       "       'SPG', 'BPG', 'PPG'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_college_df_copy.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# drop '#' column\n",
    "total_college_df_copy = total_college_df_copy.drop(['#'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# change dtypes to numeric values\n",
    "cols=[i for i in total_college_df_copy.columns if i not in ['Player', 'Team']]\n",
    "for col in cols:\n",
    "    total_college_df_copy[col] = total_college_df_copy[col].apply(pd.to_numeric, errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
       "      <th>GP</th>\n",
       "      <th>MPG</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG%</th>\n",
       "      <th>3PM</th>\n",
       "      <th>3PA</th>\n",
       "      <th>3P%</th>\n",
       "      <th>...</th>\n",
       "      <th>FT%</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>SPG</th>\n",
       "      <th>BPG</th>\n",
       "      <th>PPG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15159</th>\n",
       "      <td>Kenny Mitchell</td>\n",
       "      <td>CSU</td>\n",
       "      <td>30</td>\n",
       "      <td>21.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.539</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.701</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.9</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17125</th>\n",
       "      <td>Kenny Mitchell</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32</td>\n",
       "      <td>20.7</td>\n",
       "      <td>3.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.484</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.663</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>8.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Player Team  GP   MPG  FGM  FGA    FG%  3PM  3PA  3P% ...   \\\n",
       "15159  Kenny Mitchell  CSU  30  21.6  3.5  6.4  0.539  0.0  0.2  0.0 ...    \n",
       "17125  Kenny Mitchell  NaN  32  20.7  3.4  7.0  0.484  0.0  0.1  0.0 ...    \n",
       "\n",
       "         FT%  TOV   PF  ORB  DRB  RPG  APG  SPG  BPG  PPG  \n",
       "15159  0.701  1.4  2.5  1.9  2.5  4.4  0.8  0.8  0.9  8.5  \n",
       "17125  0.663  1.6  3.0  1.9  3.2  5.1  0.6  0.8  0.4  8.7  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_college_df_copy[total_college_df_copy['Player'] == 'Kenny Mitchell']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# change this NaN value to the player's college team\n",
    "total_college_df_copy = total_college_df_copy.set_value(17125,'Team','UVA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for null values\n",
    "total_college_df_copy.isnull().values.any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# change % symbol in the column headers\n",
    "total_college_df_copy.columns = total_college_df_copy.columns.str.replace('%', '_Perc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "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>Team</th>\n",
       "      <th>GP</th>\n",
       "      <th>MPG</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG_Perc</th>\n",
       "      <th>3PM</th>\n",
       "      <th>3PA</th>\n",
       "      <th>3P_Perc</th>\n",
       "      <th>...</th>\n",
       "      <th>FT_Perc</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>SPG</th>\n",
       "      <th>BPG</th>\n",
       "      <th>PPG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Henry Domercant</td>\n",
       "      <td>EIU</td>\n",
       "      <td>30</td>\n",
       "      <td>33.7</td>\n",
       "      <td>8.8</td>\n",
       "      <td>19.2</td>\n",
       "      <td>0.460</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.434</td>\n",
       "      <td>...</td>\n",
       "      <td>0.844</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>28.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ruben Douglas</td>\n",
       "      <td>UNM</td>\n",
       "      <td>28</td>\n",
       "      <td>35.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>19.6</td>\n",
       "      <td>0.397</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.395</td>\n",
       "      <td>...</td>\n",
       "      <td>0.841</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mike Helms</td>\n",
       "      <td>OU</td>\n",
       "      <td>28</td>\n",
       "      <td>34.5</td>\n",
       "      <td>8.6</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.452</td>\n",
       "      <td>2.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.379</td>\n",
       "      <td>...</td>\n",
       "      <td>0.745</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>26.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Michael Watson</td>\n",
       "      <td>UMKC</td>\n",
       "      <td>29</td>\n",
       "      <td>38.8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>22.6</td>\n",
       "      <td>0.377</td>\n",
       "      <td>4.1</td>\n",
       "      <td>11.6</td>\n",
       "      <td>0.350</td>\n",
       "      <td>...</td>\n",
       "      <td>0.753</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>BC</td>\n",
       "      <td>31</td>\n",
       "      <td>38.6</td>\n",
       "      <td>7.2</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.441</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0.402</td>\n",
       "      <td>...</td>\n",
       "      <td>0.847</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Kee-Kee Clark</td>\n",
       "      <td>SPC</td>\n",
       "      <td>29</td>\n",
       "      <td>38.2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20.1</td>\n",
       "      <td>0.396</td>\n",
       "      <td>3.8</td>\n",
       "      <td>9.6</td>\n",
       "      <td>0.392</td>\n",
       "      <td>...</td>\n",
       "      <td>0.853</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>24.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Luis Flores</td>\n",
       "      <td>MAN</td>\n",
       "      <td>30</td>\n",
       "      <td>38.9</td>\n",
       "      <td>7.7</td>\n",
       "      <td>16.9</td>\n",
       "      <td>0.455</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.386</td>\n",
       "      <td>...</td>\n",
       "      <td>0.902</td>\n",
       "      <td>3.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>24.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Chris Williams</td>\n",
       "      <td>BSU</td>\n",
       "      <td>30</td>\n",
       "      <td>35.8</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.6</td>\n",
       "      <td>0.429</td>\n",
       "      <td>2.1</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.327</td>\n",
       "      <td>...</td>\n",
       "      <td>0.859</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>24.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mike Sweetney</td>\n",
       "      <td>GU</td>\n",
       "      <td>34</td>\n",
       "      <td>32.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>14.2</td>\n",
       "      <td>0.547</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.738</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>10.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kevin Martin</td>\n",
       "      <td>WCU</td>\n",
       "      <td>24</td>\n",
       "      <td>31.6</td>\n",
       "      <td>6.7</td>\n",
       "      <td>15.8</td>\n",
       "      <td>0.425</td>\n",
       "      <td>2.1</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.314</td>\n",
       "      <td>...</td>\n",
       "      <td>0.879</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>22.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Willie Green</td>\n",
       "      <td>UDM</td>\n",
       "      <td>30</td>\n",
       "      <td>34.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.490</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.378</td>\n",
       "      <td>...</td>\n",
       "      <td>0.805</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>3.9</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>22.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ricky Minard</td>\n",
       "      <td>MSU</td>\n",
       "      <td>29</td>\n",
       "      <td>31.3</td>\n",
       "      <td>7.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.516</td>\n",
       "      <td>1.9</td>\n",
       "      <td>5.1</td>\n",
       "      <td>0.367</td>\n",
       "      <td>...</td>\n",
       "      <td>0.837</td>\n",
       "      <td>3.1</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>CMU</td>\n",
       "      <td>31</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>12.6</td>\n",
       "      <td>0.622</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>8.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>22.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Seth Doliboa</td>\n",
       "      <td>WRST</td>\n",
       "      <td>28</td>\n",
       "      <td>35.9</td>\n",
       "      <td>7.8</td>\n",
       "      <td>17.4</td>\n",
       "      <td>0.446</td>\n",
       "      <td>2.4</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.381</td>\n",
       "      <td>...</td>\n",
       "      <td>0.765</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>22.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Marcus Hatten</td>\n",
       "      <td>STJ</td>\n",
       "      <td>34</td>\n",
       "      <td>35.4</td>\n",
       "      <td>8.1</td>\n",
       "      <td>19.2</td>\n",
       "      <td>0.424</td>\n",
       "      <td>1.6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>0.303</td>\n",
       "      <td>...</td>\n",
       "      <td>0.730</td>\n",
       "      <td>3.8</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>22.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>SU</td>\n",
       "      <td>35</td>\n",
       "      <td>36.4</td>\n",
       "      <td>7.9</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.453</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0.337</td>\n",
       "      <td>...</td>\n",
       "      <td>0.706</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>6.9</td>\n",
       "      <td>9.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>22.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Andre Emmett</td>\n",
       "      <td>TTU</td>\n",
       "      <td>34</td>\n",
       "      <td>37.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>17.5</td>\n",
       "      <td>0.499</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.289</td>\n",
       "      <td>...</td>\n",
       "      <td>0.712</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>21.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Julius Jenkins</td>\n",
       "      <td>GSU</td>\n",
       "      <td>27</td>\n",
       "      <td>35.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>17.4</td>\n",
       "      <td>0.455</td>\n",
       "      <td>2.7</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.418</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ron Williamson</td>\n",
       "      <td>HU</td>\n",
