DataFrames 1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "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",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "\n",
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       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>7730337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>6796117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R.J. Hunter</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>28.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jonas Jerebko</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>231.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Amir Johnson</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>90.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jordan Mickey</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>55.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>235.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>1170960.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Kelly Olynyk</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>41.0</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Gonzaga</td>\n",
       "      <td>2165160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Terry Rozier</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>1824360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Marcus Smart</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>36.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>3431040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jared Sullinger</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>2569260.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Isaiah Thomas</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5-9</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>6912869.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Evan Turner</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>11.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>3425510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>James Young</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>13.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>1749840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>44.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>2616975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bojan Bogdanovic</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3425510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Markel Brown</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>22.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>845059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wayne Ellington</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>21.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rondae Hollis-Jefferson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>1335480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Jarrett Jack</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>6300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sergey Karasev</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1599840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sean Kilpatrick</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>219.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>134215.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Shane Larkin</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5-11</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Miami (FL)</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brook Lopez</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Stanford</td>\n",
       "      <td>19689000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris McCullough</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>1140240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Willie Reed</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Saint Louis</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Thomas Robinson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Henry Sims</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>14.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>248.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Donald Sloan</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>30.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>221.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>11235955.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Al-Farouq Aminu</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>8042895.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Pat Connaughton</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Notre Dame</td>\n",
       "      <td>625093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Allen Crabbe</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>210.0</td>\n",
       "      <td>California</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Ed Davis</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>17.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>240.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>6980802.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Maurice Harkless</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>4.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>St. John's</td>\n",
       "      <td>2894059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Gerald Henderson</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>9.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>6000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>35.0</td>\n",
       "      <td>C</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Central Michigan</td>\n",
       "      <td>5016000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Meyers Leonard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>3075880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Weber State</td>\n",
       "      <td>4236287.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>C.J. McCollum</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Lehigh</td>\n",
       "      <td>2525160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Luis Montero</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Westchester CC</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Mason Plumlee</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1415520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Brian Roberts</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>2854940.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Noah Vonleh</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>21.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>2637720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Trevor Booker</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>Clemson</td>\n",
       "      <td>4775000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Trey Burke</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>191.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>2658240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Alec Burks</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>214.0</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9463484.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Dante Exum</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3777720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Derrick Favors</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Rudy Gobert</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>27.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1175880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Gordon Hayward</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>20.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>15409570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Rodney Hood</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1348440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Joe Ingles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2050000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Chris Johnson</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Raul Neto</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>25.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>179.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Tibor Pleiss</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>256.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>458 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name                    Team  Number Position   Age  \\\n",
       "0              Avery Bradley          Boston Celtics     0.0       PG  25.0   \n",
       "1                Jae Crowder          Boston Celtics    99.0       SF  25.0   \n",
       "2               John Holland          Boston Celtics    30.0       SG  27.0   \n",
       "3                R.J. Hunter          Boston Celtics    28.0       SG  22.0   \n",
       "4              Jonas Jerebko          Boston Celtics     8.0       PF  29.0   \n",
       "5               Amir Johnson          Boston Celtics    90.0       PF  29.0   \n",
       "6              Jordan Mickey          Boston Celtics    55.0       PF  21.0   \n",
       "7               Kelly Olynyk          Boston Celtics    41.0        C  25.0   \n",
       "8               Terry Rozier          Boston Celtics    12.0       PG  22.0   \n",
       "9               Marcus Smart          Boston Celtics    36.0       PG  22.0   \n",
       "10           Jared Sullinger          Boston Celtics     7.0        C  24.0   \n",
       "11             Isaiah Thomas          Boston Celtics     4.0       PG  27.0   \n",
       "12               Evan Turner          Boston Celtics    11.0       SG  27.0   \n",
       "13               James Young          Boston Celtics    13.0       SG  20.0   \n",
       "14              Tyler Zeller          Boston Celtics    44.0        C  26.0   \n",
       "15          Bojan Bogdanovic           Brooklyn Nets    44.0       SG  27.0   \n",
       "16              Markel Brown           Brooklyn Nets    22.0       SG  24.0   \n",
       "17           Wayne Ellington           Brooklyn Nets    21.0       SG  28.0   \n",
       "18   Rondae Hollis-Jefferson           Brooklyn Nets    24.0       SG  21.0   \n",
       "19              Jarrett Jack           Brooklyn Nets     2.0       PG  32.0   \n",
       "20            Sergey Karasev           Brooklyn Nets    10.0       SG  22.0   \n",
       "21           Sean Kilpatrick           Brooklyn Nets     6.0       SG  26.0   \n",
       "22              Shane Larkin           Brooklyn Nets     0.0       PG  23.0   \n",
       "23               Brook Lopez           Brooklyn Nets    11.0        C  28.0   \n",
       "24          Chris McCullough           Brooklyn Nets     1.0       PF  21.0   \n",
       "25               Willie Reed           Brooklyn Nets    33.0       PF  26.0   \n",
       "26           Thomas Robinson           Brooklyn Nets    41.0       PF  25.0   \n",
       "27                Henry Sims           Brooklyn Nets    14.0        C  26.0   \n",
       "28              Donald Sloan           Brooklyn Nets    15.0       PG  28.0   \n",
       "29            Thaddeus Young           Brooklyn Nets    30.0       PF  27.0   \n",
       "..                       ...                     ...     ...      ...   ...   \n",
       "428          Al-Farouq Aminu  Portland Trail Blazers     8.0       SF  25.0   \n",
       "429          Pat Connaughton  Portland Trail Blazers     5.0       SG  23.0   \n",
       "430             Allen Crabbe  Portland Trail Blazers    23.0       SG  24.0   \n",
       "431                 Ed Davis  Portland Trail Blazers    17.0        C  27.0   \n",
       "432         Maurice Harkless  Portland Trail Blazers     4.0       SF  23.0   \n",
       "433         Gerald Henderson  Portland Trail Blazers     9.0       SG  28.0   \n",
       "434              Chris Kaman  Portland Trail Blazers    35.0        C  34.0   \n",
       "435           Meyers Leonard  Portland Trail Blazers    11.0       PF  24.0   \n",
       "436           Damian Lillard  Portland Trail Blazers     0.0       PG  25.0   \n",
       "437            C.J. McCollum  Portland Trail Blazers     3.0       SG  24.0   \n",
       "438             Luis Montero  Portland Trail Blazers    44.0       SG  23.0   \n",
       "439            Mason Plumlee  Portland Trail Blazers    24.0        C  26.0   \n",
       "440            Brian Roberts  Portland Trail Blazers     2.0       PG  30.0   \n",
       "441              Noah Vonleh  Portland Trail Blazers    21.0       PF  20.0   \n",
       "442            Trevor Booker               Utah Jazz    33.0       PF  28.0   \n",
       "443               Trey Burke               Utah Jazz     3.0       PG  23.0   \n",
       "444               Alec Burks               Utah Jazz    10.0       SG  24.0   \n",
       "445               Dante Exum               Utah Jazz    11.0       PG  20.0   \n",
       "446           Derrick Favors               Utah Jazz    15.0       PF  24.0   \n",
       "447              Rudy Gobert               Utah Jazz    27.0        C  23.0   \n",
       "448           Gordon Hayward               Utah Jazz    20.0       SF  26.0   \n",
       "449              Rodney Hood               Utah Jazz     5.0       SG  23.0   \n",
       "450               Joe Ingles               Utah Jazz     2.0       SF  28.0   \n",
       "451            Chris Johnson               Utah Jazz    23.0       SF  26.0   \n",
       "452               Trey Lyles               Utah Jazz    41.0       PF  20.0   \n",
       "453             Shelvin Mack               Utah Jazz     8.0       PG  26.0   \n",
       "454                Raul Neto               Utah Jazz    25.0       PG  24.0   \n",
       "455             Tibor Pleiss               Utah Jazz    21.0        C  26.0   \n",
       "456              Jeff Withey               Utah Jazz    24.0        C  26.0   \n",
       "457                      NaN                     NaN     NaN      NaN   NaN   \n",
       "\n",
       "    Height  Weight            College      Salary  \n",
       "0      6-2   180.0              Texas   7730337.0  \n",
       "1      6-6   235.0          Marquette   6796117.0  \n",
       "2      6-5   205.0  Boston University         NaN  \n",
       "3      6-5   185.0      Georgia State   1148640.0  \n",
       "4     6-10   231.0                NaN   5000000.0  \n",
       "5      6-9   240.0                NaN  12000000.0  \n",
       "6      6-8   235.0                LSU   1170960.0  \n",
       "7      7-0   238.0            Gonzaga   2165160.0  \n",
       "8      6-2   190.0         Louisville   1824360.0  \n",
       "9      6-4   220.0     Oklahoma State   3431040.0  \n",
       "10     6-9   260.0         Ohio State   2569260.0  \n",
       "11     5-9   185.0         Washington   6912869.0  \n",
       "12     6-7   220.0         Ohio State   3425510.0  \n",
       "13     6-6   215.0           Kentucky   1749840.0  \n",
       "14     7-0   253.0     North Carolina   2616975.0  \n",
       "15     6-8   216.0                NaN   3425510.0  \n",
       "16     6-3   190.0     Oklahoma State    845059.0  \n",
       "17     6-4   200.0     North Carolina   1500000.0  \n",
       "18     6-7   220.0            Arizona   1335480.0  \n",
       "19     6-3   200.0       Georgia Tech   6300000.0  \n",
       "20     6-7   208.0                NaN   1599840.0  \n",
       "21     6-4   219.0         Cincinnati    134215.0  \n",
       "22    5-11   175.0         Miami (FL)   1500000.0  \n",
       "23     7-0   275.0           Stanford  19689000.0  \n",
       "24    6-11   200.0           Syracuse   1140240.0  \n",
       "25    6-10   220.0        Saint Louis    947276.0  \n",
       "26    6-10   237.0             Kansas    981348.0  \n",
       "27    6-10   248.0         Georgetown    947276.0  \n",
       "28     6-3   205.0          Texas A&M    947276.0  \n",
       "29     6-8   221.0       Georgia Tech  11235955.0  \n",
       "..     ...     ...                ...         ...  \n",
       "428    6-9   215.0        Wake Forest   8042895.0  \n",
       "429    6-5   206.0         Notre Dame    625093.0  \n",
       "430    6-6   210.0         California    947276.0  \n",
       "431   6-10   240.0     North Carolina   6980802.0  \n",
       "432    6-9   215.0         St. John's   2894059.0  \n",
       "433    6-5   215.0               Duke   6000000.0  \n",
       "434    7-0   265.0   Central Michigan   5016000.0  \n",
       "435    7-1   245.0           Illinois   3075880.0  \n",
       "436    6-3   195.0        Weber State   4236287.0  \n",
       "437    6-4   200.0             Lehigh   2525160.0  \n",
       "438    6-7   185.0     Westchester CC    525093.0  \n",
       "439   6-11   235.0               Duke   1415520.0  \n",
       "440    6-1   173.0             Dayton   2854940.0  \n",
       "441    6-9   240.0            Indiana   2637720.0  \n",
       "442    6-8   228.0            Clemson   4775000.0  \n",
       "443    6-1   191.0           Michigan   2658240.0  \n",
       "444    6-6   214.0           Colorado   9463484.0  \n",
       "445    6-6   190.0                NaN   3777720.0  \n",
       "446   6-10   265.0       Georgia Tech  12000000.0  \n",
       "447    7-1   245.0                NaN   1175880.0  \n",
       "448    6-8   226.0             Butler  15409570.0  \n",
       "449    6-8   206.0               Duke   1348440.0  \n",
       "450    6-8   226.0                NaN   2050000.0  \n",
       "451    6-6   206.0             Dayton    981348.0  \n",
       "452   6-10   234.0           Kentucky   2239800.0  \n",
       "453    6-3   203.0             Butler   2433333.0  \n",
       "454    6-1   179.0                NaN    900000.0  \n",
       "455    7-3   256.0                NaN   2900000.0  \n",
       "456    7-0   231.0             Kansas    947276.0  \n",
       "457    NaN     NaN                NaN         NaN  \n",
       "\n",
       "[458 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv(\"nba.csv\")\n",
    "nba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=458, step=1)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['Avery Bradley', 'Boston Celtics', 0.0, ..., 180.0, 'Texas',\n",
       "        7730337.0],\n",
