3.Dataframes_I.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 44. Intro to dataframe "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# it is two dimensional, you need two points of info to arrive at a datapoint while series just needs one\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv') # NaN refers to blank, pandas put NaN instead of keeping blank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# even if one thing has NaN in a column, pandas converts all the int in that column to float"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 45. Shared Attributes and Methods between Series and Dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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",
       "  </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  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  \n",
       "3      Georgia State  1148640.0  \n",
       "4                NaN  5000000.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>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",
       "</div>"
      ],
      "text/plain": [
       "             Name       Team  Number Position   Age Height  Weight College  \\\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     NaN   \n",
       "455  Tibor Pleiss  Utah Jazz    21.0        C  26.0    7-3   256.0     NaN   \n",
       "456   Jeff Withey  Utah Jazz    24.0        C  26.0    7-0   231.0  Kansas   \n",
       "457           NaN        NaN     NaN      NaN   NaN    NaN     NaN     NaN   \n",
       "\n",
       "        Salary  \n",
       "453  2433333.0  \n",
       "454   900000.0  \n",
       "455  2900000.0  \n",
       "456   947276.0  \n",
       "457        NaN  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=458, step=1)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(458, 9)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "  </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  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  \n",
       "3      Georgia State  1148640.0  \n",
       "4                NaN  5000000.0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'Name', u'Team', u'Number', u'Position', u'Age', u'Height', u'Weight',\n",
       "       u'College', u'Salary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[RangeIndex(start=0, stop=458, step=1),\n",
       " Index([u'Name', u'Team', u'Number', u'Position', u'Age', u'Height', u'Weight',\n",
       "        u'College', u'Salary'],\n",
       "       dtype='object')]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "float64    4\n",
       "object     5\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.get_dtype_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 46. Difference between shared methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>New York</th>\n",
       "      <th>Los Angeles</th>\n",
       "      <th>Miami</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1/1/16</th>\n",
       "      <td>985</td>\n",
       "      <td>122</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/2/16</th>\n",
       "      <td>738</td>\n",
       "      <td>788</td>\n",
       "      <td>534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/3/16</th>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>933</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        New York  Los Angeles  Miami\n",
       "Date                                \n",
       "1/1/16       985          122    499\n",
       "1/2/16       738          788    534\n",
       "1/3/16        14           20    933"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "rev = pd.read_csv('./csv/revenue.csv', index_col='Date')\n",
    "rev.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6L"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = pd.Series([1,2,3])\n",
    "s.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New York       5475\n",
       "Los Angeles    5134\n",
       "Miami          5641\n",
       "dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New York       5475\n",
       "Los Angeles    5134\n",
       "Miami          5641\n",
       "dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev.sum(axis = 'index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1 is row and 0 is column as index label\n",
    "rev.sum(axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev.sum(axis='columns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 47. Select one column from Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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",
       "  </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",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.Name   # works when column names dont have spaces\n",
    "nba.Number\n",
    "nba.Salary\n",
    "Output = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "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": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[\"Name\"] # better way"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       7730337.0\n",
       "1       6796117.0\n",
       "2             NaN\n",
       "3       1148640.0\n",
       "4       5000000.0\n",
       "5      12000000.0\n",
       "6       1170960.0\n",
       "7       2165160.0\n",
       "8       1824360.0\n",
       "9       3431040.0\n",
       "10      2569260.0\n",
       "11      6912869.0\n",
       "12      3425510.0\n",
       "13      1749840.0\n",
       "14      2616975.0\n",
       "15      3425510.0\n",
       "16       845059.0\n",
       "17      1500000.0\n",
       "18      1335480.0\n",
       "19      6300000.0\n",
       "20      1599840.0\n",
       "21       134215.0\n",
       "22      1500000.0\n",
       "23     19689000.0\n",
       "24      1140240.0\n",
       "25       947276.0\n",
       "26       981348.0\n",
       "27       947276.0\n",
       "28       947276.0\n",
       "29     11235955.0\n",
       "          ...    \n",
       "428     8042895.0\n",
       "429      625093.0\n",
       "430      947276.0\n",
       "431     6980802.0\n",
       "432     2894059.0\n",
       "433     6000000.0\n",
       "434     5016000.0\n",
       "435     3075880.0\n",
       "436     4236287.0\n",
       "437     2525160.0\n",
       "438      525093.0\n",
       "439     1415520.0\n",
       "440     2854940.0\n",
       "441     2637720.0\n",
       "442     4775000.0\n",
       "443     2658240.0\n",
       "444     9463484.0\n",
       "445     3777720.0\n",
       "446    12000000.0\n",
       "447     1175880.0\n",
       "448    15409570.0\n",
       "449     1348440.0\n",
       "450     2050000.0\n",
       "451      981348.0\n",
       "452     2239800.0\n",
       "453     2433333.0\n",
       "454      900000.0\n",
       "455     2900000.0\n",
       "456      947276.0\n",
       "457           NaN\n",
       "Name: Salary, Length: 458, dtype: float64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[\"Salary\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(nba['Name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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",
       "Name: Name, dtype: object"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[\"Name\"].head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 48. Seelect two or more columsn from dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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",
       "  </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",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Team</th>\n",
       "      <th>Name</th>\n",
       "      <th>Position</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Avery Bradley</td>\n",
       "      <td>PG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Jae Crowder</td>\n",
       "      <td>SF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>John Holland</td>\n",
       "      <td>SG</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Team           Name Position\n",
       "0  Boston Celtics  Avery Bradley       PG\n",
       "1  Boston Celtics    Jae Crowder       SF\n",
       "2  Boston Celtics   John Holland       SG"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[[\"Team\", \"Name\", \"Position\"]].head(3) # more than one column is given in dataframe from only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Number</th>\n",
       "      <th>College</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>99.0</td>\n",
       "      <td>Marquette</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30.0</td>\n",
       "      <td>Boston University</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Number            College\n",
       "0     0.0              Texas\n",
       "1    99.0          Marquette\n",
       "2    30.0  Boston University"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[[\"Number\", \"College\"]].head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Salary</th>\n",
       "      <th>Team</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>2433333.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Shelvin Mack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>900000.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Raul Neto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>2900000.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Tibor Pleiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>947276.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Jeff Withey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Salary       Team          Name\n",
       "453  2433333.0  Utah Jazz  Shelvin Mack\n",
       "454   900000.0  Utah Jazz     Raul Neto\n",
       "455  2900000.0  Utah Jazz  Tibor Pleiss\n",
       "456   947276.0  Utah Jazz   Jeff Withey\n",
       "457        NaN        NaN           NaN"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba[[\"Salary\", \"Team\", \"Name\"]].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Salary</th>\n",
       "      <th>Team</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7730337.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Avery Bradley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6796117.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Jae Crowder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>John Holland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1148640.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>R.J. Hunter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Jonas Jerebko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12000000.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Amir Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1170960.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Jordan Mickey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2165160.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Kelly Olynyk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1824360.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Terry Rozier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3431040.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Marcus Smart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2569260.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Jared Sullinger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>6912869.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Isaiah Thomas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3425510.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Evan Turner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1749840.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>James Young</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2616975.0</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>Tyler Zeller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3425510.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Bojan Bogdanovic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>845059.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Markel Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1500000.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Wayne Ellington</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1335480.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Rondae Hollis-Jefferson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6300000.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Jarrett Jack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1599840.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Sergey Karasev</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>134215.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Sean Kilpatrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1500000.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Shane Larkin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>19689000.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Brook Lopez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1140240.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Chris McCullough</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>947276.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Willie Reed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>981348.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Thomas Robinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>947276.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Henry Sims</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>947276.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Donald Sloan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>11235955.0</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>Thaddeus Young</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>8042895.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Al-Farouq Aminu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>625093.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Pat Connaughton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>947276.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Allen Crabbe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>6980802.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Ed Davis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>2894059.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Maurice Harkless</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>6000000.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Gerald Henderson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>5016000.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Chris Kaman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>3075880.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Meyers Leonard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>4236287.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Damian Lillard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>2525160.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>C.J. McCollum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>525093.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Luis Montero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>1415520.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Mason Plumlee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>2854940.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Brian Roberts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>2637720.0</td>\n",
       "      <td>Portland Trail Blazers</td>\n",
       "      <td>Noah Vonleh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>4775000.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Trevor Booker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>2658240.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Trey Burke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>9463484.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Alec Burks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>3777720.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Dante Exum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>12000000.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Derrick Favors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>1175880.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Rudy Gobert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>15409570.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Gordon Hayward</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>1348440.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Rodney Hood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>2050000.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Joe Ingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>981348.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Chris Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>2239800.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Trey Lyles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>2433333.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Shelvin Mack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>900000.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Raul Neto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>2900000.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Tibor Pleiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>947276.0</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>Jeff Withey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>458 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Salary                    Team                     Name\n",