       "      <td>30</td>\n",
       "      <td>37.2</td>\n",
       "      <td>6.6</td>\n",
       "      <td>15.9</td>\n",
       "      <td>0.412</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0.439</td>\n",
       "      <td>...</td>\n",
       "      <td>0.864</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Darshan Luckey</td>\n",
       "      <td>SFU</td>\n",
       "      <td>28</td>\n",
       "      <td>37.5</td>\n",
       "      <td>7.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.383</td>\n",
       "      <td>1.6</td>\n",
       "      <td>5.9</td>\n",
       "      <td>0.280</td>\n",
       "      <td>...</td>\n",
       "      <td>0.777</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>MU</td>\n",
       "      <td>33</td>\n",
       "      <td>32.1</td>\n",
       "      <td>7.6</td>\n",
       "      <td>15.2</td>\n",
       "      <td>0.501</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.318</td>\n",
       "      <td>...</td>\n",
       "      <td>0.779</td>\n",
       "      <td>3.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.5</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Brandon Hunter</td>\n",
       "      <td>OU</td>\n",
       "      <td>30</td>\n",
       "      <td>38.3</td>\n",
       "      <td>7.2</td>\n",
       "      <td>13.8</td>\n",
       "      <td>0.523</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.297</td>\n",
       "      <td>...</td>\n",
       "      <td>0.594</td>\n",
       "      <td>3.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>9.4</td>\n",
       "      <td>12.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.2</td>\n",
       "      <td>21.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Jermaine Hall</td>\n",
       "      <td>WC</td>\n",
       "      <td>32</td>\n",
       "      <td>33.8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>14.8</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.269</td>\n",
       "      <td>...</td>\n",
       "      <td>0.719</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>21.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Marques Green</td>\n",
       "      <td>STBN</td>\n",
       "      <td>27</td>\n",
       "      <td>37.1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>17.1</td>\n",
       "      <td>0.395</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.9</td>\n",
       "      <td>0.392</td>\n",
       "      <td>...</td>\n",
       "      <td>0.879</td>\n",
       "      <td>3.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ron Slay</td>\n",
       "      <td>UT</td>\n",
       "      <td>29</td>\n",
       "      <td>34.2</td>\n",
       "      <td>7.3</td>\n",
       "      <td>14.9</td>\n",
       "      <td>0.487</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.377</td>\n",
       "      <td>...</td>\n",
       "      <td>0.782</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>6.2</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Brett Blizzard</td>\n",
       "      <td>UNCW</td>\n",
       "      <td>31</td>\n",
       "      <td>35.2</td>\n",
       "      <td>7.2</td>\n",
       "      <td>15.7</td>\n",
       "      <td>0.459</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.441</td>\n",
       "      <td>...</td>\n",
       "      <td>0.758</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>3.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>21.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Antonio Gates</td>\n",
       "      <td>KSU</td>\n",
       "      <td>31</td>\n",
       "      <td>33.3</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.6</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.349</td>\n",
       "      <td>...</td>\n",
       "      <td>0.709</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5.9</td>\n",
       "      <td>7.7</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Derrick Tarver</td>\n",
       "      <td>AKR</td>\n",
       "      <td>28</td>\n",
       "      <td>34.2</td>\n",
       "      <td>6.9</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.472</td>\n",
       "      <td>1.9</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.651</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Terrence Woods</td>\n",
       "      <td>FAMU</td>\n",
       "      <td>28</td>\n",
       "      <td>29.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>13.5</td>\n",
       "      <td>0.444</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>0.457</td>\n",
       "      <td>...</td>\n",
       "      <td>0.885</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Jermaine Boyette</td>\n",
       "      <td>WSU</td>\n",
       "      <td>32</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>11.4</td>\n",
       "      <td>0.544</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.348</td>\n",
       "      <td>...</td>\n",
       "      <td>0.835</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.5</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>27970</th>\n",
       "      <td>Gabe DeVoe</td>\n",
       "      <td>CLEM</td>\n",
       "      <td>31</td>\n",
       "      <td>19.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5.4</td>\n",
       "      <td>0.341</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.301</td>\n",
       "      <td>...</td>\n",
       "      <td>0.720</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27971</th>\n",
       "      <td>Michael Bethea, Jr.</td>\n",
       "      <td>GSU</td>\n",
       "      <td>31</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.299</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.256</td>\n",
       "      <td>...</td>\n",
       "      <td>0.812</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.1</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27972</th>\n",
       "      <td>Justin Cousin</td>\n",
       "      <td>RU</td>\n",
       "      <td>31</td>\n",
       "      <td>16.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.377</td>\n",
       "      <td>1.1</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.632</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27973</th>\n",
       "      <td>Junior Lomomba</td>\n",
       "      <td>PROV</td>\n",
       "      <td>35</td>\n",
       "      <td>24.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.404</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.319</td>\n",
       "      <td>...</td>\n",
       "      <td>0.672</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27974</th>\n",
       "      <td>Parker Jackson-Cartwright</td>\n",
       "      <td>U of A</td>\n",
       "      <td>34</td>\n",
       "      <td>21.2</td>\n",
       "      <td>1.7</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.401</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.375</td>\n",
       "      <td>...</td>\n",
       "      <td>0.649</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27975</th>\n",
       "      <td>Tyree Griffin</td>\n",
       "      <td>OSU</td>\n",
       "      <td>30</td>\n",
       "      <td>27.3</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.6</td>\n",
       "      <td>0.328</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.241</td>\n",
       "      <td>...</td>\n",
       "      <td>0.736</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27976</th>\n",
       "      <td>Seth Berger</td>\n",
       "      <td>UMass</td>\n",
       "      <td>31</td>\n",
       "      <td>19.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.504</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.326</td>\n",
       "      <td>...</td>\n",
       "      <td>0.579</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27977</th>\n",
       "      <td>Haiishen McIntyre</td>\n",
       "      <td>HP</td>\n",
       "      <td>32</td>\n",
       "      <td>22.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.381</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.286</td>\n",
       "      <td>...</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27978</th>\n",
       "      <td>Jamal Reynolds</td>\n",
       "      <td>CAN</td>\n",
       "      <td>32</td>\n",
       "      <td>18.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.474</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.609</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27979</th>\n",
       "      <td>D'Andre Wright</td>\n",
       "      <td>TU</td>\n",
       "      <td>32</td>\n",
       "      <td>17.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.492</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.698</td>\n",
       "      <td>1.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27980</th>\n",
       "      <td>Todd Hughes</td>\n",
       "      <td>DESU</td>\n",
       "      <td>28</td>\n",
       "      <td>16.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.379</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.172</td>\n",
       "      <td>...</td>\n",
       "      <td>0.735</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27981</th>\n",
       "      <td>Jimmie Taylor</td>\n",
       "      <td>UA</td>\n",
       "      <td>33</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.371</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27982</th>\n",
       "      <td>Trent Whiting</td>\n",
       "      <td>UAPB</td>\n",
       "      <td>33</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.452</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.297</td>\n",
       "      <td>...</td>\n",
       "      <td>0.630</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27983</th>\n",
       "      <td>Alex Fountain</td>\n",
       "      <td>HBU</td>\n",
       "      <td>33</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.409</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.385</td>\n",
       "      <td>...</td>\n",
       "      <td>0.831</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27984</th>\n",
       "      <td>Terance Mann</td>\n",
       "      <td>FSU</td>\n",
       "      <td>34</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.584</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.308</td>\n",
       "      <td>...</td>\n",
       "      <td>0.458</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27985</th>\n",
       "      <td>Austin Tilghman</td>\n",
       "      <td>MU</td>\n",
       "      <td>36</td>\n",
       "      <td>17.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.200</td>\n",
       "      <td>...</td>\n",
       "      <td>0.594</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27986</th>\n",
       "      <td>Anthony Fields</td>\n",
       "      <td>LIB</td>\n",
       "      <td>32</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.447</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.353</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27987</th>\n",
       "      <td>J.R. Lynch</td>\n",
       "      <td>UHA</td>\n",
       "      <td>32</td>\n",
