Pandas_Cookbook_105.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Selecting Subsets of Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Könyv 113. oldal\n",
    "Selecting Series data\n",
    "Series and DataFrames are complex data containers that have multiple attributes that use\n",
    "the indexing operator to select data in different ways. In addition to the indexing operator\n",
    "itself, the .iloc and .loc attributes are available and use the indexing operator in their\n",
    "own unique ways. Collectively, these attributes are called the indexers.\n",
    "The indexing terminology can get confusing. The term indexing operator\n",
    "is used here to distinguish it from the other indexers. It refers to the\n",
    "brackets, [] directly after a Series or DataFrame. For instance, given a\n",
    "Series s, you can select data in the following ways: s[item] and\n",
    "s.loc[item]. The first uses the indexing operator. The second uses the\n",
    ".loc indexer.\n",
    "Series and DataFrame indexers allow selection by integer location (like Python lists) and by\n",
    "label (like Python dictionaries). The .iloc indexer selects only by integer location and\n",
    "works similarly to Python lists. The .loc indexer selects only by index label, which is\n",
    "similar to how Python dictionaries work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "      <th>WOMENONLY</th>\n",
       "      <th>RELAFFIL</th>\n",
       "      <th>SATVRMID</th>\n",
       "      <th>SATMTMID</th>\n",
       "      <th>DISTANCEONLY</th>\n",
       "      <th>UGDS</th>\n",
       "      <th>...</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "      <th>PPTUG_EF</th>\n",
       "      <th>CURROPER</th>\n",
       "      <th>PCTPELL</th>\n",
       "      <th>PCTFLOAN</th>\n",
       "      <th>UG25ABV</th>\n",
       "      <th>MD_EARN_WNE_P10</th>\n",
       "      <th>GRAD_DEBT_MDN_SUPP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>Normal</td>\n",
       "      <td>AL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>424.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4206.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0138</td>\n",
       "      <td>0.0656</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7356</td>\n",
       "      <td>0.8284</td>\n",
       "      <td>0.1049</td>\n",
       "      <td>30300</td>\n",
       "      <td>33888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>Birmingham</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>570.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11383.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.2607</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3460</td>\n",
       "      <td>0.5214</td>\n",
       "      <td>0.2422</td>\n",
       "      <td>39700</td>\n",
       "      <td>21941.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2715</td>\n",
       "      <td>0.4536</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6801</td>\n",
       "      <td>0.7795</td>\n",
       "      <td>0.8540</td>\n",
       "      <td>40100</td>\n",
       "      <td>23370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>Huntsville</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5451.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>0.2146</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3072</td>\n",
       "      <td>0.4596</td>\n",
       "      <td>0.2640</td>\n",
       "      <td>45500</td>\n",
       "      <td>24097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>425.0</td>\n",
       "      <td>430.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4811.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.0137</td>\n",
       "      <td>0.0892</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7347</td>\n",
       "      <td>0.7554</td>\n",
       "      <td>0.1270</td>\n",
       "      <td>26600</td>\n",
       "      <td>33118.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The University of Alabama</th>\n",
       "      <td>Tuscaloosa</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>555.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29851.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0261</td>\n",
       "      <td>0.0268</td>\n",
       "      <td>0.0026</td>\n",
       "      <td>0.0844</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2040</td>\n",
       "      <td>0.4010</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>41900</td>\n",
       "      <td>23750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Alabama Community College</th>\n",
       "      <td>Alexander City</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1592.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.3882</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5892</td>\n",
       "      <td>0.3977</td>\n",
       "      <td>0.3153</td>\n",
       "      <td>27500</td>\n",
       "      <td>16127</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               CITY STABBR  HBCU  MENONLY  \\\n",
       "INSTNM                                                                      \n",
       "Alabama A & M University                     Normal     AL   1.0      0.0   \n",
       "University of Alabama at Birmingham      Birmingham     AL   0.0      0.0   \n",
       "Amridge University                       Montgomery     AL   0.0      0.0   \n",
       "University of Alabama in Huntsville      Huntsville     AL   0.0      0.0   \n",
       "Alabama State University                 Montgomery     AL   1.0      0.0   \n",
       "The University of Alabama                Tuscaloosa     AL   0.0      0.0   \n",
       "Central Alabama Community College    Alexander City     AL   0.0      0.0   \n",
       "\n",
       "                                     WOMENONLY  RELAFFIL  SATVRMID  SATMTMID  \\\n",
       "INSTNM                                                                         \n",
       "Alabama A & M University                   0.0         0     424.0     420.0   \n",
       "University of Alabama at Birmingham        0.0         0     570.0     565.0   \n",
       "Amridge University                         0.0         1       NaN       NaN   \n",
       "University of Alabama in Huntsville        0.0         0     595.0     590.0   \n",
       "Alabama State University                   0.0         0     425.0     430.0   \n",
       "The University of Alabama                  0.0         0     555.0     565.0   \n",
       "Central Alabama Community College          0.0         0       NaN       NaN   \n",
       "\n",
       "                                     DISTANCEONLY     UGDS  \\\n",
       "INSTNM                                                       \n",
       "Alabama A & M University                      0.0   4206.0   \n",
       "University of Alabama at Birmingham           0.0  11383.0   \n",
       "Amridge University                            1.0    291.0   \n",
       "University of Alabama in Huntsville           0.0   5451.0   \n",
       "Alabama State University                      0.0   4811.0   \n",
       "The University of Alabama                     0.0  29851.0   \n",
       "Central Alabama Community College             0.0   1592.0   \n",
       "\n",
       "                                            ...          UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                      ...                                \n",
       "Alabama A & M University                    ...             0.0000    0.0059   \n",
       "University of Alabama at Birmingham         ...             0.0368    0.0179   \n",
       "Amridge University                          ...             0.0000    0.0000   \n",
       "University of Alabama in Huntsville         ...             0.0172    0.0332   \n",
       "Alabama State University                    ...             0.0098    0.0243   \n",
       "The University of Alabama                   ...             0.0261    0.0268   \n",
       "Central Alabama Community College           ...             0.0000    0.0000   \n",
       "\n",
       "                                     UGDS_UNKN  PPTUG_EF  CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                        \n",
       "Alabama A & M University                0.0138    0.0656         1   0.7356   \n",
       "University of Alabama at Birmingham     0.0100    0.2607         1   0.3460   \n",
       "Amridge University                      0.2715    0.4536         1   0.6801   \n",
       "University of Alabama in Huntsville     0.0350    0.2146         1   0.3072   \n",
       "Alabama State University                0.0137    0.0892         1   0.7347   \n",
       "The University of Alabama               0.0026    0.0844         1   0.2040   \n",
       "Central Alabama Community College       0.0019    0.3882         1   0.5892   \n",
       "\n",
       "                                     PCTFLOAN  UG25ABV  MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                    \n",
       "Alabama A & M University               0.8284   0.1049            30300   \n",
       "University of Alabama at Birmingham    0.5214   0.2422            39700   \n",
       "Amridge University                     0.7795   0.8540            40100   \n",
       "University of Alabama in Huntsville    0.4596   0.2640            45500   \n",
       "Alabama State University               0.7554   0.1270            26600   \n",
       "The University of Alabama              0.4010   0.0853            41900   \n",
       "Central Alabama Community College      0.3977   0.3153            27500   \n",
       "\n",
       "                                     GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                   \n",
       "Alabama A & M University                          33888  \n",
       "University of Alabama at Birmingham             21941.5  \n",
       "Amridge University                                23370  \n",
       "University of Alabama in Huntsville               24097  \n",
       "Alabama State University                        33118.5  \n",
       "The University of Alabama                         23750  \n",
       "Central Alabama Community College                 16127  \n",
       "\n",
       "[7 rows x 26 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "#college = pd.read_csv('C:\\Anaconda\\data\\college.csv')\n",
    "college = pd.read_csv('https://raw.githubusercontent.com/DatasRev/source-files/master/csv/college.csv', index_col='INSTNM')\n",
    "college.head(7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Alabama A & M University                   Normal\n",
       "University of Alabama at Birmingham    Birmingham\n",
       "Amridge University                     Montgomery\n",
       "University of Alabama in Huntsville    Huntsville\n",
       "Alabama State University               Montgomery\n",
       "Name: CITY, dtype: object"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city = college['CITY']\n",
    "city.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7535,)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New York               87\n",
       "Chicago                78\n",
       "Houston                72\n",
       "Los Angeles            56\n",
       "Miami                  51\n",
       "San Antonio            49\n",
       "Dallas                 48\n",
       "Philadelphia           46\n",
       "Brooklyn               46\n",
       "Jacksonville           41\n",
       "Atlanta                41\n",
       "Phoenix                41\n",
       "Portland               39\n",
       "Springfield            37\n",
       "Columbus               37\n",
       "Indianapolis           36\n",
       "Washington             34\n",
       "Pittsburgh             33\n",
       "Austin                 33\n",
       "San Diego              32\n",
       "Nashville              32\n",
       "Boston                 31\n",
       "Tampa                  31\n",
       "Cincinnati             30\n",
       "Kansas City            30\n",
       "Rochester              30\n",
       "Memphis                29\n",
       "Columbia               29\n",
       "Charlotte              27\n",
       "Denver                 27\n",
       "                       ..\n",
       "Oskaloosa               1\n",
       "Mars                    1\n",
       "Langhorne               1\n",
       "Pontotoc                1\n",
       "Knox                    1\n",
       "Ilion                   1\n",
       "Talladega               1\n",
       "Peru                    1\n",
       "Darien                  1\n",
       "Princess Anne           1\n",
       "LAKE CITY               1\n",
       "Boone                   1\n",
       "Woodland Hills          1\n",
       "Castine                 1\n",
       "Boardman                1\n",
       "Santa Paula             1\n",
       "Baraga                  1\n",
       "Robinson                1\n",
       "Pullman                 1\n",
       "Redmond                 1\n",
       "Cross Lanes             1\n",
       "Tsaile                  1\n",
       "La Plume                1\n",
       "Orange Beach            1\n",
       "Niceville               1\n",
       "Pembroke                1\n",
       "Inver Grove Heights     1\n",
       "Blackfoot               1\n",
       "Glendive                1\n",
       "Lockport                1\n",
       "Name: CITY, Length: 2514, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Huntsville'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city.iloc[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Birmingham Southern College                            Birmingham\n",
       "George C Wallace State Community College-Hanceville    Hanceville\n",
       "Judson College                                             Marion\n",
       "Name: CITY, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#This returns a Series:\n",
    "city.iloc[[10,20,30]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Alabama State University              Montgomery\n",
       "Enterprise State Community College    Enterprise\n",
       "Heritage Christian University           Florence\n",
       "Marion Military Institute                 Marion\n",
       "Reid State Technical College           Evergreen\n",
       "Name: CITY, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#To select an equally spaced partition of data, use slice notation:\n",
    "city.iloc[4:50:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we turn to the .loc indexer, which selects only with index labels. Passing a\n",
    "single string returns a scalar value:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Alabama A & M University', 'University of Alabama at Birmingham',\n",
       "       'Amridge University', 'University of Alabama in Huntsville',\n",
       "       'Alabama State University', 'The University of Alabama',\n",
       "       'Central Alabama Community College', 'Athens State University',\n",
       "       'Auburn University at Montgomery', 'Auburn University',\n",
       "       ...\n",
       "       'Strayer University-North Dallas', 'Strayer University-San Antonio',\n",
       "       'Strayer University-Stafford', 'WestMed College - Merced',\n",
       "       'Vantage College', 'SAE Institute of Technology  San Francisco',\n",
       "       'Rasmussen College - Overland Park',\n",
       "       'National Personal Training Institute of Cleveland',\n",
       "       'Bay Area Medical Academy - San Jose Satellite Location',\n",
       "       'Excel Learning Center-San Antonio South'],\n",
       "      dtype='object', name='INSTNM', length=7535)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CITY                           Florence\n",
       "STABBR                               AL\n",
       "HBCU                                  0\n",
       "MENONLY                               0\n",
       "WOMENONLY                             0\n",
       "RELAFFIL                              1\n",
       "SATVRMID                            NaN\n",
       "SATMTMID                            NaN\n",
       "DISTANCEONLY                          0\n",
       "UGDS                                 62\n",
       "UGDS_WHITE                       0.7419\n",
       "UGDS_BLACK                       0.1129\n",
       "UGDS_HISP                        0.0484\n",
       "UGDS_ASIAN                            0\n",
       "UGDS_AIAN                        0.0323\n",
       "UGDS_NHPI                        0.0161\n",
       "UGDS_2MOR                             0\n",
       "UGDS_NRA                         0.0161\n",
       "UGDS_UNKN                        0.0323\n",
       "PPTUG_EF                         0.4355\n",
       "CURROPER                              1\n",
       "PCTPELL                          0.6087\n",
       "PCTFLOAN                         0.4493\n",
       "UG25ABV                          0.5942\n",
       "MD_EARN_WNE_P10       PrivacySuppressed\n",
       "GRAD_DEBT_MDN_SUPP    PrivacySuppressed\n",
       "Name: Heritage Christian University, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.loc['Heritage Christian University']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Northwest HVAC/R Training Center',\n",
       " 'California State University-Dominguez Hills',\n",
       " 'Lower Columbia College',\n",
       " 'Southwest Acupuncture College-Boulder']"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#To select several disjoint labels, use a list:\n",
    "np.random.seed(1)\n",
    "labels = list(np.random.choice(city.index, 4))\n",
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Alabama State University              Montgomery\n",
       "Enterprise State Community College    Enterprise\n",
       "Heritage Christian University           Florence\n",
       "Marion Military Institute                 Marion\n",
       "Reid State Technical College           Evergreen\n",
       "Name: CITY, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#You can use an integer to specify the step size of the slice:\n",
    "city.loc['Alabama State University':\n",
    "'Reid State Technical College':10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selecting DataFrame rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CITY                  Anchorage\n",
       "STABBR                       AK\n",
       "HBCU                          0\n",
       "MENONLY                       0\n",
       "WOMENONLY                     0\n",
       "RELAFFIL                      0\n",
       "SATVRMID                    NaN\n",
       "SATMTMID                    NaN\n",
       "DISTANCEONLY                  0\n",
       "UGDS                      12865\n",
       "UGDS_WHITE               0.5747\n",
       "UGDS_BLACK               0.0358\n",
       "UGDS_HISP                0.0761\n",
       "UGDS_ASIAN               0.0778\n",
       "UGDS_AIAN                0.0653\n",
       "UGDS_NHPI                0.0086\n",
       "UGDS_2MOR                 0.098\n",
       "UGDS_NRA                 0.0181\n",
       "UGDS_UNKN                0.0457\n",
       "PPTUG_EF                 0.4539\n",
       "CURROPER                      1\n",
       "PCTPELL                  0.2385\n",
       "PCTFLOAN                 0.2647\n",
       "UG25ABV                  0.4386\n",
       "MD_EARN_WNE_P10           42500\n",
       "GRAD_DEBT_MDN_SUPP      19449.5\n",
       "Name: University of Alaska Anchorage, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Pass an integer to the .iloc indexer to select an entire row at that position:\n",
    "college.iloc[60]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CITY                  Anchorage\n",
       "STABBR                       AK\n",
       "HBCU                          0\n",
       "MENONLY                       0\n",
       "WOMENONLY                     0\n",
       "RELAFFIL                      0\n",
       "SATVRMID                    NaN\n",
       "SATMTMID                    NaN\n",
       "DISTANCEONLY                  0\n",
       "UGDS                      12865\n",
       "UGDS_WHITE               0.5747\n",
       "UGDS_BLACK               0.0358\n",
       "UGDS_HISP                0.0761\n",
       "UGDS_ASIAN               0.0778\n",
       "UGDS_AIAN                0.0653\n",
       "UGDS_NHPI                0.0086\n",
       "UGDS_2MOR                 0.098\n",
       "UGDS_NRA                 0.0181\n",
       "UGDS_UNKN                0.0457\n",
       "PPTUG_EF                 0.4539\n",
       "CURROPER                      1\n",
       "PCTPELL                  0.2385\n",
       "PCTFLOAN                 0.2647\n",
       "UG25ABV                  0.4386\n",
       "MD_EARN_WNE_P10           42500\n",
       "GRAD_DEBT_MDN_SUPP      19449.5\n",
       "Name: University of Alaska Anchorage, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#To get the same row as the preceding step, pass the index label to the .loc indexer:\n",
    "college.loc['University of Alaska Anchorage']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "      <th>WOMENONLY</th>\n",
       "      <th>RELAFFIL</th>\n",
       "      <th>SATVRMID</th>\n",
       "      <th>SATMTMID</th>\n",
       "      <th>DISTANCEONLY</th>\n",
       "      <th>UGDS</th>\n",
       "      <th>...</th>\n",
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       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
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       "      <th>CURROPER</th>\n",
       "      <th>PCTPELL</th>\n",
       "      <th>PCTFLOAN</th>\n",
       "      <th>UG25ABV</th>\n",
       "      <th>MD_EARN_WNE_P10</th>\n",
       "      <th>GRAD_DEBT_MDN_SUPP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>University of Alaska Anchorage</th>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12865.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0980</td>\n",
       "      <td>0.0181</td>\n",
       "      <td>0.0457</td>\n",
       "      <td>0.4539</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2385</td>\n",
       "      <td>0.2647</td>\n",
       "      <td>0.4386</td>\n",
       "      <td>42500</td>\n",
       "      <td>19449.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>International Academy of Hair Design</th>\n",
       "      <td>Tempe</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0160</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0638</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.7185</td>\n",
       "      <td>0.7346</td>\n",
       "      <td>0.3905</td>\n",
       "      <td>22200</td>\n",
       "      <td>10556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>Huntsville</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5451.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>0.2146</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3072</td>\n",
       "      <td>0.4596</td>\n",
       "      <td>0.2640</td>\n",
       "      <td>45500</td>\n",
       "      <td>24097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            CITY STABBR  HBCU  MENONLY  \\\n",
       "INSTNM                                                                   \n",
       "University of Alaska Anchorage         Anchorage     AK   0.0      0.0   \n",
       "International Academy of Hair Design       Tempe     AZ   0.0      0.0   \n",
       "University of Alabama in Huntsville   Huntsville     AL   0.0      0.0   \n",
       "\n",
       "                                      WOMENONLY  RELAFFIL  SATVRMID  SATMTMID  \\\n",
       "INSTNM                                                                          \n",
       "University of Alaska Anchorage              0.0         0       NaN       NaN   \n",
       "International Academy of Hair Design        0.0         0       NaN       NaN   \n",
       "University of Alabama in Huntsville         0.0         0     595.0     590.0   \n",
       "\n",
       "                                      DISTANCEONLY     UGDS  \\\n",
       "INSTNM                                                        \n",
       "University of Alaska Anchorage                 0.0  12865.0   \n",
       "International Academy of Hair Design           0.0    188.0   \n",
       "University of Alabama in Huntsville            0.0   5451.0   \n",
       "\n",
       "                                             ...          UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                       ...                                \n",
       "University of Alaska Anchorage               ...             0.0980    0.0181   \n",
       "International Academy of Hair Design         ...             0.0160    0.0000   \n",
       "University of Alabama in Huntsville          ...             0.0172    0.0332   \n",
       "\n",
       "                                      UGDS_UNKN  PPTUG_EF  CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                         \n",
       "University of Alaska Anchorage           0.0457    0.4539         1   0.2385   \n",
       "International Academy of Hair Design     0.0638    0.0000         0   0.7185   \n",
       "University of Alabama in Huntsville      0.0350    0.2146         1   0.3072   \n",
       "\n",
       "                                      PCTFLOAN  UG25ABV  MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                     \n",
       "University of Alaska Anchorage          0.2647   0.4386            42500   \n",
       "International Academy of Hair Design    0.7346   0.3905            22200   \n",
       "University of Alabama in Huntsville     0.4596   0.2640            45500   \n",
       "\n",
       "                                      GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                    \n",
       "University of Alaska Anchorage                   19449.5  \n",
       "International Academy of Hair Design               10556  \n",
       "University of Alabama in Huntsville                24097  \n",
       "\n",
       "[3 rows x 26 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.iloc[[60, 99, 3]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "      <th>WOMENONLY</th>\n",
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       "      <th>University of Alaska Anchorage</th>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>0.0181</td>\n",
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       "      <td>42500</td>\n",