       "0     7730337.0          Boston Celtics            Avery Bradley\n",
       "1     6796117.0          Boston Celtics              Jae Crowder\n",
       "2           NaN          Boston Celtics             John Holland\n",
       "3     1148640.0          Boston Celtics              R.J. Hunter\n",
       "4     5000000.0          Boston Celtics            Jonas Jerebko\n",
       "5    12000000.0          Boston Celtics             Amir Johnson\n",
       "6     1170960.0          Boston Celtics            Jordan Mickey\n",
       "7     2165160.0          Boston Celtics             Kelly Olynyk\n",
       "8     1824360.0          Boston Celtics             Terry Rozier\n",
       "9     3431040.0          Boston Celtics             Marcus Smart\n",
       "10    2569260.0          Boston Celtics          Jared Sullinger\n",
       "11    6912869.0          Boston Celtics            Isaiah Thomas\n",
       "12    3425510.0          Boston Celtics              Evan Turner\n",
       "13    1749840.0          Boston Celtics              James Young\n",
       "14    2616975.0          Boston Celtics             Tyler Zeller\n",
       "15    3425510.0           Brooklyn Nets         Bojan Bogdanovic\n",
       "16     845059.0           Brooklyn Nets             Markel Brown\n",
       "17    1500000.0           Brooklyn Nets          Wayne Ellington\n",
       "18    1335480.0           Brooklyn Nets  Rondae Hollis-Jefferson\n",
       "19    6300000.0           Brooklyn Nets             Jarrett Jack\n",
       "20    1599840.0           Brooklyn Nets           Sergey Karasev\n",
       "21     134215.0           Brooklyn Nets          Sean Kilpatrick\n",
       "22    1500000.0           Brooklyn Nets             Shane Larkin\n",
       "23   19689000.0           Brooklyn Nets              Brook Lopez\n",
       "24    1140240.0           Brooklyn Nets         Chris McCullough\n",
       "25     947276.0           Brooklyn Nets              Willie Reed\n",
       "26     981348.0           Brooklyn Nets          Thomas Robinson\n",
       "27     947276.0           Brooklyn Nets               Henry Sims\n",
       "28     947276.0           Brooklyn Nets             Donald Sloan\n",
       "29   11235955.0           Brooklyn Nets           Thaddeus Young\n",
       "..          ...                     ...                      ...\n",
       "428   8042895.0  Portland Trail Blazers          Al-Farouq Aminu\n",
       "429    625093.0  Portland Trail Blazers          Pat Connaughton\n",
       "430    947276.0  Portland Trail Blazers             Allen Crabbe\n",
       "431   6980802.0  Portland Trail Blazers                 Ed Davis\n",
       "432   2894059.0  Portland Trail Blazers         Maurice Harkless\n",
       "433   6000000.0  Portland Trail Blazers         Gerald Henderson\n",
       "434   5016000.0  Portland Trail Blazers              Chris Kaman\n",
       "435   3075880.0  Portland Trail Blazers           Meyers Leonard\n",
       "436   4236287.0  Portland Trail Blazers           Damian Lillard\n",
       "437   2525160.0  Portland Trail Blazers            C.J. McCollum\n",
       "438    525093.0  Portland Trail Blazers             Luis Montero\n",
       "439   1415520.0  Portland Trail Blazers            Mason Plumlee\n",
       "440   2854940.0  Portland Trail Blazers            Brian Roberts\n",
       "441   2637720.0  Portland Trail Blazers              Noah Vonleh\n",
       "442   4775000.0               Utah Jazz            Trevor Booker\n",
       "443   2658240.0               Utah Jazz               Trey Burke\n",
       "444   9463484.0               Utah Jazz               Alec Burks\n",
       "445   3777720.0               Utah Jazz               Dante Exum\n",
       "446  12000000.0               Utah Jazz           Derrick Favors\n",
       "447   1175880.0               Utah Jazz              Rudy Gobert\n",
       "448  15409570.0               Utah Jazz           Gordon Hayward\n",
       "449   1348440.0               Utah Jazz              Rodney Hood\n",
       "450   2050000.0               Utah Jazz               Joe Ingles\n",
       "451    981348.0               Utah Jazz            Chris Johnson\n",
       "452   2239800.0               Utah Jazz               Trey Lyles\n",
       "453   2433333.0               Utah Jazz             Shelvin Mack\n",
       "454    900000.0               Utah Jazz                Raul Neto\n",
       "455   2900000.0               Utah Jazz             Tibor Pleiss\n",
       "456    947276.0               Utah Jazz              Jeff Withey\n",
       "457         NaN                     NaN                      NaN\n",
       "\n",
       "[458 rows x 3 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "select = [\"Salary\", \"Team\", \"Name\"]\n",
    "nba[select]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 49. Add new columns to existing Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    7730337.0\n",
       "1    6796117.0\n",
       "2          NaN\n",
       "3    1148640.0\n",
       "Name: Salary, dtype: float64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba['Salary'].head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba[\"Sports\"] = \"Basketball\" # new column sports is created containing basketball, if you assigning an exxisting column can get \n",
    "#overwritten"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba[\"League\"] = \"National Basketball Association\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    <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",
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       "      <th>Sports</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",
       "  </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",
       "\n",
       "             College     Salary      Sports                           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  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.insert(3, column = 'Sport', value = 'Basketball')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Sport</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
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       "      <th>College</th>\n",
       "      <th>Salary</th>\n",
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       "  </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",
       "  </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",
       "\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  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.insert(7, column = \"League\", value=\"National Basketball Association\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe thead tr:only-child th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <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>League</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>National Basketball Association</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>National Basketball Association</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>National Basketball Association</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>National Basketball Association</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Georgia State</td>\n",
       "      <td>1148640.0</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",
       "\n",
       "                            League  Weight            College     Salary  \n",
       "0  National Basketball Association   180.0              Texas  7730337.0  \n",
       "1  National Basketball Association   235.0          Marquette  6796117.0  \n",
       "2  National Basketball Association   205.0  Boston University        NaN  \n",
       "3  National Basketball Association   185.0      Georgia State  1148640.0  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 50. Broadcasting Operations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <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",
       "  </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",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba['Age'].add(5)\n",
    "nba['Age'] + 5\n",
    "nba['Salary'].sub(5000000)\n",
    "nba['Salary'] - 5000000\n",
    "nba['Weight'].mul(0.45)\n",
    "nba['Weight in Kilograms'] = nba['Weight']*0.45"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <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>Weight in Kilograms</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>81.00</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>105.75</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>92.25</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",
       "\n",
       "             College     Salary  Weight in Kilograms  \n",
       "0              Texas  7730337.0                81.00  \n",
       "1          Marquette  6796117.0               105.75  \n",
       "2  Boston University        NaN                92.25  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.Salary.div(1000000)\n",
    "nba['Salary in Millions'] = nba['Salary'] / 1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <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>Weight in Kilograms</th>\n",
       "      <th>Salary in Millions</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>81.00</td>\n",
       "      <td>7.730337</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>105.75</td>\n",
       "      <td>6.796117</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>92.25</td>\n",
       "      <td>NaN</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",
       "\n",
       "             College     Salary  Weight in Kilograms  Salary in Millions  \n",
       "0              Texas  7730337.0                81.00            7.730337  \n",
       "1          Marquette  6796117.0               105.75            6.796117  \n",
       "2  Boston University        NaN                92.25                 NaN  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 51. Review of value_counts method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New Orleans Pelicans      19\n",
       "Memphis Grizzlies         18\n",
       "Milwaukee Bucks           16\n",
       "New York Knicks           16\n",
       "Denver Nuggets            15\n",
       "Charlotte Hornets         15\n",
       "Los Angeles Lakers        15\n",
       "Chicago Bulls             15\n",
       "San Antonio Spurs         15\n",
       "Philadelphia 76ers        15\n",
       "Toronto Raptors           15\n",
       "Detroit Pistons           15\n",
       "Boston Celtics            15\n",
       "Miami Heat                15\n",
       "Utah Jazz                 15\n",
       "Portland Trail Blazers    15\n",
       "Los Angeles Clippers      15\n",
       "Phoenix Suns              15\n",
       "Golden State Warriors     15\n",
       "Cleveland Cavaliers       15\n",
       "Washington Wizards        15\n",
       "Atlanta Hawks             15\n",
       "Brooklyn Nets             15\n",
       "Houston Rockets           15\n",
       "Dallas Mavericks          15\n",
       "Sacramento Kings          15\n",
       "Indiana Pacers            15\n",
       "Oklahoma City Thunder     15\n",
       "Orlando Magic             14\n",
       "Minnesota Timberwolves    14\n",
       "Name: Team, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba['Team'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SG    102\n",
       "PF    100\n",
       "PG     92\n",
       "SF     85\n",
       "C      78\n",
       "Name: Position, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba['Position'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "947276.0      31\n",
       "845059.0      18\n",
       "525093.0      13\n",
       "981348.0       6\n",
       "1100602.0      5\n",
       "16407500.0     5\n",
       "5000000.0      5\n",
       "12000000.0     5\n",
       "8000000.0      5\n",
       "4000000.0      5\n",
       "3000000.0      4\n",
       "7000000.0      4\n",
       "2814000.0      4\n",
       "1000000.0      4\n",
       "19689000.0     4\n",
       "200600.0       3\n",
       "8500000.0      3\n",
       "2500000.0      3\n",
       "1015421.0      3\n",
       "2854940.0      3\n",
       "13500000.0     3\n",
       "5543725.0      3\n",
       "2288205.0      2\n",
       "1270964.0      2\n",
       "2900000.0      2\n",
       "1007026.0      2\n",
       "111444.0       2\n",
       "13000000.0     2\n",
       "1500000.0      2\n",
       "1842000.0      2\n",
       "              ..\n",
       "2239800.0      1\n",
       "1474440.0      1\n",
       "19688000.0     1\n",
       "7900000.0      1\n",
       "2008748.0      1\n",
       "13800000.0     1\n",
       "2841960.0      1\n",
       "1404600.0      1\n",
       "1584480.0      1\n",
       "273038.0       1\n",
       "9213483.0      1\n",
       "3272091.0      1\n",
       "3075880.0      1\n",
       "2250000.0      1\n",
       "4626960.0      1\n",
       "1304520.0      1\n",
       "12100000.0     1\n",
       "7500000.0      1\n",
       "295327.0       1\n",
       "2836186.0      1\n",
       "6486486.0      1\n",
       "5016000.0      1\n",
       "3333333.0      1\n",
       "1824360.0      1\n",
       "8042895.0      1\n",
       "1242720.0      1\n",
       "2489530.0      1\n",
       "5103120.0      1\n",
       "9463484.0      1\n",
       "700902.0       1\n",
       "Name: Salary, Length: 309, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba['Weight'].value_counts().head(1)\n",
    "nba['Weight'].value_counts().tail(1)\n",
    "nba['Salary'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 52. Drop with Null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>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",
       "</div>"
      ],
      "text/plain": [
       "             Name       Team  Number Position   Age Height  Weight College  \\\n",
       "455  Tibor Pleiss  Utah Jazz    21.0        C  26.0    7-3   256.0     NaN   \n",
       "456   Jeff Withey  Utah Jazz    24.0        C  26.0    7-0   231.0  Kansas   \n",
       "457           NaN        NaN     NaN      NaN   NaN    NaN     NaN     NaN   \n",
       "\n",
       "        Salary  \n",
       "455  2900000.0  \n",
       "456   947276.0  \n",
       "457        NaN  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>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>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>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>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>30</th>\n",
       "      <td>Arron Afflalo</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>4.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>210.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>8000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Lou Amundson</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>17.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>220.0</td>\n",
       "      <td>UNLV</td>\n",
       "      <td>1635476.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>7.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>22875000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Cleanthony Early</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>11.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>210.0</td>\n",
       "      <td>Wichita State</td>\n",
       "      <td>845059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Langston Galloway</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Saint Joseph's</td>\n",
       "      <td>845059.0</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>422</th>\n",
       "      <td>Cameron Payne</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>22.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Murray State</td>\n",