       "      <td>19.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.430</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.338</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27988</th>\n",
       "      <td>Ta'Jon Welcome</td>\n",
       "      <td>NSU</td>\n",
       "      <td>28</td>\n",
       "      <td>15.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.6</td>\n",
       "      <td>0.411</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.250</td>\n",
       "      <td>...</td>\n",
       "      <td>0.767</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27989</th>\n",
       "      <td>Melvin Frazier</td>\n",
       "      <td>TU</td>\n",
       "      <td>34</td>\n",
       "      <td>19.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.6</td>\n",
       "      <td>0.401</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.286</td>\n",
       "      <td>...</td>\n",
       "      <td>0.516</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27990</th>\n",
       "      <td>Maurice Jeffers</td>\n",
       "      <td>UD</td>\n",
       "      <td>29</td>\n",
       "      <td>22.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.560</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27991</th>\n",
       "      <td>Simi Socks</td>\n",
       "      <td>UIW</td>\n",
       "      <td>29</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.446</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.143</td>\n",
       "      <td>...</td>\n",
       "      <td>0.855</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27992</th>\n",
       "      <td>Kemy Osse</td>\n",
       "      <td>UALR</td>\n",
       "      <td>35</td>\n",
       "      <td>16.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.363</td>\n",
       "      <td>1.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.385</td>\n",
       "      <td>...</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27993</th>\n",
       "      <td>Ruben Guerrero</td>\n",
       "      <td>USF</td>\n",
       "      <td>32</td>\n",
       "      <td>23.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.602</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.639</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27994</th>\n",
       "      <td>Nick Banyard</td>\n",
       "      <td>ISU</td>\n",
       "      <td>32</td>\n",
       "      <td>19.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.396</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.343</td>\n",
       "      <td>...</td>\n",
       "      <td>0.452</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27995</th>\n",
       "      <td>Langston Morris-Walker</td>\n",
       "      <td>OSU</td>\n",
       "      <td>32</td>\n",
       "      <td>16.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>4.6</td>\n",
       "      <td>0.363</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.630</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27996</th>\n",
       "      <td>Jelani Currie</td>\n",
       "      <td>TAMU-CC</td>\n",
       "      <td>33</td>\n",
       "      <td>23.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.265</td>\n",
       "      <td>...</td>\n",
       "      <td>0.673</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27997</th>\n",
       "      <td>Idris Taqqee</td>\n",
       "      <td>STBN</td>\n",
       "      <td>31</td>\n",
       "      <td>25.8</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.462</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.348</td>\n",
       "      <td>...</td>\n",
       "      <td>0.636</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27998</th>\n",
       "      <td>Horace Spencer</td>\n",
       "      <td>AU</td>\n",
       "      <td>31</td>\n",
       "      <td>18.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.485</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27999</th>\n",
       "      <td>C.J. Neumann</td>\n",
       "      <td>WC</td>\n",
       "      <td>32</td>\n",
       "      <td>29.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.719</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28000 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Player     Team  GP   MPG  FGM   FGA  FG_Perc  3PM  \\\n",
       "0                Henry Domercant      EIU  30  33.7  8.8  19.2    0.460  3.0   \n",
       "1                  Ruben Douglas      UNM  28  35.1  7.8  19.6    0.397  3.4   \n",
       "2                     Mike Helms       OU  28  34.5  8.6  19.0    0.452  2.6   \n",
       "3                 Michael Watson     UMKC  29  38.8  8.5  22.6    0.377  4.1   \n",
       "4                      Troy Bell       BC  31  38.6  7.2  16.4    0.441  3.4   \n",
       "5                  Kee-Kee Clark      SPC  29  38.2  8.0  20.1    0.396  3.8   \n",
       "6                    Luis Flores      MAN  30  38.9  7.7  16.9    0.455  1.9   \n",
       "7                 Chris Williams      BSU  30  35.8  7.5  17.6    0.429  2.1   \n",
       "8                  Mike Sweetney       GU  34  32.0  7.8  14.2    0.547  0.0   \n",
       "9                   Kevin Martin      WCU  24  31.6  6.7  15.8    0.425  2.1   \n",
       "10                  Willie Green      UDM  30  34.0  8.1  16.6    0.490  1.2   \n",
       "11                  Ricky Minard      MSU  29  31.3  7.8  15.0    0.516  1.9   \n",
       "12                   Chris Kaman      CMU  31  34.0  7.9  12.6    0.622  0.0   \n",
       "13                  Seth Doliboa     WRST  28  35.9  7.8  17.4    0.446  2.4   \n",
       "14                 Marcus Hatten      STJ  34  35.4  8.1  19.2    0.424  1.6   \n",
       "15               Carmelo Anthony       SU  35  36.4  7.9  17.5    0.453  1.6   \n",
       "16                  Andre Emmett      TTU  34  37.0  8.7  17.5    0.499  0.3   \n",
       "17                Julius Jenkins      GSU  27  35.0  7.9  17.4    0.455  2.7   \n",
       "18                Ron Williamson       HU  30  37.2  6.6  15.9    0.412  3.5   \n",
       "19                Darshan Luckey      SFU  28  37.5  7.2  18.8    0.383  1.6   \n",
       "20                   Dwyane Wade       MU  33  32.1  7.6  15.2    0.501  0.4   \n",
       "21                Brandon Hunter       OU  30  38.3  7.2  13.8    0.523  0.4   \n",
       "22                 Jermaine Hall       WC  32  33.8  8.5  14.8    0.575  0.2   \n",
       "23                 Marques Green     STBN  27  37.1  6.7  17.1    0.395  3.5   \n",
       "24                      Ron Slay       UT  29  34.2  7.3  14.9    0.487  1.5   \n",
       "25                Brett Blizzard     UNCW  31  35.2  7.2  15.7    0.459  3.5   \n",
       "26                 Antonio Gates      KSU  31  33.3  7.5  15.6    0.478  0.5   \n",
       "27                Derrick Tarver      AKR  28  34.2  6.9  14.5    0.472  1.9   \n",
       "28                Terrence Woods     FAMU  28  29.2  6.0  13.5    0.444  5.0   \n",
       "29              Jermaine Boyette      WSU  32  32.0  6.2  11.4    0.544  1.0   \n",
       "...                          ...      ...  ..   ...  ...   ...      ...  ...   \n",
       "27970                 Gabe DeVoe     CLEM  31  19.5  1.8   5.4    0.341  1.0   \n",
       "27971        Michael Bethea, Jr.      GSU  31  19.0  1.7   5.6    0.299  1.1   \n",
       "27972              Justin Cousin       RU  31  16.5  1.9   5.0    0.377  1.1   \n",
       "27973             Junior Lomomba     PROV  35  24.4  1.8   4.5    0.404  0.4   \n",
       "27974  Parker Jackson-Cartwright   U of A  34  21.2  1.7   4.2    0.401  0.8   \n",
       "27975              Tyree Griffin      OSU  30  27.3  1.5   4.6    0.328  0.5   \n",
       "27976                Seth Berger    UMass  31  19.5  2.0   4.0    0.504  0.5   \n",
       "27977          Haiishen McIntyre       HP  32  22.2  1.6   4.2    0.381  0.2   \n",
       "27978             Jamal Reynolds      CAN  32  18.8  1.7   3.6    0.474  0.0   \n",
       "27979             D'Andre Wright       TU  32  17.7  2.0   4.1    0.492  0.0   \n",
       "27980                Todd Hughes     DESU  28  16.5  2.1   5.5    0.379  0.2   \n",
       "27981              Jimmie Taylor       UA  33  21.0  2.1   3.6    0.571  0.0   \n",
       "27982              Trent Whiting     UAPB  33  21.1  2.0   4.4    0.452  0.3   \n",
       "27983              Alex Fountain      HBU  33  16.0  1.6   4.0    0.409  0.5   \n",
       "27984               Terance Mann      FSU  34  17.0  2.1   3.7    0.584  0.1   \n",
       "27985            Austin Tilghman       MU  36  17.2  1.8   3.2    0.557  0.1   \n",
       "27986             Anthony Fields      LIB  32  24.0  2.0   4.4    0.447  0.4   \n",
       "27987                 J.R. Lynch      UHA  32  19.4  1.7   4.0    0.430  0.7   \n",
       "27988             Ta'Jon Welcome      NSU  28  15.6  1.9   4.6    0.411  0.6   \n",
       "27989             Melvin Frazier       TU  34  19.5  1.9   4.6    0.401  0.5   \n",
       "27990            Maurice Jeffers       UD  29  22.8  1.6   4.0    0.402  0.0   \n",
       "27991                 Simi Socks      UIW  29  15.0  1.6   3.5    0.446  0.0   \n",
       "27992                  Kemy Osse     UALR  35  16.5  1.8   4.9    0.363  1.3   \n",
       "27993             Ruben Guerrero      USF  32  23.8  2.2   3.7    0.602  0.0   \n",
       "27994               Nick Banyard      ISU  32  19.9  1.9   4.8    0.396  0.8   \n",
       "27995     Langston Morris-Walker      OSU  32  16.8  1.7   4.6    0.363  0.8   \n",
       "27996              Jelani Currie  TAMU-CC  33  23.2  1.8   4.8    0.375  0.4   \n",
       "27997               Idris Taqqee     STBN  31  25.8  2.0   4.3    0.462  0.5   \n",
       "27998             Horace Spencer       AU  31  18.1  2.0   4.8    0.420  0.0   \n",
       "27999               C.J. Neumann       WC  32  29.4  1.8   3.7    0.504  0.0   \n",
       "\n",
       "        3PA  3P_Perc  ...   FT_Perc  TOV   PF  ORB  DRB   RPG  APG  SPG  BPG  \\\n",
       "0       6.8    0.434  ...     0.844  2.3  2.1  2.0  4.8   6.8  2.8  1.4  0.5   \n",
       "1       8.5    0.395  ...     0.841  3.9  2.7  1.9  4.8   6.6  2.1  1.2  0.3   \n",
       "2       7.0    0.379  ...     0.745  3.8  3.1  1.2  2.7   4.0  2.0  1.4  0.2   \n",
       "3      11.6    0.350  ...     0.753  3.7  2.4  0.8  2.9   3.7  3.8  1.4  0.2   \n",
       "4       8.5    0.402  ...     0.847  2.5  2.1  1.5  3.0   4.6  3.7  2.3  0.2   \n",
       "5       9.6    0.392  ...     0.853  4.0  1.9  0.8  2.4   3.3  4.2  1.4  0.2   \n",
       "6       4.8    0.386  ...     0.902  3.3  2.3  1.6  4.0   5.6  2.9  1.9  0.4   \n",
       "7       6.5    0.327  ...     0.859  2.3  2.6  1.2  2.2   3.4  2.2  1.3  0.1   \n",
       "8       0.1    0.000  ...     0.738  2.1  2.8  4.1  6.7  10.8  1.9  1.4  3.2   \n",
       "9       6.6    0.314  ...     0.879  2.9  2.5  1.0  2.8   3.8  1.8  1.4  0.5   \n",
       "10      3.3    0.378  ...     0.805  2.3  2.4  1.1  3.9   4.9  2.5  1.3  0.4   \n",
       "11      5.1    0.367  ...     0.837  3.1  2.7  1.5  4.8   6.2  4.0  2.2  0.6   \n",