       "       ['Jae Crowder', 'Boston Celtics', 99.0, ..., 235.0, 'Marquette',\n",
       "        6796117.0],\n",
       "       ['John Holland', 'Boston Celtics', 30.0, ..., 205.0,\n",
       "        'Boston University', nan],\n",
       "       ..., \n",
       "       ['Tibor Pleiss', 'Utah Jazz', 21.0, ..., 256.0, nan, 2900000.0],\n",
       "       ['Jeff Withey', 'Utah Jazz', 24.0, ..., 231.0, 'Kansas', 947276.0],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(458, 9)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name         object\n",
       "Team         object\n",
       "Number      float64\n",
       "Position     object\n",
       "Age         float64\n",
       "Height       object\n",
       "Weight      float64\n",
       "College      object\n",
       "Salary      float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Name', 'Team', 'Number', 'Position', 'Age', 'Height', 'Weight',\n",
       "       'College', 'Salary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[RangeIndex(start=0, stop=458, step=1),\n",
       " Index(['Name', 'Team', 'Number', 'Position', 'Age', 'Height', 'Weight',\n",
       "        'College', 'Salary'],\n",
       "       dtype='object')]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 458 entries, 0 to 457\n",
      "Data columns (total 9 columns):\n",
      "Name        457 non-null object\n",
      "Team        457 non-null object\n",
      "Number      457 non-null float64\n",
      "Position    457 non-null object\n",
      "Age         457 non-null float64\n",
      "Height      457 non-null object\n",
      "Weight      457 non-null float64\n",
      "College     373 non-null object\n",
      "Salary      446 non-null float64\n",
      "dtypes: float64(4), object(5)\n",
      "memory usage: 32.3+ KB\n"
     ]
    }
   ],
   "source": [
    "nba.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "float64    4\n",
       "object     5\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.get_dtype_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rev = pd.read_csv(\"revenue.csv\", index_col= \"Date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New York       5475\n",
       "Los Angeles    5134\n",
       "Miami          5641\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1/1/16     1606\n",
       "1/2/16     2060\n",
       "1/3/16      967\n",
       "1/4/16     2519\n",
       "1/5/16      438\n",
       "1/6/16     1935\n",
       "1/7/16     1234\n",
       "1/8/16     2313\n",
       "1/9/16     2623\n",
       "1/10/16     555\n",
       "dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev.sum(axis = 1 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba = pd.read_csv(\"nba.csv\")\n",
    "nba.Name\n",
    "\n",
    "output = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                Avery Bradley\n",
       "1                  Jae Crowder\n",
       "2                 John Holland\n",
       "3                  R.J. Hunter\n",
       "4                Jonas Jerebko\n",
       "5                 Amir Johnson\n",
       "6                Jordan Mickey\n",
       "7                 Kelly Olynyk\n",
       "8                 Terry Rozier\n",
       "9                 Marcus Smart\n",
       "10             Jared Sullinger\n",
       "11               Isaiah Thomas\n",
       "12                 Evan Turner\n",
       "13                 James Young\n",
       "14                Tyler Zeller\n",
       "15            Bojan Bogdanovic\n",
       "16                Markel Brown\n",
       "17             Wayne Ellington\n",
       "18     Rondae Hollis-Jefferson\n",
       "19                Jarrett Jack\n",
       "20              Sergey Karasev\n",
       "21             Sean Kilpatrick\n",
       "22                Shane Larkin\n",
       "23                 Brook Lopez\n",
       "24            Chris McCullough\n",
       "25                 Willie Reed\n",
       "26             Thomas Robinson\n",
       "27                  Henry Sims\n",
       "28                Donald Sloan\n",
       "29              Thaddeus Young\n",
       "                ...           \n",
       "428            Al-Farouq Aminu\n",
       "429            Pat Connaughton\n",
       "430               Allen Crabbe\n",
       "431                   Ed Davis\n",
       "432           Maurice Harkless\n",
       "433           Gerald Henderson\n",
       "434                Chris Kaman\n",
       "435             Meyers Leonard\n",
       "436             Damian Lillard\n",
       "437              C.J. McCollum\n",
       "438               Luis Montero\n",
       "439              Mason Plumlee\n",
       "440              Brian Roberts\n",
       "441                Noah Vonleh\n",
       "442              Trevor Booker\n",
       "443                 Trey Burke\n",
       "444                 Alec Burks\n",
       "445                 Dante Exum\n",
       "446             Derrick Favors\n",
       "447                Rudy Gobert\n",
       "448             Gordon Hayward\n",
       "449                Rodney Hood\n",
       "450                 Joe Ingles\n",
       "451              Chris Johnson\n",
       "452                 Trey Lyles\n",
       "453               Shelvin Mack\n",
       "454                  Raul Neto\n",
       "455               Tibor Pleiss\n",
       "456                Jeff Withey\n",
       "457                        NaN\n",
       "Name: Name, Length: 458, dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[\"Name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(nba[\"Name\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(nba[[\"Name\",\"Team\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba[\"Sport\"] = \"BasketBall\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.head()\n",
    "\n",
    "nba[\"League\"] = \"National Basketball Association\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Sport</th>\n",
       "      <th>League</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>7730337.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>6796117.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R.J. Hunter</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>28.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jonas Jerebko</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>231.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name            Team  Number Position   Age Height  Weight  \\\n",
       "0  Avery Bradley  Boston Celtics     0.0       PG  25.0    6-2   180.0   \n",
       "1    Jae Crowder  Boston Celtics    99.0       SF  25.0    6-6   235.0   \n",
       "2   John Holland  Boston Celtics    30.0       SG  27.0    6-5   205.0   \n",
       "3    R.J. Hunter  Boston Celtics    28.0       SG  22.0    6-5   185.0   \n",
       "4  Jonas Jerebko  Boston Celtics     8.0       PF  29.0   6-10   231.0   \n",
       "\n",
       "             College     Salary       Sport                           League  \n",
       "0              Texas  7730337.0  BasketBall  National Basketball Association  \n",
       "1          Marquette  6796117.0  BasketBall  National Basketball Association  \n",
       "2  Boston University        NaN  BasketBall  National Basketball Association  \n",
       "3      Georgia State  1148640.0  BasketBall  National Basketball Association  \n",
       "4                NaN  5000000.0  BasketBall  National Basketball Association  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.insert()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Sport</th>\n",
       "      <th>League</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>7730337.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>6796117.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R.J. Hunter</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>28.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jonas Jerebko</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>231.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Amir Johnson</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>90.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12000000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jordan Mickey</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>55.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>235.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>1170960.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Kelly Olynyk</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>41.0</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Gonzaga</td>\n",
       "      <td>2165160.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Terry Rozier</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>1824360.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Marcus Smart</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>36.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>3431040.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jared Sullinger</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>2569260.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Isaiah Thomas</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5-9</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>6912869.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Evan Turner</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>11.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>3425510.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>James Young</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>13.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>1749840.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>44.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>2616975.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bojan Bogdanovic</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3425510.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Markel Brown</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>22.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>845059.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wayne Ellington</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>21.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rondae Hollis-Jefferson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>1335480.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Jarrett Jack</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>6300000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sergey Karasev</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1599840.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sean Kilpatrick</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>219.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>134215.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Shane Larkin</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5-11</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Miami (FL)</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brook Lopez</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Stanford</td>\n",
       "      <td>19689000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris McCullough</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>1140240.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Willie Reed</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Saint Louis</td>\n",
       "      <td>947276.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Thomas Robinson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>981348.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Henry Sims</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>14.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>248.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>947276.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Donald Sloan</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "      <td>947276.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>30.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>221.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>11235955.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Al-Farouq Aminu</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>8042895.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Pat Connaughton</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Notre Dame</td>\n",
       "      <td>625093.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Allen Crabbe</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>210.0</td>\n",
       "      <td>California</td>\n",
       "      <td>947276.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Ed Davis</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>17.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>240.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>6980802.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Maurice Harkless</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>4.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>St. John's</td>\n",
       "      <td>2894059.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Gerald Henderson</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>9.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>35.0</td>\n",
       "      <td>C</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Central Michigan</td>\n",
       "      <td>5016000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Meyers Leonard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>3075880.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Weber State</td>\n",
       "      <td>4236287.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>C.J. McCollum</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Lehigh</td>\n",
       "      <td>2525160.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Luis Montero</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Westchester CC</td>\n",
       "      <td>525093.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Mason Plumlee</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1415520.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Brian Roberts</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>2854940.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Noah Vonleh</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>21.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>2637720.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Trevor Booker</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>Clemson</td>\n",
       "      <td>4775000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Trey Burke</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>191.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>2658240.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Alec Burks</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>214.0</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9463484.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Dante Exum</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3777720.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Derrick Favors</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>12000000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Rudy Gobert</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>27.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1175880.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Gordon Hayward</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>20.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>15409570.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Rodney Hood</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1348440.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Joe Ingles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2050000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Chris Johnson</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>981348.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Raul Neto</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>25.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>179.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>900000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Tibor Pleiss</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>256.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2900000.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276.0</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BasketBall</td>\n",
       "      <td>National Basketball Association</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>458 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name                    Team  Number Position   Age  \\\n",
       "0              Avery Bradley          Boston Celtics     0.0       PG  25.0   \n",
       "1                Jae Crowder          Boston Celtics    99.0       SF  25.0   \n",
       "2               John Holland          Boston Celtics    30.0       SG  27.0   \n",
       "3                R.J. Hunter          Boston Celtics    28.0       SG  22.0   \n",
       "4              Jonas Jerebko          Boston Celtics     8.0       PF  29.0   \n",
       "5               Amir Johnson          Boston Celtics    90.0       PF  29.0   \n",
       "6              Jordan Mickey          Boston Celtics    55.0       PF  21.0   \n",
       "7               Kelly Olynyk          Boston Celtics    41.0        C  25.0   \n",
       "8               Terry Rozier          Boston Celtics    12.0       PG  22.0   \n",
       "9               Marcus Smart          Boston Celtics    36.0       PG  22.0   \n",
       "10           Jared Sullinger          Boston Celtics     7.0        C  24.0   \n",
       "11             Isaiah Thomas          Boston Celtics     4.0       PG  27.0   \n",
       "12               Evan Turner          Boston Celtics    11.0       SG  27.0   \n",
       "13               James Young          Boston Celtics    13.0       SG  20.0   \n",
       "14              Tyler Zeller          Boston Celtics    44.0        C  26.0   \n",
       "15          Bojan Bogdanovic           Brooklyn Nets    44.0       SG  27.0   \n",
       "16              Markel Brown           Brooklyn Nets    22.0       SG  24.0   \n",
       "17           Wayne Ellington           Brooklyn Nets    21.0       SG  28.0   \n",
       "18   Rondae Hollis-Jefferson           Brooklyn Nets    24.0       SG  21.0   \n",