       "      <td>2021520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Andre Roberson</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>21.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>210.0</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>1210800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Kyle Singler</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>4500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Dion Waiters</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>5138430.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>16744218.0</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>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>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>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",
       "<p>364 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",
       "3                R.J. Hunter          Boston Celtics    28.0       SG  22.0   \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",
       "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",
       "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",
       "30             Arron Afflalo         New York Knicks     4.0       SG  30.0   \n",
       "31              Lou Amundson         New York Knicks    17.0       PF  33.0   \n",
       "33           Carmelo Anthony         New York Knicks     7.0       SF  32.0   \n",
       "35          Cleanthony Early         New York Knicks    11.0       SF  25.0   \n",
       "36         Langston Galloway         New York Knicks     2.0       SG  24.0   \n",
       "..                       ...                     ...     ...      ...   ...   \n",
       "422            Cameron Payne   Oklahoma City Thunder    22.0       PG  21.0   \n",
       "423           Andre Roberson   Oklahoma City Thunder    21.0       SG  24.0   \n",
       "424             Kyle Singler   Oklahoma City Thunder     5.0       SF  28.0   \n",
       "425             Dion Waiters   Oklahoma City Thunder     3.0       SG  24.0   \n",
       "426        Russell Westbrook   Oklahoma City Thunder     0.0       PG  27.0   \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",
       "446           Derrick Favors               Utah Jazz    15.0       PF  24.0   \n",
       "448           Gordon Hayward               Utah Jazz    20.0       SF  26.0   \n",
       "449              Rodney Hood               Utah Jazz     5.0       SG  23.0   \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",
       "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",
       "3      6-5   185.0     Georgia State   1148640.0  \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",
       "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",
       "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",
       "30     6-5   210.0              UCLA   8000000.0  \n",
       "31     6-9   220.0              UNLV   1635476.0  \n",
       "33     6-8   240.0          Syracuse  22875000.0  \n",
       "35     6-8   210.0     Wichita State    845059.0  \n",
       "36     6-2   200.0    Saint Joseph's    845059.0  \n",
       "..     ...     ...               ...         ...  \n",
       "422    6-3   185.0      Murray State   2021520.0  \n",
       "423    6-7   210.0          Colorado   1210800.0  \n",
       "424    6-8   228.0              Duke   4500000.0  \n",
       "425    6-4   220.0          Syracuse   5138430.0  \n",
       "426    6-3   200.0              UCLA  16744218.0  \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",
       "446   6-10   265.0      Georgia Tech  12000000.0  \n",
       "448    6-8   226.0            Butler  15409570.0  \n",
       "449    6-8   206.0              Duke   1348440.0  \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",
       "456    7-0   231.0            Kansas    947276.0  \n",
       "\n",
       "[364 rows x 9 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dropna() # removes row having 'NA' from the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.dropna(how = 'all', inplace = True) # removes only those rows which have 'NA' in all rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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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       "<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>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",
       "</div>"
      ],
      "text/plain": [
       "             Name       Team  Number Position   Age Height  Weight College  \\\n",
       "454     Raul Neto  Utah Jazz    25.0       PG  24.0    6-1   179.0     NaN   \n",
       "455  Tibor Pleiss  Utah Jazz    21.0        C  26.0    7-3   256.0     NaN   \n",
       "456   Jeff Withey  Utah Jazz    24.0        C  26.0    7-0   231.0  Kansas   \n",
       "\n",
       "        Salary  \n",
       "454   900000.0  \n",
       "455  2900000.0  \n",
       "456   947276.0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>457 rows × 7 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  \n",
       "0      6-2   180.0  \n",
       "1      6-6   235.0  \n",
       "2      6-5   205.0  \n",
       "3      6-5   185.0  \n",
       "4     6-10   231.0  \n",
       "5      6-9   240.0  \n",
       "6      6-8   235.0  \n",
       "7      7-0   238.0  \n",
       "8      6-2   190.0  \n",
       "9      6-4   220.0  \n",
       "10     6-9   260.0  \n",
       "11     5-9   185.0  \n",
       "12     6-7   220.0  \n",
       "13     6-6   215.0  \n",
       "14     7-0   253.0  \n",
       "15     6-8   216.0  \n",
       "16     6-3   190.0  \n",
       "17     6-4   200.0  \n",
       "18     6-7   220.0  \n",
       "19     6-3   200.0  \n",
       "20     6-7   208.0  \n",
       "21     6-4   219.0  \n",
       "22    5-11   175.0  \n",
       "23     7-0   275.0  \n",
       "24    6-11   200.0  \n",
       "25    6-10   220.0  \n",
       "26    6-10   237.0  \n",
       "27    6-10   248.0  \n",
       "28     6-3   205.0  \n",
       "29     6-8   221.0  \n",
       "..     ...     ...  \n",
       "427    6-8   240.0  \n",
       "428    6-9   215.0  \n",
       "429    6-5   206.0  \n",
       "430    6-6   210.0  \n",
       "431   6-10   240.0  \n",
       "432    6-9   215.0  \n",
       "433    6-5   215.0  \n",
       "434    7-0   265.0  \n",
       "435    7-1   245.0  \n",
       "436    6-3   195.0  \n",
       "437    6-4   200.0  \n",
       "438    6-7   185.0  \n",
       "439   6-11   235.0  \n",
       "440    6-1   173.0  \n",
       "441    6-9   240.0  \n",
       "442    6-8   228.0  \n",
       "443    6-1   191.0  \n",
       "444    6-6   214.0  \n",
       "445    6-6   190.0  \n",
       "446   6-10   265.0  \n",
       "447    7-1   245.0  \n",
       "448    6-8   226.0  \n",
       "449    6-8   206.0  \n",
       "450    6-8   226.0  \n",
       "451    6-6   206.0  \n",
       "452   6-10   234.0  \n",
       "453    6-3   203.0  \n",
       "454    6-1   179.0  \n",
       "455    7-3   256.0  \n",
       "456    7-0   231.0  \n",
       "\n",
       "[457 rows x 7 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dropna(axis='columns')  # removes columns having NA or axis = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       "    <tr>\n",
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       "      <td>Jae Crowder</td>\n",
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       "      <td>Marquette</td>\n",
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       "      <td>John Holland</td>\n",
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       "      <td>30.0</td>\n",
       "      <td>SG</td>\n",
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       "      <td>6-5</td>\n",
       "      <td>205.0</td>\n",
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       "            Name            Team  Number Position   Age Height  Weight  \\\n",
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       "2   John Holland  Boston Celtics    30.0       SG  27.0    6-5   205.0   \n",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       "  <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",
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       "    <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",
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       "      <td>Marquette</td>\n",
       "      <td>6796117.0</td>\n",
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       "    <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",
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       "    <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",
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       "    <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>30</th>\n",
       "      <td>Arron Afflalo</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>4.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>210.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>8000000.0</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>446 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",
       "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",
       "30             Arron Afflalo         New York Knicks     4.0       SG  30.0   \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",
       "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",
       "30     6-5   210.0              UCLA   8000000.0  \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",
       "[446 rows x 9 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dropna(subset=['Salary']) # drops rows having salary column as NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>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>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>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>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>30</th>\n",
       "      <td>Arron Afflalo</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>4.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>210.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>8000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Lou Amundson</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>17.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>220.0</td>\n",
       "      <td>UNLV</td>\n",
       "      <td>1635476.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>7.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>22875000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Cleanthony Early</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>11.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>210.0</td>\n",
       "      <td>Wichita State</td>\n",
       "      <td>845059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Langston Galloway</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Saint Joseph's</td>\n",
       "      <td>845059.0</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>422</th>\n",
       "      <td>Cameron Payne</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>22.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>185.0</td>\n",
       "      <td>Murray State</td>\n",
       "      <td>2021520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Andre Roberson</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>21.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>210.0</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>1210800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Kyle Singler</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>4500000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Dion Waiters</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>5138430.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>16744218.0</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>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>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>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",
       "<p>364 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",
       "3                R.J. Hunter          Boston Celtics    28.0       SG  22.0   \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",
       "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",
       "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",
       "30             Arron Afflalo         New York Knicks     4.0       SG  30.0   \n",
       "31              Lou Amundson         New York Knicks    17.0       PF  33.0   \n",
       "33           Carmelo Anthony         New York Knicks     7.0       SF  32.0   \n",
       "35          Cleanthony Early         New York Knicks    11.0       SF  25.0   \n",
       "36         Langston Galloway         New York Knicks     2.0       SG  24.0   \n",
       "..                       ...                     ...     ...      ...   ...   \n",
       "422            Cameron Payne   Oklahoma City Thunder    22.0       PG  21.0   \n",
       "423           Andre Roberson   Oklahoma City Thunder    21.0       SG  24.0   \n",
       "424             Kyle Singler   Oklahoma City Thunder     5.0       SF  28.0   \n",
       "425             Dion Waiters   Oklahoma City Thunder     3.0       SG  24.0   \n",
       "426        Russell Westbrook   Oklahoma City Thunder     0.0       PG  27.0   \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",
       "446           Derrick Favors               Utah Jazz    15.0       PF  24.0   \n",
       "448           Gordon Hayward               Utah Jazz    20.0       SF  26.0   \n",
       "449              Rodney Hood               Utah Jazz     5.0       SG  23.0   \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",
       "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",
       "3      6-5   185.0     Georgia State   1148640.0  \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",
       "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",
       "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",
       "30     6-5   210.0              UCLA   8000000.0  \n",
       "31     6-9   220.0              UNLV   1635476.0  \n",
       "33     6-8   240.0          Syracuse  22875000.0  \n",
       "35     6-8   210.0     Wichita State    845059.0  \n",
       "36     6-2   200.0    Saint Joseph's    845059.0  \n",
       "..     ...     ...               ...         ...  \n",
       "422    6-3   185.0      Murray State   2021520.0  \n",
       "423    6-7   210.0          Colorado   1210800.0  \n",
       "424    6-8   228.0              Duke   4500000.0  \n",
       "425    6-4   220.0          Syracuse   5138430.0  \n",
       "426    6-3   200.0              UCLA  16744218.0  \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",
       "446   6-10   265.0      Georgia Tech  12000000.0  \n",
       "448    6-8   226.0            Butler  15409570.0  \n",
       "449    6-8   206.0              Duke   1348440.0  \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",
       "456    7-0   231.0            Kansas    947276.0  \n",
       "\n",
       "[364 rows x 9 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dropna(subset=['Salary','College'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 53. Fill Null values with .fillna() method "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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",
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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",
       "  </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",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>0.0</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>0</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>0</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>0</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>0</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>0</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>0</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>0</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>0</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>0</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</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                        0                       0     0.0        0   0.0   \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         0.0  \n",
       "3      6-5   185.0      Georgia State   1148640.0  \n",
       "4     6-10   231.0                  0   5000000.0  \n",
       "5      6-9   240.0                  0  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                  0   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                  0   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                  0   3777720.0  \n",
       "446   6-10   265.0       Georgia Tech  12000000.0  \n",
       "447    7-1   245.0                  0   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                  0   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                  0    900000.0  \n",
       "455    7-3   256.0                  0   2900000.0  \n",
       "456    7-0   231.0             Kansas    947276.0  \n",