       "12      0.0    0.000  ...     0.750  4.4  3.2  3.6  8.4  12.0  1.3  0.6  3.2   \n",
       "13      6.3    0.381  ...     0.765  2.2  3.0  1.9  5.7   7.5  1.3  1.1  1.2   \n",
       "14      5.4    0.303  ...     0.730  3.8  2.5  1.9  3.6   5.6  4.1  2.9  0.5   \n",
       "15      4.7    0.337  ...     0.706  2.2  2.2  2.9  6.9   9.7  2.2  1.5  0.9   \n",
       "16      1.1    0.289  ...     0.712  2.1  1.5  2.3  4.4   6.6  1.9  1.9  0.5   \n",
       "17      6.6    0.418  ...     0.718  2.4  2.1  1.8  3.1   4.9  3.4  1.1  0.2   \n",
       "18      7.9    0.439  ...     0.864  2.4  2.0  0.9  2.0   2.8  2.3  1.5  0.0   \n",
       "19      5.9    0.280  ...     0.777  4.1  2.3  0.8  4.4   5.1  1.6  1.7  0.2   \n",
       "20      1.3    0.318  ...     0.779  3.2  2.3  1.8  4.5   6.3  4.4  2.2  1.3   \n",
       "21      1.2    0.297  ...     0.594  3.6  2.8  3.2  9.4  12.6  2.6  0.8  1.2   \n",
       "22      0.8    0.269  ...     0.719  2.6  2.9  2.7  4.4   7.1  1.6  0.7  0.8   \n",
       "23      8.9    0.392  ...     0.879  3.6  2.9  0.8  2.9   3.7  8.0  2.6  0.0   \n",
       "24      3.9    0.377  ...     0.782  3.7  3.0  1.6  6.2   7.8  2.1  0.7  0.1   \n",
       "25      8.0    0.441  ...     0.758  2.2  1.4  1.3  3.0   4.3  3.6  2.2  0.3   \n",
       "26      1.4    0.349  ...     0.709  3.5  2.7  1.8  5.9   7.7  4.1  1.5  0.2   \n",
       "27      5.8    0.333  ...     0.651  2.2  2.1  0.9  1.9   2.8  1.8  0.5  0.0   \n",
       "28     10.9    0.457  ...     0.885  1.7  2.4  0.6  3.4   4.0  1.0  1.4  0.0   \n",
       "29      2.8    0.348  ...     0.835  2.4  2.6  1.1  1.4   2.5  3.3  1.8  0.0   \n",
       "...     ...      ...  ...       ...  ...  ...  ...  ...   ...  ...  ...  ...   \n",
       "27970   3.3    0.301  ...     0.720  1.1  1.8  0.5  2.3   2.8  1.4  0.5  0.2   \n",
       "27971   4.2    0.256  ...     0.812  0.8  1.3  0.4  1.5   1.9  0.6  0.9  0.1   \n",
       "27972   3.4    0.333  ...     0.632  0.8  1.4  0.4  0.9   1.3  1.0  0.4  0.0   \n",
       "27973   1.3    0.319  ...     0.672  1.3  1.8  0.8  1.7   2.5  1.9  0.4  0.0   \n",
       "27974   2.1    0.375  ...     0.649  1.4  2.1  0.3  1.4   1.6  3.4  0.6  0.2   \n",
       "27975   1.9    0.241  ...     0.736  1.7  1.4  0.6  2.4   3.0  3.9  0.8  0.0   \n",
       "27976   1.4    0.326  ...     0.579  0.7  2.7  0.9  2.4   3.3  0.5  0.6  0.3   \n",
       "27977   0.7    0.286  ...     0.766  0.9  1.8  0.4  2.0   2.4  3.3  1.6  0.1   \n",
       "27978   0.1    0.500  ...     0.609  1.0  1.8  2.4  2.5   4.9  1.0  0.7  0.4   \n",
       "27979   0.3    0.000  ...     0.698  1.1  3.0  1.1  2.2   3.3  0.3  0.2  0.3   \n",
       "27980   1.0    0.172  ...     0.735  1.3  1.0  0.5  1.6   2.1  0.7  0.5  0.4   \n",
       "27981   0.0    0.000  ...     0.371  1.2  2.6  1.6  3.1   4.7  0.4  0.5  1.8   \n",
       "27982   1.1    0.297  ...     0.630  1.4  1.6  1.0  1.8   2.8  1.5  0.7  0.5   \n",
       "27983   1.2    0.385  ...     0.831  0.5  1.6  0.7  2.0   2.7  0.7  0.3  0.4   \n",
       "27984   0.4    0.308  ...     0.458  0.7  1.8  1.3  2.4   3.7  0.9  0.6  0.2   \n",
       "27985   0.3    0.200  ...     0.594  1.4  1.3  0.6  2.0   2.6  1.1  0.9  0.0   \n",
       "27986   1.1    0.353  ...     0.718  1.8  1.8  0.2  0.9   1.1  2.8  0.5  0.0   \n",
       "27987   2.1    0.338  ...     0.750  0.8  2.3  0.2  1.3   1.5  1.1  0.8  0.0   \n",
       "27988   2.3    0.250  ...     0.767  0.9  1.1  0.4  1.1   1.5  0.9  0.3  0.1   \n",
       "27989   1.9    0.286  ...     0.516  1.1  1.4  1.2  1.9   3.1  0.7  0.9  0.3   \n",
       "27990   0.0    0.000  ...     0.560  2.0  2.4  1.8  3.0   4.8  0.5  0.2  1.1   \n",
       "27991   0.2    0.143  ...     0.855  1.0  3.0  0.8  1.7   2.5  0.3  0.4  0.6   \n",
       "27992   3.3    0.385  ...     0.600  0.5  1.1  0.3  1.7   2.0  0.8  0.9  0.2   \n",
       "27993   0.0    0.000  ...     0.639  0.8  2.3  2.2  3.4   5.6  0.3  0.4  1.3   \n",
       "27994   2.2    0.343  ...     0.452  1.3  2.0  1.1  3.3   4.3  0.6  0.5  0.3   \n",
       "27995   2.2    0.352  ...     0.630  0.6  1.0  0.6  1.8   2.4  0.9  0.6  0.0   \n",
       "27996   1.5    0.265  ...     0.673  1.1  1.9  1.1  2.2   3.3  1.1  0.6  0.3   \n",
       "27997   1.5    0.348  ...     0.636  0.7  2.6  1.6  2.5   4.0  1.2  0.8  0.4   \n",
       "27998   0.0    0.000  ...     0.485  1.4  3.7  2.1  2.8   4.9  0.5  0.5  2.1   \n",
       "27999   0.1    0.000  ...     0.719  1.1  2.4  2.0  5.0   7.0  1.2  0.8  0.3   \n",
       "\n",
       "        PPG  \n",
       "0      28.2  \n",
       "1      28.0  \n",
       "2      26.9  \n",
       "3      25.5  \n",
       "4      25.2  \n",
       "5      24.9  \n",
       "6      24.6  \n",
       "7      24.5  \n",
       "8      22.8  \n",
       "9      22.8  \n",
       "10     22.6  \n",
       "11     22.5  \n",
       "12     22.4  \n",
       "13     22.3  \n",
       "14     22.2  \n",
       "15     22.2  \n",
       "16     21.8  \n",
       "17     21.7  \n",
       "18     21.7  \n",
       "19     21.6  \n",
       "20     21.5  \n",
       "21     21.5  \n",
       "22     21.4  \n",
       "23     21.3  \n",
       "24     21.2  \n",
       "25     21.1  \n",
       "26     20.6  \n",
       "27     20.6  \n",
       "28     20.5  \n",
       "29     20.5  \n",
       "...     ...  \n",
       "27970   5.3  \n",
       "27971   5.3  \n",
       "27972   5.3  \n",
       "27973   5.3  \n",
       "27974   5.2  \n",
       "27975   5.2  \n",
       "27976   5.2  \n",
       "27977   5.2  \n",
       "27978   5.2  \n",
       "27979   5.2  \n",
       "27980   5.2  \n",
       "27981   5.2  \n",
       "27982   5.2  \n",
       "27983   5.2  \n",
       "27984   5.2  \n",
       "27985   5.2  \n",
       "27986   5.2  \n",
       "27987   5.2  \n",
       "27988   5.2  \n",
       "27989   5.2  \n",
       "27990   5.2  \n",
       "27991   5.2  \n",
       "27992   5.2  \n",
       "27993   5.2  \n",
       "27994   5.2  \n",
       "27995   5.2  \n",
       "27996   5.2  \n",
       "27997   5.1  \n",
       "27998   5.1  \n",
       "27999   5.1  \n",
       "\n",
       "[28000 rows x 22 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_college_df_copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# sort the players by name and count to determine how many years they played in college, and also get their\n",
    "# average college statistics\n",
    "counts = total_college_df_copy.groupby('Player', as_index=False).count()['Team']\n",
    "total_college_df_copy = total_college_df_copy.groupby('Player', as_index=False).mean()\n",
    "total_college_df_copy['Yrs'] = counts\n",
    "Yrs = total_college_df_copy['Yrs']\n",
    "total_college_df_copy.drop(labels=['Yrs'], axis=1,inplace = True)\n",
    "total_college_df_copy.insert(0, 'Yrs', Yrs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Yrs          int64\n",
       "Player      object\n",
       "GP         float64\n",
       "MPG        float64\n",
       "FGM        float64\n",
       "FGA        float64\n",
       "FG_Perc    float64\n",
       "3PM        float64\n",
       "3PA        float64\n",
       "3P_Perc    float64\n",
       "FTM        float64\n",
       "FTA        float64\n",
       "FT_Perc    float64\n",
       "TOV        float64\n",
       "PF         float64\n",
       "ORB        float64\n",
       "DRB        float64\n",
       "RPG        float64\n",
       "APG        float64\n",
       "SPG        float64\n",
       "BPG        float64\n",
       "PPG        float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_college_df_copy.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Yrs</th>\n",
       "      <th>Player</th>\n",
       "      <th>GP</th>\n",
       "      <th>MPG</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FG_Perc</th>\n",
       "      <th>3PM</th>\n",
       "      <th>3PA</th>\n",
       "      <th>3P_Perc</th>\n",
       "      <th>...</th>\n",
       "      <th>FT_Perc</th>\n",
       "      <th>TOV</th>\n",
       "      <th>PF</th>\n",
       "      <th>ORB</th>\n",
       "      <th>DRB</th>\n",
       "      <th>RPG</th>\n",
       "      <th>APG</th>\n",
       "      <th>SPG</th>\n",
       "      <th>BPG</th>\n",
       "      <th>PPG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>1</td>\n",
       "      <td>Henry Domercant</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>33.700000</td>\n",
       "      <td>8.800000</td>\n",
       "      <td>19.200000</td>\n",
       "      <td>0.460000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>0.434000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.844000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.400</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>28.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10969</th>\n",
       "      <td>1</td>\n",
       "      <td>Ruben Douglas</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>35.100000</td>\n",
       "      <td>7.800000</td>\n",
       "      <td>19.600000</td>\n",
       "      <td>0.397000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>0.395000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.841000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.200</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>28.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8162</th>\n",
       "      <td>2</td>\n",
       "      <td>Lester Hudson</td>\n",
       "      <td>32.500000</td>\n",
       "      <td>36.450000</td>\n",
       "      <td>9.300000</td>\n",
       "      <td>20.400000</td>\n",
       "      <td>0.456500</td>\n",
       "      <td>3.550000</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>0.371500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.857500</td>\n",
       "      <td>3.550000</td>\n",
       "      <td>2.650000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>5.750000</td>\n",
       "      <td>7.850000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>2.550</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>26.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9095</th>\n",
       "      <td>1</td>\n",
       "      <td>Michael Beasley</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>31.500000</td>\n",
       "      <td>9.300000</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>0.532000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>0.379000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.774000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.400000</td>\n",
       "      <td>12.400000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>26.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>1</td>\n",
       "      <td>Andre Collins</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>38.100000</td>\n",
       "      <td>9.100000</td>\n",
       "      <td>22.100000</td>\n",
       "      <td>0.414000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>11.500000</td>\n",
       "      <td>0.366000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.902000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>4.700000</td>\n",