       "      <td>19449.5</td>\n",
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       "    <tr>\n",
       "      <th>International Academy of Hair Design</th>\n",
       "      <td>Tempe</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>0.0160</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0638</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.7185</td>\n",
       "      <td>0.7346</td>\n",
       "      <td>0.3905</td>\n",
       "      <td>22200</td>\n",
       "      <td>10556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>Huntsville</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5451.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>0.2146</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3072</td>\n",
       "      <td>0.4596</td>\n",
       "      <td>0.2640</td>\n",
       "      <td>45500</td>\n",
       "      <td>24097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            CITY STABBR  HBCU  MENONLY  \\\n",
       "INSTNM                                                                   \n",
       "University of Alaska Anchorage         Anchorage     AK   0.0      0.0   \n",
       "International Academy of Hair Design       Tempe     AZ   0.0      0.0   \n",
       "University of Alabama in Huntsville   Huntsville     AL   0.0      0.0   \n",
       "\n",
       "                                      WOMENONLY  RELAFFIL  SATVRMID  SATMTMID  \\\n",
       "INSTNM                                                                          \n",
       "University of Alaska Anchorage              0.0         0       NaN       NaN   \n",
       "International Academy of Hair Design        0.0         0       NaN       NaN   \n",
       "University of Alabama in Huntsville         0.0         0     595.0     590.0   \n",
       "\n",
       "                                      DISTANCEONLY     UGDS  \\\n",
       "INSTNM                                                        \n",
       "University of Alaska Anchorage                 0.0  12865.0   \n",
       "International Academy of Hair Design           0.0    188.0   \n",
       "University of Alabama in Huntsville            0.0   5451.0   \n",
       "\n",
       "                                             ...          UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                       ...                                \n",
       "University of Alaska Anchorage               ...             0.0980    0.0181   \n",
       "International Academy of Hair Design         ...             0.0160    0.0000   \n",
       "University of Alabama in Huntsville          ...             0.0172    0.0332   \n",
       "\n",
       "                                      UGDS_UNKN  PPTUG_EF  CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                         \n",
       "University of Alaska Anchorage           0.0457    0.4539         1   0.2385   \n",
       "International Academy of Hair Design     0.0638    0.0000         0   0.7185   \n",
       "University of Alabama in Huntsville      0.0350    0.2146         1   0.3072   \n",
       "\n",
       "                                      PCTFLOAN  UG25ABV  MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                     \n",
       "University of Alaska Anchorage          0.2647   0.4386            42500   \n",
       "International Academy of Hair Design    0.7346   0.3905            22200   \n",
       "University of Alabama in Huntsville     0.4596   0.2640            45500   \n",
       "\n",
       "                                      GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                    \n",
       "University of Alaska Anchorage                   19449.5  \n",
       "International Academy of Hair Design               10556  \n",
       "University of Alabama in Huntsville                24097  \n",
       "\n",
       "[3 rows x 26 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = ['University of Alaska Anchorage',\n",
    "'International Academy of Hair Design',\n",
    "'University of Alabama in Huntsville']\n",
    "college.loc[labels]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selecting DataFrame rows and columns simultaneously"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The generic form to select rows and columns will look like the following code:\n",
    "df.iloc[rows, columns]\n",
    "\n",
    "df.loc[rows, columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the keys to selecting rows and columns simultaneously is to understand the use of\n",
    "the comma in the brackets. The selection to the left of the comma always selects rows based\n",
    "on the row index. The selection to the right of the comma always selects columns based on\n",
    "the column index."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When selecting a subset of rows, along with all the columns, it is not necessary to use a\n",
    "colon following a comma. The default behavior is to select all the columns if there is no\n",
    "comma present. The previous recipe selected rows in exactly this manner. You can,\n",
    "however, use a colon to represent a slice of all the columns. The following lines of code are\n",
    "equivalent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "      <th>WOMENONLY</th>\n",
       "      <th>RELAFFIL</th>\n",
       "      <th>SATVRMID</th>\n",
       "      <th>SATMTMID</th>\n",
       "      <th>DISTANCEONLY</th>\n",
       "      <th>UGDS</th>\n",
       "      <th>...</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "      <th>PPTUG_EF</th>\n",
       "      <th>CURROPER</th>\n",
       "      <th>PCTPELL</th>\n",
       "      <th>PCTFLOAN</th>\n",
       "      <th>UG25ABV</th>\n",
       "      <th>MD_EARN_WNE_P10</th>\n",
       "      <th>GRAD_DEBT_MDN_SUPP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>Normal</td>\n",
       "      <td>AL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>424.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4206.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0138</td>\n",
       "      <td>0.0656</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7356</td>\n",
       "      <td>0.8284</td>\n",
       "      <td>0.1049</td>\n",
       "      <td>30300</td>\n",
       "      <td>33888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>Birmingham</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>570.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11383.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.2607</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3460</td>\n",
       "      <td>0.5214</td>\n",
       "      <td>0.2422</td>\n",
       "      <td>39700</td>\n",
       "      <td>21941.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2715</td>\n",
       "      <td>0.4536</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6801</td>\n",
       "      <td>0.7795</td>\n",
       "      <td>0.8540</td>\n",
       "      <td>40100</td>\n",
       "      <td>23370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>Huntsville</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5451.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>0.2146</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3072</td>\n",
       "      <td>0.4596</td>\n",
       "      <td>0.2640</td>\n",
       "      <td>45500</td>\n",
       "      <td>24097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>425.0</td>\n",
       "      <td>430.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4811.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.0137</td>\n",
       "      <td>0.0892</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7347</td>\n",
       "      <td>0.7554</td>\n",
       "      <td>0.1270</td>\n",
       "      <td>26600</td>\n",
       "      <td>33118.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The University of Alabama</th>\n",
       "      <td>Tuscaloosa</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>555.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29851.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0261</td>\n",
       "      <td>0.0268</td>\n",
       "      <td>0.0026</td>\n",
       "      <td>0.0844</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2040</td>\n",
       "      <td>0.4010</td>\n",
       "      <td>0.0853</td>\n",
       "      <td>41900</td>\n",
       "      <td>23750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Alabama Community College</th>\n",
       "      <td>Alexander City</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1592.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.3882</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5892</td>\n",
       "      <td>0.3977</td>\n",
       "      <td>0.3153</td>\n",
       "      <td>27500</td>\n",
       "      <td>16127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Athens State University</th>\n",
       "      <td>Athens</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2991.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0174</td>\n",
       "      <td>0.0057</td>\n",
       "      <td>0.0334</td>\n",
       "      <td>0.5517</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4088</td>\n",
       "      <td>0.6296</td>\n",
       "      <td>0.6410</td>\n",
       "      <td>39000</td>\n",
       "      <td>18595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University at Montgomery</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>509.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4304.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0297</td>\n",
       "      <td>0.0397</td>\n",
       "      <td>0.0246</td>\n",
       "      <td>0.2853</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4192</td>\n",
       "      <td>0.5803</td>\n",
       "      <td>0.2930</td>\n",
       "      <td>35000</td>\n",
       "      <td>21335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University</th>\n",
       "      <td>Auburn</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>588.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20514.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.0140</td>\n",
       "      <td>0.0862</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>0.3494</td>\n",
       "      <td>0.0415</td>\n",
       "      <td>45700</td>\n",
       "      <td>21831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               CITY STABBR  HBCU  MENONLY  \\\n",
       "INSTNM                                                                      \n",
       "Alabama A & M University                     Normal     AL   1.0      0.0   \n",
       "University of Alabama at Birmingham      Birmingham     AL   0.0      0.0   \n",
       "Amridge University                       Montgomery     AL   0.0      0.0   \n",
       "University of Alabama in Huntsville      Huntsville     AL   0.0      0.0   \n",
       "Alabama State University                 Montgomery     AL   1.0      0.0   \n",
       "The University of Alabama                Tuscaloosa     AL   0.0      0.0   \n",
       "Central Alabama Community College    Alexander City     AL   0.0      0.0   \n",
       "Athens State University                      Athens     AL   0.0      0.0   \n",
       "Auburn University at Montgomery          Montgomery     AL   0.0      0.0   \n",
       "Auburn University                            Auburn     AL   0.0      0.0   \n",
       "\n",
       "                                     WOMENONLY  RELAFFIL  SATVRMID  SATMTMID  \\\n",
       "INSTNM                                                                         \n",
       "Alabama A & M University                   0.0         0     424.0     420.0   \n",
       "University of Alabama at Birmingham        0.0         0     570.0     565.0   \n",
       "Amridge University                         0.0         1       NaN       NaN   \n",
       "University of Alabama in Huntsville        0.0         0     595.0     590.0   \n",
       "Alabama State University                   0.0         0     425.0     430.0   \n",
       "The University of Alabama                  0.0         0     555.0     565.0   \n",
       "Central Alabama Community College          0.0         0       NaN       NaN   \n",
       "Athens State University                    0.0         0       NaN       NaN   \n",
       "Auburn University at Montgomery            0.0         0     486.0     509.0   \n",
       "Auburn University                          0.0         0     575.0     588.0   \n",
       "\n",
       "                                     DISTANCEONLY     UGDS  \\\n",
       "INSTNM                                                       \n",
       "Alabama A & M University                      0.0   4206.0   \n",
       "University of Alabama at Birmingham           0.0  11383.0   \n",
       "Amridge University                            1.0    291.0   \n",
       "University of Alabama in Huntsville           0.0   5451.0   \n",
       "Alabama State University                      0.0   4811.0   \n",
       "The University of Alabama                     0.0  29851.0   \n",
       "Central Alabama Community College             0.0   1592.0   \n",
       "Athens State University                       0.0   2991.0   \n",
       "Auburn University at Montgomery               0.0   4304.0   \n",
       "Auburn University                             0.0  20514.0   \n",
       "\n",
       "                                            ...          UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                      ...                                \n",
       "Alabama A & M University                    ...             0.0000    0.0059   \n",
       "University of Alabama at Birmingham         ...             0.0368    0.0179   \n",
       "Amridge University                          ...             0.0000    0.0000   \n",
       "University of Alabama in Huntsville         ...             0.0172    0.0332   \n",
       "Alabama State University                    ...             0.0098    0.0243   \n",
       "The University of Alabama                   ...             0.0261    0.0268   \n",
       "Central Alabama Community College           ...             0.0000    0.0000   \n",
       "Athens State University                     ...             0.0174    0.0057   \n",
       "Auburn University at Montgomery             ...             0.0297    0.0397   \n",
       "Auburn University                           ...             0.0000    0.0100   \n",
       "\n",
       "                                     UGDS_UNKN  PPTUG_EF  CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                        \n",
       "Alabama A & M University                0.0138    0.0656         1   0.7356   \n",
       "University of Alabama at Birmingham     0.0100    0.2607         1   0.3460   \n",
       "Amridge University                      0.2715    0.4536         1   0.6801   \n",
       "University of Alabama in Huntsville     0.0350    0.2146         1   0.3072   \n",
       "Alabama State University                0.0137    0.0892         1   0.7347   \n",
       "The University of Alabama               0.0026    0.0844         1   0.2040   \n",
       "Central Alabama Community College       0.0019    0.3882         1   0.5892   \n",
       "Athens State University                 0.0334    0.5517         1   0.4088   \n",
       "Auburn University at Montgomery         0.0246    0.2853         1   0.4192   \n",
       "Auburn University                       0.0140    0.0862         1   0.1610   \n",
       "\n",
       "                                     PCTFLOAN  UG25ABV  MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                    \n",
       "Alabama A & M University               0.8284   0.1049            30300   \n",
       "University of Alabama at Birmingham    0.5214   0.2422            39700   \n",
       "Amridge University                     0.7795   0.8540            40100   \n",
       "University of Alabama in Huntsville    0.4596   0.2640            45500   \n",
       "Alabama State University               0.7554   0.1270            26600   \n",
       "The University of Alabama              0.4010   0.0853            41900   \n",
       "Central Alabama Community College      0.3977   0.3153            27500   \n",
       "Athens State University                0.6296   0.6410            39000   \n",
       "Auburn University at Montgomery        0.5803   0.2930            35000   \n",
       "Auburn University                      0.3494   0.0415            45700   \n",
       "\n",
       "                                     GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                   \n",
       "Alabama A & M University                          33888  \n",
       "University of Alabama at Birmingham             21941.5  \n",
       "Amridge University                                23370  \n",
       "University of Alabama in Huntsville               24097  \n",
       "Alabama State University                        33118.5  \n",
       "The University of Alabama                         23750  \n",
       "Central Alabama Community College                 16127  \n",
       "Athens State University                           18595  \n",
       "Auburn University at Montgomery                   21335  \n",
       "Auburn University                                 21831  \n",
       "\n",
       "[10 rows x 26 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.iloc[:10]    # az első 10 sor és az összes oszlop!\n",
    "college.iloc[:10, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>Normal</td>\n",
       "      <td>AL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>Birmingham</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           CITY STABBR  HBCU  MENONLY\n",
       "INSTNM                                                               \n",
       "Alabama A & M University                 Normal     AL   1.0      0.0\n",
       "University of Alabama at Birmingham  Birmingham     AL   0.0      0.0\n",
       "Amridge University                   Montgomery     AL   0.0      0.0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  Könyv 122. oldal\n",
    "college.loc[:'Amridge University', :'MENONLY']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.401"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.iloc[5, -4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.401"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.loc['The University of Alabama', 'PCTFLOAN']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WOMENONLY</th>\n",
       "      <th>SATVRMID</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.0</td>\n",
       "      <td>424.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.0</td>\n",
       "      <td>570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.0</td>\n",
       "      <td>595.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.0</td>\n",
       "      <td>425.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     WOMENONLY  SATVRMID\n",
       "INSTNM                                                  \n",
       "Alabama A & M University                   0.0     424.0\n",
       "University of Alabama at Birmingham        0.0     570.0\n",
       "Amridge University                         0.0       NaN\n",
       "University of Alabama in Huntsville        0.0     595.0\n",
       "Alabama State University                   0.0     425.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.iloc[:, [4,6]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WOMENONLY</th>\n",
       "      <th>SATVRMID</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.0</td>\n",
       "      <td>424.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.0</td>\n",
       "      <td>570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.0</td>\n",
       "      <td>595.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.0</td>\n",
       "      <td>425.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     WOMENONLY  SATVRMID\n",
       "INSTNM                                                  \n",
       "Alabama A & M University                   0.0     424.0\n",
       "University of Alabama at Birmingham        0.0     570.0\n",
       "Amridge University                         0.0       NaN\n",
       "University of Alabama in Huntsville        0.0     595.0\n",
       "Alabama State University                   0.0     425.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.loc[:, ['WOMENONLY', 'SATVRMID']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                       SATMTMID  UGDS_NHPI\n",
      "INSTNM                                                    \n",
      "GateWay Community College                   NaN     0.0029\n",
      "American Baptist Seminary of the West       NaN        NaN\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SATMTMID</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GateWay Community College</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Baptist Seminary of the West</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       SATMTMID  UGDS_NHPI\n",
       "INSTNM                                                    \n",
       "GateWay Community College                   NaN     0.0029\n",
       "American Baptist Seminary of the West       NaN        NaN"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select disjointed rows and columns:\n",
    "print(college.iloc[[100, 200], [7, 15]])\n",
    "rows = ['GateWay Community College', 'American Baptist Seminary of the West']\n",
    "columns = ['SATMTMID', 'UGDS_NHPI']\n",
    "college.loc[rows, columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Könyv 122. oldal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Empire Beauty School-Flagstaff     0\n",
       "Charles of Italy Beauty College    0\n",
       "Central Arizona College            0\n",
       "University of Arizona              0\n",
       "Arizona State University-Tempe     0\n",
       "Name: RELAFFIL, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.iloc[90:80:-2, 5]\n",
    "start = 'Empire Beauty School-Flagstaff'\n",
    "stop = 'Arizona State University-Tempe'\n",
    "college.loc[start:stop:-2, 'RELAFFIL']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/ZtejrJ7T764\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x2051f5f9b00>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo('ZtejrJ7T764')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "i = Image(filename='C:\\Anaconda\\RonaiB.JPG')\n",
    "i"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following recipe shows how to find the integer location of the columns and then\n",
    "use .iloc to complete the selection.\n",
    "Use the Index method get_loc to find the integer position of the desired\n",
    "columns:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 19)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col_start = college.columns.get_loc('UGDS_WHITE')\n",
    "col_end = college.columns.get_loc('UGDS_UNKN') + 1   # azért kell a +1 mert exclusive a range\n",
    "col_start, col_end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.9353</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0024</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.5922</td>\n",
       "      <td>0.2600</td>\n",
       "      <td>0.0283</td>\n",
       "      <td>0.0518</td>\n",
       "      <td>0.0022</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.2990</td>\n",
       "      <td>0.4192</td>\n",
       "      <td>0.0069</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.6988</td>\n",
       "      <td>0.1255</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.0158</td>\n",
       "      <td>0.9208</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.0137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                   \n",
       "Alabama A & M University                 0.0333      0.9353     0.0055   \n",
       "University of Alabama at Birmingham      0.5922      0.2600     0.0283   \n",
       "Amridge University                       0.2990      0.4192     0.0069   \n",
       "University of Alabama in Huntsville      0.6988      0.1255     0.0382   \n",
       "Alabama State University                 0.0158      0.9208     0.0121   \n",
       "\n",
       "                                     UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                  \n",
       "Alabama A & M University                 0.0019     0.0024     0.0019   \n",
       "University of Alabama at Birmingham      0.0518     0.0022     0.0007   \n",
       "Amridge University                       0.0034     0.0000     0.0000   \n",
       "University of Alabama in Huntsville      0.0376     0.0143     0.0002   \n",
       "Alabama State University                 0.0019     0.0010     0.0006   \n",
       "\n",
       "                                     UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                               \n",
       "Alabama A & M University                0.0000    0.0059     0.0138  \n",
       "University of Alabama at Birmingham     0.0368    0.0179     0.0100  \n",
       "Amridge University                      0.0000    0.0000     0.2715  \n",
       "University of Alabama in Huntsville     0.0172    0.0332     0.0350  \n",
       "Alabama State University                0.0098    0.0243     0.0137  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.iloc[:5, col_start:col_end]   # Tehát az első 5 sor és az oszlopok a White-tól a Unknownig.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How it works...\n",
    "Step 2 first retrieves the column index through the columns attribute. Indexes have a\n",
    "get_loc method, which accepts an index label and returns its integer location. We find\n",
    "both the start and end integer locations for the columns that we wish to slice. We add one\n",
    "because slicing with .iloc is exclusive of the last item. Step 3 uses slice notation with the\n",
    "rows and columns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can do a very similar operation to make .loc work with a mixture of integers and\n",
    "positions. The following shows how to select the 10th through 15th (inclusive) rows, along\n",
    "with columns UGDS_WHITE through UGDS_UNKN:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Birmingham Southern College</th>\n",