       "457      0     0.0                  0         0.0  \n",
       "\n",
       "[458 rows x 9 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.fillna(0) # fills NA with 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba['Salary'].fillna(0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>0.0</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",
       "  </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  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        0.0  \n",
       "3      Georgia State  1148640.0  \n",
       "4                NaN  5000000.0  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba['College'].fillna('No College', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "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>0.0</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>No College</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>No College</td>\n",
       "      <td>12000000.0</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",
       "5   Amir Johnson  Boston Celtics    90.0       PF  29.0    6-9   240.0   \n",
       "\n",
       "             College      Salary  \n",
       "0              Texas   7730337.0  \n",
       "1          Marquette   6796117.0  \n",
       "2  Boston University         0.0  \n",
       "3      Georgia State   1148640.0  \n",
       "4         No College   5000000.0  \n",
       "5         No College  12000000.0  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 54. the .astype() method "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "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>0.0</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>None</td>\n",
       "      <td>5000000.0</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  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        0.0  \n",
       "3      Georgia State  1148640.0  \n",
       "4               None  5000000.0  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv').dropna(how='all')\n",
    "nba['Salary'].fillna(0, inplace = True)\n",
    "nba['College'].fillna('None', inplace = True)\n",
    "nba.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# .astype() -> converts a datatype from one to other , before using this we have to remove NaN from dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "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": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.dtypes   # object are strings in pandas, the int are converted to float if that column has NaN value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "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 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     457 non-null object\n",
      "Salary      457 non-null float64\n",
      "dtypes: float64(4), object(5)\n",
      "memory usage: 35.7+ KB\n"
     ]
    }
   ],
   "source": [
    "nba.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba['Salary'] = nba['Salary'].astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "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 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     457 non-null object\n",
      "Salary      457 non-null int64\n",
      "dtypes: float64(3), int64(1), object(5)\n",
      "memory usage: 55.7+ KB\n"
     ]
    }
   ],
   "source": [
    "nba.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba['Number'] = nba['Number'].astype('int')\n",
    "nba['Age'] = nba['Age'].astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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</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",
       "    <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>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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name            Team  Number Position  Age Height  Weight  \\\n",
       "0  Avery Bradley  Boston Celtics       0       PG   25    6-2   180.0   \n",
       "1    Jae Crowder  Boston Celtics      99       SF   25    6-6   235.0   \n",
       "2   John Holland  Boston Celtics      30       SG   27    6-5   205.0   \n",
       "3    R.J. Hunter  Boston Celtics      28       SG   22    6-5   185.0   \n",
       "\n",
       "             College   Salary  \n",
       "0              Texas  7730337  \n",
       "1          Marquette  6796117  \n",
       "2  Boston University        0  \n",
       "3      Georgia State  1148640  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      25.0\n",
       "1      25.0\n",
       "2      27.0\n",
       "3      22.0\n",
       "4      29.0\n",
       "5      29.0\n",
       "6      21.0\n",
       "7      25.0\n",
       "8      22.0\n",
       "9      22.0\n",
       "10     24.0\n",
       "11     27.0\n",
       "12     27.0\n",
       "13     20.0\n",
       "14     26.0\n",
       "15     27.0\n",
       "16     24.0\n",
       "17     28.0\n",
       "18     21.0\n",
       "19     32.0\n",
       "20     22.0\n",
       "21     26.0\n",
       "22     23.0\n",
       "23     28.0\n",
       "24     21.0\n",
       "25     26.0\n",
       "26     25.0\n",
       "27     26.0\n",
       "28     28.0\n",
       "29     27.0\n",
       "       ... \n",
       "427    20.0\n",
       "428    25.0\n",
       "429    23.0\n",
       "430    24.0\n",
       "431    27.0\n",
       "432    23.0\n",
       "433    28.0\n",
       "434    34.0\n",
       "435    24.0\n",
       "436    25.0\n",
       "437    24.0\n",
       "438    23.0\n",
       "439    26.0\n",
       "440    30.0\n",
       "441    20.0\n",
       "442    28.0\n",
       "443    23.0\n",
       "444    24.0\n",
       "445    20.0\n",
       "446    24.0\n",
       "447    23.0\n",
       "448    26.0\n",
       "449    23.0\n",
       "450    28.0\n",
       "451    26.0\n",
       "452    20.0\n",
       "453    26.0\n",
       "454    24.0\n",
       "455    26.0\n",
       "456    26.0\n",
       "Name: Age, Length: 457, dtype: float64"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba['Age'].astype('float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# category datatype can be used to reduce memory on columns which have small number of same combinations(Gender etc) \n",
    "# the method creates a hash in memory and points everytime a thing repeats, saving memory\n",
    "nba[\"Position\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba['Position'] = nba['Position'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "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 object\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(1), float64(1), int64(3), object(4)\n",
      "memory usage: 52.8+ KB\n"
     ]
    }
   ],
   "source": [
    "nba.info()  #memory decreases because of using category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba['Team'] = nba['Team'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": true
   },
   "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.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 55. Sort a Dataframe with .sort_values() method, Part I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "  </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",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  \n",
       "3      Georgia State  1148640.0  "
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.sort_values('Name', ascending=True)\n",
    "nba.sort_values('Age', ascending=False)\n",
    "nba.sort_values('Salary', ascending=False, inplace=True) # NA values are by default kept at the end "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>109</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>37.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>212.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>250.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22970500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>7.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>22875000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Dwight Howard</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>265.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22359364.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Chris Bosh</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>22192730.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name                 Team  Number Position   Age Height  \\\n",
       "109      Kobe Bryant   Los Angeles Lakers    24.0       SF  37.0    6-6   \n",
       "169     LeBron James  Cleveland Cavaliers    23.0       SF  31.0    6-8   \n",
       "33   Carmelo Anthony      New York Knicks     7.0       SF  32.0    6-8   \n",
       "251    Dwight Howard      Houston Rockets    12.0        C  30.0   6-11   \n",
       "339       Chris Bosh           Miami Heat     1.0       PF  32.0   6-11   \n",
       "\n",
       "     Weight       College      Salary  \n",
       "109   212.0           NaN  25000000.0  \n",
       "169   250.0           NaN  22970500.0  \n",
       "33    240.0      Syracuse  22875000.0  \n",
       "251   265.0           NaN  22359364.0  \n",
       "339   235.0  Georgia Tech  22192730.0  "
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>32</th>\n",
       "      <td>Thanasis Antetokounmpo</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>43.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>205.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30888.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Phil Pressey</td>\n",
       "      <td>Phoenix Suns</td>\n",
       "      <td>25.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5-11</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>55722.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Orlando Johnson</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>220.0</td>\n",
       "      <td>UC Santa Barbara</td>\n",
       "      <td>55722.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Alan Williams</td>\n",
       "      <td>Phoenix Suns</td>\n",
       "      <td>15.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>260.0</td>\n",
       "      <td>UC Santa Barbara</td>\n",
       "      <td>83397.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Jordan McRae</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>12.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>179.0</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>111196.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Jeff Ayres</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>19.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Arizona State</td>\n",
       "      <td>111444.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Lorenzo Brown</td>\n",
       "      <td>Detroit Pistons</td>\n",
       "      <td>17.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>189.0</td>\n",
       "      <td>North Carolina State</td>\n",
       "      <td>111444.0</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>45</th>\n",
       "      <td>Tony Wroten</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Washington</td>\n",
       "      <td>167406.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Bryce Dejean-Jones</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "      <td>31.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Iowa State</td>\n",
       "      <td>169883.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Jorge Gutierrez</td>\n",
       "      <td>Charlotte Hornets</td>\n",
       "      <td>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>189.0</td>\n",
       "      <td>California</td>\n",
       "      <td>189455.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Marcus Thornton</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>15.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>205.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>200600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Andrew Goudelock</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>200600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Kevin Martin</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>199.0</td>\n",
       "      <td>Western Carolina</td>\n",
       "      <td>200600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Chase Budinger</td>\n",
       "      <td>Phoenix Suns</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>209.0</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>206192.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Ty Lawson</td>\n",
       "      <td>Indiana Pacers</td>\n",
       "      <td>10.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5-11</td>\n",
       "      <td>195.0</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>211744.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Nazr Mohammed</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>13.0</td>\n",
       "      <td>C</td>\n",
       "      <td>38.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>222888.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Jason Thompson</td>\n",
       "      <td>Toronto Raptors</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Rider</td>\n",
       "      <td>245177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Andre Miller</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>24.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>40.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Utah</td>\n",
       "      <td>250750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>JaKarr Sampson</td>\n",
       "      <td>Denver Nuggets</td>\n",
       "      <td>9.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>214.0</td>\n",
       "      <td>St. John's</td>\n",
       "      <td>258489.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Joe Johnson</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>34.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>261894.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>JJ Hickson</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>242.0</td>\n",
       "      <td>North Carolina State</td>\n",
       "      <td>273038.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Anderson Varejao</td>\n",
       "      <td>Golden State Warriors</td>\n",
       "      <td>18.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>273.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>289755.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Steve Novak</td>\n",
       "      <td>Milwaukee Bucks</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>295327.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Michael Beasley</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Kansas State</td>\n",
       "      <td>306527.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Jonathon Simmons</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>17.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Houston</td>\n",
       "      <td>525093.0</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>347</th>\n",
       "      <td>Josh Richardson</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Cristiano Felicio</td>\n",
       "      <td>Chicago Bulls</td>\n",
       "      <td>6.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>275.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Christian Wood</td>\n",
       "      <td>Philadelphia 76ers</td>\n",
       "      <td>35.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>220.0</td>\n",
       "      <td>UNLV</td>\n",
       "      <td>525093.0</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>426</th>\n",
       "      <td>Russell Westbrook</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>16744218.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Paul George</td>\n",
       "      <td>Indiana Pacers</td>\n",
       "      <td>13.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Fresno State</td>\n",
       "      <td>17120106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Paul Millsap</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>246.0</td>\n",
       "      <td>Louisiana Tech</td>\n",
       "      <td>18671659.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Blake Griffin</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>32.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>251.0</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>18907726.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Marc Gasol</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>33.0</td>\n",
       "      <td>C</td>\n",
       "      <td>31.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>255.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19688000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>LaMarcus Aldridge</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>19689000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Kevin Love</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>251.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>19689000.0</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>98</th>\n",