       "19              Jarrett Jack           Brooklyn Nets     2.0       PG  32.0   \n",
       "20            Sergey Karasev           Brooklyn Nets    10.0       SG  22.0   \n",
       "21           Sean Kilpatrick           Brooklyn Nets     6.0       SG  26.0   \n",
       "22              Shane Larkin           Brooklyn Nets     0.0       PG  23.0   \n",
       "23               Brook Lopez           Brooklyn Nets    11.0        C  28.0   \n",
       "24          Chris McCullough           Brooklyn Nets     1.0       PF  21.0   \n",
       "25               Willie Reed           Brooklyn Nets    33.0       PF  26.0   \n",
       "26           Thomas Robinson           Brooklyn Nets    41.0       PF  25.0   \n",
       "27                Henry Sims           Brooklyn Nets    14.0        C  26.0   \n",
       "28              Donald Sloan           Brooklyn Nets    15.0       PG  28.0   \n",
       "29            Thaddeus Young           Brooklyn Nets    30.0       PF  27.0   \n",
       "..                       ...                     ...     ...      ...   ...   \n",
       "428          Al-Farouq Aminu  Portland Trail Blazers     8.0       SF  25.0   \n",
       "429          Pat Connaughton  Portland Trail Blazers     5.0       SG  23.0   \n",
       "430             Allen Crabbe  Portland Trail Blazers    23.0       SG  24.0   \n",
       "431                 Ed Davis  Portland Trail Blazers    17.0        C  27.0   \n",
       "432         Maurice Harkless  Portland Trail Blazers     4.0       SF  23.0   \n",
       "433         Gerald Henderson  Portland Trail Blazers     9.0       SG  28.0   \n",
       "434              Chris Kaman  Portland Trail Blazers    35.0        C  34.0   \n",
       "435           Meyers Leonard  Portland Trail Blazers    11.0       PF  24.0   \n",
       "436           Damian Lillard  Portland Trail Blazers     0.0       PG  25.0   \n",
       "437            C.J. McCollum  Portland Trail Blazers     3.0       SG  24.0   \n",
       "438             Luis Montero  Portland Trail Blazers    44.0       SG  23.0   \n",
       "439            Mason Plumlee  Portland Trail Blazers    24.0        C  26.0   \n",
       "440            Brian Roberts  Portland Trail Blazers     2.0       PG  30.0   \n",
       "441              Noah Vonleh  Portland Trail Blazers    21.0       PF  20.0   \n",
       "442            Trevor Booker               Utah Jazz    33.0       PF  28.0   \n",
       "443               Trey Burke               Utah Jazz     3.0       PG  23.0   \n",
       "444               Alec Burks               Utah Jazz    10.0       SG  24.0   \n",
       "445               Dante Exum               Utah Jazz    11.0       PG  20.0   \n",
       "446           Derrick Favors               Utah Jazz    15.0       PF  24.0   \n",
       "447              Rudy Gobert               Utah Jazz    27.0        C  23.0   \n",
       "448           Gordon Hayward               Utah Jazz    20.0       SF  26.0   \n",
       "449              Rodney Hood               Utah Jazz     5.0       SG  23.0   \n",
       "450               Joe Ingles               Utah Jazz     2.0       SF  28.0   \n",
       "451            Chris Johnson               Utah Jazz    23.0       SF  26.0   \n",
       "452               Trey Lyles               Utah Jazz    41.0       PF  20.0   \n",
       "453             Shelvin Mack               Utah Jazz     8.0       PG  26.0   \n",
       "454                Raul Neto               Utah Jazz    25.0       PG  24.0   \n",
       "455             Tibor Pleiss               Utah Jazz    21.0        C  26.0   \n",
       "456              Jeff Withey               Utah Jazz    24.0        C  26.0   \n",
       "457                      NaN                     NaN     NaN      NaN   NaN   \n",
       "\n",
       "    Height  Weight            College      Salary       Sport  \\\n",
       "0      6-2   180.0              Texas   7730337.0  BasketBall   \n",
       "1      6-6   235.0          Marquette   6796117.0  BasketBall   \n",
       "2      6-5   205.0  Boston University         NaN  BasketBall   \n",
       "3      6-5   185.0      Georgia State   1148640.0  BasketBall   \n",
       "4     6-10   231.0                NaN   5000000.0  BasketBall   \n",
       "5      6-9   240.0                NaN  12000000.0  BasketBall   \n",
       "6      6-8   235.0                LSU   1170960.0  BasketBall   \n",
       "7      7-0   238.0            Gonzaga   2165160.0  BasketBall   \n",
       "8      6-2   190.0         Louisville   1824360.0  BasketBall   \n",
       "9      6-4   220.0     Oklahoma State   3431040.0  BasketBall   \n",
       "10     6-9   260.0         Ohio State   2569260.0  BasketBall   \n",
       "11     5-9   185.0         Washington   6912869.0  BasketBall   \n",
       "12     6-7   220.0         Ohio State   3425510.0  BasketBall   \n",
       "13     6-6   215.0           Kentucky   1749840.0  BasketBall   \n",
       "14     7-0   253.0     North Carolina   2616975.0  BasketBall   \n",
       "15     6-8   216.0                NaN   3425510.0  BasketBall   \n",
       "16     6-3   190.0     Oklahoma State    845059.0  BasketBall   \n",
       "17     6-4   200.0     North Carolina   1500000.0  BasketBall   \n",
       "18     6-7   220.0            Arizona   1335480.0  BasketBall   \n",
       "19     6-3   200.0       Georgia Tech   6300000.0  BasketBall   \n",
       "20     6-7   208.0                NaN   1599840.0  BasketBall   \n",
       "21     6-4   219.0         Cincinnati    134215.0  BasketBall   \n",
       "22    5-11   175.0         Miami (FL)   1500000.0  BasketBall   \n",
       "23     7-0   275.0           Stanford  19689000.0  BasketBall   \n",
       "24    6-11   200.0           Syracuse   1140240.0  BasketBall   \n",
       "25    6-10   220.0        Saint Louis    947276.0  BasketBall   \n",
       "26    6-10   237.0             Kansas    981348.0  BasketBall   \n",
       "27    6-10   248.0         Georgetown    947276.0  BasketBall   \n",
       "28     6-3   205.0          Texas A&M    947276.0  BasketBall   \n",
       "29     6-8   221.0       Georgia Tech  11235955.0  BasketBall   \n",
       "..     ...     ...                ...         ...         ...   \n",
       "428    6-9   215.0        Wake Forest   8042895.0  BasketBall   \n",
       "429    6-5   206.0         Notre Dame    625093.0  BasketBall   \n",
       "430    6-6   210.0         California    947276.0  BasketBall   \n",
       "431   6-10   240.0     North Carolina   6980802.0  BasketBall   \n",
       "432    6-9   215.0         St. John's   2894059.0  BasketBall   \n",
       "433    6-5   215.0               Duke   6000000.0  BasketBall   \n",
       "434    7-0   265.0   Central Michigan   5016000.0  BasketBall   \n",
       "435    7-1   245.0           Illinois   3075880.0  BasketBall   \n",
       "436    6-3   195.0        Weber State   4236287.0  BasketBall   \n",
       "437    6-4   200.0             Lehigh   2525160.0  BasketBall   \n",
       "438    6-7   185.0     Westchester CC    525093.0  BasketBall   \n",
       "439   6-11   235.0               Duke   1415520.0  BasketBall   \n",
       "440    6-1   173.0             Dayton   2854940.0  BasketBall   \n",
       "441    6-9   240.0            Indiana   2637720.0  BasketBall   \n",
       "442    6-8   228.0            Clemson   4775000.0  BasketBall   \n",
       "443    6-1   191.0           Michigan   2658240.0  BasketBall   \n",
       "444    6-6   214.0           Colorado   9463484.0  BasketBall   \n",
       "445    6-6   190.0                NaN   3777720.0  BasketBall   \n",
       "446   6-10   265.0       Georgia Tech  12000000.0  BasketBall   \n",
       "447    7-1   245.0                NaN   1175880.0  BasketBall   \n",
       "448    6-8   226.0             Butler  15409570.0  BasketBall   \n",
       "449    6-8   206.0               Duke   1348440.0  BasketBall   \n",
       "450    6-8   226.0                NaN   2050000.0  BasketBall   \n",
       "451    6-6   206.0             Dayton    981348.0  BasketBall   \n",
       "452   6-10   234.0           Kentucky   2239800.0  BasketBall   \n",
       "453    6-3   203.0             Butler   2433333.0  BasketBall   \n",
       "454    6-1   179.0                NaN    900000.0  BasketBall   \n",
       "455    7-3   256.0                NaN   2900000.0  BasketBall   \n",
       "456    7-0   231.0             Kansas    947276.0  BasketBall   \n",
       "457    NaN     NaN                NaN         NaN  BasketBall   \n",
       "\n",
       "                              League  \n",
       "0    National Basketball Association  \n",
       "1    National Basketball Association  \n",
       "2    National Basketball Association  \n",
       "3    National Basketball Association  \n",
       "4    National Basketball Association  \n",
       "5    National Basketball Association  \n",
       "6    National Basketball Association  \n",
       "7    National Basketball Association  \n",
       "8    National Basketball Association  \n",
       "9    National Basketball Association  \n",
       "10   National Basketball Association  \n",
       "11   National Basketball Association  \n",
       "12   National Basketball Association  \n",
       "13   National Basketball Association  \n",
       "14   National Basketball Association  \n",
       "15   National Basketball Association  \n",
       "16   National Basketball Association  \n",
       "17   National Basketball Association  \n",
       "18   National Basketball Association  \n",
       "19   National Basketball Association  \n",
       "20   National Basketball Association  \n",
       "21   National Basketball Association  \n",
       "22   National Basketball Association  \n",
       "23   National Basketball Association  \n",
       "24   National Basketball Association  \n",
       "25   National Basketball Association  \n",
       "26   National Basketball Association  \n",
       "27   National Basketball Association  \n",
       "28   National Basketball Association  \n",
       "29   National Basketball Association  \n",
       "..                               ...  \n",
       "428  National Basketball Association  \n",
       "429  National Basketball Association  \n",
       "430  National Basketball Association  \n",
       "431  National Basketball Association  \n",
       "432  National Basketball Association  \n",
       "433  National Basketball Association  \n",
       "434  National Basketball Association  \n",
       "435  National Basketball Association  \n",
       "436  National Basketball Association  \n",
       "437  National Basketball Association  \n",
       "438  National Basketball Association  \n",
       "439  National Basketball Association  \n",
       "440  National Basketball Association  \n",
       "441  National Basketball Association  \n",
       "442  National Basketball Association  \n",
       "443  National Basketball Association  \n",
       "444  National Basketball Association  \n",
       "445  National Basketball Association  \n",
       "446  National Basketball Association  \n",
       "447  National Basketball Association  \n",
       "448  National Basketball Association  \n",
       "449  National Basketball Association  \n",
       "450  National Basketball Association  \n",
       "451  National Basketball Association  \n",
       "452  National Basketball Association  \n",
       "453  National Basketball Association  \n",
       "454  National Basketball Association  \n",
       "455  National Basketball Association  \n",
       "456  National Basketball Association  \n",
       "457  National Basketball Association  \n",
       "\n",
       "[458 rows x 11 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>7730337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>6796117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R.J. Hunter</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>28.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jonas Jerebko</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>231.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Amir Johnson</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>90.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jordan Mickey</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>55.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>235.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>1170960.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Kelly Olynyk</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>41.0</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Gonzaga</td>\n",
       "      <td>2165160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Terry Rozier</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>1824360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Marcus Smart</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>36.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>3431040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jared Sullinger</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>2569260.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Isaiah Thomas</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5-9</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>6912869.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Evan Turner</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>11.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>3425510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>James Young</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>13.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>1749840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>44.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>2616975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bojan Bogdanovic</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3425510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Markel Brown</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>22.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>845059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wayne Ellington</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>21.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rondae Hollis-Jefferson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>1335480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Jarrett Jack</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>6300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sergey Karasev</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1599840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sean Kilpatrick</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>219.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>134215.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Shane Larkin</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5-11</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Miami (FL)</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brook Lopez</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Stanford</td>\n",
       "      <td>19689000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris McCullough</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>1140240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Willie Reed</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Saint Louis</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Thomas Robinson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Henry Sims</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>14.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>248.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Donald Sloan</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>30.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>221.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>11235955.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Al-Farouq Aminu</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>8042895.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Pat Connaughton</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Notre Dame</td>\n",
       "      <td>625093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Allen Crabbe</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>210.0</td>\n",
       "      <td>California</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Ed Davis</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>17.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>240.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>6980802.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Maurice Harkless</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>4.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>St. John's</td>\n",
       "      <td>2894059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Gerald Henderson</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>9.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>6000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>35.0</td>\n",
       "      <td>C</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Central Michigan</td>\n",
       "      <td>5016000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Meyers Leonard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>3075880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Weber State</td>\n",
       "      <td>4236287.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>C.J. McCollum</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Lehigh</td>\n",
       "      <td>2525160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Luis Montero</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Westchester CC</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Mason Plumlee</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1415520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Brian Roberts</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>2854940.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Noah Vonleh</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>21.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>2637720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Trevor Booker</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>Clemson</td>\n",