       "      <td>0.7983</td>\n",
       "      <td>0.1102</td>\n",
       "      <td>0.0195</td>\n",
       "      <td>0.0517</td>\n",
       "      <td>0.0102</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0051</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chattahoochee Valley Community College</th>\n",
       "      <td>0.4661</td>\n",
       "      <td>0.4372</td>\n",
       "      <td>0.0492</td>\n",
       "      <td>0.0127</td>\n",
       "      <td>0.0023</td>\n",
       "      <td>0.0035</td>\n",
       "      <td>0.0151</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Concordia College Alabama</th>\n",
       "      <td>0.0280</td>\n",
       "      <td>0.8758</td>\n",
       "      <td>0.0373</td>\n",
       "      <td>0.0093</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0031</td>\n",
       "      <td>0.0466</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South University-Montgomery</th>\n",
       "      <td>0.3046</td>\n",
       "      <td>0.6054</td>\n",
       "      <td>0.0153</td>\n",
       "      <td>0.0153</td>\n",
       "      <td>0.0153</td>\n",
       "      <td>0.0096</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enterprise State Community College</th>\n",
       "      <td>0.6408</td>\n",
       "      <td>0.2435</td>\n",
       "      <td>0.0509</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0081</td>\n",
       "      <td>0.0029</td>\n",
       "      <td>0.0254</td>\n",
       "      <td>0.0012</td>\n",
       "      <td>0.0069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James H Faulkner State Community College</th>\n",
       "      <td>0.6979</td>\n",
       "      <td>0.2259</td>\n",
       "      <td>0.0320</td>\n",
       "      <td>0.0084</td>\n",
       "      <td>0.0177</td>\n",
       "      <td>0.0014</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                        \n",
       "Birmingham Southern College                   0.7983      0.1102     0.0195   \n",
       "Chattahoochee Valley Community College        0.4661      0.4372     0.0492   \n",
       "Concordia College Alabama                     0.0280      0.8758     0.0373   \n",
       "South University-Montgomery                   0.3046      0.6054     0.0153   \n",
       "Enterprise State Community College            0.6408      0.2435     0.0509   \n",
       "James H Faulkner State Community College      0.6979      0.2259     0.0320   \n",
       "\n",
       "                                          UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                       \n",
       "Birmingham Southern College                   0.0517     0.0102     0.0000   \n",
       "Chattahoochee Valley Community College        0.0127     0.0023     0.0035   \n",
       "Concordia College Alabama                     0.0093     0.0000     0.0000   \n",
       "South University-Montgomery                   0.0153     0.0153     0.0096   \n",
       "Enterprise State Community College            0.0202     0.0081     0.0029   \n",
       "James H Faulkner State Community College      0.0084     0.0177     0.0014   \n",
       "\n",
       "                                          UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                                    \n",
       "Birmingham Southern College                  0.0051    0.0000     0.0051  \n",
       "Chattahoochee Valley Community College       0.0151    0.0000     0.0139  \n",
       "Concordia College Alabama                    0.0031    0.0466     0.0000  \n",
       "South University-Montgomery                  0.0000    0.0019     0.0326  \n",
       "Enterprise State Community College           0.0254    0.0012     0.0069  \n",
       "James H Faulkner State Community College     0.0152    0.0007     0.0009  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row_start = college.index[10]\n",
    "row_end = college.index[15]\n",
    "college.loc[row_start:row_end, 'UGDS_WHITE':'UGDS_UNKN']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Speeding up scalar selection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Könyv 126. oldal\n",
    "Both the .iloc and .loc indexers are capable of selecting a single element, a scalar value,\n",
    "from a Series or DataFrame. However, there exist the indexers, .iat and .at, which\n",
    "respectively achieve the same thing at faster speeds. Like .iloc, the .iat indexer uses\n",
    "integer location to make its selection and must be passed two integers separated by a\n",
    "comma. Similar to .loc, the .at index uses labels to make its selection and must be passed\n",
    "an index and column label separated by a comma."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This recipe is valuable if computational time is of utmost importance. It shows the\n",
    "performance improvement of .iat and .at over .iloc and .loc when using scalar\n",
    "selection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6609999999999999"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cn = 'Texas A & M University-College Station'\n",
    "college.loc[cn, 'UGDS_WHITE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6609999999999999"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Achieve the same result with .at:\n",
    "college.at[cn, 'UGDS_WHITE']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the %timeit magic command to find the difference in speed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.76 µs ± 391 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit college.loc[cn, 'UGDS_WHITE']   \n",
    "# Nálam: 5.45 µs ± 442 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.69 µs ± 173 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit college.at[cn, 'UGDS_WHITE']\n",
    "# Nálam: 3.38 µs ± 21.4 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find the integer locations of the preceding selections and then time the difference\n",
    "between .iloc and .iat:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3765, 10)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row_num = college.index.get_loc(cn)\n",
    "col_num = college.columns.get_loc('UGDS_WHITE')\n",
    "row_num, col_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.63 µs ± 687 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit college.iloc[row_num, col_num]\n",
    "# Nálam: 5.94 µs ± 192 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.91 µs ± 232 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit college.iat[row_num, col_num]\n",
    "# Nálam: 3.48 µs ± 19.6 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The scalar indexers, .iat and .at, only accept scalar values. They fail if anything else is\n",
    "passed to them. They are drop-in replacements for .iloc and .loc when doing scalar\n",
    "selection. The timeit magic command times entire blocks of code when preceded by two\n",
    "percentage signs and a single time when preceded by one percentage sign. It shows that\n",
    "about 2.5 microseconds are saved on average by switching to the scalar indexers. This might\n",
    "not be much but can add up quickly if scalar selection is repeatedly done in a program.\n",
    "Both .iat and .at work with Series as well. Pass them a single scalar value, and they will\n",
    "return a scalar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CITY', 'STABBR', 'HBCU', 'MENONLY', 'WOMENONLY', 'RELAFFIL',\n",
       "       'SATVRMID', 'SATMTMID', 'DISTANCEONLY', 'UGDS', 'UGDS_WHITE',\n",
       "       'UGDS_BLACK', 'UGDS_HISP', 'UGDS_ASIAN', 'UGDS_AIAN', 'UGDS_NHPI',\n",
       "       'UGDS_2MOR', 'UGDS_NRA', 'UGDS_UNKN', 'PPTUG_EF', 'CURROPER', 'PCTPELL',\n",
       "       'PCTFLOAN', 'UG25ABV', 'MD_EARN_WNE_P10', 'GRAD_DEBT_MDN_SUPP'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'IL'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state = college['STABBR']\n",
    "state.iat[1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CA'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state.at['Stanford University']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Slicing rows lazily"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Könyv 128. oldal\n",
    "A shortcut to select the\n",
    "rows exists with just the indexing operator itself. This is just a shortcut to show additional\n",
    "features of pandas, but the primary function of the indexing operator is actually to select\n",
    "DataFrame columns. If you want to select rows, it is best to use .iloc or .loc, as they are\n",
    "unambiguous."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "      <th>WOMENONLY</th>\n",
       "      <th>RELAFFIL</th>\n",
       "      <th>SATVRMID</th>\n",
       "      <th>SATMTMID</th>\n",
       "      <th>DISTANCEONLY</th>\n",
       "      <th>UGDS</th>\n",
       "      <th>...</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "      <th>PPTUG_EF</th>\n",
       "      <th>CURROPER</th>\n",
       "      <th>PCTPELL</th>\n",
       "      <th>PCTFLOAN</th>\n",
       "      <th>UG25ABV</th>\n",
       "      <th>MD_EARN_WNE_P10</th>\n",
       "      <th>GRAD_DEBT_MDN_SUPP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Birmingham Southern College</th>\n",
       "      <td>Birmingham</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>560.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0051</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0051</td>\n",
       "      <td>0.0017</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1920</td>\n",
       "      <td>0.4809</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>44200</td>\n",
       "      <td>27000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Concordia College Alabama</th>\n",
       "      <td>Selma</td>\n",
       "      <td>AL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>420.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0031</td>\n",
       "      <td>0.0466</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1056</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8667</td>\n",
       "      <td>0.9333</td>\n",
       "      <td>0.2367</td>\n",
       "      <td>19900</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enterprise State Community College</th>\n",
       "      <td>Enterprise</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1729.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0254</td>\n",
       "      <td>0.0012</td>\n",
       "      <td>0.0069</td>\n",
       "      <td>0.3823</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4895</td>\n",
       "      <td>0.2263</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>24600</td>\n",
       "      <td>8273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Faulkner University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0173</td>\n",
       "      <td>0.0182</td>\n",
       "      <td>0.0258</td>\n",
       "      <td>0.2302</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5812</td>\n",
       "      <td>0.7253</td>\n",
       "      <td>0.4589</td>\n",
       "      <td>37200</td>\n",
       "      <td>22000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Beginning College of Cosmetology</th>\n",
       "      <td>Albertville</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0783</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8224</td>\n",
       "      <td>0.8553</td>\n",
       "      <td>0.3933</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             CITY STABBR  HBCU  MENONLY  \\\n",
       "INSTNM                                                                    \n",
       "Birmingham Southern College            Birmingham     AL   0.0      0.0   \n",
       "Concordia College Alabama                   Selma     AL   1.0      0.0   \n",
       "Enterprise State Community College     Enterprise     AL   0.0      0.0   \n",
       "Faulkner University                    Montgomery     AL   0.0      0.0   \n",
       "New Beginning College of Cosmetology  Albertville     AL   0.0      0.0   \n",
       "\n",
       "                                      WOMENONLY  RELAFFIL  SATVRMID  SATMTMID  \\\n",
       "INSTNM                                                                          \n",
       "Birmingham Southern College                 0.0         1     560.0     560.0   \n",
       "Concordia College Alabama                   0.0         1     420.0     400.0   \n",
       "Enterprise State Community College          0.0         0       NaN       NaN   \n",
       "Faulkner University                         0.0         1       NaN       NaN   \n",
       "New Beginning College of Cosmetology        0.0         0       NaN       NaN   \n",
       "\n",
       "                                      DISTANCEONLY    UGDS  \\\n",
       "INSTNM                                                       \n",
       "Birmingham Southern College                    0.0  1180.0   \n",
       "Concordia College Alabama                      0.0   322.0   \n",
       "Enterprise State Community College             0.0  1729.0   \n",
       "Faulkner University                            0.0  2367.0   \n",
       "New Beginning College of Cosmetology           0.0   115.0   \n",
       "\n",
       "                                             ...          UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                       ...                                \n",
       "Birmingham Southern College                  ...             0.0051    0.0000   \n",
       "Concordia College Alabama                    ...             0.0031    0.0466   \n",
       "Enterprise State Community College           ...             0.0254    0.0012   \n",
       "Faulkner University                          ...             0.0173    0.0182   \n",
       "New Beginning College of Cosmetology         ...             0.0000    0.0000   \n",
       "\n",
       "                                      UGDS_UNKN  PPTUG_EF  CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                         \n",
       "Birmingham Southern College              0.0051    0.0017         1   0.1920   \n",
       "Concordia College Alabama                0.0000    0.1056         1   0.8667   \n",
       "Enterprise State Community College       0.0069    0.3823         1   0.4895   \n",
       "Faulkner University                      0.0258    0.2302         1   0.5812   \n",
       "New Beginning College of Cosmetology     0.0000    0.0783         1   0.8224   \n",
       "\n",
       "                                      PCTFLOAN  UG25ABV  MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                     \n",
       "Birmingham Southern College             0.4809   0.0152            44200   \n",
       "Concordia College Alabama               0.9333   0.2367            19900   \n",
       "Enterprise State Community College      0.2263   0.3399            24600   \n",
       "Faulkner University                     0.7253   0.4589            37200   \n",
       "New Beginning College of Cosmetology    0.8553   0.3933              NaN   \n",
       "\n",
       "                                      GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                    \n",
       "Birmingham Southern College                        27000  \n",
       "Concordia College Alabama              PrivacySuppressed  \n",
       "Enterprise State Community College                  8273  \n",
       "Faulkner University                                22000  \n",
       "New Beginning College of Cosmetology                5500  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select every other row from index 10 to 20:\n",
    "college[10:20:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "      <th>WOMENONLY</th>\n",
       "      <th>RELAFFIL</th>\n",
       "      <th>SATVRMID</th>\n",
       "      <th>SATMTMID</th>\n",
       "      <th>DISTANCEONLY</th>\n",
       "      <th>UGDS</th>\n",
       "      <th>...</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "      <th>PPTUG_EF</th>\n",
       "      <th>CURROPER</th>\n",
       "      <th>PCTPELL</th>\n",
       "      <th>PCTFLOAN</th>\n",
       "      <th>UG25ABV</th>\n",
       "      <th>MD_EARN_WNE_P10</th>\n",
       "      <th>GRAD_DEBT_MDN_SUPP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Mesa Community College</th>\n",
       "      <td>Mesa</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19055.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0205</td>\n",
       "      <td>0.0257</td>\n",
       "      <td>0.0682</td>\n",
       "      <td>0.6457</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3423</td>\n",
       "      <td>0.2207</td>\n",
       "      <td>0.4010</td>\n",
       "      <td>35200</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITT Technical Institute-Tempe</th>\n",
       "      <td>Tempe</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>445.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0292</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>0.2854</td>\n",
       "      <td>0</td>\n",
       "      <td>0.7229</td>\n",
       "      <td>0.8012</td>\n",
       "      <td>0.7048</td>\n",
       "      <td>38800</td>\n",
       "      <td>25827.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Universal Technical Institute of Arizona Inc-Motorcycle Mechanics Institute Division</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1724.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0812</td>\n",
       "      <td>0.0012</td>\n",
       "      <td>0.0673</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4898</td>\n",
       "      <td>0.6014</td>\n",
       "      <td>0.5710</td>\n",
       "      <td>34800</td>\n",
       "      <td>18139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern Arizona University</th>\n",
       "      <td>Flagstaff</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23189.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0517</td>\n",
       "      <td>0.0482</td>\n",
       "      <td>0.0060</td>\n",
       "      <td>0.1735</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3662</td>\n",
       "      <td>0.5376</td>\n",
       "      <td>0.1989</td>\n",
       "      <td>39100</td>\n",
       "      <td>20500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ottawa University-Phoenix</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.0029</td>\n",
       "      <td>0.1594</td>\n",
       "      <td>0.9942</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5246</td>\n",
       "      <td>0.6203</td>\n",
       "      <td>0.8841</td>\n",
       "      <td>40300</td>\n",
       "      <td>22000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cortiva Institute-Scottsdale</th>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0460</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1724</td>\n",
       "      <td>0.5402</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4765</td>\n",
       "      <td>0.8591</td>\n",
       "      <td>0.6207</td>\n",
       "      <td>24000</td>\n",
       "      <td>7600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pima Medical Institute-Tucson</th>\n",
       "      <td>Tucson</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0344</td>\n",
       "      <td>0.0005</td>\n",
       "      <td>0.0118</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5030</td>\n",
       "      <td>0.6390</td>\n",
       "      <td>0.6153</td>\n",
       "      <td>28200</td>\n",
       "      <td>8708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Prescott College</th>\n",
       "      <td>Prescott</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>545.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>454.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0352</td>\n",
       "      <td>0.0485</td>\n",
       "      <td>0.1211</td>\n",
       "      <td>0.2004</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4550</td>\n",
       "      <td>0.6073</td>\n",
       "      <td>0.3817</td>\n",
       "      <td>33300</td>\n",
       "      <td>24398.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rio Salado College</th>\n",
       "      <td>Tempe</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8366.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0195</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>0.8099</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1987</td>\n",
       "      <td>0.1779</td>\n",
       "      <td>0.4699</td>\n",
       "      <td>35900</td>\n",
       "      <td>9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hair Academy of Safford</th>\n",
       "      <td>Safford</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0235</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5378</td>\n",
       "      <td>0.2521</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Mountain Community College</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3653.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0178</td>\n",
       "      <td>0.0049</td>\n",
       "      <td>0.0821</td>\n",
       "      <td>0.6523</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5068</td>\n",
       "      <td>0.2584</td>\n",
       "      <td>0.4186</td>\n",
       "      <td>28400</td>\n",
       "      <td>9850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tucson College</th>\n",
       "      <td>Tucson</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0140</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0140</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7164</td>\n",
       "      <td>0.6326</td>\n",
       "      <td>0.5317</td>\n",
       "      <td>22500</td>\n",
       "      <td>9499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western International University</th>\n",
       "      <td>Tempe</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0653</td>\n",
       "      <td>0.0120</td>\n",
       "      <td>0.1436</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3053</td>\n",
       "      <td>0.3413</td>\n",
       "      <td>0.9272</td>\n",
       "      <td>50100</td>\n",
       "      <td>28875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yavapai College</th>\n",
       "      <td>Prescott</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5359.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0147</td>\n",
       "      <td>0.0022</td>\n",
       "      <td>0.1793</td>\n",
       "      <td>0.6330</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3206</td>\n",
       "      <td>0.1584</td>\n",
       "      <td>0.5393</td>\n",
       "      <td>28000</td>\n",
       "      <td>9374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Arkansas for Medical Sciences</th>\n",
       "      <td>Little Rock</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>711.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0281</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>0.0169</td>\n",
       "      <td>0.2433</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3944</td>\n",
       "      <td>0.6144</td>\n",
       "      <td>0.5133</td>\n",
       "      <td>61400</td>\n",
       "      <td>12500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas Baptist College</th>\n",
       "      <td>Little Rock</td>\n",
       "      <td>AR</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>896.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0089</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1127</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8306</td>\n",
       "      <td>0.8695</td>\n",
       "      <td>0.2833</td>\n",
       "      <td>22000</td>\n",
       "      <td>38000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas Beauty College</th>\n",
       "      <td>Russellville</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0606</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7692</td>\n",
       "      <td>0.9077</td>\n",
       "      <td>0.3261</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>6333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas College of Barbering and Hair Design</th>\n",
       "      <td>North Little Rock</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1078</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7326</td>\n",
       "      <td>0.8062</td>\n",
       "      <td>0.4851</td>\n",
       "      <td>17400</td>\n",
       "      <td>13253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Arkansas</th>\n",
       "      <td>Fayetteville</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>555.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21405.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0316</td>\n",
       "      <td>0.0279</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.1110</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2359</td>\n",
       "      <td>0.4026</td>\n",
       "      <td>0.1044</td>\n",
       "      <td>43400</td>\n",
       "      <td>21500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas State University-Beebe</th>\n",
       "      <td>Beebe</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2999.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0467</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.3018</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2849</td>\n",
       "      <td>0.1192</td>\n",
       "      <td>0.7155</td>\n",
       "      <td>36300</td>\n",
       "      <td>5665.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas Tech University</th>\n",
       "      <td>Russellville</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>495.0</td>\n",
       "      <td>535.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8845.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0242</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2071</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4447</td>\n",
       "      <td>0.4517</td>\n",
       "      <td>0.2436</td>\n",
       "      <td>33800</td>\n",
       "      <td>17480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arthur's Beauty College Inc-Jacksonville</th>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7326</td>\n",
       "      <td>0.7907</td>\n",
       "      <td>0.5469</td>\n",
       "      <td>13800</td>\n",
       "      <td>9833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Black River Technical College</th>\n",