       "      <td>DeAndre Jordan</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "      <td>19689000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>Dwyane Wade</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>34.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Marquette</td>\n",
       "      <td>20000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Derrick Rose</td>\n",
       "      <td>Chicago Bulls</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Memphis</td>\n",
       "      <td>20093064.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Kevin Durant</td>\n",
       "      <td>Oklahoma City Thunder</td>\n",
       "      <td>35.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Texas</td>\n",
       "      <td>20158622.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Chris Paul</td>\n",
       "      <td>Los Angeles Clippers</td>\n",
       "      <td>3.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>21468695.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Chris Bosh</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Georgia Tech</td>\n",
       "      <td>22192730.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Dwight Howard</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>265.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22359364.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Carmelo Anthony</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>7.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>22875000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>LeBron James</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>250.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22970500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Kobe Bryant</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>37.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>212.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25000000.0</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>46</th>\n",
       "      <td>Elton Brand</td>\n",
       "      <td>Philadelphia 76ers</td>\n",
       "      <td>42.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>37.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>254.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Dahntay Jones</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>30.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>35.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Duke</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Jordan Farmar</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>180.0</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Ray McCallum</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>5.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Detroit</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Xavier Munford</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>14.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Alex Stepheson</td>\n",
       "      <td>Memphis Grizzlies</td>\n",
       "      <td>35.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>270.0</td>\n",
       "      <td>USC</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Briante Weber</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Virginia Commonwealth</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>Dorell Wright</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>11.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>205.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Axel Toupane</td>\n",
       "      <td>Denver Nuggets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>210.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Greg Smith</td>\n",
       "      <td>Minnesota Timberwolves</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Fresno State</td>\n",
       "      <td>NaN</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",
       "32   Thanasis Antetokounmpo         New York Knicks    43.0       SF  23.0   \n",
       "130            Phil Pressey            Phoenix Suns    25.0       PG  25.0   \n",
       "291         Orlando Johnson    New Orleans Pelicans     0.0       SG  27.0   \n",
       "135           Alan Williams            Phoenix Suns    15.0        C  23.0   \n",
       "175            Jordan McRae     Cleveland Cavaliers    12.0       SG  25.0   \n",
       "92               Jeff Ayres    Los Angeles Clippers    19.0       PF  29.0   \n",
       "184           Lorenzo Brown         Detroit Pistons    17.0       PG  25.0   \n",
       "21          Sean Kilpatrick           Brooklyn Nets     6.0       SG  26.0   \n",
       "45              Tony Wroten         New York Knicks     5.0       SG  23.0   \n",
       "282      Bryce Dejean-Jones    New Orleans Pelicans    31.0       SG  23.0   \n",
       "326         Jorge Gutierrez       Charlotte Hornets    12.0       PG  27.0   \n",
       "381         Marcus Thornton      Washington Wizards    15.0       SF  29.0   \n",
       "248        Andrew Goudelock         Houston Rockets     0.0       PG  27.0   \n",
       "303            Kevin Martin       San Antonio Spurs    23.0       SG  33.0   \n",
       "123          Chase Budinger            Phoenix Suns    10.0       SF  28.0   \n",
       "203               Ty Lawson          Indiana Pacers    10.0       PG  28.0   \n",
       "420           Nazr Mohammed   Oklahoma City Thunder    13.0        C  38.0   \n",
       "73           Jason Thompson         Toronto Raptors     1.0       PF  29.0   \n",
       "304            Andre Miller       San Antonio Spurs    24.0       PG  40.0   \n",
       "396          JaKarr Sampson          Denver Nuggets     9.0       SG  23.0   \n",
       "344             Joe Johnson              Miami Heat     2.0       SF  34.0   \n",
       "374              JJ Hickson      Washington Wizards    21.0        C  27.0   \n",
       "90         Anderson Varejao   Golden State Warriors    18.0       PF  33.0   \n",
       "221             Steve Novak         Milwaukee Bucks     6.0       SF  32.0   \n",
       "243         Michael Beasley         Houston Rockets     8.0       SF  27.0   \n",
       "307        Jonathon Simmons       San Antonio Spurs    17.0       SG  26.0   \n",
       "438            Luis Montero  Portland Trail Blazers    44.0       SG  23.0   \n",
       "347         Josh Richardson              Miami Heat     0.0       SG  22.0   \n",
       "155       Cristiano Felicio           Chicago Bulls     6.0       PF  23.0   \n",
       "60           Christian Wood      Philadelphia 76ers    35.0       PF  20.0   \n",
       "..                      ...                     ...     ...      ...   ...   \n",
       "426       Russell Westbrook   Oklahoma City Thunder     0.0       PG  27.0   \n",
       "199             Paul George          Indiana Pacers    13.0       SF  26.0   \n",
       "315            Paul Millsap           Atlanta Hawks     4.0       PF  31.0   \n",
       "96            Blake Griffin    Los Angeles Clippers    32.0       PF  27.0   \n",
       "265              Marc Gasol       Memphis Grizzlies    33.0        C  31.0   \n",
       "294       LaMarcus Aldridge       San Antonio Spurs    12.0       PF  30.0   \n",
       "174              Kevin Love     Cleveland Cavaliers     0.0       PF  27.0   \n",
       "23              Brook Lopez           Brooklyn Nets    11.0        C  28.0   \n",
       "98           DeAndre Jordan    Los Angeles Clippers     6.0        C  27.0   \n",
       "349             Dwyane Wade              Miami Heat     3.0       SG  34.0   \n",
       "164            Derrick Rose           Chicago Bulls     1.0       PG  27.0   \n",
       "414            Kevin Durant   Oklahoma City Thunder    35.0       SF  27.0   \n",
       "100              Chris Paul    Los Angeles Clippers     3.0       PG  31.0   \n",
       "339              Chris Bosh              Miami Heat     1.0       PF  32.0   \n",
       "251           Dwight Howard         Houston Rockets    12.0        C  30.0   \n",
       "33          Carmelo Anthony         New York Knicks     7.0       SF  32.0   \n",
       "169            LeBron James     Cleveland Cavaliers    23.0       SF  31.0   \n",
       "109             Kobe Bryant      Los Angeles Lakers    24.0       SF  37.0   \n",
       "2              John Holland          Boston Celtics    30.0       SG  27.0   \n",
       "46              Elton Brand      Philadelphia 76ers    42.0       PF  37.0   \n",
       "171           Dahntay Jones     Cleveland Cavaliers    30.0       SG  35.0   \n",
       "264           Jordan Farmar       Memphis Grizzlies     4.0       PG  29.0   \n",
       "269            Ray McCallum       Memphis Grizzlies     5.0       PG  24.0   \n",
       "270          Xavier Munford       Memphis Grizzlies    14.0       PG  24.0   \n",
       "273          Alex Stepheson       Memphis Grizzlies    35.0       PF  28.0   \n",
       "350           Briante Weber              Miami Heat    12.0       PG  23.0   \n",
       "353           Dorell Wright              Miami Heat    11.0       SF  30.0   \n",
       "397            Axel Toupane          Denver Nuggets     6.0       SG  23.0   \n",
       "409              Greg Smith  Minnesota Timberwolves     4.0       PF  25.0   \n",
       "457                     NaN                     NaN     NaN      NaN   NaN   \n",
       "\n",
       "    Height  Weight                College      Salary  \n",
       "32     6-7   205.0                    NaN     30888.0  \n",
       "130   5-11   175.0               Missouri     55722.0  \n",
       "291    6-5   220.0       UC Santa Barbara     55722.0  \n",
       "135    6-8   260.0       UC Santa Barbara     83397.0  \n",
       "175    6-5   179.0              Tennessee    111196.0  \n",
       "92     6-9   250.0          Arizona State    111444.0  \n",
       "184    6-5   189.0   North Carolina State    111444.0  \n",
       "21     6-4   219.0             Cincinnati    134215.0  \n",
       "45     6-6   205.0             Washington    167406.0  \n",
       "282    6-6   203.0             Iowa State    169883.0  \n",
       "326    6-3   189.0             California    189455.0  \n",
       "381    6-4   205.0                    LSU    200600.0  \n",
       "248    6-3   200.0             Charleston    200600.0  \n",
       "303    6-7   199.0       Western Carolina    200600.0  \n",
       "123    6-7   209.0                Arizona    206192.0  \n",
       "203   5-11   195.0         North Carolina    211744.0  \n",
       "420   6-10   250.0               Kentucky    222888.0  \n",
       "73    6-11   250.0                  Rider    245177.0  \n",
       "304    6-3   200.0                   Utah    250750.0  \n",
       "396    6-9   214.0             St. John's    258489.0  \n",
       "344    6-7   240.0               Arkansas    261894.0  \n",
       "374    6-9   242.0   North Carolina State    273038.0  \n",
       "90    6-11   273.0                    NaN    289755.0  \n",
       "221   6-10   225.0              Marquette    295327.0  \n",
       "243   6-10   235.0           Kansas State    306527.0  \n",
       "307    6-6   195.0                Houston    525093.0  \n",
       "438    6-7   185.0         Westchester CC    525093.0  \n",
       "347    6-6   200.0              Tennessee    525093.0  \n",
       "155   6-10   275.0                    NaN    525093.0  \n",
       "60    6-11   220.0                   UNLV    525093.0  \n",
       "..     ...     ...                    ...         ...  \n",
       "426    6-3   200.0                   UCLA  16744218.0  \n",
       "199    6-9   220.0           Fresno State  17120106.0  \n",
       "315    6-8   246.0         Louisiana Tech  18671659.0  \n",
       "96    6-10   251.0               Oklahoma  18907726.0  \n",
       "265    7-1   255.0                    NaN  19688000.0  \n",
       "294   6-11   240.0                  Texas  19689000.0  \n",
       "174   6-10   251.0                   UCLA  19689000.0  \n",
       "23     7-0   275.0               Stanford  19689000.0  \n",
       "98    6-11   265.0              Texas A&M  19689000.0  \n",
       "349    6-4   220.0              Marquette  20000000.0  \n",
       "164    6-3   190.0                Memphis  20093064.0  \n",
       "414    6-9   240.0                  Texas  20158622.0  \n",
       "100    6-0   175.0            Wake Forest  21468695.0  \n",
       "339   6-11   235.0           Georgia Tech  22192730.0  \n",
       "251   6-11   265.0                    NaN  22359364.0  \n",
       "33     6-8   240.0               Syracuse  22875000.0  \n",
       "169    6-8   250.0                    NaN  22970500.0  \n",
       "109    6-6   212.0                    NaN  25000000.0  \n",
       "2      6-5   205.0      Boston University         NaN  \n",
       "46     6-9   254.0                   Duke         NaN  \n",
       "171    6-6   225.0                   Duke         NaN  \n",
       "264    6-2   180.0                   UCLA         NaN  \n",
       "269    6-3   190.0                Detroit         NaN  \n",
       "270    6-3   180.0           Rhode Island         NaN  \n",
       "273   6-10   270.0                    USC         NaN  \n",
       "350    6-2   165.0  Virginia Commonwealth         NaN  \n",
       "353    6-9   205.0                    NaN         NaN  \n",
       "397    6-7   210.0                    NaN         NaN  \n",
       "409   6-10   250.0           Fresno State         NaN  \n",
       "457    NaN     NaN                    NaN         NaN  \n",
       "\n",
       "[458 rows x 9 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_values('Salary', na_position='last')  # parameter to keep NA atlast, for first add 'first'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 56. Sort a dataframe with .sort_values() method, Part II"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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",
       "  </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",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>312</th>\n",
       "      <td>Al Horford</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>15.0</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Florida</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Dennis Schroder</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>17.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>172.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1763400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Jeff Teague</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>8000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Kent Bazemore</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Old Dominion</td>\n",
       "      <td>2000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Kirk Hinrich</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>12.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>35.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>2854940.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Kris Humphries</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>43.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Kyle Korver</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>26.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>35.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>212.0</td>\n",
       "      <td>Creighton</td>\n",
       "      <td>5746479.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Lamar Patterson</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>13.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Pittsburgh</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Mike Muscala</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>31.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Bucknell</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Mike Scott</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>32.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>3333333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Paul Millsap</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>246.0</td>\n",
       "      <td>Louisiana Tech</td>\n",