       "      <td>4775000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Trey Burke</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>191.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>2658240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Alec Burks</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>214.0</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9463484.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Dante Exum</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3777720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Derrick Favors</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Rudy Gobert</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>27.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1175880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Gordon Hayward</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>20.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>15409570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Rodney Hood</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1348440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Joe Ingles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2050000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Chris Johnson</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Raul Neto</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>25.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>179.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Tibor Pleiss</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>256.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>458 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name                    Team  Number Position   Age  \\\n",
       "0              Avery Bradley          Boston Celtics     0.0       PG  25.0   \n",
       "1                Jae Crowder          Boston Celtics    99.0       SF  25.0   \n",
       "2               John Holland          Boston Celtics    30.0       SG  27.0   \n",
       "3                R.J. Hunter          Boston Celtics    28.0       SG  22.0   \n",
       "4              Jonas Jerebko          Boston Celtics     8.0       PF  29.0   \n",
       "5               Amir Johnson          Boston Celtics    90.0       PF  29.0   \n",
       "6              Jordan Mickey          Boston Celtics    55.0       PF  21.0   \n",
       "7               Kelly Olynyk          Boston Celtics    41.0        C  25.0   \n",
       "8               Terry Rozier          Boston Celtics    12.0       PG  22.0   \n",
       "9               Marcus Smart          Boston Celtics    36.0       PG  22.0   \n",
       "10           Jared Sullinger          Boston Celtics     7.0        C  24.0   \n",
       "11             Isaiah Thomas          Boston Celtics     4.0       PG  27.0   \n",
       "12               Evan Turner          Boston Celtics    11.0       SG  27.0   \n",
       "13               James Young          Boston Celtics    13.0       SG  20.0   \n",
       "14              Tyler Zeller          Boston Celtics    44.0        C  26.0   \n",
       "15          Bojan Bogdanovic           Brooklyn Nets    44.0       SG  27.0   \n",
       "16              Markel Brown           Brooklyn Nets    22.0       SG  24.0   \n",
       "17           Wayne Ellington           Brooklyn Nets    21.0       SG  28.0   \n",
       "18   Rondae Hollis-Jefferson           Brooklyn Nets    24.0       SG  21.0   \n",
       "19              Jarrett Jack           Brooklyn Nets     2.0       PG  32.0   \n",
       "20            Sergey Karasev           Brooklyn Nets    10.0       SG  22.0   \n",
       "21           Sean Kilpatrick           Brooklyn Nets     6.0       SG  26.0   \n",
       "22              Shane Larkin           Brooklyn Nets     0.0       PG  23.0   \n",
       "23               Brook Lopez           Brooklyn Nets    11.0        C  28.0   \n",
       "24          Chris McCullough           Brooklyn Nets     1.0       PF  21.0   \n",
       "25               Willie Reed           Brooklyn Nets    33.0       PF  26.0   \n",
       "26           Thomas Robinson           Brooklyn Nets    41.0       PF  25.0   \n",
       "27                Henry Sims           Brooklyn Nets    14.0        C  26.0   \n",
       "28              Donald Sloan           Brooklyn Nets    15.0       PG  28.0   \n",
       "29            Thaddeus Young           Brooklyn Nets    30.0       PF  27.0   \n",
       "..                       ...                     ...     ...      ...   ...   \n",
       "428          Al-Farouq Aminu  Portland Trail Blazers     8.0       SF  25.0   \n",
       "429          Pat Connaughton  Portland Trail Blazers     5.0       SG  23.0   \n",
       "430             Allen Crabbe  Portland Trail Blazers    23.0       SG  24.0   \n",
       "431                 Ed Davis  Portland Trail Blazers    17.0        C  27.0   \n",
       "432         Maurice Harkless  Portland Trail Blazers     4.0       SF  23.0   \n",
       "433         Gerald Henderson  Portland Trail Blazers     9.0       SG  28.0   \n",
       "434              Chris Kaman  Portland Trail Blazers    35.0        C  34.0   \n",
       "435           Meyers Leonard  Portland Trail Blazers    11.0       PF  24.0   \n",
       "436           Damian Lillard  Portland Trail Blazers     0.0       PG  25.0   \n",
       "437            C.J. McCollum  Portland Trail Blazers     3.0       SG  24.0   \n",
       "438             Luis Montero  Portland Trail Blazers    44.0       SG  23.0   \n",
       "439            Mason Plumlee  Portland Trail Blazers    24.0        C  26.0   \n",
       "440            Brian Roberts  Portland Trail Blazers     2.0       PG  30.0   \n",
       "441              Noah Vonleh  Portland Trail Blazers    21.0       PF  20.0   \n",
       "442            Trevor Booker               Utah Jazz    33.0       PF  28.0   \n",
       "443               Trey Burke               Utah Jazz     3.0       PG  23.0   \n",
       "444               Alec Burks               Utah Jazz    10.0       SG  24.0   \n",
       "445               Dante Exum               Utah Jazz    11.0       PG  20.0   \n",
       "446           Derrick Favors               Utah Jazz    15.0       PF  24.0   \n",
       "447              Rudy Gobert               Utah Jazz    27.0        C  23.0   \n",
       "448           Gordon Hayward               Utah Jazz    20.0       SF  26.0   \n",
       "449              Rodney Hood               Utah Jazz     5.0       SG  23.0   \n",
       "450               Joe Ingles               Utah Jazz     2.0       SF  28.0   \n",
       "451            Chris Johnson               Utah Jazz    23.0       SF  26.0   \n",
       "452               Trey Lyles               Utah Jazz    41.0       PF  20.0   \n",
       "453             Shelvin Mack               Utah Jazz     8.0       PG  26.0   \n",
       "454                Raul Neto               Utah Jazz    25.0       PG  24.0   \n",
       "455             Tibor Pleiss               Utah Jazz    21.0        C  26.0   \n",
       "456              Jeff Withey               Utah Jazz    24.0        C  26.0   \n",
       "457                      NaN                     NaN     NaN      NaN   NaN   \n",
       "\n",
       "    Height  Weight            College      Salary  \n",
       "0      6-2   180.0              Texas   7730337.0  \n",
       "1      6-6   235.0          Marquette   6796117.0  \n",
       "2      6-5   205.0  Boston University         NaN  \n",
       "3      6-5   185.0      Georgia State   1148640.0  \n",
       "4     6-10   231.0                NaN   5000000.0  \n",
       "5      6-9   240.0                NaN  12000000.0  \n",
       "6      6-8   235.0                LSU   1170960.0  \n",
       "7      7-0   238.0            Gonzaga   2165160.0  \n",
       "8      6-2   190.0         Louisville   1824360.0  \n",
       "9      6-4   220.0     Oklahoma State   3431040.0  \n",
       "10     6-9   260.0         Ohio State   2569260.0  \n",
       "11     5-9   185.0         Washington   6912869.0  \n",
       "12     6-7   220.0         Ohio State   3425510.0  \n",
       "13     6-6   215.0           Kentucky   1749840.0  \n",
       "14     7-0   253.0     North Carolina   2616975.0  \n",
       "15     6-8   216.0                NaN   3425510.0  \n",
       "16     6-3   190.0     Oklahoma State    845059.0  \n",
       "17     6-4   200.0     North Carolina   1500000.0  \n",
       "18     6-7   220.0            Arizona   1335480.0  \n",
       "19     6-3   200.0       Georgia Tech   6300000.0  \n",
       "20     6-7   208.0                NaN   1599840.0  \n",
       "21     6-4   219.0         Cincinnati    134215.0  \n",
       "22    5-11   175.0         Miami (FL)   1500000.0  \n",
       "23     7-0   275.0           Stanford  19689000.0  \n",
       "24    6-11   200.0           Syracuse   1140240.0  \n",
       "25    6-10   220.0        Saint Louis    947276.0  \n",
       "26    6-10   237.0             Kansas    981348.0  \n",
       "27    6-10   248.0         Georgetown    947276.0  \n",
       "28     6-3   205.0          Texas A&M    947276.0  \n",
       "29     6-8   221.0       Georgia Tech  11235955.0  \n",
       "..     ...     ...                ...         ...  \n",
       "428    6-9   215.0        Wake Forest   8042895.0  \n",
       "429    6-5   206.0         Notre Dame    625093.0  \n",
       "430    6-6   210.0         California    947276.0  \n",
       "431   6-10   240.0     North Carolina   6980802.0  \n",
       "432    6-9   215.0         St. John's   2894059.0  \n",
       "433    6-5   215.0               Duke   6000000.0  \n",
       "434    7-0   265.0   Central Michigan   5016000.0  \n",
       "435    7-1   245.0           Illinois   3075880.0  \n",
       "436    6-3   195.0        Weber State   4236287.0  \n",
       "437    6-4   200.0             Lehigh   2525160.0  \n",
       "438    6-7   185.0     Westchester CC    525093.0  \n",
       "439   6-11   235.0               Duke   1415520.0  \n",
       "440    6-1   173.0             Dayton   2854940.0  \n",
       "441    6-9   240.0            Indiana   2637720.0  \n",
       "442    6-8   228.0            Clemson   4775000.0  \n",
       "443    6-1   191.0           Michigan   2658240.0  \n",
       "444    6-6   214.0           Colorado   9463484.0  \n",
       "445    6-6   190.0                NaN   3777720.0  \n",
       "446   6-10   265.0       Georgia Tech  12000000.0  \n",
       "447    7-1   245.0                NaN   1175880.0  \n",
       "448    6-8   226.0             Butler  15409570.0  \n",
       "449    6-8   206.0               Duke   1348440.0  \n",
       "450    6-8   226.0                NaN   2050000.0  \n",
       "451    6-6   206.0             Dayton    981348.0  \n",
       "452   6-10   234.0           Kentucky   2239800.0  \n",
       "453    6-3   203.0             Butler   2433333.0  \n",
       "454    6-1   179.0                NaN    900000.0  \n",
       "455    7-3   256.0                NaN   2900000.0  \n",
       "456    7-0   231.0             Kansas    947276.0  \n",
       "457    NaN     NaN                NaN         NaN  \n",
       "\n",
       "[458 rows x 9 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv(\"nba.csv\")\n",
    "\n",
    "nba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.insert(3, column = \"Sport\", value = \"Basketball\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Sport</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>7730337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>99.0</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>6796117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R.J. Hunter</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jonas Jerebko</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>231.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name            Team  Number       Sport Position   Age Height  \\\n",
       "0  Avery Bradley  Boston Celtics     0.0  Basketball       PG  25.0    6-2   \n",
       "1    Jae Crowder  Boston Celtics    99.0  Basketball       SF  25.0    6-6   \n",
       "2   John Holland  Boston Celtics    30.0  Basketball       SG  27.0    6-5   \n",
       "3    R.J. Hunter  Boston Celtics    28.0  Basketball       SG  22.0    6-5   \n",
       "4  Jonas Jerebko  Boston Celtics     8.0  Basketball       PF  29.0   6-10   \n",
       "\n",
       "   Weight            College     Salary  \n",
       "0   180.0              Texas  7730337.0  \n",
       "1   235.0          Marquette  6796117.0  \n",
       "2   205.0  Boston University        NaN  \n",
       "3   185.0      Georgia State  1148640.0  \n",
       "4   231.0                NaN  5000000.0  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      30.0\n",
       "1      30.0\n",
       "2      32.0\n",
       "3      27.0\n",
       "4      34.0\n",
       "5      34.0\n",
       "6      26.0\n",
       "7      30.0\n",
       "8      27.0\n",
       "9      27.0\n",
       "10     29.0\n",
       "11     32.0\n",
       "12     32.0\n",
       "13     25.0\n",
       "14     31.0\n",
       "15     32.0\n",
       "16     29.0\n",
       "17     33.0\n",
       "18     26.0\n",
       "19     37.0\n",
       "20     27.0\n",
       "21     31.0\n",
       "22     28.0\n",
       "23     33.0\n",
       "24     26.0\n",
       "25     31.0\n",
       "26     30.0\n",
       "27     31.0\n",
       "28     33.0\n",
       "29     32.0\n",
       "       ... \n",
       "428    30.0\n",
       "429    28.0\n",
       "430    29.0\n",
       "431    32.0\n",
       "432    28.0\n",
       "433    33.0\n",
       "434    39.0\n",
       "435    29.0\n",
       "436    30.0\n",
       "437    29.0\n",
       "438    28.0\n",
       "439    31.0\n",
       "440    35.0\n",
       "441    25.0\n",
       "442    33.0\n",
       "443    28.0\n",
       "444    29.0\n",
       "445    25.0\n",
       "446    29.0\n",
       "447    28.0\n",
       "448    31.0\n",
       "449    28.0\n",
       "450    33.0\n",
       "451    31.0\n",
       "452    25.0\n",
       "453    31.0\n",
       "454    29.0\n",
       "455    31.0\n",
       "456    31.0\n",
       "457     NaN\n",
       "Name: Age, Length: 458, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.Age.add(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New Orleans Pelicans      19\n",
       "Memphis Grizzlies         18\n",
       "New York Knicks           16\n",
       "Milwaukee Bucks           16\n",
       "Oklahoma City Thunder     15\n",
       "Washington Wizards        15\n",
       "Utah Jazz                 15\n",
       "Dallas Mavericks          15\n",
       "Atlanta Hawks             15\n",
       "Indiana Pacers            15\n",
       "Sacramento Kings          15\n",
       "Miami Heat                15\n",
       "Charlotte Hornets         15\n",
       "San Antonio Spurs         15\n",
       "Portland Trail Blazers    15\n",
       "Boston Celtics            15\n",
       "Phoenix Suns              15\n",
       "Chicago Bulls             15\n",
       "Detroit Pistons           15\n",
       "Los Angeles Clippers      15\n",
       "Los Angeles Lakers        15\n",
       "Philadelphia 76ers        15\n",
       "Brooklyn Nets             15\n",
       "Denver Nuggets            15\n",
       "Houston Rockets           15\n",
       "Cleveland Cavaliers       15\n",
       "Golden State Warriors     15\n",
       "Toronto Raptors           15\n",
       "Orlando Magic             14\n",
       "Minnesota Timberwolves    14\n",
       "Name: Team, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[\"Team\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Rodney Hood</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1348440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Chris Johnson</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name       Team  Number Position   Age Height  Weight   College  \\\n",
       "449    Rodney Hood  Utah Jazz     5.0       SG  23.0    6-8   206.0      Duke   \n",
       "451  Chris Johnson  Utah Jazz    23.0       SF  26.0    6-6   206.0    Dayton   \n",
       "452     Trey Lyles  Utah Jazz    41.0       PF  20.0   6-10   234.0  Kentucky   \n",
       "453   Shelvin Mack  Utah Jazz     8.0       PG  26.0    6-3   203.0    Butler   \n",
       "456    Jeff Withey  Utah Jazz    24.0        C  26.0    7-0   231.0    Kansas   \n",
       "\n",
       "        Salary  \n",
       "449  1348440.0  \n",
       "451   981348.0  \n",
       "452  2239800.0  \n",
       "453  2433333.0  \n",
       "456   947276.0  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Rodney Hood</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1348440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Chris Johnson</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name       Team  Number Position   Age Height  Weight   College  \\\n",
       "449    Rodney Hood  Utah Jazz     5.0       SG  23.0    6-8   206.0      Duke   \n",
       "451  Chris Johnson  Utah Jazz    23.0       SF  26.0    6-6   206.0    Dayton   \n",
       "452     Trey Lyles  Utah Jazz    41.0       PF  20.0   6-10   234.0  Kentucky   \n",
       "453   Shelvin Mack  Utah Jazz     8.0       PG  26.0    6-3   203.0    Butler   \n",
       "456    Jeff Withey  Utah Jazz    24.0        C  26.0    7-0   231.0    Kansas   \n",
       "\n",
       "        Salary  \n",
       "449  1348440.0  \n",
       "451   981348.0  \n",
       "452  2239800.0  \n",
       "453  2433333.0  \n",
       "456   947276.0  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dropna().tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>7730337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>6796117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R.J. Hunter</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>28.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jonas Jerebko</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>231.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Amir Johnson</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>90.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jordan Mickey</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>55.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>235.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>1170960.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Kelly Olynyk</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>41.0</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Gonzaga</td>\n",