       "      <td>Pocahontas</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1547.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0026</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6161</td>\n",
       "      <td>0.3594</td>\n",
       "      <td>0.4239</td>\n",
       "      <td>27000</td>\n",
       "      <td>10322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Baptist College</th>\n",
       "      <td>Conway</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>445.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>788.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>0.0317</td>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.1574</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4426</td>\n",
       "      <td>0.5913</td>\n",
       "      <td>0.4172</td>\n",
       "      <td>31300</td>\n",
       "      <td>21500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crowley's Ridge College</th>\n",
       "      <td>Paragould</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0405</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4750</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>31700</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Arkansas Community College</th>\n",
       "      <td>Forrest City</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>732.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4102</td>\n",
       "      <td>0.0476</td>\n",
       "      <td>0.3831</td>\n",
       "      <td>20900</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Imagine-Paul Mitchell Partner School</th>\n",
       "      <td>North Little Rock</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>398.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0251</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0226</td>\n",
       "      <td>0.1834</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5140</td>\n",
       "      <td>0.7238</td>\n",
       "      <td>0.3361</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>12485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Arkansas Community College-Batesville</th>\n",
       "      <td>Batesville</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1067.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0412</td>\n",
       "      <td>0.0028</td>\n",
       "      <td>0.0047</td>\n",
       "      <td>0.2980</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5855</td>\n",
       "      <td>0.2269</td>\n",
       "      <td>0.3673</td>\n",
       "      <td>24600</td>\n",
       "      <td>9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Henderson State University</th>\n",
       "      <td>Arkadelphia</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>495.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3226.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0453</td>\n",
       "      <td>0.0096</td>\n",
       "      <td>0.0009</td>\n",
       "      <td>0.0939</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5408</td>\n",
       "      <td>0.5964</td>\n",
       "      <td>0.1710</td>\n",
       "      <td>34500</td>\n",
       "      <td>19586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Springs Beauty College</th>\n",
       "      <td>Hot Springs</td>\n",
       "      <td>AR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8636</td>\n",
       "      <td>0.7500</td>\n",
       "      <td>0.4186</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beauty Academy</th>\n",
       "      <td>Wenatchee</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0294</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6385</td>\n",
       "      <td>0.6154</td>\n",
       "      <td>0.3896</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>8718.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Evergreen Beauty and Barber College-Bellevue</th>\n",
       "      <td>Bellevue</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0778</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3314</td>\n",
       "      <td>0.3314</td>\n",
       "      <td>0.4400</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>7917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bellingham Technical College</th>\n",
       "      <td>Bellingham</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>724.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0635</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0925</td>\n",
       "      <td>0.2928</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4739</td>\n",
       "      <td>0.3215</td>\n",
       "      <td>0.5988</td>\n",
       "      <td>36700</td>\n",
       "      <td>13500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Everest College-Bremerton</th>\n",
       "      <td>Bremerton</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1034</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1638</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6007</td>\n",
       "      <td>0.4652</td>\n",
       "      <td>0.5092</td>\n",
       "      <td>28900</td>\n",
       "      <td>9500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Washington University</th>\n",
       "      <td>Ellensburg</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9751.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0654</td>\n",
       "      <td>0.0064</td>\n",
       "      <td>0.0903</td>\n",
       "      <td>0.1138</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3634</td>\n",
       "      <td>0.5459</td>\n",
       "      <td>0.1888</td>\n",
       "      <td>44500</td>\n",
       "      <td>21500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>City University of Seattle</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1289.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>0.1691</td>\n",
       "      <td>0.3747</td>\n",
       "      <td>0.8433</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>0.5026</td>\n",
       "      <td>0.6329</td>\n",
       "      <td>47600</td>\n",
       "      <td>23000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clark College</th>\n",
       "      <td>Vancouver</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9383.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0809</td>\n",
       "      <td>0.0111</td>\n",
       "      <td>0.0487</td>\n",
       "      <td>0.4836</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3838</td>\n",
       "      <td>0.2254</td>\n",
       "      <td>0.3800</td>\n",
       "      <td>33700</td>\n",
       "      <td>13227.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Columbia Basin College</th>\n",
       "      <td>Pasco</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5218.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0324</td>\n",
       "      <td>0.0015</td>\n",
       "      <td>0.0326</td>\n",
       "      <td>0.3739</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3179</td>\n",
       "      <td>0.1094</td>\n",
       "      <td>0.3417</td>\n",
       "      <td>33100</td>\n",
       "      <td>11000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Divers Institute of Technology</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0733</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0517</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4869</td>\n",
       "      <td>0.6205</td>\n",
       "      <td>0.6624</td>\n",
       "      <td>52100</td>\n",
       "      <td>9500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Edmonds Community College</th>\n",
       "      <td>Lynnwood</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4321.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0606</td>\n",
       "      <td>0.1146</td>\n",
       "      <td>0.0720</td>\n",
       "      <td>0.4316</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1857</td>\n",
       "      <td>0.1058</td>\n",
       "      <td>0.4255</td>\n",
       "      <td>34300</td>\n",
       "      <td>10500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Paroba College of Cosmetology</th>\n",
       "      <td>Everett</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1398</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1075</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6410</td>\n",
       "      <td>0.5795</td>\n",
       "      <td>0.4679</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>7917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pierce College-Fort Steilacoom</th>\n",
       "      <td>Lakewood</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4358.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0966</td>\n",
       "      <td>0.0275</td>\n",
       "      <td>0.0730</td>\n",
       "      <td>0.4904</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3194</td>\n",
       "      <td>0.1722</td>\n",
       "      <td>0.4836</td>\n",
       "      <td>34800</td>\n",
       "      <td>12000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gonzaga University</th>\n",
       "      <td>Spokane</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>590.0</td>\n",
       "      <td>605.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4754.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0541</td>\n",
       "      <td>0.0280</td>\n",
       "      <td>0.0320</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1832</td>\n",
       "      <td>0.5155</td>\n",
       "      <td>0.0298</td>\n",
       "      <td>53000</td>\n",
       "      <td>25500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Green River College</th>\n",
       "      <td>Auburn</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5228.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0914</td>\n",
       "      <td>0.0979</td>\n",
       "      <td>0.0723</td>\n",
       "      <td>0.3370</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2129</td>\n",
       "      <td>0.1277</td>\n",
       "      <td>0.2944</td>\n",
       "      <td>35200</td>\n",
       "      <td>11000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Highline College</th>\n",
       "      <td>Des Moines</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3510.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0963</td>\n",
       "      <td>0.0536</td>\n",
       "      <td>0.0909</td>\n",
       "      <td>0.4003</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2855</td>\n",
       "      <td>0.0720</td>\n",
       "      <td>0.3368</td>\n",
       "      <td>34500</td>\n",
       "      <td>8418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>International Air and Hospitality Academy</th>\n",
       "      <td>Vancouver</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0989</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0828</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6090</td>\n",
       "      <td>0.6079</td>\n",
       "      <td>0.3571</td>\n",
       "      <td>24300</td>\n",
       "      <td>6333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ITT Technical Institute-Spokane Valley</th>\n",
       "      <td>Spokane Valley</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0441</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0203</td>\n",
       "      <td>0.1864</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8350</td>\n",
       "      <td>0.7340</td>\n",
       "      <td>0.7744</td>\n",
       "      <td>40300</td>\n",
       "      <td>24506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gene Juarez Academy of Beauty-Mountlake Terrace</th>\n",
       "      <td>Mountlake Terrace</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1218</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0406</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4985</td>\n",
       "      <td>0.7122</td>\n",
       "      <td>0.2609</td>\n",
       "      <td>24000</td>\n",
       "      <td>10555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lake Washington Institute of Technology</th>\n",
       "      <td>Kirkland</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>0.0074</td>\n",
       "      <td>0.0839</td>\n",
       "      <td>0.3562</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2414</td>\n",
       "      <td>0.2029</td>\n",
       "      <td>0.6159</td>\n",
       "      <td>39700</td>\n",
       "      <td>15000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trinity Lutheran College</th>\n",
       "      <td>Everett</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0048</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0144</td>\n",
       "      <td>0.0478</td>\n",
       "      <td>0</td>\n",
       "      <td>0.4948</td>\n",
       "      <td>0.7010</td>\n",
       "      <td>0.2165</td>\n",
       "      <td>37100</td>\n",
       "      <td>25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northwest Hair Academy</th>\n",
       "      <td>Mount Vernon</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1319</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0069</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5668</td>\n",
       "      <td>0.4378</td>\n",
       "      <td>0.3375</td>\n",
       "      <td>16200</td>\n",
       "      <td>9500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northwest University</th>\n",
       "      <td>Kirkland</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>517.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1453.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0447</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>0.0461</td>\n",
       "      <td>0.1239</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3790</td>\n",
       "      <td>0.6787</td>\n",
       "      <td>0.3067</td>\n",
       "      <td>37700</td>\n",
       "      <td>23724.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perry Technical Institute</th>\n",
       "      <td>Yakima</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0430</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6283</td>\n",
       "      <td>0.8349</td>\n",
       "      <td>0.3941</td>\n",
       "      <td>52100</td>\n",
       "      <td>18500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peninsula College</th>\n",
       "      <td>Port Angeles</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1361.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0683</td>\n",
       "      <td>0.0735</td>\n",
       "      <td>0.1109</td>\n",
       "      <td>0.3057</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3651</td>\n",
       "      <td>0.2195</td>\n",
       "      <td>0.5198</td>\n",
       "      <td>27500</td>\n",
       "      <td>13950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Renton Technical College</th>\n",
       "      <td>Renton</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0493</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0592</td>\n",
       "      <td>0.3126</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2259</td>\n",
       "      <td>0.1123</td>\n",
       "      <td>0.6812</td>\n",
       "      <td>34800</td>\n",
       "      <td>6937.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Seattle College</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1925.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0790</td>\n",
       "      <td>0.0660</td>\n",
       "      <td>0.0956</td>\n",
       "      <td>0.4005</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1648</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5851</td>\n",
       "      <td>33400</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Everest College-Seattle</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1138</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1951</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5950</td>\n",
       "      <td>0.5735</td>\n",
       "      <td>0.5345</td>\n",
       "      <td>24600</td>\n",
       "      <td>9500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seattle University</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>585.0</td>\n",
       "      <td>585.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4415.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0727</td>\n",
       "      <td>0.1067</td>\n",
       "      <td>0.0874</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2083</td>\n",
       "      <td>0.5347</td>\n",
       "      <td>0.0677</td>\n",
       "      <td>55800</td>\n",
       "      <td>25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skagit Valley College</th>\n",
       "      <td>Mount Vernon</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2823.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0429</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>0.0166</td>\n",
       "      <td>0.3709</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2724</td>\n",
       "      <td>0.1284</td>\n",
       "      <td>0.4338</td>\n",
       "      <td>31200</td>\n",
       "      <td>10500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spokane Community College</th>\n",
       "      <td>Spokane</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4982.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0552</td>\n",
       "      <td>0.0032</td>\n",
       "      <td>0.0566</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5160</td>\n",
       "      <td>0.3901</td>\n",
       "      <td>0.5325</td>\n",
       "      <td>31100</td>\n",
       "      <td>16750</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1951 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 CITY STABBR  \\\n",
       "INSTNM                                                                         \n",
       "Mesa Community College                                           Mesa     AZ   \n",
       "ITT Technical Institute-Tempe                                   Tempe     AZ   \n",
       "Universal Technical Institute of Arizona Inc-Mo...            Phoenix     AZ   \n",
       "Northern Arizona University                                 Flagstaff     AZ   \n",
       "Ottawa University-Phoenix                                     Phoenix     AZ   \n",
       "Cortiva Institute-Scottsdale                               Scottsdale     AZ   \n",
       "Pima Medical Institute-Tucson                                  Tucson     AZ   \n",
       "Prescott College                                             Prescott     AZ   \n",
       "Rio Salado College                                              Tempe     AZ   \n",
       "Hair Academy of Safford                                       Safford     AZ   \n",
       "South Mountain Community College                              Phoenix     AZ   \n",
       "Tucson College                                                 Tucson     AZ   \n",
       "Western International University                                Tempe     AZ   \n",
       "Yavapai College                                              Prescott     AZ   \n",
       "University of Arkansas for Medical Sciences               Little Rock     AR   \n",
       "Arkansas Baptist College                                  Little Rock     AR   \n",
       "Arkansas Beauty College                                  Russellville     AR   \n",
       "Arkansas College of Barbering and Hair Design       North Little Rock     AR   \n",
       "University of Arkansas                                   Fayetteville     AR   \n",
       "Arkansas State University-Beebe                                 Beebe     AR   \n",
       "Arkansas Tech University                                 Russellville     AR   \n",
       "Arthur's Beauty College Inc-Jacksonville                 Jacksonville     AR   \n",
       "Black River Technical College                              Pocahontas     AR   \n",
       "Central Baptist College                                        Conway     AR   \n",
       "Crowley's Ridge College                                     Paragould     AR   \n",
       "East Arkansas Community College                          Forrest City     AR   \n",
       "Imagine-Paul Mitchell Partner School                North Little Rock     AR   \n",
       "University of Arkansas Community College-Batesv...         Batesville     AR   \n",
       "Henderson State University                                Arkadelphia     AR   \n",
       "Hot Springs Beauty College                                Hot Springs     AR   \n",
       "...                                                               ...    ...   \n",
       "Beauty Academy                                              Wenatchee     WA   \n",
       "Evergreen Beauty and Barber College-Bellevue                 Bellevue     WA   \n",
       "Bellingham Technical College                               Bellingham     WA   \n",
       "Everest College-Bremerton                                   Bremerton     WA   \n",
       "Central Washington University                              Ellensburg     WA   \n",
       "City University of Seattle                                    Seattle     WA   \n",
       "Clark College                                               Vancouver     WA   \n",
       "Columbia Basin College                                          Pasco     WA   \n",
       "Divers Institute of Technology                                Seattle     WA   \n",
       "Edmonds Community College                                    Lynnwood     WA   \n",
       "Paroba College of Cosmetology                                 Everett     WA   \n",
       "Pierce College-Fort Steilacoom                               Lakewood     WA   \n",
       "Gonzaga University                                            Spokane     WA   \n",
       "Green River College                                            Auburn     WA   \n",
       "Highline College                                           Des Moines     WA   \n",
       "International Air and Hospitality Academy                   Vancouver     WA   \n",
       "ITT Technical Institute-Spokane Valley                 Spokane Valley     WA   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace     Mountlake Terrace     WA   \n",
       "Lake Washington Institute of Technology                      Kirkland     WA   \n",
       "Trinity Lutheran College                                      Everett     WA   \n",
       "Northwest Hair Academy                                   Mount Vernon     WA   \n",
       "Northwest University                                         Kirkland     WA   \n",
       "Perry Technical Institute                                      Yakima     WA   \n",
       "Peninsula College                                        Port Angeles     WA   \n",
       "Renton Technical College                                       Renton     WA   \n",
       "South Seattle College                                         Seattle     WA   \n",
       "Everest College-Seattle                                       Seattle     WA   \n",
       "Seattle University                                            Seattle     WA   \n",
       "Skagit Valley College                                    Mount Vernon     WA   \n",
       "Spokane Community College                                     Spokane     WA   \n",
       "\n",
       "                                                    HBCU  MENONLY  WOMENONLY  \\\n",
       "INSTNM                                                                         \n",
       "Mesa Community College                               0.0      0.0        0.0   \n",
       "ITT Technical Institute-Tempe                        0.0      0.0        0.0   \n",
       "Universal Technical Institute of Arizona Inc-Mo...   0.0      0.0        0.0   \n",
       "Northern Arizona University                          0.0      0.0        0.0   \n",
       "Ottawa University-Phoenix                            0.0      0.0        0.0   \n",
       "Cortiva Institute-Scottsdale                         0.0      0.0        0.0   \n",
       "Pima Medical Institute-Tucson                        0.0      0.0        0.0   \n",
       "Prescott College                                     0.0      0.0        0.0   \n",
       "Rio Salado College                                   0.0      0.0        0.0   \n",
       "Hair Academy of Safford                              0.0      0.0        0.0   \n",
       "South Mountain Community College                     0.0      0.0        0.0   \n",
       "Tucson College                                       0.0      0.0        0.0   \n",
       "Western International University                     0.0      0.0        0.0   \n",
       "Yavapai College                                      0.0      0.0        0.0   \n",
       "University of Arkansas for Medical Sciences          0.0      0.0        0.0   \n",
       "Arkansas Baptist College                             1.0      0.0        0.0   \n",
       "Arkansas Beauty College                              0.0      0.0        0.0   \n",
       "Arkansas College of Barbering and Hair Design        0.0      0.0        0.0   \n",
       "University of Arkansas                               0.0      0.0        0.0   \n",
       "Arkansas State University-Beebe                      0.0      0.0        0.0   \n",
       "Arkansas Tech University                             0.0      0.0        0.0   \n",
       "Arthur's Beauty College Inc-Jacksonville             0.0      0.0        0.0   \n",
       "Black River Technical College                        0.0      0.0        0.0   \n",
       "Central Baptist College                              0.0      0.0        0.0   \n",
       "Crowley's Ridge College                              0.0      0.0        0.0   \n",
       "East Arkansas Community College                      0.0      0.0        0.0   \n",
       "Imagine-Paul Mitchell Partner School                 0.0      0.0        0.0   \n",
       "University of Arkansas Community College-Batesv...   0.0      0.0        0.0   \n",
       "Henderson State University                           0.0      0.0        0.0   \n",
       "Hot Springs Beauty College                           0.0      0.0        0.0   \n",
       "...                                                  ...      ...        ...   \n",
       "Beauty Academy                                       0.0      0.0        0.0   \n",
       "Evergreen Beauty and Barber College-Bellevue         0.0      0.0        0.0   \n",