       "      <td>18671659.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Thabo Sefolosha</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>25.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Tiago Splitter</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>245.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9756250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Tim Hardaway Jr.</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>1304520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Walter Tavares</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>22.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>260.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</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>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>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>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>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>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>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>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>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>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>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>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>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>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>...</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>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>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>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>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>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>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>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>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>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>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>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>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>368</th>\n",
       "      <td>Alan Anderson</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Michigan State</td>\n",
       "      <td>4000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Bradley Beal</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>207.0</td>\n",
       "      <td>Florida</td>\n",
       "      <td>5694674.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Drew Gooden</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>90.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>34.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>3300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Garrett Temple</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>17.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>195.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>1100602.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>JJ Hickson</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>242.0</td>\n",
       "      <td>North Carolina State</td>\n",
       "      <td>273038.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Jared Dudley</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Boston College</td>\n",
       "      <td>4375000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Jarell Eddie</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>218.0</td>\n",
       "      <td>Virginia Tech</td>\n",
       "      <td>561716.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>John Wall</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>15851950.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Kelly Oubre Jr.</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>12.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>1920240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Marcin Gortat</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>13.0</td>\n",
       "      <td>C</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11217391.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Marcus Thornton</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>15.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>205.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>200600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Markieff Morris</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>5.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>8000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Nene Hilario</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>42.0</td>\n",
       "      <td>C</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>250.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Otto Porter Jr.</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>22.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>198.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>4662960.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Ramon Sessions</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>7.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2170465.0</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 Height  \\\n",
       "312        Al Horford       Atlanta Hawks    15.0        C  30.0   6-10   \n",
       "318   Dennis Schroder       Atlanta Hawks    17.0       PG  22.0    6-1   \n",
       "323       Jeff Teague       Atlanta Hawks     0.0       PG  27.0    6-2   \n",
       "309     Kent Bazemore       Atlanta Hawks    24.0       SF  26.0    6-5   \n",
       "311      Kirk Hinrich       Atlanta Hawks    12.0       SG  35.0    6-4   \n",
       "313    Kris Humphries       Atlanta Hawks    43.0       PF  31.0    6-9   \n",
       "314       Kyle Korver       Atlanta Hawks    26.0       SG  35.0    6-7   \n",
       "317   Lamar Patterson       Atlanta Hawks    13.0       SG  24.0    6-5   \n",
       "316      Mike Muscala       Atlanta Hawks    31.0       PF  24.0   6-11   \n",
       "319        Mike Scott       Atlanta Hawks    32.0       PF  27.0    6-8   \n",
       "315      Paul Millsap       Atlanta Hawks     4.0       PF  31.0    6-8   \n",
       "320   Thabo Sefolosha       Atlanta Hawks    25.0       SF  32.0    6-7   \n",
       "321    Tiago Splitter       Atlanta Hawks    11.0        C  31.0   6-11   \n",
       "310  Tim Hardaway Jr.       Atlanta Hawks    10.0       SG  24.0    6-6   \n",
       "322    Walter Tavares       Atlanta Hawks    22.0        C  24.0    7-3   \n",
       "5        Amir Johnson      Boston Celtics    90.0       PF  29.0    6-9   \n",
       "0       Avery Bradley      Boston Celtics     0.0       PG  25.0    6-2   \n",
       "12        Evan Turner      Boston Celtics    11.0       SG  27.0    6-7   \n",
       "11      Isaiah Thomas      Boston Celtics     4.0       PG  27.0    5-9   \n",
       "1         Jae Crowder      Boston Celtics    99.0       SF  25.0    6-6   \n",
       "13        James Young      Boston Celtics    13.0       SG  20.0    6-6   \n",
       "10    Jared Sullinger      Boston Celtics     7.0        C  24.0    6-9   \n",
       "2        John Holland      Boston Celtics    30.0       SG  27.0    6-5   \n",
       "4       Jonas Jerebko      Boston Celtics     8.0       PF  29.0   6-10   \n",
       "6       Jordan Mickey      Boston Celtics    55.0       PF  21.0    6-8   \n",
       "7        Kelly Olynyk      Boston Celtics    41.0        C  25.0    7-0   \n",
       "9        Marcus Smart      Boston Celtics    36.0       PG  22.0    6-4   \n",
       "3         R.J. Hunter      Boston Celtics    28.0       SG  22.0    6-5   \n",
       "8        Terry Rozier      Boston Celtics    12.0       PG  22.0    6-2   \n",
       "14       Tyler Zeller      Boston Celtics    44.0        C  26.0    7-0   \n",
       "..                ...                 ...     ...      ...   ...    ...   \n",
       "451     Chris Johnson           Utah Jazz    23.0       SF  26.0    6-6   \n",
       "445        Dante Exum           Utah Jazz    11.0       PG  20.0    6-6   \n",
       "446    Derrick Favors           Utah Jazz    15.0       PF  24.0   6-10   \n",
       "448    Gordon Hayward           Utah Jazz    20.0       SF  26.0    6-8   \n",
       "456       Jeff Withey           Utah Jazz    24.0        C  26.0    7-0   \n",
       "450        Joe Ingles           Utah Jazz     2.0       SF  28.0    6-8   \n",
       "454         Raul Neto           Utah Jazz    25.0       PG  24.0    6-1   \n",
       "449       Rodney Hood           Utah Jazz     5.0       SG  23.0    6-8   \n",
       "447       Rudy Gobert           Utah Jazz    27.0        C  23.0    7-1   \n",
       "453      Shelvin Mack           Utah Jazz     8.0       PG  26.0    6-3   \n",
       "455      Tibor Pleiss           Utah Jazz    21.0        C  26.0    7-3   \n",
       "442     Trevor Booker           Utah Jazz    33.0       PF  28.0    6-8   \n",
       "443        Trey Burke           Utah Jazz     3.0       PG  23.0    6-1   \n",
       "452        Trey Lyles           Utah Jazz    41.0       PF  20.0   6-10   \n",
       "368     Alan Anderson  Washington Wizards     6.0       SG  33.0    6-6   \n",
       "369      Bradley Beal  Washington Wizards     3.0       SG  22.0    6-5   \n",
       "372       Drew Gooden  Washington Wizards    90.0       PF  34.0   6-10   \n",
       "380    Garrett Temple  Washington Wizards    17.0       SG  30.0    6-6   \n",
       "374        JJ Hickson  Washington Wizards    21.0        C  27.0    6-9   \n",
       "370      Jared Dudley  Washington Wizards     1.0       SF  30.0    6-7   \n",
       "371      Jarell Eddie  Washington Wizards     8.0       SG  24.0    6-7   \n",
       "382         John Wall  Washington Wizards     2.0       PG  25.0    6-4   \n",
       "377   Kelly Oubre Jr.  Washington Wizards    12.0       SF  20.0    6-7   \n",
       "373     Marcin Gortat  Washington Wizards    13.0        C  32.0   6-11   \n",
       "381   Marcus Thornton  Washington Wizards    15.0       SF  29.0    6-4   \n",
       "376   Markieff Morris  Washington Wizards     5.0       PF  26.0   6-10   \n",
       "375      Nene Hilario  Washington Wizards    42.0        C  33.0   6-11   \n",
       "378   Otto Porter Jr.  Washington Wizards    22.0       SF  23.0    6-8   \n",
       "379    Ramon Sessions  Washington Wizards     7.0       PG  30.0    6-3   \n",
       "457               NaN                 NaN     NaN      NaN   NaN    NaN   \n",
       "\n",
       "     Weight               College      Salary  \n",
       "312   245.0               Florida  12000000.0  \n",
       "318   172.0                   NaN   1763400.0  \n",
       "323   186.0           Wake Forest   8000000.0  \n",
       "309   201.0          Old Dominion   2000000.0  \n",
       "311   190.0                Kansas   2854940.0  \n",
       "313   235.0             Minnesota   1000000.0  \n",
       "314   212.0             Creighton   5746479.0  \n",
       "317   225.0            Pittsburgh    525093.0  \n",
       "316   240.0              Bucknell    947276.0  \n",
       "319   237.0              Virginia   3333333.0  \n",
       "315   246.0        Louisiana Tech  18671659.0  \n",
       "320   220.0                   NaN   4000000.0  \n",
       "321   245.0                   NaN   9756250.0  \n",
       "310   205.0              Michigan   1304520.0  \n",
       "322   260.0                   NaN   1000000.0  \n",
       "5     240.0                   NaN  12000000.0  \n",
       "0     180.0                 Texas   7730337.0  \n",
       "12    220.0            Ohio State   3425510.0  \n",
       "11    185.0            Washington   6912869.0  \n",
       "1     235.0             Marquette   6796117.0  \n",
       "13    215.0              Kentucky   1749840.0  \n",
       "10    260.0            Ohio State   2569260.0  \n",
       "2     205.0     Boston University         NaN  \n",
       "4     231.0                   NaN   5000000.0  \n",
       "6     235.0                   LSU   1170960.0  \n",
       "7     238.0               Gonzaga   2165160.0  \n",
       "9     220.0        Oklahoma State   3431040.0  \n",
       "3     185.0         Georgia State   1148640.0  \n",
       "8     190.0            Louisville   1824360.0  \n",
       "14    253.0        North Carolina   2616975.0  \n",
       "..      ...                   ...         ...  \n",
       "451   206.0                Dayton    981348.0  \n",
       "445   190.0                   NaN   3777720.0  \n",
       "446   265.0          Georgia Tech  12000000.0  \n",
       "448   226.0                Butler  15409570.0  \n",
       "456   231.0                Kansas    947276.0  \n",
       "450   226.0                   NaN   2050000.0  \n",
       "454   179.0                   NaN    900000.0  \n",
       "449   206.0                  Duke   1348440.0  \n",
       "447   245.0                   NaN   1175880.0  \n",
       "453   203.0                Butler   2433333.0  \n",
       "455   256.0                   NaN   2900000.0  \n",
       "442   228.0               Clemson   4775000.0  \n",
       "443   191.0              Michigan   2658240.0  \n",
       "452   234.0              Kentucky   2239800.0  \n",
       "368   220.0        Michigan State   4000000.0  \n",
       "369   207.0               Florida   5694674.0  \n",
       "372   250.0                Kansas   3300000.0  \n",
       "380   195.0                   LSU   1100602.0  \n",
       "374   242.0  North Carolina State    273038.0  \n",
       "370   225.0        Boston College   4375000.0  \n",
       "371   218.0         Virginia Tech    561716.0  \n",
       "382   195.0              Kentucky  15851950.0  \n",
       "377   205.0                Kansas   1920240.0  \n",
       "373   240.0                   NaN  11217391.0  \n",
       "381   205.0                   LSU    200600.0  \n",
       "376   245.0                Kansas   8000000.0  \n",
       "375   250.0                   NaN  13000000.0  \n",
       "378   198.0            Georgetown   4662960.0  \n",
       "379   190.0                Nevada   2170465.0  \n",
       "457     NaN                   NaN         NaN  \n",
       "\n",
       "[458 rows x 9 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_values(['Team', 'Name']) # sorts Team first and then Name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
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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>312</th>\n",
       "      <td>Al Horford</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>15.0</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Florida</td>\n",
       "      <td>12000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Dennis Schroder</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>17.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-1</td>\n",
       "      <td>172.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1763400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>Jeff Teague</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-2</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Wake Forest</td>\n",
       "      <td>8000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Kent Bazemore</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Old Dominion</td>\n",
       "      <td>2000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Kirk Hinrich</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>12.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>35.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>2854940.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Kris Humphries</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>43.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Kyle Korver</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>26.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>35.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>212.0</td>\n",
       "      <td>Creighton</td>\n",
       "      <td>5746479.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Lamar Patterson</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>13.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Pittsburgh</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Mike Muscala</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>31.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Bucknell</td>\n",
       "      <td>947276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Mike Scott</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>32.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>237.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>3333333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Paul Millsap</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>4.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>246.0</td>\n",
       "      <td>Louisiana Tech</td>\n",