       "      <td>2.300</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>26.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7318</th>\n",
       "      <td>4</td>\n",
       "      <td>Kee-Kee Clark</td>\n",
       "      <td>29.500000</td>\n",
       "      <td>38.625000</td>\n",
       "      <td>8.175000</td>\n",
       "      <td>20.350000</td>\n",
       "      <td>0.402500</td>\n",
       "      <td>3.725000</td>\n",
       "      <td>10.125000</td>\n",
       "      <td>0.366250</td>\n",
       "      <td>...</td>\n",
       "      <td>0.854500</td>\n",
       "      <td>3.375000</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>2.825000</td>\n",
       "      <td>3.950000</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>2.250</td>\n",
       "      <td>0.175000</td>\n",
       "      <td>25.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7581</th>\n",
       "      <td>1</td>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>35.900000</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>0.472000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>0.404000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.816000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.100000</td>\n",
       "      <td>11.100000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.900</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>25.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11581</th>\n",
       "      <td>3</td>\n",
       "      <td>Stephen Curry</td>\n",
       "      <td>34.666667</td>\n",
       "      <td>32.566667</td>\n",
       "      <td>8.366667</td>\n",
       "      <td>17.933333</td>\n",
       "      <td>0.467000</td>\n",
       "      <td>3.966667</td>\n",
       "      <td>9.633333</td>\n",
       "      <td>0.411333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>3.033333</td>\n",
       "      <td>2.466667</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>3.766667</td>\n",
       "      <td>4.533333</td>\n",
       "      <td>3.766667</td>\n",
       "      <td>2.100</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>25.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12487</th>\n",
       "      <td>1</td>\n",
       "      <td>Troy Bell</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>38.600000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>16.400000</td>\n",
       "      <td>0.441000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>0.402000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.847000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>2.300</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>25.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9314</th>\n",
       "      <td>2</td>\n",
       "      <td>Mike Helms</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>32.600000</td>\n",
       "      <td>7.950000</td>\n",
       "      <td>18.450000</td>\n",
       "      <td>0.428500</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>0.362500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.747500</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>3.150000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1.450</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>25.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9233</th>\n",
       "      <td>2</td>\n",
       "      <td>Michael Watson</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>38.350000</td>\n",
       "      <td>8.150000</td>\n",
       "      <td>20.900000</td>\n",
       "      <td>0.390000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>10.250000</td>\n",
       "      <td>0.362000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.809000</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>2.850000</td>\n",
       "      <td>3.550000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>1.400</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>24.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10829</th>\n",
       "      <td>2</td>\n",
       "      <td>Rodney Stuckey</td>\n",
       "      <td>29.500000</td>\n",
       "      <td>33.150000</td>\n",
       "      <td>8.050000</td>\n",
       "      <td>17.150000</td>\n",
       "      <td>0.471500</td>\n",
       "      <td>1.650000</td>\n",
       "      <td>5.250000</td>\n",
       "      <td>0.319500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.803000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.150000</td>\n",
       "      <td>3.550000</td>\n",
       "      <td>4.750000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>2.300</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>24.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8285</th>\n",
       "      <td>2</td>\n",
       "      <td>Luis Flores</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>37.550000</td>\n",
       "      <td>7.550000</td>\n",
       "      <td>16.750000</td>\n",
       "      <td>0.449000</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>5.350000</td>\n",
       "      <td>0.380000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.882500</td>\n",
       "      <td>2.850000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1.900</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>24.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10916</th>\n",
       "      <td>1</td>\n",
       "      <td>Ronnie Price</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>37.200000</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>19.100000</td>\n",
       "      <td>0.427000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.359000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.789000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.800</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>24.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9503</th>\n",
       "      <td>2</td>\n",
       "      <td>Morris Almond</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>32.900000</td>\n",
       "      <td>8.100000</td>\n",
       "      <td>16.500000</td>\n",
       "      <td>0.491500</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.817500</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1.550000</td>\n",
       "      <td>4.700000</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.300</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>24.150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2081</th>\n",
       "      <td>2</td>\n",
       "      <td>Charron Fisher</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>35.250000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>18.750000</td>\n",
       "      <td>0.426500</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>5.650000</td>\n",
       "      <td>0.338500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.769500</td>\n",
       "      <td>3.050000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>8.750000</td>\n",
       "      <td>1.150000</td>\n",
       "      <td>1.300</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>24.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7620</th>\n",
       "      <td>2</td>\n",
       "      <td>Kevin Martin</td>\n",
       "      <td>25.500000</td>\n",
       "      <td>31.450000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>16.050000</td>\n",
       "      <td>0.449500</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.848000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>3.350000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>1.650</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>23.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11848</th>\n",
       "      <td>3</td>\n",
       "      <td>Taylor Coppenrath</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>35.066667</td>\n",
       "      <td>7.966667</td>\n",
       "      <td>16.033333</td>\n",
       "      <td>0.496333</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.315667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.754333</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.033333</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>4.066667</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.100</td>\n",
       "      <td>0.566667</td>\n",
       "      <td>22.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9391</th>\n",
       "      <td>1</td>\n",
       "      <td>Mike Sweetney</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>7.800000</td>\n",
       "      <td>14.200000</td>\n",
       "      <td>0.547000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.738000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>4.100000</td>\n",
       "      <td>6.700000</td>\n",
       "      <td>10.800000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.400</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>22.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10538</th>\n",
       "      <td>4</td>\n",
       "      <td>Reggie Williams</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>33.925000</td>\n",
       "      <td>8.275000</td>\n",
       "      <td>16.675000</td>\n",
       "      <td>0.488000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>5.725000</td>\n",
       "      <td>0.298750</td>\n",
       "      <td>...</td>\n",
       "      <td>0.719000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.925000</td>\n",
       "      <td>2.525000</td>\n",
       "      <td>4.825000</td>\n",
       "      <td>7.350000</td>\n",
       "      <td>3.325000</td>\n",
       "      <td>1.575</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>22.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>2</td>\n",
       "      <td>Aubrey Coleman</td>\n",
       "      <td>33.500000</td>\n",
       "      <td>34.850000</td>\n",
       "      <td>7.750000</td>\n",
       "      <td>18.250000</td>\n",
       "      <td>0.425500</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>3.050000</td>\n",
       "      <td>0.262500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>5.250000</td>\n",
       "      <td>7.800000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2.500</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12571</th>\n",
       "      <td>2</td>\n",
       "      <td>Tyler Harvey</td>\n",
       "      <td>31.500000</td>\n",
       "      <td>37.150000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>15.150000</td>\n",
       "      <td>0.456000</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>0.432000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.874500</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>2.650000</td>\n",
       "      <td>1.100</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>22.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2254</th>\n",
       "      <td>1</td>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>12.600000</td>\n",
       "      <td>0.622000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>8.400000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.600</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>22.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1905</th>\n",