       "Bellingham Technical College                         0.0      0.0        0.0   \n",
       "Everest College-Bremerton                            0.0      0.0        0.0   \n",
       "Central Washington University                        0.0      0.0        0.0   \n",
       "City University of Seattle                           0.0      0.0        0.0   \n",
       "Clark College                                        0.0      0.0        0.0   \n",
       "Columbia Basin College                               0.0      0.0        0.0   \n",
       "Divers Institute of Technology                       0.0      0.0        0.0   \n",
       "Edmonds Community College                            0.0      0.0        0.0   \n",
       "Paroba College of Cosmetology                        0.0      0.0        0.0   \n",
       "Pierce College-Fort Steilacoom                       0.0      0.0        0.0   \n",
       "Gonzaga University                                   0.0      0.0        0.0   \n",
       "Green River College                                  0.0      0.0        0.0   \n",
       "Highline College                                     0.0      0.0        0.0   \n",
       "International Air and Hospitality Academy            0.0      0.0        0.0   \n",
       "ITT Technical Institute-Spokane Valley               0.0      0.0        0.0   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace      0.0      0.0        0.0   \n",
       "Lake Washington Institute of Technology              0.0      0.0        0.0   \n",
       "Trinity Lutheran College                             0.0      0.0        0.0   \n",
       "Northwest Hair Academy                               0.0      0.0        0.0   \n",
       "Northwest University                                 0.0      0.0        0.0   \n",
       "Perry Technical Institute                            0.0      0.0        0.0   \n",
       "Peninsula College                                    0.0      0.0        0.0   \n",
       "Renton Technical College                             0.0      0.0        0.0   \n",
       "South Seattle College                                0.0      0.0        0.0   \n",
       "Everest College-Seattle                              0.0      0.0        0.0   \n",
       "Seattle University                                   0.0      0.0        0.0   \n",
       "Skagit Valley College                                0.0      0.0        0.0   \n",
       "Spokane Community College                            0.0      0.0        0.0   \n",
       "\n",
       "                                                    RELAFFIL  SATVRMID  \\\n",
       "INSTNM                                                                   \n",
       "Mesa Community College                                     0       NaN   \n",
       "ITT Technical Institute-Tempe                              0       NaN   \n",
       "Universal Technical Institute of Arizona Inc-Mo...         0       NaN   \n",
       "Northern Arizona University                                0       NaN   \n",
       "Ottawa University-Phoenix                                  1       NaN   \n",
       "Cortiva Institute-Scottsdale                               0       NaN   \n",
       "Pima Medical Institute-Tucson                              0       NaN   \n",
       "Prescott College                                           0     545.0   \n",
       "Rio Salado College                                         0       NaN   \n",
       "Hair Academy of Safford                                    0       NaN   \n",
       "South Mountain Community College                           0       NaN   \n",
       "Tucson College                                             0       NaN   \n",
       "Western International University                           0       NaN   \n",
       "Yavapai College                                            0       NaN   \n",
       "University of Arkansas for Medical Sciences                0       NaN   \n",
       "Arkansas Baptist College                                   1       NaN   \n",
       "Arkansas Beauty College                                    0       NaN   \n",
       "Arkansas College of Barbering and Hair Design              0       NaN   \n",
       "University of Arkansas                                     0     555.0   \n",
       "Arkansas State University-Beebe                            0       NaN   \n",
       "Arkansas Tech University                                   0     495.0   \n",
       "Arthur's Beauty College Inc-Jacksonville                   0       NaN   \n",
       "Black River Technical College                              0       NaN   \n",
       "Central Baptist College                                    1     445.0   \n",
       "Crowley's Ridge College                                    1       NaN   \n",
       "East Arkansas Community College                            0       NaN   \n",
       "Imagine-Paul Mitchell Partner School                       0       NaN   \n",
       "University of Arkansas Community College-Batesv...         0       NaN   \n",
       "Henderson State University                                 0     485.0   \n",
       "Hot Springs Beauty College                                 0       NaN   \n",
       "...                                                      ...       ...   \n",
       "Beauty Academy                                             0       NaN   \n",
       "Evergreen Beauty and Barber College-Bellevue               0       NaN   \n",
       "Bellingham Technical College                               0       NaN   \n",
       "Everest College-Bremerton                                  0       NaN   \n",
       "Central Washington University                              0     485.0   \n",
       "City University of Seattle                                 0       NaN   \n",
       "Clark College                                              0       NaN   \n",
       "Columbia Basin College                                     0       NaN   \n",
       "Divers Institute of Technology                             0       NaN   \n",
       "Edmonds Community College                                  0       NaN   \n",
       "Paroba College of Cosmetology                              0       NaN   \n",
       "Pierce College-Fort Steilacoom                             0       NaN   \n",
       "Gonzaga University                                         1     590.0   \n",
       "Green River College                                        0       NaN   \n",
       "Highline College                                           0       NaN   \n",
       "International Air and Hospitality Academy                  0       NaN   \n",
       "ITT Technical Institute-Spokane Valley                     0       NaN   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace            0       NaN   \n",
       "Lake Washington Institute of Technology                    0       NaN   \n",
       "Trinity Lutheran College                                   1       NaN   \n",
       "Northwest Hair Academy                                     0       NaN   \n",
       "Northwest University                                       1     517.0   \n",
       "Perry Technical Institute                                  0       NaN   \n",
       "Peninsula College                                          0       NaN   \n",
       "Renton Technical College                                   0       NaN   \n",
       "South Seattle College                                      0       NaN   \n",
       "Everest College-Seattle                                    0       NaN   \n",
       "Seattle University                                         1     585.0   \n",
       "Skagit Valley College                                      0       NaN   \n",
       "Spokane Community College                                  0       NaN   \n",
       "\n",
       "                                                    SATMTMID  DISTANCEONLY  \\\n",
       "INSTNM                                                                       \n",
       "Mesa Community College                                   NaN           0.0   \n",
       "ITT Technical Institute-Tempe                            NaN           0.0   \n",
       "Universal Technical Institute of Arizona Inc-Mo...       NaN           0.0   \n",
       "Northern Arizona University                              NaN           0.0   \n",
       "Ottawa University-Phoenix                                NaN           0.0   \n",
       "Cortiva Institute-Scottsdale                             NaN           0.0   \n",
       "Pima Medical Institute-Tucson                            NaN           0.0   \n",
       "Prescott College                                       503.0           0.0   \n",
       "Rio Salado College                                       NaN           0.0   \n",
       "Hair Academy of Safford                                  NaN           0.0   \n",
       "South Mountain Community College                         NaN           0.0   \n",
       "Tucson College                                           NaN           0.0   \n",
       "Western International University                         NaN           0.0   \n",
       "Yavapai College                                          NaN           0.0   \n",
       "University of Arkansas for Medical Sciences              NaN           0.0   \n",
       "Arkansas Baptist College                                 NaN           0.0   \n",
       "Arkansas Beauty College                                  NaN           0.0   \n",
       "Arkansas College of Barbering and Hair Design            NaN           0.0   \n",
       "University of Arkansas                                 565.0           0.0   \n",
       "Arkansas State University-Beebe                          NaN           0.0   \n",
       "Arkansas Tech University                               535.0           0.0   \n",
       "Arthur's Beauty College Inc-Jacksonville                 NaN           0.0   \n",
       "Black River Technical College                            NaN           0.0   \n",
       "Central Baptist College                                500.0           0.0   \n",
       "Crowley's Ridge College                                  NaN           0.0   \n",
       "East Arkansas Community College                          NaN           0.0   \n",
       "Imagine-Paul Mitchell Partner School                     NaN           0.0   \n",
       "University of Arkansas Community College-Batesv...       NaN           0.0   \n",
       "Henderson State University                             495.0           0.0   \n",
       "Hot Springs Beauty College                               NaN           0.0   \n",
       "...                                                      ...           ...   \n",
       "Beauty Academy                                           NaN           0.0   \n",
       "Evergreen Beauty and Barber College-Bellevue             NaN           0.0   \n",
       "Bellingham Technical College                             NaN           0.0   \n",
       "Everest College-Bremerton                                NaN           0.0   \n",
       "Central Washington University                          490.0           0.0   \n",
       "City University of Seattle                               NaN           0.0   \n",
       "Clark College                                            NaN           0.0   \n",
       "Columbia Basin College                                   NaN           0.0   \n",
       "Divers Institute of Technology                           NaN           0.0   \n",
       "Edmonds Community College                                NaN           0.0   \n",
       "Paroba College of Cosmetology                            NaN           0.0   \n",
       "Pierce College-Fort Steilacoom                           NaN           0.0   \n",
       "Gonzaga University                                     605.0           0.0   \n",
       "Green River College                                      NaN           0.0   \n",
       "Highline College                                         NaN           0.0   \n",
       "International Air and Hospitality Academy                NaN           0.0   \n",
       "ITT Technical Institute-Spokane Valley                   NaN           0.0   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace          NaN           0.0   \n",
       "Lake Washington Institute of Technology                  NaN           0.0   \n",
       "Trinity Lutheran College                                 NaN           0.0   \n",
       "Northwest Hair Academy                                   NaN           0.0   \n",
       "Northwest University                                   496.0           0.0   \n",
       "Perry Technical Institute                                NaN           0.0   \n",
       "Peninsula College                                        NaN           0.0   \n",
       "Renton Technical College                                 NaN           0.0   \n",
       "South Seattle College                                    NaN           0.0   \n",
       "Everest College-Seattle                                  NaN           0.0   \n",
       "Seattle University                                     585.0           0.0   \n",
       "Skagit Valley College                                    NaN           0.0   \n",
       "Spokane Community College                                NaN           0.0   \n",
       "\n",
       "                                                       UGDS  \\\n",
       "INSTNM                                                        \n",
       "Mesa Community College                              19055.0   \n",
       "ITT Technical Institute-Tempe                         445.0   \n",
       "Universal Technical Institute of Arizona Inc-Mo...   1724.0   \n",
       "Northern Arizona University                         23189.0   \n",
       "Ottawa University-Phoenix                             345.0   \n",
       "Cortiva Institute-Scottsdale                           87.0   \n",
       "Pima Medical Institute-Tucson                        1948.0   \n",
       "Prescott College                                      454.0   \n",
       "Rio Salado College                                   8366.0   \n",
       "Hair Academy of Safford                                85.0   \n",
       "South Mountain Community College                     3653.0   \n",
       "Tucson College                                        356.0   \n",
       "Western International University                      996.0   \n",
       "Yavapai College                                      5359.0   \n",
       "University of Arkansas for Medical Sciences           711.0   \n",
       "Arkansas Baptist College                              896.0   \n",
       "Arkansas Beauty College                                33.0   \n",
       "Arkansas College of Barbering and Hair Design         204.0   \n",
       "University of Arkansas                              21405.0   \n",
       "Arkansas State University-Beebe                      2999.0   \n",
       "Arkansas Tech University                             8845.0   \n",
       "Arthur's Beauty College Inc-Jacksonville               56.0   \n",
       "Black River Technical College                        1547.0   \n",
       "Central Baptist College                               788.0   \n",
       "Crowley's Ridge College                               173.0   \n",
       "East Arkansas Community College                       732.0   \n",
       "Imagine-Paul Mitchell Partner School                  398.0   \n",
       "University of Arkansas Community College-Batesv...   1067.0   \n",
       "Henderson State University                           3226.0   \n",
       "Hot Springs Beauty College                             43.0   \n",
       "...                                                     ...   \n",
       "Beauty Academy                                         68.0   \n",
       "Evergreen Beauty and Barber College-Bellevue           90.0   \n",
       "Bellingham Technical College                          724.0   \n",
       "Everest College-Bremerton                             232.0   \n",
       "Central Washington University                        9751.0   \n",
       "City University of Seattle                           1289.0   \n",
       "Clark College                                        9383.0   \n",
       "Columbia Basin College                               5218.0   \n",
       "Divers Institute of Technology                        232.0   \n",
       "Edmonds Community College                            4321.0   \n",
       "Paroba College of Cosmetology                          93.0   \n",
       "Pierce College-Fort Steilacoom                       4358.0   \n",
       "Gonzaga University                                   4754.0   \n",
       "Green River College                                  5228.0   \n",
       "Highline College                                     3510.0   \n",
       "International Air and Hospitality Academy             435.0   \n",
       "ITT Technical Institute-Spokane Valley                295.0   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace       197.0   \n",
       "Lake Washington Institute of Technology              2027.0   \n",
       "Trinity Lutheran College                              209.0   \n",
       "Northwest Hair Academy                                144.0   \n",
       "Northwest University                                 1453.0   \n",
       "Perry Technical Institute                             791.0   \n",
       "Peninsula College                                    1361.0   \n",
       "Renton Technical College                             1318.0   \n",
       "South Seattle College                                1925.0   \n",
       "Everest College-Seattle                               123.0   \n",
       "Seattle University                                   4415.0   \n",
       "Skagit Valley College                                2823.0   \n",
       "Spokane Community College                            4982.0   \n",
       "\n",
       "                                                           ...          \\\n",
       "INSTNM                                                     ...           \n",
       "Mesa Community College                                     ...           \n",
       "ITT Technical Institute-Tempe                              ...           \n",
       "Universal Technical Institute of Arizona Inc-Mo...         ...           \n",
       "Northern Arizona University                                ...           \n",
       "Ottawa University-Phoenix                                  ...           \n",
       "Cortiva Institute-Scottsdale                               ...           \n",
       "Pima Medical Institute-Tucson                              ...           \n",
       "Prescott College                                           ...           \n",
       "Rio Salado College                                         ...           \n",
       "Hair Academy of Safford                                    ...           \n",
       "South Mountain Community College                           ...           \n",
       "Tucson College                                             ...           \n",
       "Western International University                           ...           \n",
       "Yavapai College                                            ...           \n",
       "University of Arkansas for Medical Sciences                ...           \n",
       "Arkansas Baptist College                                   ...           \n",
       "Arkansas Beauty College                                    ...           \n",
       "Arkansas College of Barbering and Hair Design              ...           \n",
       "University of Arkansas                                     ...           \n",
       "Arkansas State University-Beebe                            ...           \n",
       "Arkansas Tech University                                   ...           \n",
       "Arthur's Beauty College Inc-Jacksonville                   ...           \n",
       "Black River Technical College                              ...           \n",
       "Central Baptist College                                    ...           \n",
       "Crowley's Ridge College                                    ...           \n",
       "East Arkansas Community College                            ...           \n",
       "Imagine-Paul Mitchell Partner School                       ...           \n",
       "University of Arkansas Community College-Batesv...         ...           \n",
       "Henderson State University                                 ...           \n",
       "Hot Springs Beauty College                                 ...           \n",
       "...                                                        ...           \n",
       "Beauty Academy                                             ...           \n",
       "Evergreen Beauty and Barber College-Bellevue               ...           \n",
       "Bellingham Technical College                               ...           \n",
       "Everest College-Bremerton                                  ...           \n",
       "Central Washington University                              ...           \n",
       "City University of Seattle                                 ...           \n",
       "Clark College                                              ...           \n",
       "Columbia Basin College                                     ...           \n",
       "Divers Institute of Technology                             ...           \n",
       "Edmonds Community College                                  ...           \n",
       "Paroba College of Cosmetology                              ...           \n",
       "Pierce College-Fort Steilacoom                             ...           \n",
       "Gonzaga University                                         ...           \n",
       "Green River College                                        ...           \n",
       "Highline College                                           ...           \n",
       "International Air and Hospitality Academy                  ...           \n",
       "ITT Technical Institute-Spokane Valley                     ...           \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace            ...           \n",
       "Lake Washington Institute of Technology                    ...           \n",
       "Trinity Lutheran College                                   ...           \n",
       "Northwest Hair Academy                                     ...           \n",
       "Northwest University                                       ...           \n",
       "Perry Technical Institute                                  ...           \n",
       "Peninsula College                                          ...           \n",
       "Renton Technical College                                   ...           \n",
       "South Seattle College                                      ...           \n",
       "Everest College-Seattle                                    ...           \n",
       "Seattle University                                         ...           \n",
       "Skagit Valley College                                      ...           \n",
       "Spokane Community College                                  ...           \n",
       "\n",
       "                                                    UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                                                    \n",
       "Mesa Community College                                 0.0205    0.0257   \n",
       "ITT Technical Institute-Tempe                          0.0292    0.0000   \n",
       "Universal Technical Institute of Arizona Inc-Mo...     0.0812    0.0012   \n",
       "Northern Arizona University                            0.0517    0.0482   \n",
       "Ottawa University-Phoenix                              0.0348    0.0029   \n",
       "Cortiva Institute-Scottsdale                           0.0460    0.0000   \n",
       "Pima Medical Institute-Tucson                          0.0344    0.0005   \n",
       "Prescott College                                       0.0352    0.0485   \n",
       "Rio Salado College                                     0.0195    0.0053   \n",
       "Hair Academy of Safford                                0.0000    0.0000   \n",
       "South Mountain Community College                       0.0178    0.0049   \n",
       "Tucson College                                         0.0140    0.0000   \n",
       "Western International University                       0.0653    0.0120   \n",
       "Yavapai College                                        0.0147    0.0022   \n",
       "University of Arkansas for Medical Sciences            0.0281    0.0070   \n",
       "Arkansas Baptist College                               0.0000    0.0089   \n",
       "Arkansas Beauty College                                0.0000    0.0000   \n",
       "Arkansas College of Barbering and Hair Design          0.0000    0.0000   \n",
       "University of Arkansas                                 0.0316    0.0279   \n",
       "Arkansas State University-Beebe                        0.0467    0.0070   \n",
       "Arkansas Tech University                               0.0242    0.0353   \n",
       "Arthur's Beauty College Inc-Jacksonville               0.0179    0.0000   \n",
       "Black River Technical College                          0.0026    0.0000   \n",
       "Central Baptist College                                0.0152    0.0317   \n",
       "Crowley's Ridge College                                0.0000    0.0000   \n",
       "East Arkansas Community College                        0.0055    0.0000   \n",
       "Imagine-Paul Mitchell Partner School                   0.0251    0.0000   \n",
       "University of Arkansas Community College-Batesv...     0.0412    0.0028   \n",
       "Henderson State University                             0.0453    0.0096   \n",
       "Hot Springs Beauty College                             0.0000    0.0000   \n",
       "...                                                       ...       ...   \n",