       "      <td>18671659.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Thabo Sefolosha</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>25.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>220.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Tiago Splitter</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>245.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9756250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Tim Hardaway Jr.</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>1304520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Walter Tavares</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>22.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>260.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</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>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>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>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>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>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>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>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>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>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>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>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>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>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>...</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>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>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>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>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>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>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>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>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>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>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>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>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>368</th>\n",
       "      <td>Alan Anderson</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>220.0</td>\n",
       "      <td>Michigan State</td>\n",
       "      <td>4000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Bradley Beal</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>207.0</td>\n",
       "      <td>Florida</td>\n",
       "      <td>5694674.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Drew Gooden</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>90.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>34.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>3300000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Garrett Temple</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>17.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>195.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>1100602.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>JJ Hickson</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>21.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>242.0</td>\n",
       "      <td>North Carolina State</td>\n",
       "      <td>273038.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Jared Dudley</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Boston College</td>\n",
       "      <td>4375000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>Jarell Eddie</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>8.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>218.0</td>\n",
       "      <td>Virginia Tech</td>\n",
       "      <td>561716.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>John Wall</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>195.0</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>15851950.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Kelly Oubre Jr.</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>12.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>1920240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Marcin Gortat</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>13.0</td>\n",
       "      <td>C</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11217391.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Marcus Thornton</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>15.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6-4</td>\n",
       "      <td>205.0</td>\n",
       "      <td>LSU</td>\n",
       "      <td>200600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Markieff Morris</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>5.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6-10</td>\n",
       "      <td>245.0</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>8000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Nene Hilario</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>42.0</td>\n",
       "      <td>C</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>250.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Otto Porter Jr.</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>22.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>198.0</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>4662960.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Ramon Sessions</td>\n",
       "      <td>Washington Wizards</td>\n",
       "      <td>7.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>190.0</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>2170465.0</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 Height  \\\n",
       "312        Al Horford       Atlanta Hawks    15.0        C  30.0   6-10   \n",
       "318   Dennis Schroder       Atlanta Hawks    17.0       PG  22.0    6-1   \n",
       "323       Jeff Teague       Atlanta Hawks     0.0       PG  27.0    6-2   \n",
       "309     Kent Bazemore       Atlanta Hawks    24.0       SF  26.0    6-5   \n",
       "311      Kirk Hinrich       Atlanta Hawks    12.0       SG  35.0    6-4   \n",
       "313    Kris Humphries       Atlanta Hawks    43.0       PF  31.0    6-9   \n",
       "314       Kyle Korver       Atlanta Hawks    26.0       SG  35.0    6-7   \n",
       "317   Lamar Patterson       Atlanta Hawks    13.0       SG  24.0    6-5   \n",
       "316      Mike Muscala       Atlanta Hawks    31.0       PF  24.0   6-11   \n",
       "319        Mike Scott       Atlanta Hawks    32.0       PF  27.0    6-8   \n",
       "315      Paul Millsap       Atlanta Hawks     4.0       PF  31.0    6-8   \n",
       "320   Thabo Sefolosha       Atlanta Hawks    25.0       SF  32.0    6-7   \n",
       "321    Tiago Splitter       Atlanta Hawks    11.0        C  31.0   6-11   \n",
       "310  Tim Hardaway Jr.       Atlanta Hawks    10.0       SG  24.0    6-6   \n",
       "322    Walter Tavares       Atlanta Hawks    22.0        C  24.0    7-3   \n",
       "5        Amir Johnson      Boston Celtics    90.0       PF  29.0    6-9   \n",
       "0       Avery Bradley      Boston Celtics     0.0       PG  25.0    6-2   \n",
       "12        Evan Turner      Boston Celtics    11.0       SG  27.0    6-7   \n",
       "11      Isaiah Thomas      Boston Celtics     4.0       PG  27.0    5-9   \n",
       "1         Jae Crowder      Boston Celtics    99.0       SF  25.0    6-6   \n",
       "13        James Young      Boston Celtics    13.0       SG  20.0    6-6   \n",
       "10    Jared Sullinger      Boston Celtics     7.0        C  24.0    6-9   \n",
       "2        John Holland      Boston Celtics    30.0       SG  27.0    6-5   \n",
       "4       Jonas Jerebko      Boston Celtics     8.0       PF  29.0   6-10   \n",
       "6       Jordan Mickey      Boston Celtics    55.0       PF  21.0    6-8   \n",
       "7        Kelly Olynyk      Boston Celtics    41.0        C  25.0    7-0   \n",
       "9        Marcus Smart      Boston Celtics    36.0       PG  22.0    6-4   \n",
       "3         R.J. Hunter      Boston Celtics    28.0       SG  22.0    6-5   \n",
       "8        Terry Rozier      Boston Celtics    12.0       PG  22.0    6-2   \n",
       "14       Tyler Zeller      Boston Celtics    44.0        C  26.0    7-0   \n",
       "..                ...                 ...     ...      ...   ...    ...   \n",
       "451     Chris Johnson           Utah Jazz    23.0       SF  26.0    6-6   \n",
       "445        Dante Exum           Utah Jazz    11.0       PG  20.0    6-6   \n",
       "446    Derrick Favors           Utah Jazz    15.0       PF  24.0   6-10   \n",
       "448    Gordon Hayward           Utah Jazz    20.0       SF  26.0    6-8   \n",
       "456       Jeff Withey           Utah Jazz    24.0        C  26.0    7-0   \n",
       "450        Joe Ingles           Utah Jazz     2.0       SF  28.0    6-8   \n",
       "454         Raul Neto           Utah Jazz    25.0       PG  24.0    6-1   \n",
       "449       Rodney Hood           Utah Jazz     5.0       SG  23.0    6-8   \n",
       "447       Rudy Gobert           Utah Jazz    27.0        C  23.0    7-1   \n",
       "453      Shelvin Mack           Utah Jazz     8.0       PG  26.0    6-3   \n",
       "455      Tibor Pleiss           Utah Jazz    21.0        C  26.0    7-3   \n",
       "442     Trevor Booker           Utah Jazz    33.0       PF  28.0    6-8   \n",
       "443        Trey Burke           Utah Jazz     3.0       PG  23.0    6-1   \n",
       "452        Trey Lyles           Utah Jazz    41.0       PF  20.0   6-10   \n",
       "368     Alan Anderson  Washington Wizards     6.0       SG  33.0    6-6   \n",
       "369      Bradley Beal  Washington Wizards     3.0       SG  22.0    6-5   \n",
       "372       Drew Gooden  Washington Wizards    90.0       PF  34.0   6-10   \n",
       "380    Garrett Temple  Washington Wizards    17.0       SG  30.0    6-6   \n",
       "374        JJ Hickson  Washington Wizards    21.0        C  27.0    6-9   \n",
       "370      Jared Dudley  Washington Wizards     1.0       SF  30.0    6-7   \n",
       "371      Jarell Eddie  Washington Wizards     8.0       SG  24.0    6-7   \n",
       "382         John Wall  Washington Wizards     2.0       PG  25.0    6-4   \n",
       "377   Kelly Oubre Jr.  Washington Wizards    12.0       SF  20.0    6-7   \n",
       "373     Marcin Gortat  Washington Wizards    13.0        C  32.0   6-11   \n",
       "381   Marcus Thornton  Washington Wizards    15.0       SF  29.0    6-4   \n",
       "376   Markieff Morris  Washington Wizards     5.0       PF  26.0   6-10   \n",
       "375      Nene Hilario  Washington Wizards    42.0        C  33.0   6-11   \n",
       "378   Otto Porter Jr.  Washington Wizards    22.0       SF  23.0    6-8   \n",
       "379    Ramon Sessions  Washington Wizards     7.0       PG  30.0    6-3   \n",
       "457               NaN                 NaN     NaN      NaN   NaN    NaN   \n",
       "\n",
       "     Weight               College      Salary  \n",
       "312   245.0               Florida  12000000.0  \n",
       "318   172.0                   NaN   1763400.0  \n",
       "323   186.0           Wake Forest   8000000.0  \n",
       "309   201.0          Old Dominion   2000000.0  \n",
       "311   190.0                Kansas   2854940.0  \n",
       "313   235.0             Minnesota   1000000.0  \n",
       "314   212.0             Creighton   5746479.0  \n",
       "317   225.0            Pittsburgh    525093.0  \n",
       "316   240.0              Bucknell    947276.0  \n",
       "319   237.0              Virginia   3333333.0  \n",
       "315   246.0        Louisiana Tech  18671659.0  \n",
       "320   220.0                   NaN   4000000.0  \n",
       "321   245.0                   NaN   9756250.0  \n",
       "310   205.0              Michigan   1304520.0  \n",
       "322   260.0                   NaN   1000000.0  \n",
       "5     240.0                   NaN  12000000.0  \n",
       "0     180.0                 Texas   7730337.0  \n",
       "12    220.0            Ohio State   3425510.0  \n",
       "11    185.0            Washington   6912869.0  \n",
       "1     235.0             Marquette   6796117.0  \n",
       "13    215.0              Kentucky   1749840.0  \n",
       "10    260.0            Ohio State   2569260.0  \n",
       "2     205.0     Boston University         NaN  \n",
       "4     231.0                   NaN   5000000.0  \n",
       "6     235.0                   LSU   1170960.0  \n",
       "7     238.0               Gonzaga   2165160.0  \n",
       "9     220.0        Oklahoma State   3431040.0  \n",
       "3     185.0         Georgia State   1148640.0  \n",
       "8     190.0            Louisville   1824360.0  \n",
       "14    253.0        North Carolina   2616975.0  \n",
       "..      ...                   ...         ...  \n",
       "451   206.0                Dayton    981348.0  \n",
       "445   190.0                   NaN   3777720.0  \n",
       "446   265.0          Georgia Tech  12000000.0  \n",
       "448   226.0                Butler  15409570.0  \n",
       "456   231.0                Kansas    947276.0  \n",
       "450   226.0                   NaN   2050000.0  \n",
       "454   179.0                   NaN    900000.0  \n",
       "449   206.0                  Duke   1348440.0  \n",
       "447   245.0                   NaN   1175880.0  \n",
       "453   203.0                Butler   2433333.0  \n",
       "455   256.0                   NaN   2900000.0  \n",
       "442   228.0               Clemson   4775000.0  \n",
       "443   191.0              Michigan   2658240.0  \n",
       "452   234.0              Kentucky   2239800.0  \n",
       "368   220.0        Michigan State   4000000.0  \n",
       "369   207.0               Florida   5694674.0  \n",
       "372   250.0                Kansas   3300000.0  \n",
       "380   195.0                   LSU   1100602.0  \n",
       "374   242.0  North Carolina State    273038.0  \n",
       "370   225.0        Boston College   4375000.0  \n",
       "371   218.0         Virginia Tech    561716.0  \n",
       "382   195.0              Kentucky  15851950.0  \n",
       "377   205.0                Kansas   1920240.0  \n",
       "373   240.0                   NaN  11217391.0  \n",
       "381   205.0                   LSU    200600.0  \n",
       "376   245.0                Kansas   8000000.0  \n",
       "375   250.0                   NaN  13000000.0  \n",
       "378   198.0            Georgetown   4662960.0  \n",
       "379   190.0                Nevada   2170465.0  \n",
       "457     NaN                   NaN         NaN  \n",
       "\n",
       "[458 rows x 9 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_values(['Team', 'Name'], ascending = True) #sorts Team in ascending order, follows it by sorting Name in ascend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "nba.sort_values(['Team', 'Name'], ascending = [True,False], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>322</th>\n",
       "      <td>Walter Tavares</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>22.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</td>\n",
       "      <td>7-3</td>\n",
       "      <td>260.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>Tim Hardaway Jr.</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>1304520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Tiago Splitter</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>245.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9756250.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Name           Team  Number Position   Age Height  Weight  \\\n",
       "322    Walter Tavares  Atlanta Hawks    22.0        C  24.0    7-3   260.0   \n",
       "310  Tim Hardaway Jr.  Atlanta Hawks    10.0       SG  24.0    6-6   205.0   \n",
       "321    Tiago Splitter  Atlanta Hawks    11.0        C  31.0   6-11   245.0   \n",
       "\n",
       "      College     Salary  \n",
       "322       NaN  1000000.0  \n",
       "310  Michigan  1304520.0  \n",
       "321       NaN  9756250.0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 57. Sort dataframe with .sort_index() method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "  </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",
       "\n",
       "             College     Salary  \n",
       "0              Texas  7730337.0  \n",
       "1          Marquette  6796117.0  \n",
       "2  Boston University        NaN  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nba.sort_values(['Number','Salary', 'Name'], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>291</th>\n",
       "      <td>Orlando Johnson</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-5</td>\n",
       "      <td>220.0</td>\n",
       "      <td>UC Santa Barbara</td>\n",
       "      <td>55722.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Andrew Goudelock</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6-3</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>200600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>Josh Richardson</td>\n",
       "      <td>Miami Heat</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>525093.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Name                  Team  Number Position   Age Height  \\\n",