       "      <td>1</td>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>36.400000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>0.453000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>4.700000</td>\n",
       "      <td>0.337000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.706000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>9.700000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>1.500</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>22.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8527</th>\n",
       "      <td>1</td>\n",
       "      <td>Marcus Hatten</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>35.400000</td>\n",
       "      <td>8.100000</td>\n",
       "      <td>19.200000</td>\n",
       "      <td>0.424000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>0.303000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.730000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>4.100000</td>\n",
       "      <td>2.900</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>22.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10649</th>\n",
       "      <td>2</td>\n",
       "      <td>Ricky Minard</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>32.800000</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>15.550000</td>\n",
       "      <td>0.483500</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>4.950000</td>\n",
       "      <td>0.346500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.806500</td>\n",
       "      <td>3.350000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.450000</td>\n",
       "      <td>4.550000</td>\n",
       "      <td>2.150</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>22.150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093</th>\n",
       "      <td>2</td>\n",
       "      <td>Ben Woodside</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>35.550000</td>\n",
       "      <td>6.700000</td>\n",
       "      <td>14.500000</td>\n",
       "      <td>0.462500</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>0.412000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.835000</td>\n",
       "      <td>3.150000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>2.950000</td>\n",
       "      <td>5.650000</td>\n",
       "      <td>1.450</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>21.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3944</th>\n",
       "      <td>4</td>\n",
       "      <td>Doug McDermott</td>\n",
       "      <td>36.250000</td>\n",
       "      <td>31.575000</td>\n",
       "      <td>7.925000</td>\n",
       "      <td>14.400000</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>4.175000</td>\n",
       "      <td>0.457500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.820250</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1.825000</td>\n",
       "      <td>1.925000</td>\n",
       "      <td>5.575000</td>\n",
       "      <td>7.525000</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>21.925000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>1</td>\n",
       "      <td>Andrew Wisniewski</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>13.700000</td>\n",
       "      <td>0.512000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>0.418000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.786000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>1.600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7023</th>\n",
       "      <td>1</td>\n",
       "      <td>Julius Jenkins</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>17.400000</td>\n",
       "      <td>0.455000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>0.418000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>1.100</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>21.700000</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>3764</th>\n",
       "      <td>1</td>\n",
       "      <td>Diego Romero</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>16.100000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.609000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.689000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4832</th>\n",
       "      <td>1</td>\n",
       "      <td>Grant Billmeier</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>16.500000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>0.603000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.677000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>1</td>\n",
       "      <td>Barry Welsh</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>20.500000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>0.424000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>1.100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11646</th>\n",
       "      <td>1</td>\n",
       "      <td>Steve Profeta</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>19.800000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>0.365000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>0.368000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.647000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3229</th>\n",
       "      <td>1</td>\n",
       "      <td>David Lisle</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>18.100000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>0.419000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.259000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.645000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11043</th>\n",
       "      <td>1</td>\n",
       "      <td>Ryan Lewis</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>18.800000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>0.402000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.574000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1</td>\n",
       "      <td>Amir Bar-Netzer</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>17.700000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>0.612000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.478000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2421</th>\n",
       "      <td>1</td>\n",
       "      <td>Clary Judge</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>21.200000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>0.304000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.213000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8208</th>\n",
       "      <td>1</td>\n",
       "      <td>Ljubisa Vrcelj</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>16.300000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>0.365000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.424000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10362</th>\n",
       "      <td>1</td>\n",
       "      <td>Randy Green</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>18.100000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>0.363000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.234000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7345</th>\n",
       "      <td>1</td>\n",
       "      <td>Keith Connor</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>19.900000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.293000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.299000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.655000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7495</th>\n",
       "      <td>1</td>\n",
       "      <td>Kenny Jackson</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>0.473000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.380000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6718</th>\n",
       "      <td>1</td>\n",
       "      <td>Jordan Howell</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>18.300000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>0.351000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>0.346000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.684000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10393</th>\n",
       "      <td>1</td>\n",
       "      <td>Rashad Mintz</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>15.600000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>0.351000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.231000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.793000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>1</td>\n",
       "      <td>Andy Hannan</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.447000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.667000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3107</th>\n",
       "      <td>1</td>\n",
       "      <td>Darryl Felder</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>17.100000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>0.264000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>0.229000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.696000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7910</th>\n",
       "      <td>1</td>\n",
       "      <td>Kyle Zaharias</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>16.100000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>0.462000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.553000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2650</th>\n",
       "      <td>1</td>\n",
       "      <td>Courtney Bohannon</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>22.400000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>0.331000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.312000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.676000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12723</th>\n",
       "      <td>1</td>\n",
       "      <td>Vernard Jenkins</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.446000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.317000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.463000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8168</th>\n",
       "      <td>1</td>\n",
       "      <td>Levi Carmichael</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>0.287000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.617000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704</th>\n",
       "      <td>2</td>\n",
       "      <td>Jarrad Henry</td>\n",
       "      <td>28.500000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>0.523500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.334000</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>2.650000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.450</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>3.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6566</th>\n",
       "      <td>1</td>\n",
       "      <td>Jon Clark</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>16.100000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>0.505000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.395000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3054</th>\n",