       "      <td>2165160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Terry Rozier</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>1824360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Marcus Smart</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>36.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>3431040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jared Sullinger</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>2569260.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Isaiah Thomas</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5-9</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>6912869.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Evan Turner</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>11.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>3425510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>James Young</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>13.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>1749840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>44.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>2616975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bojan Bogdanovic</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3425510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Markel Brown</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>22.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>845059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wayne Ellington</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>21.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rondae Hollis-Jefferson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>1335480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Jarrett Jack</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>6300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sergey Karasev</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1599840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sean Kilpatrick</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>219.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>134215.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Shane Larkin</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5-11</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Miami (FL)</td>\n",
       "      <td>1500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brook Lopez</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Stanford</td>\n",
       "      <td>19689000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris McCullough</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>1140240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Willie Reed</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Saint Louis</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Thomas Robinson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Henry Sims</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>14.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>248.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Donald Sloan</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>30.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>221.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>11235955.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Cliff Alexander</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>34.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Al-Farouq Aminu</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>8042895.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Pat Connaughton</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Notre Dame</td>\n",
       "      <td>625093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Allen Crabbe</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>210.0</td>\n",
       "      <td>California</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Ed Davis</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>17.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>240.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>6980802.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Maurice Harkless</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>4.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>St. John's</td>\n",
       "      <td>2894059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Gerald Henderson</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>9.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>6000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>35.0</td>\n",
       "      <td>C</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Central Michigan</td>\n",
       "      <td>5016000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Meyers Leonard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>3075880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Weber State</td>\n",
       "      <td>4236287.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>C.J. McCollum</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Lehigh</td>\n",
       "      <td>2525160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Luis Montero</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Westchester CC</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Mason Plumlee</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1415520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Brian Roberts</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>2854940.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Noah Vonleh</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>21.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>2637720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Trevor Booker</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>33.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>Clemson</td>\n",
       "      <td>4775000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Trey Burke</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>191.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>2658240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Alec Burks</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>214.0</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9463484.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Dante Exum</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>11.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3777720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Derrick Favors</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>15.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Rudy Gobert</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>27.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1175880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Gordon Hayward</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>20.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>15409570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Rodney Hood</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1348440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Joe Ingles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2050000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Chris Johnson</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>981348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Raul Neto</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>25.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>179.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Tibor Pleiss</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>256.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name                    Team  Number Position   Age  \\\n",
       "0              Avery Bradley          Boston Celtics     0.0       PG  25.0   \n",
       "1                Jae Crowder          Boston Celtics    99.0       SF  25.0   \n",
       "2               John Holland          Boston Celtics    30.0       SG  27.0   \n",
       "3                R.J. Hunter          Boston Celtics    28.0       SG  22.0   \n",
       "4              Jonas Jerebko          Boston Celtics     8.0       PF  29.0   \n",
       "5               Amir Johnson          Boston Celtics    90.0       PF  29.0   \n",
       "6              Jordan Mickey          Boston Celtics    55.0       PF  21.0   \n",
       "7               Kelly Olynyk          Boston Celtics    41.0        C  25.0   \n",
       "8               Terry Rozier          Boston Celtics    12.0       PG  22.0   \n",
       "9               Marcus Smart          Boston Celtics    36.0       PG  22.0   \n",
       "10           Jared Sullinger          Boston Celtics     7.0        C  24.0   \n",
       "11             Isaiah Thomas          Boston Celtics     4.0       PG  27.0   \n",
       "12               Evan Turner          Boston Celtics    11.0       SG  27.0   \n",
       "13               James Young          Boston Celtics    13.0       SG  20.0   \n",
       "14              Tyler Zeller          Boston Celtics    44.0        C  26.0   \n",
       "15          Bojan Bogdanovic           Brooklyn Nets    44.0       SG  27.0   \n",
       "16              Markel Brown           Brooklyn Nets    22.0       SG  24.0   \n",
       "17           Wayne Ellington           Brooklyn Nets    21.0       SG  28.0   \n",
       "18   Rondae Hollis-Jefferson           Brooklyn Nets    24.0       SG  21.0   \n",
       "19              Jarrett Jack           Brooklyn Nets     2.0       PG  32.0   \n",
       "20            Sergey Karasev           Brooklyn Nets    10.0       SG  22.0   \n",
       "21           Sean Kilpatrick           Brooklyn Nets     6.0       SG  26.0   \n",
       "22              Shane Larkin           Brooklyn Nets     0.0       PG  23.0   \n",
       "23               Brook Lopez           Brooklyn Nets    11.0        C  28.0   \n",
       "24          Chris McCullough           Brooklyn Nets     1.0       PF  21.0   \n",
       "25               Willie Reed           Brooklyn Nets    33.0       PF  26.0   \n",
       "26           Thomas Robinson           Brooklyn Nets    41.0       PF  25.0   \n",
       "27                Henry Sims           Brooklyn Nets    14.0        C  26.0   \n",
       "28              Donald Sloan           Brooklyn Nets    15.0       PG  28.0   \n",
       "29            Thaddeus Young           Brooklyn Nets    30.0       PF  27.0   \n",
       "..                       ...                     ...     ...      ...   ...   \n",
       "427          Cliff Alexander  Portland Trail Blazers    34.0       PF  20.0   \n",
       "428          Al-Farouq Aminu  Portland Trail Blazers     8.0       SF  25.0   \n",
       "429          Pat Connaughton  Portland Trail Blazers     5.0       SG  23.0   \n",
       "430             Allen Crabbe  Portland Trail Blazers    23.0       SG  24.0   \n",
       "431                 Ed Davis  Portland Trail Blazers    17.0        C  27.0   \n",
       "432         Maurice Harkless  Portland Trail Blazers     4.0       SF  23.0   \n",
       "433         Gerald Henderson  Portland Trail Blazers     9.0       SG  28.0   \n",
       "434              Chris Kaman  Portland Trail Blazers    35.0        C  34.0   \n",
       "435           Meyers Leonard  Portland Trail Blazers    11.0       PF  24.0   \n",
       "436           Damian Lillard  Portland Trail Blazers     0.0       PG  25.0   \n",
       "437            C.J. McCollum  Portland Trail Blazers     3.0       SG  24.0   \n",
       "438             Luis Montero  Portland Trail Blazers    44.0       SG  23.0   \n",
       "439            Mason Plumlee  Portland Trail Blazers    24.0        C  26.0   \n",
       "440            Brian Roberts  Portland Trail Blazers     2.0       PG  30.0   \n",
       "441              Noah Vonleh  Portland Trail Blazers    21.0       PF  20.0   \n",
       "442            Trevor Booker               Utah Jazz    33.0       PF  28.0   \n",
       "443               Trey Burke               Utah Jazz     3.0       PG  23.0   \n",
       "444               Alec Burks               Utah Jazz    10.0       SG  24.0   \n",
       "445               Dante Exum               Utah Jazz    11.0       PG  20.0   \n",
       "446           Derrick Favors               Utah Jazz    15.0       PF  24.0   \n",
       "447              Rudy Gobert               Utah Jazz    27.0        C  23.0   \n",
       "448           Gordon Hayward               Utah Jazz    20.0       SF  26.0   \n",
       "449              Rodney Hood               Utah Jazz     5.0       SG  23.0   \n",
       "450               Joe Ingles               Utah Jazz     2.0       SF  28.0   \n",
       "451            Chris Johnson               Utah Jazz    23.0       SF  26.0   \n",
       "452               Trey Lyles               Utah Jazz    41.0       PF  20.0   \n",
       "453             Shelvin Mack               Utah Jazz     8.0       PG  26.0   \n",
       "454                Raul Neto               Utah Jazz    25.0       PG  24.0   \n",
       "455             Tibor Pleiss               Utah Jazz    21.0        C  26.0   \n",
       "456              Jeff Withey               Utah Jazz    24.0        C  26.0   \n",
       "\n",
       "    Height  Weight            College      Salary  \n",
       "0      6-2   180.0              Texas   7730337.0  \n",
       "1      6-6   235.0          Marquette   6796117.0  \n",
       "2      6-5   205.0  Boston University         NaN  \n",
       "3      6-5   185.0      Georgia State   1148640.0  \n",
       "4     6-10   231.0                NaN   5000000.0  \n",
       "5      6-9   240.0                NaN  12000000.0  \n",
       "6      6-8   235.0                LSU   1170960.0  \n",
       "7      7-0   238.0            Gonzaga   2165160.0  \n",
       "8      6-2   190.0         Louisville   1824360.0  \n",
       "9      6-4   220.0     Oklahoma State   3431040.0  \n",
       "10     6-9   260.0         Ohio State   2569260.0  \n",
       "11     5-9   185.0         Washington   6912869.0  \n",
       "12     6-7   220.0         Ohio State   3425510.0  \n",
       "13     6-6   215.0           Kentucky   1749840.0  \n",
       "14     7-0   253.0     North Carolina   2616975.0  \n",
       "15     6-8   216.0                NaN   3425510.0  \n",
       "16     6-3   190.0     Oklahoma State    845059.0  \n",
       "17     6-4   200.0     North Carolina   1500000.0  \n",
       "18     6-7   220.0            Arizona   1335480.0  \n",
       "19     6-3   200.0       Georgia Tech   6300000.0  \n",
       "20     6-7   208.0                NaN   1599840.0  \n",
       "21     6-4   219.0         Cincinnati    134215.0  \n",
       "22    5-11   175.0         Miami (FL)   1500000.0  \n",
       "23     7-0   275.0           Stanford  19689000.0  \n",
       "24    6-11   200.0           Syracuse   1140240.0  \n",
       "25    6-10   220.0        Saint Louis    947276.0  \n",
       "26    6-10   237.0             Kansas    981348.0  \n",
       "27    6-10   248.0         Georgetown    947276.0  \n",
       "28     6-3   205.0          Texas A&M    947276.0  \n",
       "29     6-8   221.0       Georgia Tech  11235955.0  \n",
       "..     ...     ...                ...         ...  \n",
       "427    6-8   240.0             Kansas    525093.0  \n",
       "428    6-9   215.0        Wake Forest   8042895.0  \n",
       "429    6-5   206.0         Notre Dame    625093.0  \n",
       "430    6-6   210.0         California    947276.0  \n",
       "431   6-10   240.0     North Carolina   6980802.0  \n",
       "432    6-9   215.0         St. John's   2894059.0  \n",
       "433    6-5   215.0               Duke   6000000.0  \n",
       "434    7-0   265.0   Central Michigan   5016000.0  \n",
       "435    7-1   245.0           Illinois   3075880.0  \n",
       "436    6-3   195.0        Weber State   4236287.0  \n",
       "437    6-4   200.0             Lehigh   2525160.0  \n",
       "438    6-7   185.0     Westchester CC    525093.0  \n",
       "439   6-11   235.0               Duke   1415520.0  \n",
       "440    6-1   173.0             Dayton   2854940.0  \n",
       "441    6-9   240.0            Indiana   2637720.0  \n",
       "442    6-8   228.0            Clemson   4775000.0  \n",
       "443    6-1   191.0           Michigan   2658240.0  \n",
       "444    6-6   214.0           Colorado   9463484.0  \n",
       "445    6-6   190.0                NaN   3777720.0  \n",
       "446   6-10   265.0       Georgia Tech  12000000.0  \n",
       "447    7-1   245.0                NaN   1175880.0  \n",
       "448    6-8   226.0             Butler  15409570.0  \n",
       "449    6-8   206.0               Duke   1348440.0  \n",
       "450    6-8   226.0                NaN   2050000.0  \n",
       "451    6-6   206.0             Dayton    981348.0  \n",
       "452   6-10   234.0           Kentucky   2239800.0  \n",
       "453    6-3   203.0             Butler   2433333.0  \n",
       "454    6-1   179.0                NaN    900000.0  \n",
       "455    7-3   256.0                NaN   2900000.0  \n",
       "456    7-0   231.0             Kansas    947276.0  \n",
       "\n",
       "[457 rows x 9 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dropna(how = \"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "nba = pd.read_csv(\"nba.csv\").dropna(how = \"all\")\n",
    "\n",
    "nba[\"Salary\"].fillna(0, inplace = True)\n",
    "nba[\"College\"].fillna(\"None\", inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Raul Neto</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>25.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>179.0</td>\n",
       "      <td>None</td>\n",
       "      <td>900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Tibor Pleiss</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>256.0</td>\n",
       "      <td>None</td>\n",
       "      <td>2900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Name       Team  Number Position   Age Height  Weight   College  \\\n",
       "452    Trey Lyles  Utah Jazz    41.0       PF  20.0   6-10   234.0  Kentucky   \n",