       "Beauty Academy                                         0.0294    0.0000   \n",
       "Evergreen Beauty and Barber College-Bellevue           0.0444    0.0000   \n",
       "Bellingham Technical College                           0.0635    0.0000   \n",
       "Everest College-Bremerton                              0.1034    0.0000   \n",
       "Central Washington University                          0.0654    0.0064   \n",
       "City University of Seattle                             0.0070    0.1691   \n",
       "Clark College                                          0.0809    0.0111   \n",
       "Columbia Basin College                                 0.0324    0.0015   \n",
       "Divers Institute of Technology                         0.0733    0.0000   \n",
       "Edmonds Community College                              0.0606    0.1146   \n",
       "Paroba College of Cosmetology                          0.1398    0.0000   \n",
       "Pierce College-Fort Steilacoom                         0.0966    0.0275   \n",
       "Gonzaga University                                     0.0541    0.0280   \n",
       "Green River College                                    0.0914    0.0979   \n",
       "Highline College                                       0.0963    0.0536   \n",
       "International Air and Hospitality Academy              0.0989    0.0000   \n",
       "ITT Technical Institute-Spokane Valley                 0.0441    0.0000   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace        0.1218    0.0000   \n",
       "Lake Washington Institute of Technology                0.0617    0.0074   \n",
       "Trinity Lutheran College                               0.0048    0.0000   \n",
       "Northwest Hair Academy                                 0.1319    0.0000   \n",
       "Northwest University                                   0.0447    0.0200   \n",
       "Perry Technical Institute                              0.0544    0.0000   \n",
       "Peninsula College                                      0.0683    0.0735   \n",
       "Renton Technical College                               0.0493    0.0000   \n",
       "South Seattle College                                  0.0790    0.0660   \n",
       "Everest College-Seattle                                0.1138    0.0000   \n",
       "Seattle University                                     0.0727    0.1067   \n",
       "Skagit Valley College                                  0.0429    0.0400   \n",
       "Spokane Community College                              0.0552    0.0032   \n",
       "\n",
       "                                                    UGDS_UNKN  PPTUG_EF  \\\n",
       "INSTNM                                                                    \n",
       "Mesa Community College                                 0.0682    0.6457   \n",
       "ITT Technical Institute-Tempe                          0.0270    0.2854   \n",
       "Universal Technical Institute of Arizona Inc-Mo...     0.0673    0.0000   \n",
       "Northern Arizona University                            0.0060    0.1735   \n",
       "Ottawa University-Phoenix                              0.1594    0.9942   \n",
       "Cortiva Institute-Scottsdale                           0.1724    0.5402   \n",
       "Pima Medical Institute-Tucson                          0.0118    0.0000   \n",
       "Prescott College                                       0.1211    0.2004   \n",
       "Rio Salado College                                     0.0629    0.8099   \n",
       "Hair Academy of Safford                                0.0235    0.0000   \n",
       "South Mountain Community College                       0.0821    0.6523   \n",
       "Tucson College                                         0.0140    0.0000   \n",
       "Western International University                       0.1436    0.0000   \n",
       "Yavapai College                                        0.1793    0.6330   \n",
       "University of Arkansas for Medical Sciences            0.0169    0.2433   \n",
       "Arkansas Baptist College                               0.0000    0.1127   \n",
       "Arkansas Beauty College                                0.0000    0.0606   \n",
       "Arkansas College of Barbering and Hair Design          0.0000    0.1078   \n",
       "University of Arkansas                                 0.0037    0.1110   \n",
       "Arkansas State University-Beebe                        0.0007    0.3018   \n",
       "Arkansas Tech University                               0.0000    0.2071   \n",
       "Arthur's Beauty College Inc-Jacksonville               0.0000    0.0000   \n",
       "Black River Technical College                          0.0000    0.2708   \n",
       "Central Baptist College                                0.0025    0.1574   \n",
       "Crowley's Ridge College                                0.0000    0.0405   \n",
       "East Arkansas Community College                        0.0000    0.2964   \n",
       "Imagine-Paul Mitchell Partner School                   0.0226    0.1834   \n",
       "University of Arkansas Community College-Batesv...     0.0047    0.2980   \n",
       "Henderson State University                             0.0009    0.0939   \n",
       "Hot Springs Beauty College                             0.0000    0.0000   \n",
       "...                                                       ...       ...   \n",
       "Beauty Academy                                         0.0000    0.0000   \n",
       "Evergreen Beauty and Barber College-Bellevue           0.0778    0.0000   \n",
       "Bellingham Technical College                           0.0925    0.2928   \n",
       "Everest College-Bremerton                              0.1638    0.0000   \n",
       "Central Washington University                          0.0903    0.1138   \n",
       "City University of Seattle                             0.3747    0.8433   \n",
       "Clark College                                          0.0487    0.4836   \n",
       "Columbia Basin College                                 0.0326    0.3739   \n",
       "Divers Institute of Technology                         0.0517    0.0000   \n",
       "Edmonds Community College                              0.0720    0.4316   \n",
       "Paroba College of Cosmetology                          0.1075    0.0000   \n",
       "Pierce College-Fort Steilacoom                         0.0730    0.4904   \n",
       "Gonzaga University                                     0.0320    0.0128   \n",
       "Green River College                                    0.0723    0.3370   \n",
       "Highline College                                       0.0909    0.4003   \n",
       "International Air and Hospitality Academy              0.0828    0.0000   \n",
       "ITT Technical Institute-Spokane Valley                 0.0203    0.1864   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace        0.0406    0.0000   \n",
       "Lake Washington Institute of Technology                0.0839    0.3562   \n",
       "Trinity Lutheran College                               0.0144    0.0478   \n",
       "Northwest Hair Academy                                 0.0069    0.0000   \n",
       "Northwest University                                   0.0461    0.1239   \n",
       "Perry Technical Institute                              0.0430    0.0000   \n",
       "Peninsula College                                      0.1109    0.3057   \n",
       "Renton Technical College                               0.0592    0.3126   \n",
       "South Seattle College                                  0.0956    0.4005   \n",
       "Everest College-Seattle                                0.1951    0.0000   \n",
       "Seattle University                                     0.0874    0.0435   \n",
       "Skagit Valley College                                  0.0166    0.3709   \n",
       "Spokane Community College                              0.0566    0.2708   \n",
       "\n",
       "                                                    CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                  \n",
       "Mesa Community College                                     1   0.3423   \n",
       "ITT Technical Institute-Tempe                              0   0.7229   \n",
       "Universal Technical Institute of Arizona Inc-Mo...         1   0.4898   \n",
       "Northern Arizona University                                1   0.3662   \n",
       "Ottawa University-Phoenix                                  1   0.5246   \n",
       "Cortiva Institute-Scottsdale                               1   0.4765   \n",
       "Pima Medical Institute-Tucson                              1   0.5030   \n",
       "Prescott College                                           1   0.4550   \n",
       "Rio Salado College                                         1   0.1987   \n",
       "Hair Academy of Safford                                    1   0.5378   \n",
       "South Mountain Community College                           1   0.5068   \n",
       "Tucson College                                             1   0.7164   \n",
       "Western International University                           1   0.3053   \n",
       "Yavapai College                                            1   0.3206   \n",
       "University of Arkansas for Medical Sciences                1   0.3944   \n",
       "Arkansas Baptist College                                   1   0.8306   \n",
       "Arkansas Beauty College                                    1   0.7692   \n",
       "Arkansas College of Barbering and Hair Design              1   0.7326   \n",
       "University of Arkansas                                     1   0.2359   \n",
       "Arkansas State University-Beebe                            1   0.2849   \n",
       "Arkansas Tech University                                   1   0.4447   \n",
       "Arthur's Beauty College Inc-Jacksonville                   1   0.7326   \n",
       "Black River Technical College                              1   0.6161   \n",
       "Central Baptist College                                    1   0.4426   \n",
       "Crowley's Ridge College                                    1   0.4750   \n",
       "East Arkansas Community College                            1   0.4102   \n",
       "Imagine-Paul Mitchell Partner School                       1   0.5140   \n",
       "University of Arkansas Community College-Batesv...         1   0.5855   \n",
       "Henderson State University                                 1   0.5408   \n",
       "Hot Springs Beauty College                                 1   0.8636   \n",
       "...                                                      ...      ...   \n",
       "Beauty Academy                                             1   0.6385   \n",
       "Evergreen Beauty and Barber College-Bellevue               1   0.3314   \n",
       "Bellingham Technical College                               1   0.4739   \n",
       "Everest College-Bremerton                                  1   0.6007   \n",
       "Central Washington University                              1   0.3634   \n",
       "City University of Seattle                                 1   0.2940   \n",
       "Clark College                                              1   0.3838   \n",
       "Columbia Basin College                                     1   0.3179   \n",
       "Divers Institute of Technology                             1   0.4869   \n",
       "Edmonds Community College                                  1   0.1857   \n",
       "Paroba College of Cosmetology                              1   0.6410   \n",
       "Pierce College-Fort Steilacoom                             1   0.3194   \n",
       "Gonzaga University                                         1   0.1832   \n",
       "Green River College                                        1   0.2129   \n",
       "Highline College                                           1   0.2855   \n",
       "International Air and Hospitality Academy                  1   0.6090   \n",
       "ITT Technical Institute-Spokane Valley                     0   0.8350   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace            1   0.4985   \n",
       "Lake Washington Institute of Technology                    1   0.2414   \n",
       "Trinity Lutheran College                                   0   0.4948   \n",
       "Northwest Hair Academy                                     0   0.5668   \n",
       "Northwest University                                       1   0.3790   \n",
       "Perry Technical Institute                                  1   0.6283   \n",
       "Peninsula College                                          1   0.3651   \n",
       "Renton Technical College                                   1   0.2259   \n",
       "South Seattle College                                      1   0.1648   \n",
       "Everest College-Seattle                                    1   0.5950   \n",
       "Seattle University                                         1   0.2083   \n",
       "Skagit Valley College                                      1   0.2724   \n",
       "Spokane Community College                                  1   0.5160   \n",
       "\n",
       "                                                    PCTFLOAN  UG25ABV  \\\n",
       "INSTNM                                                                  \n",
       "Mesa Community College                                0.2207   0.4010   \n",
       "ITT Technical Institute-Tempe                         0.8012   0.7048   \n",
       "Universal Technical Institute of Arizona Inc-Mo...    0.6014   0.5710   \n",
       "Northern Arizona University                           0.5376   0.1989   \n",
       "Ottawa University-Phoenix                             0.6203   0.8841   \n",
       "Cortiva Institute-Scottsdale                          0.8591   0.6207   \n",
       "Pima Medical Institute-Tucson                         0.6390   0.6153   \n",
       "Prescott College                                      0.6073   0.3817   \n",
       "Rio Salado College                                    0.1779   0.4699   \n",
       "Hair Academy of Safford                               0.2521   0.2500   \n",
       "South Mountain Community College                      0.2584   0.4186   \n",
       "Tucson College                                        0.6326   0.5317   \n",
       "Western International University                      0.3413   0.9272   \n",
       "Yavapai College                                       0.1584   0.5393   \n",
       "University of Arkansas for Medical Sciences           0.6144   0.5133   \n",
       "Arkansas Baptist College                              0.8695   0.2833   \n",
       "Arkansas Beauty College                               0.9077   0.3261   \n",
       "Arkansas College of Barbering and Hair Design         0.8062   0.4851   \n",
       "University of Arkansas                                0.4026   0.1044   \n",
       "Arkansas State University-Beebe                       0.1192   0.7155   \n",
       "Arkansas Tech University                              0.4517   0.2436   \n",
       "Arthur's Beauty College Inc-Jacksonville              0.7907   0.5469   \n",
       "Black River Technical College                         0.3594   0.4239   \n",
       "Central Baptist College                               0.5913   0.4172   \n",
       "Crowley's Ridge College                               0.5000   0.0500   \n",
       "East Arkansas Community College                       0.0476   0.3831   \n",
       "Imagine-Paul Mitchell Partner School                  0.7238   0.3361   \n",
       "University of Arkansas Community College-Batesv...    0.2269   0.3673   \n",
       "Henderson State University                            0.5964   0.1710   \n",
       "Hot Springs Beauty College                            0.7500   0.4186   \n",
       "...                                                      ...      ...   \n",
       "Beauty Academy                                        0.6154   0.3896   \n",
       "Evergreen Beauty and Barber College-Bellevue          0.3314   0.4400   \n",
       "Bellingham Technical College                          0.3215   0.5988   \n",
       "Everest College-Bremerton                             0.4652   0.5092   \n",
       "Central Washington University                         0.5459   0.1888   \n",
       "City University of Seattle                            0.5026   0.6329   \n",
       "Clark College                                         0.2254   0.3800   \n",
       "Columbia Basin College                                0.1094   0.3417   \n",
       "Divers Institute of Technology                        0.6205   0.6624   \n",
       "Edmonds Community College                             0.1058   0.4255   \n",
       "Paroba College of Cosmetology                         0.5795   0.4679   \n",
       "Pierce College-Fort Steilacoom                        0.1722   0.4836   \n",
       "Gonzaga University                                    0.5155   0.0298   \n",
       "Green River College                                   0.1277   0.2944   \n",
       "Highline College                                      0.0720   0.3368   \n",
       "International Air and Hospitality Academy             0.6079   0.3571   \n",
       "ITT Technical Institute-Spokane Valley                0.7340   0.7744   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace       0.7122   0.2609   \n",
       "Lake Washington Institute of Technology               0.2029   0.6159   \n",
       "Trinity Lutheran College                              0.7010   0.2165   \n",
       "Northwest Hair Academy                                0.4378   0.3375   \n",
       "Northwest University                                  0.6787   0.3067   \n",
       "Perry Technical Institute                             0.8349   0.3941   \n",
       "Peninsula College                                     0.2195   0.5198   \n",
       "Renton Technical College                              0.1123   0.6812   \n",
       "South Seattle College                                 0.0000   0.5851   \n",
       "Everest College-Seattle                               0.5735   0.5345   \n",
       "Seattle University                                    0.5347   0.0677   \n",
       "Skagit Valley College                                 0.1284   0.4338   \n",
       "Spokane Community College                             0.3901   0.5325   \n",
       "\n",
       "                                                      MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                  \n",
       "Mesa Community College                                          35200   \n",
       "ITT Technical Institute-Tempe                                   38800   \n",
       "Universal Technical Institute of Arizona Inc-Mo...              34800   \n",
       "Northern Arizona University                                     39100   \n",
       "Ottawa University-Phoenix                                       40300   \n",
       "Cortiva Institute-Scottsdale                                    24000   \n",
       "Pima Medical Institute-Tucson                                   28200   \n",
       "Prescott College                                                33300   \n",
       "Rio Salado College                                              35900   \n",
       "Hair Academy of Safford                             PrivacySuppressed   \n",
       "South Mountain Community College                                28400   \n",
       "Tucson College                                                  22500   \n",
       "Western International University                                50100   \n",
       "Yavapai College                                                 28000   \n",
       "University of Arkansas for Medical Sciences                     61400   \n",
       "Arkansas Baptist College                                        22000   \n",
       "Arkansas Beauty College                             PrivacySuppressed   \n",
       "Arkansas College of Barbering and Hair Design                   17400   \n",
       "University of Arkansas                                          43400   \n",
       "Arkansas State University-Beebe                                 36300   \n",
       "Arkansas Tech University                                        33800   \n",
       "Arthur's Beauty College Inc-Jacksonville                        13800   \n",
       "Black River Technical College                                   27000   \n",
       "Central Baptist College                                         31300   \n",
       "Crowley's Ridge College                                         31700   \n",
       "East Arkansas Community College                                 20900   \n",
       "Imagine-Paul Mitchell Partner School                PrivacySuppressed   \n",
       "University of Arkansas Community College-Batesv...              24600   \n",
       "Henderson State University                                      34500   \n",
       "Hot Springs Beauty College                          PrivacySuppressed   \n",
       "...                                                               ...   \n",
       "Beauty Academy                                      PrivacySuppressed   \n",
       "Evergreen Beauty and Barber College-Bellevue        PrivacySuppressed   \n",
       "Bellingham Technical College                                    36700   \n",
       "Everest College-Bremerton                                       28900   \n",
       "Central Washington University                                   44500   \n",
       "City University of Seattle                                      47600   \n",
       "Clark College                                                   33700   \n",
       "Columbia Basin College                                          33100   \n",
       "Divers Institute of Technology                                  52100   \n",
       "Edmonds Community College                                       34300   \n",
       "Paroba College of Cosmetology                       PrivacySuppressed   \n",
       "Pierce College-Fort Steilacoom                                  34800   \n",
       "Gonzaga University                                              53000   \n",
       "Green River College                                             35200   \n",
       "Highline College                                                34500   \n",
       "International Air and Hospitality Academy                       24300   \n",
       "ITT Technical Institute-Spokane Valley                          40300   \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace                 24000   \n",
       "Lake Washington Institute of Technology                         39700   \n",
       "Trinity Lutheran College                                        37100   \n",
       "Northwest Hair Academy                                          16200   \n",
       "Northwest University                                            37700   \n",
       "Perry Technical Institute                                       52100   \n",
       "Peninsula College                                               27500   \n",
       "Renton Technical College                                        34800   \n",
       "South Seattle College                                           33400   \n",
       "Everest College-Seattle                                         24600   \n",
       "Seattle University                                              55800   \n",
       "Skagit Valley College                                           31200   \n",
       "Spokane Community College                                       31100   \n",
       "\n",
       "                                                    GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                                  \n",
       "Mesa Community College                                            8000  \n",
       "ITT Technical Institute-Tempe                                  25827.5  \n",
       "Universal Technical Institute of Arizona Inc-Mo...               18139  \n",
       "Northern Arizona University                                      20500  \n",
       "Ottawa University-Phoenix                                        22000  \n",
       "Cortiva Institute-Scottsdale                                      7600  \n",
       "Pima Medical Institute-Tucson                                     8708  \n",
       "Prescott College                                               24398.5  \n",
       "Rio Salado College                                                9000  \n",
       "Hair Academy of Safford                              PrivacySuppressed  \n",
       "South Mountain Community College                                  9850  \n",
       "Tucson College                                                    9499  \n",
       "Western International University                                 28875  \n",
       "Yavapai College                                                   9374  \n",
       "University of Arkansas for Medical Sciences                      12500  \n",
       "Arkansas Baptist College                                         38000  \n",
       "Arkansas Beauty College                                           6333  \n",
       "Arkansas College of Barbering and Hair Design                    13253  \n",
       "University of Arkansas                                           21500  \n",
       "Arkansas State University-Beebe                                 5665.5  \n",
       "Arkansas Tech University                                         17480  \n",
       "Arthur's Beauty College Inc-Jacksonville                          9833  \n",
       "Black River Technical College                                    10322  \n",
       "Central Baptist College                                          21500  \n",
       "Crowley's Ridge College                              PrivacySuppressed  \n",
       "East Arkansas Community College                      PrivacySuppressed  \n",
       "Imagine-Paul Mitchell Partner School                             12485  \n",
       "University of Arkansas Community College-Batesv...                9000  \n",