       "      <td>1</td>\n",
       "      <td>Darnell Thompson</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>22.400000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>0.354000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.286000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.553000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10572</th>\n",
       "      <td>1</td>\n",
       "      <td>Rhau-Chavis Landfair</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>19.600000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>0.376000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.574000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>1</td>\n",
       "      <td>Alex Kargbo</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>15.600000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>0.336000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.206000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.417000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13069</th>\n",
       "      <td>1</td>\n",
       "      <td>Zach Batte</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>17.200000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.483000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.614000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7542</th>\n",
       "      <td>1</td>\n",
       "      <td>Kerry Willis</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>18.300000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>0.380000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.379000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.733000</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12506</th>\n",
       "      <td>1</td>\n",
       "      <td>Troy Nance</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>20.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>0.283000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>0.290000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.725000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878</th>\n",
       "      <td>1</td>\n",
       "      <td>Greg Morton</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>18.100000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.464000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.731000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>3.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4277</th>\n",
       "      <td>1</td>\n",
       "      <td>Emerson Brown</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>17.100000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>0.363000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.312000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.657000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.700000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13162 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Yrs                Player         GP        MPG       FGM        FGA  \\\n",
       "4976     1       Henry Domercant  30.000000  33.700000  8.800000  19.200000   \n",
       "10969    1         Ruben Douglas  28.000000  35.100000  7.800000  19.600000   \n",
       "8162     2         Lester Hudson  32.500000  36.450000  9.300000  20.400000   \n",
       "9095     1       Michael Beasley  33.000000  31.500000  9.300000  17.500000   \n",
       "497      1         Andre Collins  28.000000  38.100000  9.100000  22.100000   \n",
       "7318     4         Kee-Kee Clark  29.500000  38.625000  8.175000  20.350000   \n",
       "7581     1          Kevin Durant  35.000000  35.900000  8.700000  18.500000   \n",
       "11581    3         Stephen Curry  34.666667  32.566667  8.366667  17.933333   \n",
       "12487    1             Troy Bell  31.000000  38.600000  7.200000  16.400000   \n",
       "9314     2            Mike Helms  29.000000  32.600000  7.950000  18.450000   \n",
       "9233     2        Michael Watson  29.000000  38.350000  8.150000  20.900000   \n",
       "10829    2        Rodney Stuckey  29.500000  33.150000  8.050000  17.150000   \n",
       "8285     2           Luis Flores  30.500000  37.550000  7.550000  16.750000   \n",
       "10916    1          Ronnie Price  28.000000  37.200000  8.200000  19.100000   \n",
       "9503     2         Morris Almond  30.000000  32.900000  8.100000  16.500000   \n",
       "2081     2        Charron Fisher  28.000000  35.250000  7.900000  18.750000   \n",
       "7620     2          Kevin Martin  25.500000  31.450000  7.200000  16.050000   \n",
       "11848    3     Taylor Coppenrath  29.000000  35.066667  7.966667  16.033333   \n",
       "9391     1         Mike Sweetney  34.000000  32.000000  7.800000  14.200000   \n",
       "10538    4       Reggie Williams  28.000000  33.925000  8.275000  16.675000   \n",
       "915      2        Aubrey Coleman  33.500000  34.850000  7.750000  18.250000   \n",
       "12571    2          Tyler Harvey  31.500000  37.150000  6.900000  15.150000   \n",
       "2254     1           Chris Kaman  31.000000  34.000000  7.900000  12.600000   \n",
       "1905     1       Carmelo Anthony  35.000000  36.400000  7.900000  17.500000   \n",
       "8527     1         Marcus Hatten  34.000000  35.400000  8.100000  19.200000   \n",
       "10649    2          Ricky Minard  29.000000  32.800000  7.500000  15.550000   \n",
       "1093     2          Ben Woodside  31.000000  35.550000  6.700000  14.500000   \n",
       "3944     4        Doug McDermott  36.250000  31.575000  7.925000  14.400000   \n",
       "598      1     Andrew Wisniewski  28.000000  35.000000  7.000000  13.700000   \n",
       "7023     1        Julius Jenkins  27.000000  35.000000  7.900000  17.400000   \n",
       "...    ...                   ...        ...        ...       ...        ...   \n",
       "3764     1          Diego Romero  30.000000  16.100000  1.300000   2.100000   \n",
       "4832     1       Grant Billmeier  28.000000  16.500000  1.600000   2.600000   \n",
       "1025     1           Barry Welsh  21.000000  20.500000  1.300000   3.100000   \n",
       "11646    1         Steve Profeta  26.000000  19.800000  1.300000   3.700000   \n",
       "3229     1           David Lisle  27.000000  18.100000  1.400000   3.400000   \n",
       "11043    1            Ryan Lewis  28.000000  18.800000  1.200000   3.100000   \n",
       "470      1       Amir Bar-Netzer  24.000000  17.700000  1.700000   2.800000   \n",
       "2421     1           Clary Judge  31.000000  21.200000  1.300000   4.400000   \n",
       "8208     1        Ljubisa Vrcelj  26.000000  16.300000  1.600000   4.400000   \n",
       "10362    1           Randy Green  28.000000  18.100000  1.300000   3.600000   \n",
       "7345     1          Keith Connor  29.000000  19.900000  1.200000   4.000000   \n",
       "7495     1         Kenny Jackson  31.000000  19.000000  1.400000   2.900000   \n",
       "6718     1         Jordan Howell  27.000000  18.300000  1.200000   3.500000   \n",
       "10393    1          Rashad Mintz  27.000000  15.600000  1.000000   2.700000   \n",
       "611      1           Andy Hannan  30.000000  18.000000  1.500000   3.300000   \n",
       "3107     1         Darryl Felder  29.000000  17.100000  1.100000   4.300000   \n",
       "7910     1         Kyle Zaharias  29.000000  16.100000  1.500000   3.200000   \n",
       "2650     1     Courtney Bohannon  32.000000  22.400000  1.300000   3.900000   \n",
       "12723    1       Vernard Jenkins  25.000000  29.000000  1.300000   3.000000   \n",
       "8168     1       Levi Carmichael  32.000000  19.000000  1.100000   3.800000   \n",
       "5704     2          Jarrad Henry  28.500000  17.000000  1.750000   3.400000   \n",
       "6566     1             Jon Clark  31.000000  16.100000  1.600000   3.300000   \n",
       "3054     1      Darnell Thompson  22.000000  22.400000  1.300000   3.600000   \n",
       "10572    1  Rhau-Chavis Landfair  33.000000  19.600000  1.400000   3.800000   \n",
       "342      1           Alex Kargbo  25.000000  15.600000  1.500000   4.400000   \n",
       "13069    1            Zach Batte  29.000000  17.200000  1.400000   3.000000   \n",
       "7542     1          Kerry Willis  23.000000  18.300000  1.200000   3.100000   \n",
       "12506    1            Troy Nance  26.000000  20.500000  1.000000   3.500000   \n",
       "4878     1           Greg Morton  28.000000  18.100000  1.400000   3.000000   \n",
       "4277     1         Emerson Brown  30.000000  17.100000  1.200000   3.400000   \n",
       "\n",
       "        FG_Perc       3PM        3PA   3P_Perc    ...       FT_Perc       TOV  \\\n",
       "4976   0.460000  3.000000   6.800000  0.434000    ...      0.844000  2.300000   \n",
       "10969  0.397000  3.400000   8.500000  0.395000    ...      0.841000  3.900000   \n",
       "8162   0.456500  3.550000   9.500000  0.371500    ...      0.857500  3.550000   \n",
       "9095   0.532000  1.100000   2.900000  0.379000    ...      0.774000  2.900000   \n",
       "497    0.414000  4.200000  11.500000  0.366000    ...      0.902000  3.600000   \n",
       "7318   0.402500  3.725000  10.125000  0.366250    ...      0.854500  3.375000   \n",
       "7581   0.472000  2.300000   5.800000  0.404000    ...      0.816000  2.800000   \n",
       "11581  0.467000  3.966667   9.633333  0.411333    ...      0.875000  3.033333   \n",
       "12487  0.441000  3.400000   8.500000  0.402000    ...      0.847000  2.500000   \n",
       "9314   0.428500  2.600000   7.300000  0.362500    ...      0.747500  3.250000   \n",
       "9233   0.390000  3.700000  10.250000  0.362000    ...      0.809000  3.250000   \n",
       "10829  0.471500  1.650000   5.250000  0.319500    ...      0.803000  3.500000   \n",
       "8285   0.449000  2.050000   5.350000  0.380000    ...      0.882500  2.850000   \n",
       "10916  0.427000  2.900000   8.000000  0.359000    ...      0.789000  3.000000   \n",
       "9503   0.491500  2.050000   4.600000  0.450000    ...      0.817500  3.100000   \n",
       "2081   0.426500  1.900000   5.650000  0.338500    ...      0.769500  3.050000   \n",
       "7620   0.449500  2.000000   6.100000  0.325000    ...      0.848000  3.000000   \n",
       "11848  0.496333  0.700000   2.100000  0.315667    ...      0.754333  2.000000   \n",
       "9391   0.547000  0.000000   0.100000  0.000000    ...      0.738000  2.100000   \n",
       "10538  0.488000  1.700000   5.725000  0.298750    ...      0.719000  2.700000   \n",
       "915    0.425500  0.900000   3.050000  0.262500    ...      0.750000  2.400000   \n",
       "12571  0.456000  3.750000   8.700000  0.432000    ...      0.874500  2.050000   \n",
       "2254   0.622000  0.000000   0.000000  0.000000    ...      0.750000  4.400000   \n",
       "1905   0.453000  1.600000   4.700000  0.337000    ...      0.706000  2.200000   \n",
       "8527   0.424000  1.600000   5.400000  0.303000    ...      0.730000  3.800000   \n",
       "10649  0.483500  1.750000   4.950000  0.346500    ...      0.806500  3.350000   \n",