       "291   Orlando Johnson  New Orleans Pelicans     0.0       SG  27.0    6-5   \n",
       "248  Andrew Goudelock       Houston Rockets     0.0       PG  27.0    6-3   \n",
       "347   Josh Richardson            Miami Heat     0.0       SG  22.0    6-6   \n",
       "\n",
       "     Weight           College    Salary  \n",
       "291   220.0  UC Santa Barbara   55722.0  \n",
       "248   200.0        Charleston  200600.0  \n",
       "347   200.0         Tennessee  525093.0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\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",
       "    <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>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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Name       Team  Number Position   Age Height  Weight College  \\\n",
       "457           NaN        NaN     NaN      NaN   NaN    NaN     NaN     NaN   \n",
       "456   Jeff Withey  Utah Jazz    24.0        C  26.0    7-0   231.0  Kansas   \n",
       "455  Tibor Pleiss  Utah Jazz    21.0        C  26.0    7-3   256.0     NaN   \n",
       "\n",
       "        Salary  \n",
       "457        NaN  \n",
       "456   947276.0  \n",
       "455  2900000.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_index(ascending = False, inplace = True)\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 58. Rank values with .rank() method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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</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</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>0</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",
       "\n",
       "             College   Salary  \n",
       "0              Texas  7730337  \n",
       "1          Marquette  6796117  \n",
       "2  Boston University        0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba = pd.read_csv('./csv/nba.csv').dropna(how = 'all')\n",
    "nba['Salary'] = nba['Salary'].fillna(0).astype('int')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>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</td>\n",
       "      <td>97</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</td>\n",
       "      <td>110</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>0</td>\n",
       "      <td>452</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",
       "\n",
       "             College   Salary  Salary Rank  \n",
       "0              Texas  7730337           97  \n",
       "1          Marquette  6796117          110  \n",
       "2  Boston University        0          452  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rank players acc to their salary\n",
    "nba['Salary'].rank()  # salary are ranked ascendingly\n",
    "nba['Salary Rank'] = nba['Salary'].rank(ascending = False).astype('int')\n",
    "nba.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>24.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>37.0</td>\n",
       "      <td>6-6</td>\n",
       "      <td>212.0</td>\n",
       "      <td>NaN</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>23.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>31.0</td>\n",
       "      <td>6-8</td>\n",
       "      <td>250.0</td>\n",
       "      <td>NaN</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>7.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>32.0</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>12.0</td>\n",
       "      <td>C</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-11</td>\n",
       "      <td>265.0</td>\n",
       "      <td>NaN</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>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>32.0</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>3.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>31.0</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>35.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>27.0</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>1.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</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>3.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>34.0</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>0.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</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>6.0</td>\n",
       "      <td>C</td>\n",
       "      <td>27.0</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>11.0</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</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>12.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>30.0</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>33.0</td>\n",
       "      <td>C</td>\n",
       "      <td>31.0</td>\n",
       "      <td>7-1</td>\n",
       "      <td>255.0</td>\n",
       "      <td>NaN</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>32.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>27.0</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>4.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>31.0</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>13.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>26.0</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>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</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>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</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>23.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>29.0</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>2.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>24.0</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>11.0</td>\n",
       "      <td>C</td>\n",
       "      <td>24.0</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>21.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</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>15.0</td>\n",
       "      <td>C</td>\n",
       "      <td>26.0</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>34.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</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>2.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</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>15.0</td>\n",
       "      <td>C</td>\n",
       "      <td>25.0</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>13.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>26.0</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>17.0</td>\n",
       "      <td>C</td>\n",
       "      <td>29.0</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>10.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</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>24.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>40.0</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>1.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</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>13.0</td>\n",
       "      <td>C</td>\n",
       "      <td>38.0</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>10.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>28.0</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>10.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>28.0</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>0.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</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>15.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>29.0</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>23.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>33.0</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>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>27.0</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>31.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</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>5.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</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>6.0</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</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>19.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>29.0</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>17.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</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>12.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>25.0</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>15.0</td>\n",
       "      <td>C</td>\n",
       "      <td>23.0</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>25.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>25.0</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>0.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>27.0</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>43.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>205.0</td>\n",
       "      <td>NaN</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>12.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>23.0</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>42.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>37.0</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>30.0</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>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>30.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>35.0</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>6.0</td>\n",
       "      <td>SG</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6-7</td>\n",
       "      <td>210.0</td>\n",
       "      <td>NaN</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>5.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</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>11.0</td>\n",
       "      <td>SF</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>205.0</td>\n",
       "      <td>NaN</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>4.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>29.0</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>4.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>25.0</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>35.0</td>\n",
       "      <td>PF</td>\n",
       "      <td>28.0</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>14.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>24.0</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    24.0       SF  37.0   \n",
       "169            LeBron James     Cleveland Cavaliers    23.0       SF  31.0   \n",
       "33          Carmelo Anthony         New York Knicks     7.0       SF  32.0   \n",
       "251           Dwight Howard         Houston Rockets    12.0        C  30.0   \n",
       "339              Chris Bosh              Miami Heat     1.0       PF  32.0   \n",
       "100              Chris Paul    Los Angeles Clippers     3.0       PG  31.0   \n",
       "414            Kevin Durant   Oklahoma City Thunder    35.0       SF  27.0   \n",
       "164            Derrick Rose           Chicago Bulls     1.0       PG  27.0   \n",
       "349             Dwyane Wade              Miami Heat     3.0       SG  34.0   \n",
       "174              Kevin Love     Cleveland Cavaliers     0.0       PF  27.0   \n",
       "98           DeAndre Jordan    Los Angeles Clippers     6.0        C  27.0   \n",
       "23              Brook Lopez           Brooklyn Nets    11.0        C  28.0   \n",
       "294       LaMarcus Aldridge       San Antonio Spurs    12.0       PF  30.0   \n",
       "265              Marc Gasol       Memphis Grizzlies    33.0        C  31.0   \n",
       "96            Blake Griffin    Los Angeles Clippers    32.0       PF  27.0   \n",
       "315            Paul Millsap           Atlanta Hawks     4.0       PF  31.0   \n",
       "199             Paul George          Indiana Pacers    13.0       SF  26.0   \n",
       "426       Russell Westbrook   Oklahoma City Thunder     0.0       PG  27.0   \n",
       "168            Kyrie Irving     Cleveland Cavaliers     2.0       PG  24.0   \n",
       "233         Wesley Matthews        Dallas Mavericks    23.0       SG  29.0   \n",
       "301           Kawhi Leonard       San Antonio Spurs     2.0       SF  24.0   \n",
       "418             Enes Kanter   Oklahoma City Thunder    11.0        C  24.0   \n",
       "153            Jimmy Butler           Chicago Bulls    21.0       SG  26.0   \n",
       "220             Greg Monroe         Milwaukee Bucks    15.0        C  26.0   \n",
       "189           Tobias Harris         Detroit Pistons    34.0       SF  23.0   \n",
       "382               John Wall      Washington Wizards     2.0       PG  25.0   \n",
       "143        DeMarcus Cousins        Sacramento Kings    15.0        C  25.0   \n",
       "249            James Harden         Houston Rockets    13.0       SG  26.0   \n",
       "111             Roy Hibbert      Los Angeles Lakers    17.0        C  29.0   \n",
       "288             Eric Gordon    New Orleans Pelicans    10.0       SG  27.0   \n",
       "..                      ...                     ...     ...      ...   ...   \n",
       "304            Andre Miller       San Antonio Spurs    24.0       PG  40.0   \n",
       "73           Jason Thompson         Toronto Raptors     1.0       PF  29.0   \n",
       "420           Nazr Mohammed   Oklahoma City Thunder    13.0        C  38.0   \n",
       "203               Ty Lawson          Indiana Pacers    10.0       PG  28.0   \n",
       "123          Chase Budinger            Phoenix Suns    10.0       SF  28.0   \n",
       "248        Andrew Goudelock         Houston Rockets     0.0       PG  27.0   \n",
       "381         Marcus Thornton      Washington Wizards    15.0       SF  29.0   \n",
       "303            Kevin Martin       San Antonio Spurs    23.0       SG  33.0   \n",
       "326         Jorge Gutierrez       Charlotte Hornets    12.0       PG  27.0   \n",
       "282      Bryce Dejean-Jones    New Orleans Pelicans    31.0       SG  23.0   \n",
       "45              Tony Wroten         New York Knicks     5.0       SG  23.0   \n",
       "21          Sean Kilpatrick           Brooklyn Nets     6.0       SG  26.0   \n",
       "92               Jeff Ayres    Los Angeles Clippers    19.0       PF  29.0   \n",
       "184           Lorenzo Brown         Detroit Pistons    17.0       PG  25.0   \n",
       "175            Jordan McRae     Cleveland Cavaliers    12.0       SG  25.0   \n",
       "135           Alan Williams            Phoenix Suns    15.0        C  23.0   \n",
       "130            Phil Pressey            Phoenix Suns    25.0       PG  25.0   \n",
       "291         Orlando Johnson    New Orleans Pelicans     0.0       SG  27.0   \n",
       "32   Thanasis Antetokounmpo         New York Knicks    43.0       SF  23.0   \n",
       "350           Briante Weber              Miami Heat    12.0       PG  23.0   \n",
       "46              Elton Brand      Philadelphia 76ers    42.0       PF  37.0   \n",
       "2              John Holland          Boston Celtics    30.0       SG  27.0   \n",
       "171           Dahntay Jones     Cleveland Cavaliers    30.0       SG  35.0   \n",
       "397            Axel Toupane          Denver Nuggets     6.0       SG  23.0   \n",
       "269            Ray McCallum       Memphis Grizzlies     5.0       PG  24.0   \n",
       "353           Dorell Wright              Miami Heat    11.0       SF  30.0   \n",
       "264           Jordan Farmar       Memphis Grizzlies     4.0       PG  29.0   \n",
       "409              Greg Smith  Minnesota Timberwolves     4.0       PF  25.0   \n",
       "273          Alex Stepheson       Memphis Grizzlies    35.0       PF  28.0   \n",
       "270          Xavier Munford       Memphis Grizzlies    14.0       PG  24.0   \n",
       "\n",
       "    Height  Weight                College    Salary  Salary Rank  \n",
       "109    6-6   212.0                    NaN  25000000            1  \n",
       "169    6-8   250.0                    NaN  22970500            2  \n",
       "33     6-8   240.0               Syracuse  22875000            3  \n",
       "251   6-11   265.0                    NaN  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                    NaN  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                    NaN     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                    NaN         0          452  \n",
       "269    6-3   190.0                Detroit         0          452  \n",
       "353    6-9   205.0                    NaN         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": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nba.sort_values('Salary', ascending = False)"
   ]
  },
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