       "Henderson State University                                       19586  \n",
       "Hot Springs Beauty College                           PrivacySuppressed  \n",
       "...                                                                ...  \n",
       "Beauty Academy                                                  8718.5  \n",
       "Evergreen Beauty and Barber College-Bellevue                      7917  \n",
       "Bellingham Technical College                                     13500  \n",
       "Everest College-Bremerton                                         9500  \n",
       "Central Washington University                                    21500  \n",
       "City University of Seattle                                       23000  \n",
       "Clark College                                                  13227.5  \n",
       "Columbia Basin College                                           11000  \n",
       "Divers Institute of Technology                                    9500  \n",
       "Edmonds Community College                                        10500  \n",
       "Paroba College of Cosmetology                                     7917  \n",
       "Pierce College-Fort Steilacoom                                   12000  \n",
       "Gonzaga University                                               25500  \n",
       "Green River College                                              11000  \n",
       "Highline College                                                  8418  \n",
       "International Air and Hospitality Academy                         6333  \n",
       "ITT Technical Institute-Spokane Valley                           24506  \n",
       "Gene Juarez Academy of Beauty-Mountlake Terrace                  10555  \n",
       "Lake Washington Institute of Technology                          15000  \n",
       "Trinity Lutheran College                                         25000  \n",
       "Northwest Hair Academy                                            9500  \n",
       "Northwest University                                           23724.5  \n",
       "Perry Technical Institute                                        18500  \n",
       "Peninsula College                                                13950  \n",
       "Renton Technical College                                        6937.5  \n",
       "South Seattle College                                PrivacySuppressed  \n",
       "Everest College-Seattle                                           9500  \n",
       "Seattle University                                               25000  \n",
       "Skagit Valley College                                            10500  \n",
       "Spokane Community College                                        16750  \n",
       "\n",
       "[1951 rows x 26 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start = 'Mesa Community College'\n",
    "stop = 'Spokane Community College'\n",
    "college[start:stop:2]   # every other row"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "How it works...\n",
    "The indexing operator changes behavior based on what type of object is passed to it. The\n",
    "following pseudocode outlines how DataFrame indexing operator handles the object that it\n",
    "is passed:\n",
    "df[item] # Where `df` is a DataFrame and item is some object\n",
    "If item is a string then\n",
    "Find a column name that matches the item exactly\n",
    "Raise KeyError if there is no match\n",
    "Return the column as a Series\n",
    "\n",
    "If item is a list of strings then\n",
    "Raise KeyError if one or more strings in item don't match columns\n",
    "Return a DataFrame with just the columns in the list\n",
    "\n",
    "If item is a slice object then\n",
    "Works with either integer or string slices\n",
    "Raise KeyError if label from label slice is not in index\n",
    "Return all ROWS that are selected by the slice\n",
    "If item is a list, Series or ndarray of booleans then\n",
    "Raise ValueError if length of item not equal to length of DataFrame\n",
    "Use the booleans to return only the rows with True in same location\n",
    "\n",
    "\n",
    "The preceding logic covers all the most common cases but is not an exhaustive list. The\n",
    "logic for a Series is slightly different and actually more complex than it is for a DataFrame.\n",
    "Due to its complexity, it is probably a good idea to avoid using just the indexing operator\n",
    "itself on a Series and instead use the explicit .iloc and .loc indexers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I titled this type of row slicing in this section as lazy, as it does not use the more explicit\n",
    ".iloc or .loc. Personally, I always use these indexers whenever slicing rows, as there is\n",
    "never a question of exactly what I am doing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# college[:10, ['CITY', 'STABBR']]\n",
    "# TypeError: unhashable type: 'slice'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>Normal</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>Birmingham</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>Huntsville</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The University of Alabama</th>\n",
       "      <td>Tuscaloosa</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Alabama Community College</th>\n",
       "      <td>Alexander City</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Athens State University</th>\n",
       "      <td>Athens</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University at Montgomery</th>\n",
       "      <td>Montgomery</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University</th>\n",
       "      <td>Auburn</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               CITY STABBR\n",
       "INSTNM                                                    \n",
       "Alabama A & M University                     Normal     AL\n",
       "University of Alabama at Birmingham      Birmingham     AL\n",
       "Amridge University                       Montgomery     AL\n",
       "University of Alabama in Huntsville      Huntsville     AL\n",
       "Alabama State University                 Montgomery     AL\n",
       "The University of Alabama                Tuscaloosa     AL\n",
       "Central Alabama Community College    Alexander City     AL\n",
       "Athens State University                      Athens     AL\n",
       "Auburn University at Montgomery          Montgomery     AL\n",
       "Auburn University                            Auburn     AL"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_ten_instnm = college.index[:10]\n",
    "college.loc[first_ten_instnm, ['CITY', 'STABBR']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Slicing lexicographically"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "''' college.loc['Sp':'Su']\n",
    "As the index is not sorted, the preceding command fails.\n",
    "Let's go ahead and sort the index: '''\n",
    "college = college.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITY</th>\n",
       "      <th>STABBR</th>\n",
       "      <th>HBCU</th>\n",
       "      <th>MENONLY</th>\n",
       "      <th>WOMENONLY</th>\n",
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       "      <th>SATVRMID</th>\n",
       "      <th>SATMTMID</th>\n",
       "      <th>DISTANCEONLY</th>\n",
       "      <th>UGDS</th>\n",
       "      <th>...</th>\n",
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       "      <th>PCTPELL</th>\n",
       "      <th>PCTFLOAN</th>\n",
       "      <th>UG25ABV</th>\n",
       "      <th>MD_EARN_WNE_P10</th>\n",
       "      <th>GRAD_DEBT_MDN_SUPP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Spa Tech Institute-Ipswich</th>\n",
       "      <td>Ipswich</td>\n",
       "      <td>MA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0541</td>\n",
       "      <td>0.4054</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2656</td>\n",
       "      <td>0.3906</td>\n",
       "      <td>0.7907</td>\n",
       "      <td>21500</td>\n",
       "      <td>6333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spa Tech Institute-Plymouth</th>\n",
       "      <td>Plymouth</td>\n",
       "      <td>MA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2484</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3716</td>\n",
       "      <td>0.4266</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>21500</td>\n",
       "      <td>6333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spa Tech Institute-Westboro</th>\n",
       "      <td>Westboro</td>\n",
       "      <td>MA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0222</td>\n",
       "      <td>0.5778</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3409</td>\n",
       "      <td>0.4545</td>\n",
       "      <td>0.6882</td>\n",
       "      <td>21500</td>\n",
       "      <td>6333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spa Tech Institute-Westbrook</th>\n",
       "      <td>Westbrook</td>\n",
       "      <td>ME</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0042</td>\n",
       "      <td>0.2542</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4350</td>\n",
       "      <td>0.5093</td>\n",
       "      <td>0.5224</td>\n",
       "      <td>21500</td>\n",
       "      <td>6333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spalding University</th>\n",
       "      <td>Louisville</td>\n",
       "      <td>KY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>490.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.0016</td>\n",
       "      <td>0.0326</td>\n",
       "      <td>0.2502</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4442</td>\n",
       "      <td>0.6725</td>\n",
       "      <td>0.3764</td>\n",
       "      <td>41700</td>\n",
       "      <td>25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spanish-American Institute</th>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.8667</td>\n",
       "      <td>19700</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spartan College of Aeronautics &amp; Technology</th>\n",
       "      <td>Inglewood</td>\n",
       "      <td>CA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>414.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0048</td>\n",
       "      <td>0.0531</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7507</td>\n",
       "      <td>0.7698</td>\n",
       "      <td>0.5066</td>\n",
       "      <td>41000</td>\n",
       "      <td>24059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spartan College of Aeronautics and Technology</th>\n",
       "      <td>Tulsa</td>\n",
       "      <td>OK</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>849.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0978</td>\n",
       "      <td>0.0118</td>\n",
       "      <td>0.0106</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8592</td>\n",
       "      <td>0.9547</td>\n",
       "      <td>0.3843</td>\n",
       "      <td>39300</td>\n",
       "      <td>18018.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spartanburg Community College</th>\n",
       "      <td>Spartanburg</td>\n",
       "      <td>SC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4694.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0245</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0109</td>\n",
       "      <td>0.4495</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5409</td>\n",
       "      <td>0.1414</td>\n",
       "      <td>0.3380</td>\n",
       "      <td>25500</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spartanburg Methodist College</th>\n",
       "      <td>Spartanburg</td>\n",
       "      <td>SC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>430.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>0.0076</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0177</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5098</td>\n",
       "      <td>0.6614</td>\n",
       "      <td>0.0134</td>\n",
       "      <td>28400</td>\n",
       "      <td>12000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Specs Howard School of Media Arts</th>\n",
       "      <td>Southfield</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>653.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0153</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0015</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4390</td>\n",
       "      <td>0.6821</td>\n",
       "      <td>0.4003</td>\n",
       "      <td>27200</td>\n",
       "      <td>11370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spelman College</th>\n",
       "      <td>Atlanta</td>\n",
       "      <td>GA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>510.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2135.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0272</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>0.0829</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4777</td>\n",
       "      <td>0.7172</td>\n",
       "      <td>0.0254</td>\n",
       "      <td>46000</td>\n",
       "      <td>26996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spencerian College-Lexington</th>\n",
       "      <td>Lexington</td>\n",
       "      <td>KY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1212</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0303</td>\n",
       "      <td>0.2727</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7233</td>\n",
       "      <td>0.7044</td>\n",
       "      <td>0.5660</td>\n",
       "      <td>31600</td>\n",
       "      <td>17357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spencerian College-Louisville</th>\n",
       "      <td>Louisville</td>\n",
       "      <td>KY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>467.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1006</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0257</td>\n",
       "      <td>0.3854</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6041</td>\n",
       "      <td>0.6360</td>\n",
       "      <td>0.5722</td>\n",
       "      <td>31600</td>\n",
       "      <td>17357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spertus College</th>\n",
       "      <td>Chicago</td>\n",
       "      <td>IL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spokane Community College</th>\n",
       "      <td>Spokane</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4982.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0552</td>\n",
       "      <td>0.0032</td>\n",
       "      <td>0.0566</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5160</td>\n",
       "      <td>0.3901</td>\n",
       "      <td>0.5325</td>\n",
       "      <td>31100</td>\n",
       "      <td>16750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spokane Falls Community College</th>\n",
       "      <td>Spokane</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4650.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0725</td>\n",
       "      <td>0.0174</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.2424</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2803</td>\n",
       "      <td>0.1747</td>\n",
       "      <td>0.5083</td>\n",
       "      <td>28700</td>\n",
       "      <td>10614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spoon River College</th>\n",
       "      <td>Canton</td>\n",
       "      <td>IL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0026</td>\n",
       "      <td>0.0009</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.3733</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3184</td>\n",
       "      <td>0.1553</td>\n",
       "      <td>0.3167</td>\n",
       "      <td>28000</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spring Arbor University</th>\n",
       "      <td>Spring Arbor</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>525.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2632.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0217</td>\n",
       "      <td>0.0080</td>\n",
       "      <td>0.0593</td>\n",
       "      <td>0.2819</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4544</td>\n",
       "      <td>0.7518</td>\n",
       "      <td>0.4562</td>\n",
       "      <td>38100</td>\n",
       "      <td>25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spring Hill College</th>\n",
       "      <td>Mobile</td>\n",
       "      <td>AL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>535.0</td>\n",
       "      <td>538.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0346</td>\n",
       "      <td>0.0222</td>\n",
       "      <td>0.0337</td>\n",
       "      <td>0.0305</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2307</td>\n",
       "      <td>0.6873</td>\n",
       "      <td>0.0712</td>\n",
       "      <td>42800</td>\n",
       "      <td>27000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Springfield Beauty Academy</th>\n",
       "      <td>Annandale</td>\n",
       "      <td>VA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>0.2281</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.8800</td>\n",
       "      <td>0.8228</td>\n",
       "      <td>19300</td>\n",
       "      <td>5371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Springfield College</th>\n",
       "      <td>Springfield</td>\n",
       "      <td>MA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>510.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2136.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>0.0234</td>\n",
       "      <td>0.0225</td>\n",
       "      <td>0.0131</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2336</td>\n",
       "      <td>0.8020</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>43800</td>\n",
       "      <td>24826.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Springfield College of Beauty</th>\n",
       "      <td>Springfield</td>\n",
       "      <td>OR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0704</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7154</td>\n",
       "      <td>0.6911</td>\n",
       "      <td>0.5072</td>\n",
       "      <td>14000</td>\n",
       "      <td>14645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Springfield College-School of Professional and Continuing Studies</th>\n",
       "      <td>Springfield</td>\n",
       "      <td>MA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0226</td>\n",
       "      <td>0.0032</td>\n",
       "      <td>0.0251</td>\n",
       "      <td>0.3444</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7375</td>\n",
       "      <td>0.9194</td>\n",
       "      <td>0.9636</td>\n",
       "      <td>43800</td>\n",
       "      <td>24826.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Springfield Technical Community College</th>\n",
       "      <td>Springfield</td>\n",
       "      <td>MA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6069.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0201</td>\n",
       "      <td>0.0082</td>\n",
       "      <td>0.0058</td>\n",
       "      <td>0.5001</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5618</td>\n",
       "      <td>0.2462</td>\n",
       "      <td>0.4282</td>\n",
       "      <td>30300</td>\n",
       "      <td>5761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St Andrews University</th>\n",
       "      <td>Laurinburg</td>\n",
       "      <td>NC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>480.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>601.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0216</td>\n",
       "      <td>0.1082</td>\n",
       "      <td>0.1647</td>\n",
       "      <td>0.0682</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4269</td>\n",
       "      <td>0.7429</td>\n",
       "      <td>0.1126</td>\n",
       "      <td>34800</td>\n",
       "      <td>21562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St Bernard's School of Theology and Ministry</th>\n",
       "      <td>Rochester</td>\n",
       "      <td>NY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St Bonaventure University</th>\n",
       "      <td>Saint Bonaventure</td>\n",
       "      <td>NY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>525.0</td>\n",
       "      <td>525.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1735.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0173</td>\n",
       "      <td>0.0173</td>\n",
       "      <td>0.1003</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2941</td>\n",
       "      <td>0.6977</td>\n",
       "      <td>0.0246</td>\n",
       "      <td>44100</td>\n",
       "      <td>27000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St Catherine University</th>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>MN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>548.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3399.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0224</td>\n",
       "      <td>0.0091</td>\n",
       "      <td>0.0380</td>\n",
       "      <td>0.3869</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3990</td>\n",
       "      <td>0.7527</td>\n",
       "      <td>0.3830</td>\n",
       "      <td>45000</td>\n",
       "      <td>28065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St Charles Community College</th>\n",
       "      <td>Cottleville</td>\n",
       "      <td>MO</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6565.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0331</td>\n",
       "      <td>0.0084</td>\n",
       "      <td>0.0373</td>\n",
       "      <td>0.4859</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2394</td>\n",
       "      <td>0.1061</td>\n",
       "      <td>0.2847</td>\n",
       "      <td>32300</td>\n",
       "      <td>8508.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Pennsylvania</th>\n",
       "      <td>Trevose</td>\n",
       "      <td>PA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0208</td>\n",
       "      <td>0.0026</td>\n",
       "      <td>0.0390</td>\n",
       "      <td>0.8972</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4873</td>\n",
       "      <td>0.6031</td>\n",
       "      <td>0.8115</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Piscataway</th>\n",
       "      <td>Piscataway</td>\n",
       "      <td>NJ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Plano</th>\n",
       "      <td>Plano</td>\n",
       "      <td>TX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Rockville Campus</th>\n",
       "      <td>Rockville</td>\n",
       "      <td>MD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Roswell Campus</th>\n",
       "      <td>Roswell</td>\n",
       "      <td>GA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-San Antonio</th>\n",
       "      <td>San Antonio</td>\n",
       "      <td>TX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Sand Lake Campus</th>\n",
       "      <td>Orlando</td>\n",
       "      <td>FL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Savannah Campus</th>\n",
       "      <td>Savannah</td>\n",
       "      <td>GA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Shelby Oaks Campus</th>\n",
       "      <td>Memphis</td>\n",
       "      <td>TN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-South Carolina</th>\n",
       "      <td>Greenville</td>\n",
       "      <td>SC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1206.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0199</td>\n",
       "      <td>0.0008</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.8698</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5347</td>\n",
       "      <td>0.5969</td>\n",
       "      <td>0.8559</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-South Charlotte</th>\n",
       "      <td>Charlotte</td>\n",
       "      <td>NC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-South Raleigh Campus</th>\n",
       "      <td>Raleigh</td>\n",
       "      <td>NC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Stafford</th>\n",
       "      <td>Stafford</td>\n",
       "      <td>TX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Takoma Park Campus</th>\n",
       "      <td>Washington</td>\n",
       "      <td>DC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Tampa East Campus</th>\n",
       "      <td>Tampa</td>\n",
       "      <td>FL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Tennessee</th>\n",
       "      <td>Memphis</td>\n",
       "      <td>TN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1273.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0196</td>\n",
       "      <td>0.0024</td>\n",
       "      <td>0.0181</td>\n",
       "      <td>0.9262</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5551</td>\n",
       "      <td>0.6414</td>\n",
       "      <td>0.8386</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Texas</th>\n",
       "      <td>Austin</td>\n",
       "      <td>TX</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1217.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0353</td>\n",
       "      <td>0.0041</td>\n",
       "      <td>0.0345</td>\n",
       "      <td>0.8250</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5046</td>\n",
       "      <td>0.6049</td>\n",
       "      <td>0.8989</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Virginia</th>\n",
       "      <td>Arlington</td>\n",
       "      <td>VA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4448.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0313</td>\n",
       "      <td>0.0171</td>\n",
       "      <td>0.0441</td>\n",
       "      <td>0.7214</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2993</td>\n",
       "      <td>0.4036</td>\n",
       "      <td>0.8871</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Virginia Beach Campus</th>\n",
       "      <td>Virginia Beach</td>\n",
       "      <td>VA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Warrendale Campus</th>\n",
       "      <td>Warrendale</td>\n",
       "      <td>PA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-West Virginia</th>\n",
       "      <td>Scott Depot</td>\n",
       "      <td>WV</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5989</td>\n",
       "      <td>0.6780</td>\n",