       "453  Shelvin Mack  Utah Jazz     8.0       PG  26.0    6-3   203.0    Butler   \n",
       "454     Raul Neto  Utah Jazz    25.0       PG  24.0    6-1   179.0      None   \n",
       "455  Tibor Pleiss  Utah Jazz    21.0        C  26.0    7-3   256.0      None   \n",
       "456   Jeff Withey  Utah Jazz    24.0        C  26.0    7-0   231.0    Kansas   \n",
       "\n",
       "        Salary  \n",
       "452  2239800.0  \n",
       "453  2433333.0  \n",
       "454   900000.0  \n",
       "455  2900000.0  \n",
       "456   947276.0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 457 entries, 0 to 456\n",
      "Data columns (total 9 columns):\n",
      "Name        457 non-null object\n",
      "Team        457 non-null category\n",
      "Number      457 non-null int64\n",
      "Position    457 non-null category\n",
      "Age         457 non-null int64\n",
      "Height      457 non-null object\n",
      "Weight      457 non-null float64\n",
      "College     457 non-null object\n",
      "Salary      457 non-null int64\n",
      "dtypes: category(2), float64(1), int64(3), object(3)\n",
      "memory usage: 51.1+ KB\n"
     ]
    }
   ],
   "source": [
    "nba.dtypes\n",
    "\n",
    "nba.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "nba[\"Salary\"] = nba[\"Salary\"].astype(\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba[\"Number\"] = nba[\"Number\"].astype(\"int\")\n",
    "nba[\"Age\"] = nba[\"Age\"].astype(\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[\"Position\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba[\"Position\"] = nba[\"Position\"].astype(\"category\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[\"Team\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba[\"Team\"] = nba[\"Team\"].astype(\"category\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Jeff Withey</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>24</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>7-0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>947276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>Tibor Pleiss</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>21</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>7-3</td>\n",
       "      <td>256.0</td>\n",
       "      <td>None</td>\n",
       "      <td>2900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Raul Neto</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>25</td>\n",
       "      <td>PG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-1</td>\n",
       "      <td>179.0</td>\n",
       "      <td>None</td>\n",
       "      <td>900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Shelvin Mack</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>8</td>\n",
       "      <td>PG</td>\n",
       "      <td>26</td>\n",
       "      <td>6-3</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>2433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Trey Lyles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>41</td>\n",
       "      <td>PF</td>\n",
       "      <td>20</td>\n",
       "      <td>6-10</td>\n",
       "      <td>234.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>2239800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>Chris Johnson</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>23</td>\n",
       "      <td>SF</td>\n",
       "      <td>26</td>\n",
       "      <td>6-6</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>981348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Joe Ingles</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>2</td>\n",
       "      <td>SF</td>\n",
       "      <td>28</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>None</td>\n",
       "      <td>2050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Rodney Hood</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>5</td>\n",
       "      <td>SG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-8</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1348440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Gordon Hayward</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>20</td>\n",
       "      <td>SF</td>\n",
       "      <td>26</td>\n",
       "      <td>6-8</td>\n",
       "      <td>226.0</td>\n",
       "      <td>Butler</td>\n",
       "      <td>15409570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Rudy Gobert</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>27</td>\n",
       "      <td>C</td>\n",
       "      <td>23</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>None</td>\n",
       "      <td>1175880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>Derrick Favors</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>15</td>\n",
       "      <td>PF</td>\n",
       "      <td>24</td>\n",
       "      <td>6-10</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>12000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Dante Exum</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>11</td>\n",
       "      <td>PG</td>\n",
       "      <td>20</td>\n",
       "      <td>6-6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>None</td>\n",
       "      <td>3777720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Alec Burks</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>10</td>\n",
       "      <td>SG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-6</td>\n",
       "      <td>214.0</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9463484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Trey Burke</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>3</td>\n",
       "      <td>PG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-1</td>\n",
       "      <td>191.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>2658240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Trevor Booker</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>33</td>\n",
       "      <td>PF</td>\n",
       "      <td>28</td>\n",
       "      <td>6-8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>Clemson</td>\n",
       "      <td>4775000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Noah Vonleh</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>21</td>\n",
       "      <td>PF</td>\n",
       "      <td>20</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>2637720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Brian Roberts</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>2</td>\n",
       "      <td>PG</td>\n",
       "      <td>30</td>\n",
       "      <td>6-1</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Dayton</td>\n",
       "      <td>2854940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Mason Plumlee</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>24</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>1415520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Luis Montero</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>44</td>\n",
       "      <td>SG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-7</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Westchester CC</td>\n",
       "      <td>525093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>C.J. McCollum</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>3</td>\n",
       "      <td>SG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Lehigh</td>\n",
       "      <td>2525160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25</td>\n",
       "      <td>6-3</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Weber State</td>\n",
       "      <td>4236287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Meyers Leonard</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>11</td>\n",
       "      <td>PF</td>\n",
       "      <td>24</td>\n",
       "      <td>7-1</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>3075880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Chris Kaman</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>35</td>\n",
       "      <td>C</td>\n",
       "      <td>34</td>\n",
       "      <td>7-0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Central Michigan</td>\n",
       "      <td>5016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Gerald Henderson</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>9</td>\n",
       "      <td>SG</td>\n",
       "      <td>28</td>\n",
       "      <td>6-5</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>6000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Maurice Harkless</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>4</td>\n",
       "      <td>SF</td>\n",
       "      <td>23</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>St. John's</td>\n",
       "      <td>2894059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Ed Davis</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>17</td>\n",
       "      <td>C</td>\n",
       "      <td>27</td>\n",
       "      <td>6-10</td>\n",
       "      <td>240.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>6980802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Allen Crabbe</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>23</td>\n",
       "      <td>SG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-6</td>\n",
       "      <td>210.0</td>\n",
       "      <td>California</td>\n",
       "      <td>947276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Pat Connaughton</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>5</td>\n",
       "      <td>SG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-5</td>\n",
       "      <td>206.0</td>\n",
       "      <td>Notre Dame</td>\n",
       "      <td>625093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Al-Farouq Aminu</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>8</td>\n",
       "      <td>SF</td>\n",
       "      <td>25</td>\n",
       "      <td>6-9</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>8042895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Cliff Alexander</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>34</td>\n",
       "      <td>PF</td>\n",
       "      <td>20</td>\n",
       "      <td>6-8</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>525093</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>30</td>\n",
       "      <td>PF</td>\n",
       "      <td>27</td>\n",
       "      <td>6-8</td>\n",
       "      <td>221.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>11235955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Donald Sloan</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>15</td>\n",
       "      <td>PG</td>\n",
       "      <td>28</td>\n",
       "      <td>6-3</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "      <td>947276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Henry Sims</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>14</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>6-10</td>\n",
       "      <td>248.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>947276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Thomas Robinson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>41</td>\n",
       "      <td>PF</td>\n",
       "      <td>25</td>\n",
       "      <td>6-10</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>981348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Willie Reed</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>33</td>\n",
       "      <td>PF</td>\n",
       "      <td>26</td>\n",
       "      <td>6-10</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Saint Louis</td>\n",
       "      <td>947276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris McCullough</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>1</td>\n",
       "      <td>PF</td>\n",
       "      <td>21</td>\n",
       "      <td>6-11</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>1140240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brook Lopez</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>11</td>\n",
       "      <td>C</td>\n",
       "      <td>28</td>\n",
       "      <td>7-0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Stanford</td>\n",
       "      <td>19689000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Shane Larkin</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23</td>\n",
       "      <td>5-11</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Miami (FL)</td>\n",
       "      <td>1500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sean Kilpatrick</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>6</td>\n",
       "      <td>SG</td>\n",
       "      <td>26</td>\n",
       "      <td>6-4</td>\n",
       "      <td>219.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>134215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Sergey Karasev</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>10</td>\n",
       "      <td>SG</td>\n",
       "      <td>22</td>\n",
       "      <td>6-7</td>\n",
       "      <td>208.0</td>\n",
       "      <td>None</td>\n",
       "      <td>1599840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Jarrett Jack</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>2</td>\n",
       "      <td>PG</td>\n",
       "      <td>32</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>6300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rondae Hollis-Jefferson</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>24</td>\n",
       "      <td>SG</td>\n",
       "      <td>21</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>1335480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Wayne Ellington</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>21</td>\n",
       "      <td>SG</td>\n",
       "      <td>28</td>\n",
       "      <td>6-4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Markel Brown</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>22</td>\n",
       "      <td>SG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>845059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bojan Bogdanovic</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>44</td>\n",
       "      <td>SG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-8</td>\n",
       "      <td>216.0</td>\n",
       "      <td>None</td>\n",
       "      <td>3425510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>44</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>7-0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>2616975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>James Young</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>13</td>\n",
       "      <td>SG</td>\n",
       "      <td>20</td>\n",
       "      <td>6-6</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>1749840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Evan Turner</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>11</td>\n",
       "      <td>SG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>3425510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Isaiah Thomas</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>4</td>\n",
       "      <td>PG</td>\n",
       "      <td>27</td>\n",
       "      <td>5-9</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>6912869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jared Sullinger</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>7</td>\n",
       "      <td>C</td>\n",
       "      <td>24</td>\n",
       "      <td>6-9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>Ohio State</td>\n",
       "      <td>2569260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Marcus Smart</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>36</td>\n",
       "      <td>PG</td>\n",
       "      <td>22</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Oklahoma State</td>\n",
       "      <td>3431040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Terry Rozier</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>12</td>\n",
       "      <td>PG</td>\n",
       "      <td>22</td>\n",
       "      <td>6-2</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>1824360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Kelly Olynyk</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>41</td>\n",
       "      <td>C</td>\n",
       "      <td>25</td>\n",
       "      <td>7-0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Gonzaga</td>\n",
       "      <td>2165160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jordan Mickey</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>55</td>\n",
       "      <td>PF</td>\n",
       "      <td>21</td>\n",
       "      <td>6-8</td>\n",
       "      <td>235.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>1170960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Amir Johnson</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>90</td>\n",
       "      <td>PF</td>\n",
       "      <td>29</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>None</td>\n",
       "      <td>12000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jonas Jerebko</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>8</td>\n",
       "      <td>PF</td>\n",
       "      <td>29</td>\n",
       "      <td>6-10</td>\n",
       "      <td>231.0</td>\n",
       "      <td>None</td>\n",
       "      <td>5000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>R.J. Hunter</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>28</td>\n",
       "      <td>SG</td>\n",
       "      <td>22</td>\n",
       "      <td>6-5</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30</td>\n",
       "      <td>SG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>99</td>\n",
       "      <td>SF</td>\n",
       "      <td>25</td>\n",
       "      <td>6-6</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>6796117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>7730337</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name                    Team  Number Position  Age  \\\n",
       "456              Jeff Withey               Utah Jazz      24        C   26   \n",
       "455             Tibor Pleiss               Utah Jazz      21        C   26   \n",
       "454                Raul Neto               Utah Jazz      25       PG   24   \n",
       "453             Shelvin Mack               Utah Jazz       8       PG   26   \n",
       "452               Trey Lyles               Utah Jazz      41       PF   20   \n",