       "1093   0.462500  2.050000   5.100000  0.412000    ...      0.835000  3.150000   \n",
       "3944   0.550000  1.875000   4.175000  0.457500    ...      0.820250  2.250000   \n",
       "598    0.512000  2.400000   5.600000  0.418000    ...      0.786000  3.100000   \n",
       "7023   0.455000  2.700000   6.600000  0.418000    ...      0.718000  2.400000   \n",
       "...         ...       ...        ...       ...    ...           ...       ...   \n",
       "3764   0.609000  0.300000   0.500000  0.500000    ...      0.689000  0.800000   \n",
       "4832   0.603000  0.000000   0.000000  0.000000    ...      0.677000  0.900000   \n",
       "1025   0.424000  0.400000   1.300000  0.333000    ...      0.640000  1.300000   \n",
       "11646  0.365000  0.800000   2.200000  0.368000    ...      0.647000  1.200000   \n",
       "3229   0.419000  0.300000   1.000000  0.259000    ...      0.645000  0.800000   \n",
       "11043  0.402000  0.000000   0.000000  0.000000    ...      0.574000  1.700000   \n",
       "470    0.612000  0.000000   0.000000  0.000000    ...      0.478000  0.700000   \n",
       "2421   0.304000  0.300000   1.500000  0.213000    ...      0.625000  2.100000   \n",
       "8208   0.365000  0.200000   0.600000  0.250000    ...      0.424000  1.300000   \n",
       "10362  0.363000  0.400000   1.700000  0.234000    ...      0.750000  0.900000   \n",
       "7345   0.293000  0.900000   3.000000  0.299000    ...      0.655000  1.200000   \n",
       "7495   0.473000  0.600000   1.600000  0.380000    ...      0.750000  0.600000   \n",
       "6718   0.351000  1.000000   2.900000  0.346000    ...      0.684000  0.700000   \n",
       "10393  0.351000  0.200000   1.000000  0.231000    ...      0.793000  1.800000   \n",
       "611    0.440000  0.700000   1.600000  0.447000    ...      0.667000  0.700000   \n",
       "3107   0.264000  0.600000   2.400000  0.229000    ...      0.696000  0.900000   \n",
       "7910   0.462000  0.000000   0.000000  0.000000    ...      0.553000  1.700000   \n",
       "2650   0.331000  0.600000   2.000000  0.312000    ...      0.676000  0.800000   \n",
       "12723  0.446000  0.500000   1.600000  0.317000    ...      0.463000  1.300000   \n",
       "8168   0.300000  0.800000   2.700000  0.287000    ...      0.617000  1.800000   \n",
       "5704   0.523500  0.000000   0.000000  0.000000    ...      0.334000  1.050000   \n",
       "6566   0.505000  0.000000   0.000000  0.000000    ...      0.395000  1.000000   \n",
       "3054   0.354000  0.300000   1.000000  0.286000    ...      0.553000  2.700000   \n",
       "10572  0.376000  0.000000   0.000000  0.000000    ...      0.574000  1.600000   \n",
       "342    0.336000  0.300000   1.400000  0.206000    ...      0.417000  1.200000   \n",
       "13069  0.483000  0.000000   0.000000  0.000000    ...      0.614000  1.300000   \n",
       "7542   0.380000  0.500000   1.300000  0.379000    ...      0.733000  2.300000   \n",
       "12506  0.283000  0.700000   2.400000  0.290000    ...      0.725000  2.100000   \n",
       "4878   0.464000  0.200000   0.700000  0.350000    ...      0.731000  0.900000   \n",
       "4277   0.363000  0.500000   1.600000  0.312000    ...      0.657000  1.300000   \n",
       "\n",
       "             PF       ORB       DRB        RPG       APG    SPG       BPG  \\\n",
       "4976   2.100000  2.000000  4.800000   6.800000  2.800000  1.400  0.500000   \n",
       "10969  2.700000  1.900000  4.800000   6.600000  2.100000  1.200  0.300000   \n",
       "8162   2.650000  2.200000  5.750000   7.850000  4.350000  2.550  0.650000   \n",
       "9095   2.600000  4.000000  8.400000  12.400000  1.200000  1.300  1.600000   \n",
       "497    2.400000  0.800000  2.800000   3.600000  4.700000  2.300  0.300000   \n",
       "7318   1.950000  1.100000  2.825000   3.950000  4.250000  2.250  0.175000   \n",
       "7581   2.000000  3.000000  8.100000  11.100000  1.300000  1.900  1.900000   \n",
       "11581  2.466667  0.766667  3.766667   4.533333  3.766667  2.100  0.266667   \n",
       "12487  2.100000  1.500000  3.000000   4.600000  3.700000  2.300  0.200000   \n",
       "9314   3.150000  1.000000  2.750000   3.800000  2.250000  1.450  0.350000   \n",
       "9233   2.550000  0.750000  2.850000   3.550000  3.700000  1.400  0.200000   \n",
       "10829  2.400000  1.150000  3.550000   4.750000  4.800000  2.300  0.300000   \n",
       "8285   2.400000  1.400000  3.400000   4.800000  2.250000  1.900  0.250000   \n",
       "10916  2.300000  0.900000  3.300000   4.200000  3.000000  1.800  0.200000   \n",
       "9503   2.250000  1.550000  4.700000   6.250000  1.200000  1.300  0.750000   \n",
       "2081   2.550000  3.000000  5.800000   8.750000  1.150000  1.300  0.550000   \n",
       "7620   2.200000  0.950000  3.350000   4.300000  1.750000  1.650  0.400000   \n",
       "11848  2.033333  3.400000  4.066667   7.400000  1.500000  1.100  0.566667   \n",
       "9391   2.800000  4.100000  6.700000  10.800000  1.900000  1.400  3.200000   \n",
       "10538  1.925000  2.525000  4.825000   7.350000  3.325000  1.575  0.325000   \n",
       "915    2.300000  2.550000  5.250000   7.800000  2.500000  2.500  0.100000   \n",
       "12571  2.100000  0.650000  3.250000   3.900000  2.650000  1.100  0.200000   \n",
       "2254   3.200000  3.600000  8.400000  12.000000  1.300000  0.600  3.200000   \n",
       "1905   2.200000  2.900000  6.900000   9.700000  2.200000  1.500  0.900000   \n",
       "8527   2.500000  1.900000  3.600000   5.600000  4.100000  2.900  0.500000   \n",
       "10649  2.600000  1.500000  6.000000   7.450000  4.550000  2.150  0.550000   \n",
       "1093   1.750000  0.300000  2.700000   2.950000  5.650000  1.450  0.150000   \n",
       "3944   1.825000  1.925000  5.575000   7.525000  1.375000  0.225  0.100000   \n",
       "598    2.700000  1.000000  2.500000   3.500000  4.300000  1.600  0.000000   \n",
       "7023   2.100000  1.800000  3.100000   4.900000  3.400000  1.100  0.200000   \n",
       "...         ...       ...       ...        ...       ...    ...       ...   \n",
       "3764   1.700000  0.600000  2.400000   3.000000  0.500000  0.300  0.200000   \n",
       "4832   2.600000  1.600000  1.700000   3.400000  0.900000  0.300  1.000000   \n",
       "1025   1.100000  0.100000  1.500000   1.700000  3.100000  1.100  0.000000   \n",
       "11646  1.900000  0.700000  1.900000   2.600000  1.200000  0.500  0.300000   \n",
       "3229   1.100000  0.800000  1.600000   2.400000  1.000000  0.500  0.100000   \n",
       "11043  3.200000  1.400000  3.100000   4.500000  0.400000  0.400  2.200000   \n",
       "470    3.000000  2.400000  2.100000   4.500000  0.400000  0.800  0.100000   \n",
       "2421   1.800000  0.800000  1.400000   2.300000  1.700000  0.900  0.100000   \n",
       "8208   3.400000  1.400000  2.400000   3.800000  0.500000  0.300  0.400000   \n",
       "10362  1.700000  0.200000  2.200000   2.400000  1.200000  0.900  0.000000   \n",
       "7345   1.000000  0.300000  1.400000   1.700000  1.600000  0.400  0.000000   \n",
       "7495   1.500000  0.300000  1.400000   1.700000  1.000000  0.500  0.200000   \n",
       "6718   1.500000  0.300000  1.100000   1.300000  1.500000  0.400  0.000000   \n",
       "10393  2.000000  0.000000  1.100000   1.200000  2.300000  0.700  0.000000   \n",
       "611    1.400000  0.700000  1.300000   2.000000  0.700000  0.800  0.100000   \n",
       "3107   1.600000  0.300000  1.300000   1.600000  1.000000  0.400  0.100000   \n",
       "7910   3.200000  2.100000  2.900000   5.000000  0.400000  0.300  0.900000   \n",
       "2650   2.100000  1.700000  2.900000   4.600000  0.900000  0.400  0.200000   \n",
       "12723  2.300000  0.200000  1.100000   1.200000  2.400000  0.800  0.000000   \n",
       "8168   1.700000  0.200000  1.000000   1.200000  2.300000  0.800  0.100000   \n",
       "5704   2.650000  1.400000  2.000000   3.500000  0.200000  0.450  1.750000   \n",
       "6566   2.800000  1.600000  1.700000   3.300000  0.500000  0.200  0.100000   \n",
       "3054   1.700000  0.300000  1.000000   1.300000  2.100000  0.700  0.000000   \n",
       "10572  2.900000  1.000000  2.500000   3.500000  0.600000  0.500  0.900000   \n",
       "342    1.500000  0.600000  1.600000   2.200000  1.400000  0.800  0.300000   \n",
       "13069  3.000000  1.100000  2.600000   3.700000  0.300000  0.400  1.100000   \n",
       "7542   1.600000  0.300000  1.400000   1.800000  1.800000  0.400  0.000000   \n",
       "12506  1.500000  0.200000  1.300000   1.500000  4.400000  1.000  0.000000   \n",
       "4878   2.100000  1.100000  1.800000   2.900000  0.600000  0.500  0.400000   \n",
       "4277   1.200000  1.100000  1.600000   2.700000  1.200000  0.500  0.000000   \n",
       "\n",
       "             PPG  \n",
       "4976   28.200000  \n",
       "10969  28.000000  \n",
       "8162   26.600000  \n",
       "9095   26.200000  \n",
       "497    26.100000  \n",
       "7318   25.900000  \n",
       "7581   25.800000  \n",
       "11581  25.333333  \n",
       "12487  25.200000  \n",
       "9314   25.050000  \n",
       "9233   24.450000  \n",
       "10829  24.400000  \n",
       "8285   24.300000  \n",
       "10916  24.300000  \n",
       "9503   24.150000  \n",
       "2081   24.100000  \n",
       "7620   23.850000  \n",
       "11848  22.833333  \n",
       "9391   22.800000  \n",
       "10538  22.600000  \n",
       "915    22.500000  \n",
       "12571  22.450000  \n",
       "2254   22.400000  \n",
       "1905   22.200000  \n",
       "8527   22.200000  \n",
       "10649  22.150000  \n",
       "1093   21.950000  \n",
       "3944   21.925000  \n",
       "598    21.900000  \n",
       "7023   21.700000  \n",
       "...          ...  \n",
       "3764    3.900000  \n",
       "4832    3.900000  \n",
       "1025    3.900000  \n",
       "11646   3.900000  \n",
       "3229    3.900000  \n",
       "11043   3.900000  \n",
       "470     3.900000  \n",
       "2421    3.900000  \n",
       "8208    3.900000  \n",
       "10362   3.900000  \n",
       "7345    3.900000  \n",
       "7495    3.900000  \n",
       "6718    3.900000  \n",
       "10393   3.900000  \n",
       "611     3.900000  \n",
       "3107    3.900000  \n",
       "7910    3.900000  \n",
       "2650    3.900000  \n",
       "12723   3.900000  \n",
       "8168    3.900000  \n",
       "5704    3.850000  \n",
       "6566    3.800000  \n",
       "3054    3.800000  \n",
       "10572   3.800000  \n",
       "342     3.800000  \n",
       "13069   3.800000  \n",
       "7542    3.800000  \n",
       "12506   3.800000  \n",
       "4878    3.700000  \n",
       "4277    3.700000  \n",
       "\n",
       "[13162 rows x 22 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# take a look at the players with the highest points per game average\n",
    "total_college_df_copy.sort_values(by='PPG',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save cleaned data to a csv file\n",
    "total_college_df_copy.to_csv('college_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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