       "451            Chris Johnson               Utah Jazz      23       SF   26   \n",
       "450               Joe Ingles               Utah Jazz       2       SF   28   \n",
       "449              Rodney Hood               Utah Jazz       5       SG   23   \n",
       "448           Gordon Hayward               Utah Jazz      20       SF   26   \n",
       "447              Rudy Gobert               Utah Jazz      27        C   23   \n",
       "446           Derrick Favors               Utah Jazz      15       PF   24   \n",
       "445               Dante Exum               Utah Jazz      11       PG   20   \n",
       "444               Alec Burks               Utah Jazz      10       SG   24   \n",
       "443               Trey Burke               Utah Jazz       3       PG   23   \n",
       "442            Trevor Booker               Utah Jazz      33       PF   28   \n",
       "441              Noah Vonleh  Portland Trail Blazers      21       PF   20   \n",
       "440            Brian Roberts  Portland Trail Blazers       2       PG   30   \n",
       "439            Mason Plumlee  Portland Trail Blazers      24        C   26   \n",
       "438             Luis Montero  Portland Trail Blazers      44       SG   23   \n",
       "437            C.J. McCollum  Portland Trail Blazers       3       SG   24   \n",
       "436           Damian Lillard  Portland Trail Blazers       0       PG   25   \n",
       "435           Meyers Leonard  Portland Trail Blazers      11       PF   24   \n",
       "434              Chris Kaman  Portland Trail Blazers      35        C   34   \n",
       "433         Gerald Henderson  Portland Trail Blazers       9       SG   28   \n",
       "432         Maurice Harkless  Portland Trail Blazers       4       SF   23   \n",
       "431                 Ed Davis  Portland Trail Blazers      17        C   27   \n",
       "430             Allen Crabbe  Portland Trail Blazers      23       SG   24   \n",
       "429          Pat Connaughton  Portland Trail Blazers       5       SG   23   \n",
       "428          Al-Farouq Aminu  Portland Trail Blazers       8       SF   25   \n",
       "427          Cliff Alexander  Portland Trail Blazers      34       PF   20   \n",
       "..                       ...                     ...     ...      ...  ...   \n",
       "29            Thaddeus Young           Brooklyn Nets      30       PF   27   \n",
       "28              Donald Sloan           Brooklyn Nets      15       PG   28   \n",
       "27                Henry Sims           Brooklyn Nets      14        C   26   \n",
       "26           Thomas Robinson           Brooklyn Nets      41       PF   25   \n",
       "25               Willie Reed           Brooklyn Nets      33       PF   26   \n",
       "24          Chris McCullough           Brooklyn Nets       1       PF   21   \n",
       "23               Brook Lopez           Brooklyn Nets      11        C   28   \n",
       "22              Shane Larkin           Brooklyn Nets       0       PG   23   \n",
       "21           Sean Kilpatrick           Brooklyn Nets       6       SG   26   \n",
       "20            Sergey Karasev           Brooklyn Nets      10       SG   22   \n",
       "19              Jarrett Jack           Brooklyn Nets       2       PG   32   \n",
       "18   Rondae Hollis-Jefferson           Brooklyn Nets      24       SG   21   \n",
       "17           Wayne Ellington           Brooklyn Nets      21       SG   28   \n",
       "16              Markel Brown           Brooklyn Nets      22       SG   24   \n",
       "15          Bojan Bogdanovic           Brooklyn Nets      44       SG   27   \n",
       "14              Tyler Zeller          Boston Celtics      44        C   26   \n",
       "13               James Young          Boston Celtics      13       SG   20   \n",
       "12               Evan Turner          Boston Celtics      11       SG   27   \n",
       "11             Isaiah Thomas          Boston Celtics       4       PG   27   \n",
       "10           Jared Sullinger          Boston Celtics       7        C   24   \n",
       "9               Marcus Smart          Boston Celtics      36       PG   22   \n",
       "8               Terry Rozier          Boston Celtics      12       PG   22   \n",
       "7               Kelly Olynyk          Boston Celtics      41        C   25   \n",
       "6              Jordan Mickey          Boston Celtics      55       PF   21   \n",
       "5               Amir Johnson          Boston Celtics      90       PF   29   \n",
       "4              Jonas Jerebko          Boston Celtics       8       PF   29   \n",
       "3                R.J. Hunter          Boston Celtics      28       SG   22   \n",
       "2               John Holland          Boston Celtics      30       SG   27   \n",
       "1                Jae Crowder          Boston Celtics      99       SF   25   \n",
       "0              Avery Bradley          Boston Celtics       0       PG   25   \n",
       "\n",
       "    Height  Weight            College    Salary  \n",
       "456    7-0   231.0             Kansas    947276  \n",
       "455    7-3   256.0               None   2900000  \n",
       "454    6-1   179.0               None    900000  \n",
       "453    6-3   203.0             Butler   2433333  \n",
       "452   6-10   234.0           Kentucky   2239800  \n",
       "451    6-6   206.0             Dayton    981348  \n",
       "450    6-8   226.0               None   2050000  \n",
       "449    6-8   206.0               Duke   1348440  \n",
       "448    6-8   226.0             Butler  15409570  \n",
       "447    7-1   245.0               None   1175880  \n",
       "446   6-10   265.0       Georgia Tech  12000000  \n",
       "445    6-6   190.0               None   3777720  \n",
       "444    6-6   214.0           Colorado   9463484  \n",
       "443    6-1   191.0           Michigan   2658240  \n",
       "442    6-8   228.0            Clemson   4775000  \n",
       "441    6-9   240.0            Indiana   2637720  \n",
       "440    6-1   173.0             Dayton   2854940  \n",
       "439   6-11   235.0               Duke   1415520  \n",
       "438    6-7   185.0     Westchester CC    525093  \n",
       "437    6-4   200.0             Lehigh   2525160  \n",
       "436    6-3   195.0        Weber State   4236287  \n",
       "435    7-1   245.0           Illinois   3075880  \n",
       "434    7-0   265.0   Central Michigan   5016000  \n",
       "433    6-5   215.0               Duke   6000000  \n",
       "432    6-9   215.0         St. John's   2894059  \n",
       "431   6-10   240.0     North Carolina   6980802  \n",
       "430    6-6   210.0         California    947276  \n",
       "429    6-5   206.0         Notre Dame    625093  \n",
       "428    6-9   215.0        Wake Forest   8042895  \n",
       "427    6-8   240.0             Kansas    525093  \n",
       "..     ...     ...                ...       ...  \n",
       "29     6-8   221.0       Georgia Tech  11235955  \n",
       "28     6-3   205.0          Texas A&M    947276  \n",
       "27    6-10   248.0         Georgetown    947276  \n",
       "26    6-10   237.0             Kansas    981348  \n",
       "25    6-10   220.0        Saint Louis    947276  \n",
       "24    6-11   200.0           Syracuse   1140240  \n",
       "23     7-0   275.0           Stanford  19689000  \n",
       "22    5-11   175.0         Miami (FL)   1500000  \n",
       "21     6-4   219.0         Cincinnati    134215  \n",
       "20     6-7   208.0               None   1599840  \n",
       "19     6-3   200.0       Georgia Tech   6300000  \n",
       "18     6-7   220.0            Arizona   1335480  \n",
       "17     6-4   200.0     North Carolina   1500000  \n",
       "16     6-3   190.0     Oklahoma State    845059  \n",
       "15     6-8   216.0               None   3425510  \n",
       "14     7-0   253.0     North Carolina   2616975  \n",
       "13     6-6   215.0           Kentucky   1749840  \n",
       "12     6-7   220.0         Ohio State   3425510  \n",
       "11     5-9   185.0         Washington   6912869  \n",
       "10     6-9   260.0         Ohio State   2569260  \n",
       "9      6-4   220.0     Oklahoma State   3431040  \n",
       "8      6-2   190.0         Louisville   1824360  \n",
       "7      7-0   238.0            Gonzaga   2165160  \n",
       "6      6-8   235.0                LSU   1170960  \n",
       "5      6-9   240.0               None  12000000  \n",
       "4     6-10   231.0               None   5000000  \n",
       "3      6-5   185.0      Georgia State   1148640  \n",
       "2      6-5   205.0  Boston University         0  \n",
       "1      6-6   235.0          Marquette   6796117  \n",
       "0      6-2   180.0              Texas   7730337  \n",
       "\n",
       "[457 rows x 9 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_values(\"Name\", ascending= False)\n",
    "nba.sort_values(\"Salary\", ascending= False)\n",
    "\n",
    "nba.sort_index(ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "nba[\"Salary Rank\"] = nba[\"Salary\"].rank(ascending = False).astype(\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
       "      <th>Salary Rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>24</td>\n",
       "      <td>SF</td>\n",
       "      <td>37</td>\n",
       "      <td>6-6</td>\n",
       "      <td>212.0</td>\n",
       "      <td>None</td>\n",
       "      <td>25000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>23</td>\n",
       "      <td>SF</td>\n",
       "      <td>31</td>\n",
       "      <td>6-8</td>\n",
       "      <td>250.0</td>\n",
       "      <td>None</td>\n",
       "      <td>22970500</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>7</td>\n",
       "      <td>SF</td>\n",
       "      <td>32</td>\n",
       "      <td>6-8</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>22875000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Dwight Howard</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>30</td>\n",
       "      <td>6-11</td>\n",
       "      <td>265.0</td>\n",
       "      <td>None</td>\n",
       "      <td>22359364</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Chris Bosh</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>1</td>\n",
       "      <td>PF</td>\n",
       "      <td>32</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>22192730</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Chris Paul</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>3</td>\n",
       "      <td>PG</td>\n",
       "      <td>31</td>\n",
       "      <td>6-0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>21468695</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>35</td>\n",
       "      <td>SF</td>\n",
       "      <td>27</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>20158622</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Derrick Rose</td>\n",
       "      <td>Chicago Bulls</td>\n",
       "      <td>1</td>\n",
       "      <td>PG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Memphis</td>\n",
       "      <td>20093064</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>3</td>\n",
       "      <td>SG</td>\n",
       "      <td>34</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>20000000</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Kevin Love</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27</td>\n",
       "      <td>6-10</td>\n",
       "      <td>251.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>19689000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>DeAndre Jordan</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>6</td>\n",
       "      <td>C</td>\n",
       "      <td>27</td>\n",
       "      <td>6-11</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "      <td>19689000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brook Lopez</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>11</td>\n",
       "      <td>C</td>\n",
       "      <td>28</td>\n",
       "      <td>7-0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>Stanford</td>\n",
       "      <td>19689000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>LaMarcus Aldridge</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>12</td>\n",
       "      <td>PF</td>\n",
       "      <td>30</td>\n",
       "      <td>6-11</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>19689000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Marc Gasol</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>33</td>\n",
       "      <td>C</td>\n",
       "      <td>31</td>\n",
       "      <td>7-1</td>\n",
       "      <td>255.0</td>\n",
       "      <td>None</td>\n",
       "      <td>19688000</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Blake Griffin</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>32</td>\n",
       "      <td>PF</td>\n",
       "      <td>27</td>\n",
       "      <td>6-10</td>\n",
       "      <td>251.0</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>18907726</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Paul Millsap</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>4</td>\n",
       "      <td>PF</td>\n",
       "      <td>31</td>\n",
       "      <td>6-8</td>\n",
       "      <td>246.0</td>\n",
       "      <td>Louisiana Tech</td>\n",
       "      <td>18671659</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Paul George</td>\n",
       "      <td>Indiana Pacers</td>\n",
       "      <td>13</td>\n",
       "      <td>SF</td>\n",
       "      <td>26</td>\n",
       "      <td>6-9</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Fresno State</td>\n",
       "      <td>17120106</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>16744218</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Kyrie Irving</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>2</td>\n",
       "      <td>PG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>16407501</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Wesley Matthews</td>\n",
       "      <td>Dallas Mavericks</td>\n",
       "      <td>23</td>\n",
       "      <td>SG</td>\n",
       "      <td>29</td>\n",
       "      <td>6-5</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>16407500</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Kawhi Leonard</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>2</td>\n",
       "      <td>SF</td>\n",
       "      <td>24</td>\n",
       "      <td>6-7</td>\n",
       "      <td>230.0</td>\n",
       "      <td>San Diego State</td>\n",
       "      <td>16407500</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Enes Kanter</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>11</td>\n",
       "      <td>C</td>\n",
       "      <td>24</td>\n",
       "      <td>6-11</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>16407500</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Jimmy Butler</td>\n",
       "      <td>Chicago Bulls</td>\n",
       "      <td>21</td>\n",
       "      <td>SG</td>\n",
       "      <td>26</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>16407500</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Greg Monroe</td>\n",
       "      <td>Milwaukee Bucks</td>\n",
       "      <td>15</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>6-11</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>16407500</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Tobias Harris</td>\n",
       "      <td>Detroit Pistons</td>\n",
       "      <td>34</td>\n",
       "      <td>SF</td>\n",
       "      <td>23</td>\n",
       "      <td>6-9</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>16000000</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>John Wall</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>2</td>\n",
       "      <td>PG</td>\n",
       "      <td>25</td>\n",
       "      <td>6-4</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>15851950</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>DeMarcus Cousins</td>\n",
       "      <td>Sacramento Kings</td>\n",
       "      <td>15</td>\n",
       "      <td>C</td>\n",
       "      <td>25</td>\n",
       "      <td>6-11</td>\n",
       "      <td>270.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>15851950</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>13</td>\n",
       "      <td>SG</td>\n",
       "      <td>26</td>\n",
       "      <td>6-5</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Arizona State</td>\n",
       "      <td>15756438</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Roy Hibbert</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>17</td>\n",
       "      <td>C</td>\n",
       "      <td>29</td>\n",
       "      <td>7-2</td>\n",
       "      <td>270.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>15592217</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Eric Gordon</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "      <td>10</td>\n",
       "      <td>SG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-4</td>\n",
       "      <td>215.0</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>15514031</td>\n",
       "      <td>30</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Andre Miller</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>24</td>\n",
       "      <td>PG</td>\n",
       "      <td>40</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Utah</td>\n",
       "      <td>250750</td>\n",
       "      <td>428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Jason Thompson</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>1</td>\n",
       "      <td>PF</td>\n",
       "      <td>29</td>\n",
       "      <td>6-11</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Rider</td>\n",
       "      <td>245177</td>\n",
       "      <td>429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Nazr Mohammed</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>13</td>\n",
       "      <td>C</td>\n",
       "      <td>38</td>\n",
       "      <td>6-10</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>222888</td>\n",
       "      <td>430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Ty Lawson</td>\n",
       "      <td>Indiana Pacers</td>\n",
       "      <td>10</td>\n",
       "      <td>PG</td>\n",
       "      <td>28</td>\n",
       "      <td>5-11</td>\n",
       "      <td>195.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>211744</td>\n",
       "      <td>431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Chase Budinger</td>\n",
       "      <td>Phoenix Suns</td>\n",
       "      <td>10</td>\n",
       "      <td>SF</td>\n",
       "      <td>28</td>\n",
       "      <td>6-7</td>\n",
       "      <td>209.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>206192</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Andrew Goudelock</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>200600</td>\n",
       "      <td>434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Marcus Thornton</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>15</td>\n",
       "      <td>SF</td>\n",
       "      <td>29</td>\n",
       "      <td>6-4</td>\n",
       "      <td>205.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>200600</td>\n",
       "      <td>434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Kevin Martin</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>23</td>\n",
       "      <td>SG</td>\n",
       "      <td>33</td>\n",
       "      <td>6-7</td>\n",
       "      <td>199.0</td>\n",
       "      <td>Western Carolina</td>\n",
       "      <td>200600</td>\n",
       "      <td>434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Jorge Gutierrez</td>\n",
       "      <td>Charlotte Hornets</td>\n",
       "      <td>12</td>\n",
       "      <td>PG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-3</td>\n",
       "      <td>189.0</td>\n",
       "      <td>California</td>\n",
       "      <td>189455</td>\n",
       "      <td>436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Bryce Dejean-Jones</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "      <td>31</td>\n",
       "      <td>SG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-6</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Iowa State</td>\n",
       "      <td>169883</td>\n",
       "      <td>437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Tony Wroten</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>5</td>\n",
       "      <td>SG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-6</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>167406</td>\n",
       "      <td>438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sean Kilpatrick</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>6</td>\n",
       "      <td>SG</td>\n",
       "      <td>26</td>\n",
       "      <td>6-4</td>\n",
       "      <td>219.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>134215</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Jeff Ayres</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>19</td>\n",
       "      <td>PF</td>\n",
       "      <td>29</td>\n",
       "      <td>6-9</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Arizona State</td>\n",
       "      <td>111444</td>\n",
       "      <td>440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Lorenzo Brown</td>\n",
       "      <td>Detroit Pistons</td>\n",
       "      <td>17</td>\n",
       "      <td>PG</td>\n",
       "      <td>25</td>\n",
       "      <td>6-5</td>\n",
       "      <td>189.0</td>\n",
       "      <td>North Carolina State</td>\n",
       "      <td>111444</td>\n",
       "      <td>440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Jordan McRae</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>12</td>\n",
       "      <td>SG</td>\n",
       "      <td>25</td>\n",
       "      <td>6-5</td>\n",
       "      <td>179.0</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>111196</td>\n",
       "      <td>442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Alan Williams</td>\n",
       "      <td>Phoenix Suns</td>\n",
       "      <td>15</td>\n",
       "      <td>C</td>\n",
       "      <td>23</td>\n",
       "      <td>6-8</td>\n",
       "      <td>260.0</td>\n",
       "      <td>UC Santa Barbara</td>\n",
       "      <td>83397</td>\n",
       "      <td>443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Phil Pressey</td>\n",
       "      <td>Phoenix Suns</td>\n",
       "      <td>25</td>\n",
       "      <td>PG</td>\n",
       "      <td>25</td>\n",
       "      <td>5-11</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>55722</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Orlando Johnson</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "      <td>0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-5</td>\n",
       "      <td>220.0</td>\n",
       "      <td>UC Santa Barbara</td>\n",
       "      <td>55722</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Thanasis Antetokounmpo</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>43</td>\n",
       "      <td>SF</td>\n",
       "      <td>23</td>\n",
       "      <td>6-7</td>\n",
       "      <td>205.0</td>\n",
       "      <td>None</td>\n",
       "      <td>30888</td>\n",
       "      <td>446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Briante Weber</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>12</td>\n",
       "      <td>PG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-2</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Virginia Commonwealth</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Elton Brand</td>\n",
       "      <td>Philadelphia 76ers</td>\n",
       "      <td>42</td>\n",
       "      <td>PF</td>\n",
       "      <td>37</td>\n",
       "      <td>6-9</td>\n",
       "      <td>254.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Holland</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>30</td>\n",
       "      <td>SG</td>\n",
       "      <td>27</td>\n",
       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Boston University</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Dahntay Jones</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>30</td>\n",
       "      <td>SG</td>\n",
       "      <td>35</td>\n",
       "      <td>6-6</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Axel Toupane</td>\n",
       "      <td>Denver Nuggets</td>\n",
       "      <td>6</td>\n",
       "      <td>SG</td>\n",
       "      <td>23</td>\n",
       "      <td>6-7</td>\n",
       "      <td>210.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Ray McCallum</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>5</td>\n",
       "      <td>PG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Detroit</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Dorell Wright</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>11</td>\n",
       "      <td>SF</td>\n",
       "      <td>30</td>\n",
       "      <td>6-9</td>\n",
       "      <td>205.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Jordan Farmar</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>4</td>\n",
       "      <td>PG</td>\n",
       "      <td>29</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Greg Smith</td>\n",
       "      <td>Minnesota Timberwolves</td>\n",
       "      <td>4</td>\n",
       "      <td>PF</td>\n",
       "      <td>25</td>\n",
       "      <td>6-10</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Fresno State</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Alex Stepheson</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>35</td>\n",
       "      <td>PF</td>\n",
       "      <td>28</td>\n",
       "      <td>6-10</td>\n",
       "      <td>270.0</td>\n",
       "      <td>USC</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Xavier Munford</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>14</td>\n",
       "      <td>PG</td>\n",
       "      <td>24</td>\n",
       "      <td>6-3</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name                    Team  Number Position  Age  \\\n",
       "109             Kobe Bryant      Los Angeles Lakers      24       SF   37   \n",
       "169            LeBron James     Cleveland Cavaliers      23       SF   31   \n",
       "33          Carmelo Anthony         New York Knicks       7       SF   32   \n",
       "251           Dwight Howard         Houston Rockets      12        C   30   \n",
       "339              Chris Bosh              Miami Heat       1       PF   32   \n",
       "100              Chris Paul    Los Angeles Clippers       3       PG   31   \n",
       "414            Kevin Durant   Oklahoma City Thunder      35       SF   27   \n",
       "164            Derrick Rose           Chicago Bulls       1       PG   27   \n",
       "349             Dwyane Wade              Miami Heat       3       SG   34   \n",
       "174              Kevin Love     Cleveland Cavaliers       0       PF   27   \n",
       "98           DeAndre Jordan    Los Angeles Clippers       6        C   27   \n",
       "23              Brook Lopez           Brooklyn Nets      11        C   28   \n",
       "294       LaMarcus Aldridge       San Antonio Spurs      12       PF   30   \n",
       "265              Marc Gasol       Memphis Grizzlies      33        C   31   \n",
       "96            Blake Griffin    Los Angeles Clippers      32       PF   27   \n",
       "315            Paul Millsap           Atlanta Hawks       4       PF   31   \n",
       "199             Paul George          Indiana Pacers      13       SF   26   \n",
       "426       Russell Westbrook   Oklahoma City Thunder       0       PG   27   \n",
       "168            Kyrie Irving     Cleveland Cavaliers       2       PG   24   \n",
       "233         Wesley Matthews        Dallas Mavericks      23       SG   29   \n",
       "301           Kawhi Leonard       San Antonio Spurs       2       SF   24   \n",
       "418             Enes Kanter   Oklahoma City Thunder      11        C   24   \n",
       "153            Jimmy Butler           Chicago Bulls      21       SG   26   \n",
       "220             Greg Monroe         Milwaukee Bucks      15        C   26   \n",
       "189           Tobias Harris         Detroit Pistons      34       SF   23   \n",
       "382               John Wall      Washington Wizards       2       PG   25   \n",
       "143        DeMarcus Cousins        Sacramento Kings      15        C   25   \n",
       "249            James Harden         Houston Rockets      13       SG   26   \n",
       "111             Roy Hibbert      Los Angeles Lakers      17        C   29   \n",
       "288             Eric Gordon    New Orleans Pelicans      10       SG   27   \n",
       "..                      ...                     ...     ...      ...  ...   \n",
       "304            Andre Miller       San Antonio Spurs      24       PG   40   \n",
       "73           Jason Thompson         Toronto Raptors       1       PF   29   \n",
       "420           Nazr Mohammed   Oklahoma City Thunder      13        C   38   \n",
       "203               Ty Lawson          Indiana Pacers      10       PG   28   \n",
       "123          Chase Budinger            Phoenix Suns      10       SF   28   \n",
       "248        Andrew Goudelock         Houston Rockets       0       PG   27   \n",
       "381         Marcus Thornton      Washington Wizards      15       SF   29   \n",
       "303            Kevin Martin       San Antonio Spurs      23       SG   33   \n",
       "326         Jorge Gutierrez       Charlotte Hornets      12       PG   27   \n",
       "282      Bryce Dejean-Jones    New Orleans Pelicans      31       SG   23   \n",
       "45              Tony Wroten         New York Knicks       5       SG   23   \n",
       "21          Sean Kilpatrick           Brooklyn Nets       6       SG   26   \n",
       "92               Jeff Ayres    Los Angeles Clippers      19       PF   29   \n",
       "184           Lorenzo Brown         Detroit Pistons      17       PG   25   \n",
       "175            Jordan McRae     Cleveland Cavaliers      12       SG   25   \n",
       "135           Alan Williams            Phoenix Suns      15        C   23   \n",
       "130            Phil Pressey            Phoenix Suns      25       PG   25   \n",
       "291         Orlando Johnson    New Orleans Pelicans       0       SG   27   \n",
       "32   Thanasis Antetokounmpo         New York Knicks      43       SF   23   \n",
       "350           Briante Weber              Miami Heat      12       PG   23   \n",
       "46              Elton Brand      Philadelphia 76ers      42       PF   37   \n",
       "2              John Holland          Boston Celtics      30       SG   27   \n",
       "171           Dahntay Jones     Cleveland Cavaliers      30       SG   35   \n",
       "397            Axel Toupane          Denver Nuggets       6       SG   23   \n",
       "269            Ray McCallum       Memphis Grizzlies       5       PG   24   \n",
       "353           Dorell Wright              Miami Heat      11       SF   30   \n",
       "264           Jordan Farmar       Memphis Grizzlies       4       PG   29   \n",
       "409              Greg Smith  Minnesota Timberwolves       4       PF   25   \n",
       "273          Alex Stepheson       Memphis Grizzlies      35       PF   28   \n",
       "270          Xavier Munford       Memphis Grizzlies      14       PG   24   \n",
       "\n",
       "    Height  Weight                College    Salary  Salary Rank  \n",
       "109    6-6   212.0                   None  25000000            1  \n",
       "169    6-8   250.0                   None  22970500            2  \n",
       "33     6-8   240.0               Syracuse  22875000            3  \n",
       "251   6-11   265.0                   None  22359364            4  \n",
       "339   6-11   235.0           Georgia Tech  22192730            5  \n",
       "100    6-0   175.0            Wake Forest  21468695            6  \n",
       "414    6-9   240.0                  Texas  20158622            7  \n",
       "164    6-3   190.0                Memphis  20093064            8  \n",
       "349    6-4   220.0              Marquette  20000000            9  \n",
       "174   6-10   251.0                   UCLA  19689000           11  \n",
       "98    6-11   265.0              Texas A&M  19689000           11  \n",
       "23     7-0   275.0               Stanford  19689000           11  \n",
       "294   6-11   240.0                  Texas  19689000           11  \n",
       "265    7-1   255.0                   None  19688000           14  \n",
       "96    6-10   251.0               Oklahoma  18907726           15  \n",
       "315    6-8   246.0         Louisiana Tech  18671659           16  \n",
       "199    6-9   220.0           Fresno State  17120106           17  \n",
       "426    6-3   200.0                   UCLA  16744218           18  \n",
       "168    6-3   193.0                   Duke  16407501           19  \n",
       "233    6-5   220.0              Marquette  16407500           22  \n",
       "301    6-7   230.0        San Diego State  16407500           22  \n",
       "418   6-11   245.0               Kentucky  16407500           22  \n",
       "153    6-7   220.0              Marquette  16407500           22  \n",
       "220   6-11   265.0             Georgetown  16407500           22  \n",
       "189    6-9   235.0              Tennessee  16000000           25  \n",
       "382    6-4   195.0               Kentucky  15851950           26  \n",
       "143   6-11   270.0               Kentucky  15851950           26  \n",
       "249    6-5   220.0          Arizona State  15756438           28  \n",
       "111    7-2   270.0             Georgetown  15592217           29  \n",
       "288    6-4   215.0                Indiana  15514031           30  \n",
       "..     ...     ...                    ...       ...          ...  \n",
       "304    6-3   200.0                   Utah    250750          428  \n",
       "73    6-11   250.0                  Rider    245177          429  \n",
       "420   6-10   250.0               Kentucky    222888          430  \n",
       "203   5-11   195.0         North Carolina    211744          431  \n",
       "123    6-7   209.0                Arizona    206192          432  \n",
       "248    6-3   200.0             Charleston    200600          434  \n",
       "381    6-4   205.0                    LSU    200600          434  \n",
       "303    6-7   199.0       Western Carolina    200600          434  \n",
       "326    6-3   189.0             California    189455          436  \n",
       "282    6-6   203.0             Iowa State    169883          437  \n",
       "45     6-6   205.0             Washington    167406          438  \n",
       "21     6-4   219.0             Cincinnati    134215          439  \n",
       "92     6-9   250.0          Arizona State    111444          440  \n",
       "184    6-5   189.0   North Carolina State    111444          440  \n",
       "175    6-5   179.0              Tennessee    111196          442  \n",
       "135    6-8   260.0       UC Santa Barbara     83397          443  \n",
       "130   5-11   175.0               Missouri     55722          444  \n",
       "291    6-5   220.0       UC Santa Barbara     55722          444  \n",
       "32     6-7   205.0                   None     30888          446  \n",
       "350    6-2   165.0  Virginia Commonwealth         0          452  \n",
       "46     6-9   254.0                   Duke         0          452  \n",
       "2      6-5   205.0      Boston University         0          452  \n",
       "171    6-6   225.0                   Duke         0          452  \n",
       "397    6-7   210.0                   None         0          452  \n",
       "269    6-3   190.0                Detroit         0          452  \n",
       "353    6-9   205.0                   None         0          452  \n",
       "264    6-2   180.0                   UCLA         0          452  \n",
       "409   6-10   250.0           Fresno State         0          452  \n",
       "273   6-10   270.0                    USC         0          452  \n",
       "270    6-3   180.0           Rhode Island         0          452  \n",
       "\n",
       "[457 rows x 10 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_values(by = \"Salary\", ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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