       "      <td>0.7627</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-White Marsh Campus</th>\n",
       "      <td>Baltimore</td>\n",
       "      <td>MD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Willingboro Campus</th>\n",
       "      <td>Willingboro</td>\n",
       "      <td>NJ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Woodbridge Campus</th>\n",
       "      <td>Woodbridge</td>\n",
       "      <td>VA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49200</td>\n",
       "      <td>36173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stroudsburg School of Cosmetology</th>\n",
       "      <td>Stroudsburg</td>\n",
       "      <td>PA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1111</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5732</td>\n",
       "      <td>0.6707</td>\n",
       "      <td>0.4545</td>\n",
       "      <td>12200</td>\n",
       "      <td>11295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Studio Academy of Beauty</th>\n",
       "      <td>Chandler</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0392</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0090</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5855</td>\n",
       "      <td>0.6218</td>\n",
       "      <td>0.5675</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Studio Jewelers</th>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0364</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.6000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0451</td>\n",
       "      <td>0.0902</td>\n",
       "      <td>0.8525</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stylemaster College of Hair Design</th>\n",
       "      <td>Longview</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0130</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8036</td>\n",
       "      <td>0.7024</td>\n",
       "      <td>0.4510</td>\n",
       "      <td>17000</td>\n",
       "      <td>13320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Styles and Profiles Beauty College</th>\n",
       "      <td>Selmer</td>\n",
       "      <td>TN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8182</td>\n",
       "      <td>0.7955</td>\n",
       "      <td>0.2400</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Styletrends Barber and Hairstyling Academy</th>\n",
       "      <td>Rock Hill</td>\n",
       "      <td>SC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5556</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.3529</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>9495.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>201 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 CITY STABBR  \\\n",
       "INSTNM                                                                         \n",
       "Spa Tech Institute-Ipswich                                    Ipswich     MA   \n",
       "Spa Tech Institute-Plymouth                                  Plymouth     MA   \n",
       "Spa Tech Institute-Westboro                                  Westboro     MA   \n",
       "Spa Tech Institute-Westbrook                                Westbrook     ME   \n",
       "Spalding University                                        Louisville     KY   \n",
       "Spanish-American Institute                                   New York     NY   \n",
       "Spartan College of Aeronautics & Technology                 Inglewood     CA   \n",
       "Spartan College of Aeronautics and Technology                   Tulsa     OK   \n",
       "Spartanburg Community College                             Spartanburg     SC   \n",
       "Spartanburg Methodist College                             Spartanburg     SC   \n",
       "Specs Howard School of Media Arts                          Southfield     MI   \n",
       "Spelman College                                               Atlanta     GA   \n",
       "Spencerian College-Lexington                                Lexington     KY   \n",
       "Spencerian College-Louisville                              Louisville     KY   \n",
       "Spertus College                                               Chicago     IL   \n",
       "Spokane Community College                                     Spokane     WA   \n",
       "Spokane Falls Community College                               Spokane     WA   \n",
       "Spoon River College                                            Canton     IL   \n",
       "Spring Arbor University                                  Spring Arbor     MI   \n",
       "Spring Hill College                                            Mobile     AL   \n",
       "Springfield Beauty Academy                                  Annandale     VA   \n",
       "Springfield College                                       Springfield     MA   \n",
       "Springfield College of Beauty                             Springfield     OR   \n",
       "Springfield College-School of Professional and ...        Springfield     MA   \n",
       "Springfield Technical Community College                   Springfield     MA   \n",
       "St Andrews University                                      Laurinburg     NC   \n",
       "St Bernard's School of Theology and Ministry                Rochester     NY   \n",
       "St Bonaventure University                           Saint Bonaventure     NY   \n",
       "St Catherine University                                    Saint Paul     MN   \n",
       "St Charles Community College                              Cottleville     MO   \n",
       "...                                                               ...    ...   \n",
       "Strayer University-Pennsylvania                               Trevose     PA   \n",
       "Strayer University-Piscataway                              Piscataway     NJ   \n",
       "Strayer University-Plano                                        Plano     TX   \n",
       "Strayer University-Rockville Campus                         Rockville     MD   \n",
       "Strayer University-Roswell Campus                             Roswell     GA   \n",
       "Strayer University-San Antonio                            San Antonio     TX   \n",
       "Strayer University-Sand Lake Campus                           Orlando     FL   \n",
       "Strayer University-Savannah Campus                           Savannah     GA   \n",
       "Strayer University-Shelby Oaks Campus                         Memphis     TN   \n",
       "Strayer University-South Carolina                          Greenville     SC   \n",
       "Strayer University-South Charlotte                          Charlotte     NC   \n",
       "Strayer University-South Raleigh Campus                       Raleigh     NC   \n",
       "Strayer University-Stafford                                  Stafford     TX   \n",
       "Strayer University-Takoma Park Campus                      Washington     DC   \n",
       "Strayer University-Tampa East Campus                            Tampa     FL   \n",
       "Strayer University-Tennessee                                  Memphis     TN   \n",
       "Strayer University-Texas                                       Austin     TX   \n",
       "Strayer University-Virginia                                 Arlington     VA   \n",
       "Strayer University-Virginia Beach Campus               Virginia Beach     VA   \n",
       "Strayer University-Warrendale Campus                       Warrendale     PA   \n",
       "Strayer University-West Virginia                          Scott Depot     WV   \n",
       "Strayer University-White Marsh Campus                       Baltimore     MD   \n",
       "Strayer University-Willingboro Campus                     Willingboro     NJ   \n",
       "Strayer University-Woodbridge Campus                       Woodbridge     VA   \n",
       "Stroudsburg School of Cosmetology                         Stroudsburg     PA   \n",
       "Studio Academy of Beauty                                     Chandler     AZ   \n",
       "Studio Jewelers                                              New York     NY   \n",
       "Stylemaster College of Hair Design                           Longview     WA   \n",
       "Styles and Profiles Beauty College                             Selmer     TN   \n",
       "Styletrends Barber and Hairstyling Academy                  Rock Hill     SC   \n",
       "\n",
       "                                                    HBCU  MENONLY  WOMENONLY  \\\n",
       "INSTNM                                                                         \n",
       "Spa Tech Institute-Ipswich                           0.0      0.0        0.0   \n",
       "Spa Tech Institute-Plymouth                          0.0      0.0        0.0   \n",
       "Spa Tech Institute-Westboro                          0.0      0.0        0.0   \n",
       "Spa Tech Institute-Westbrook                         0.0      0.0        0.0   \n",
       "Spalding University                                  0.0      0.0        0.0   \n",
       "Spanish-American Institute                           0.0      0.0        0.0   \n",
       "Spartan College of Aeronautics & Technology          0.0      0.0        0.0   \n",
       "Spartan College of Aeronautics and Technology        0.0      0.0        0.0   \n",
       "Spartanburg Community College                        0.0      0.0        0.0   \n",
       "Spartanburg Methodist College                        0.0      0.0        0.0   \n",
       "Specs Howard School of Media Arts                    0.0      0.0        0.0   \n",
       "Spelman College                                      1.0      0.0        1.0   \n",
       "Spencerian College-Lexington                         0.0      0.0        0.0   \n",
       "Spencerian College-Louisville                        0.0      0.0        0.0   \n",
       "Spertus College                                      0.0      0.0        0.0   \n",
       "Spokane Community College                            0.0      0.0        0.0   \n",
       "Spokane Falls Community College                      0.0      0.0        0.0   \n",
       "Spoon River College                                  0.0      0.0        0.0   \n",
       "Spring Arbor University                              0.0      0.0        0.0   \n",
       "Spring Hill College                                  0.0      0.0        0.0   \n",
       "Springfield Beauty Academy                           0.0      0.0        0.0   \n",
       "Springfield College                                  0.0      0.0        0.0   \n",
       "Springfield College of Beauty                        0.0      0.0        0.0   \n",
       "Springfield College-School of Professional and ...   0.0      0.0        0.0   \n",
       "Springfield Technical Community College              0.0      0.0        0.0   \n",
       "St Andrews University                                0.0      0.0        0.0   \n",
       "St Bernard's School of Theology and Ministry         0.0      0.0        0.0   \n",
       "St Bonaventure University                            0.0      0.0        0.0   \n",
       "St Catherine University                              0.0      0.0        1.0   \n",
       "St Charles Community College                         0.0      0.0        0.0   \n",
       "...                                                  ...      ...        ...   \n",
       "Strayer University-Pennsylvania                      0.0      0.0        0.0   \n",
       "Strayer University-Piscataway                        NaN      NaN        NaN   \n",
       "Strayer University-Plano                             NaN      NaN        NaN   \n",
       "Strayer University-Rockville Campus                  NaN      NaN        NaN   \n",
       "Strayer University-Roswell Campus                    NaN      NaN        NaN   \n",
       "Strayer University-San Antonio                       NaN      NaN        NaN   \n",
       "Strayer University-Sand Lake Campus                  NaN      NaN        NaN   \n",
       "Strayer University-Savannah Campus                   NaN      NaN        NaN   \n",
       "Strayer University-Shelby Oaks Campus                NaN      NaN        NaN   \n",
       "Strayer University-South Carolina                    0.0      0.0        0.0   \n",
       "Strayer University-South Charlotte                   NaN      NaN        NaN   \n",
       "Strayer University-South Raleigh Campus              NaN      NaN        NaN   \n",
       "Strayer University-Stafford                          NaN      NaN        NaN   \n",
       "Strayer University-Takoma Park Campus                NaN      NaN        NaN   \n",
       "Strayer University-Tampa East Campus                 NaN      NaN        NaN   \n",
       "Strayer University-Tennessee                         0.0      0.0        0.0   \n",
       "Strayer University-Texas                             0.0      0.0        0.0   \n",
       "Strayer University-Virginia                          0.0      0.0        0.0   \n",
       "Strayer University-Virginia Beach Campus             NaN      NaN        NaN   \n",
       "Strayer University-Warrendale Campus                 NaN      NaN        NaN   \n",
       "Strayer University-West Virginia                     0.0      0.0        0.0   \n",
       "Strayer University-White Marsh Campus                NaN      NaN        NaN   \n",
       "Strayer University-Willingboro Campus                NaN      NaN        NaN   \n",
       "Strayer University-Woodbridge Campus                 NaN      NaN        NaN   \n",
       "Stroudsburg School of Cosmetology                    0.0      0.0        0.0   \n",
       "Studio Academy of Beauty                             0.0      0.0        0.0   \n",
       "Studio Jewelers                                      0.0      0.0        0.0   \n",
       "Stylemaster College of Hair Design                   0.0      0.0        0.0   \n",
       "Styles and Profiles Beauty College                   0.0      0.0        0.0   \n",
       "Styletrends Barber and Hairstyling Academy           0.0      0.0        0.0   \n",
       "\n",
       "                                                    RELAFFIL  SATVRMID  \\\n",
       "INSTNM                                                                   \n",
       "Spa Tech Institute-Ipswich                                 0       NaN   \n",
       "Spa Tech Institute-Plymouth                                0       NaN   \n",
       "Spa Tech Institute-Westboro                                0       NaN   \n",
       "Spa Tech Institute-Westbrook                               0       NaN   \n",
       "Spalding University                                        1     490.0   \n",
       "Spanish-American Institute                                 0       NaN   \n",
       "Spartan College of Aeronautics & Technology                0       NaN   \n",
       "Spartan College of Aeronautics and Technology              0       NaN   \n",
       "Spartanburg Community College                              0       NaN   \n",
       "Spartanburg Methodist College                              1     430.0   \n",
       "Specs Howard School of Media Arts                          0       NaN   \n",
       "Spelman College                                            0     510.0   \n",
       "Spencerian College-Lexington                               0       NaN   \n",
       "Spencerian College-Louisville                              0       NaN   \n",
       "Spertus College                                            0       NaN   \n",
       "Spokane Community College                                  0       NaN   \n",
       "Spokane Falls Community College                            0       NaN   \n",
       "Spoon River College                                        0       NaN   \n",
       "Spring Arbor University                                    1     525.0   \n",
       "Spring Hill College                                        1     535.0   \n",
       "Springfield Beauty Academy                                 0       NaN   \n",
       "Springfield College                                        0     510.0   \n",
       "Springfield College of Beauty                              0       NaN   \n",
       "Springfield College-School of Professional and ...         0       NaN   \n",
       "Springfield Technical Community College                    0       NaN   \n",
       "St Andrews University                                      1     480.0   \n",
       "St Bernard's School of Theology and Ministry               1       NaN   \n",
       "St Bonaventure University                                  1     525.0   \n",
       "St Catherine University                                    1     548.0   \n",
       "St Charles Community College                               0       NaN   \n",
       "...                                                      ...       ...   \n",
       "Strayer University-Pennsylvania                            0       NaN   \n",
       "Strayer University-Piscataway                              1       NaN   \n",
       "Strayer University-Plano                                   1       NaN   \n",
       "Strayer University-Rockville Campus                        1       NaN   \n",
       "Strayer University-Roswell Campus                          1       NaN   \n",
       "Strayer University-San Antonio                             1       NaN   \n",
       "Strayer University-Sand Lake Campus                        1       NaN   \n",
       "Strayer University-Savannah Campus                         1       NaN   \n",
       "Strayer University-Shelby Oaks Campus                      1       NaN   \n",
       "Strayer University-South Carolina                          0       NaN   \n",
       "Strayer University-South Charlotte                         1       NaN   \n",
       "Strayer University-South Raleigh Campus                    1       NaN   \n",
       "Strayer University-Stafford                                1       NaN   \n",
       "Strayer University-Takoma Park Campus                      1       NaN   \n",
       "Strayer University-Tampa East Campus                       1       NaN   \n",
       "Strayer University-Tennessee                               0       NaN   \n",
       "Strayer University-Texas                                   0       NaN   \n",
       "Strayer University-Virginia                                0       NaN   \n",
       "Strayer University-Virginia Beach Campus                   1       NaN   \n",
       "Strayer University-Warrendale Campus                       1       NaN   \n",
       "Strayer University-West Virginia                           0       NaN   \n",
       "Strayer University-White Marsh Campus                      1       NaN   \n",
       "Strayer University-Willingboro Campus                      1       NaN   \n",
       "Strayer University-Woodbridge Campus                       1       NaN   \n",
       "Stroudsburg School of Cosmetology                          0       NaN   \n",
       "Studio Academy of Beauty                                   0       NaN   \n",
       "Studio Jewelers                                            0       NaN   \n",
       "Stylemaster College of Hair Design                         0       NaN   \n",
       "Styles and Profiles Beauty College                         0       NaN   \n",
       "Styletrends Barber and Hairstyling Academy                 0       NaN   \n",
       "\n",
       "                                                    SATMTMID  DISTANCEONLY  \\\n",
       "INSTNM                                                                       \n",
       "Spa Tech Institute-Ipswich                               NaN           0.0   \n",
       "Spa Tech Institute-Plymouth                              NaN           0.0   \n",
       "Spa Tech Institute-Westboro                              NaN           0.0   \n",
       "Spa Tech Institute-Westbrook                             NaN           0.0   \n",
       "Spalding University                                    440.0           0.0   \n",
       "Spanish-American Institute                               NaN           0.0   \n",
       "Spartan College of Aeronautics & Technology              NaN           0.0   \n",
       "Spartan College of Aeronautics and Technology            NaN           0.0   \n",
       "Spartanburg Community College                            NaN           0.0   \n",
       "Spartanburg Methodist College                          440.0           0.0   \n",
       "Specs Howard School of Media Arts                        NaN           0.0   \n",
       "Spelman College                                        490.0           0.0   \n",
       "Spencerian College-Lexington                             NaN           0.0   \n",
       "Spencerian College-Louisville                            NaN           0.0   \n",
       "Spertus College                                          NaN           0.0   \n",
       "Spokane Community College                                NaN           0.0   \n",
       "Spokane Falls Community College                          NaN           0.0   \n",
       "Spoon River College                                      NaN           0.0   \n",
       "Spring Arbor University                                568.0           0.0   \n",
       "Spring Hill College                                    538.0           0.0   \n",
       "Springfield Beauty Academy                               NaN           0.0   \n",
       "Springfield College                                    530.0           0.0   \n",
       "Springfield College of Beauty                            NaN           0.0   \n",
       "Springfield College-School of Professional and ...       NaN           0.0   \n",
       "Springfield Technical Community College                  NaN           0.0   \n",
       "St Andrews University                                  460.0           0.0   \n",
       "St Bernard's School of Theology and Ministry             NaN           0.0   \n",
       "St Bonaventure University                              525.0           0.0   \n",
       "St Catherine University                                547.0           0.0   \n",
       "St Charles Community College                             NaN           0.0   \n",
       "...                                                      ...           ...   \n",
       "Strayer University-Pennsylvania                          NaN           0.0   \n",
       "Strayer University-Piscataway                            NaN           NaN   \n",
       "Strayer University-Plano                                 NaN           NaN   \n",
       "Strayer University-Rockville Campus                      NaN           NaN   \n",
       "Strayer University-Roswell Campus                        NaN           NaN   \n",
       "Strayer University-San Antonio                           NaN           NaN   \n",
       "Strayer University-Sand Lake Campus                      NaN           NaN   \n",
       "Strayer University-Savannah Campus                       NaN           NaN   \n",
       "Strayer University-Shelby Oaks Campus                    NaN           NaN   \n",
       "Strayer University-South Carolina                        NaN           0.0   \n",
       "Strayer University-South Charlotte                       NaN           NaN   \n",
       "Strayer University-South Raleigh Campus                  NaN           NaN   \n",
       "Strayer University-Stafford                              NaN           NaN   \n",
       "Strayer University-Takoma Park Campus                    NaN           NaN   \n",
       "Strayer University-Tampa East Campus                     NaN           NaN   \n",
       "Strayer University-Tennessee                             NaN           0.0   \n",
       "Strayer University-Texas                                 NaN           0.0   \n",
       "Strayer University-Virginia                              NaN           0.0   \n",
       "Strayer University-Virginia Beach Campus                 NaN           NaN   \n",
       "Strayer University-Warrendale Campus                     NaN           NaN   \n",
       "Strayer University-West Virginia                         NaN           0.0   \n",
       "Strayer University-White Marsh Campus                    NaN           NaN   \n",
       "Strayer University-Willingboro Campus                    NaN           NaN   \n",
       "Strayer University-Woodbridge Campus                     NaN           NaN   \n",
       "Stroudsburg School of Cosmetology                        NaN           0.0   \n",
       "Studio Academy of Beauty                                 NaN           0.0   \n",
       "Studio Jewelers                                          NaN           0.0   \n",
       "Stylemaster College of Hair Design                       NaN           0.0   \n",
       "Styles and Profiles Beauty College                       NaN           0.0   \n",
       "Styletrends Barber and Hairstyling Academy               NaN           0.0   \n",
       "\n",
       "                                                      UGDS  \\\n",
       "INSTNM                                                       \n",
       "Spa Tech Institute-Ipswich                            37.0   \n",
       "Spa Tech Institute-Plymouth                          153.0   \n",
       "Spa Tech Institute-Westboro                           90.0   \n",
       "Spa Tech Institute-Westbrook                         240.0   \n",
       "Spalding University                                 1227.0   \n",
       "Spanish-American Institute                             0.0   \n",
       "Spartan College of Aeronautics & Technology          414.0   \n",
       "Spartan College of Aeronautics and Technology        849.0   \n",
       "Spartanburg Community College                       4694.0   \n",
       "Spartanburg Methodist College                        790.0   \n",
       "Specs Howard School of Media Arts                    653.0   \n",
       "Spelman College                                     2135.0   \n",
       "Spencerian College-Lexington                          99.0   \n",
       "Spencerian College-Louisville                        467.0   \n",
       "Spertus College                                        NaN   \n",
       "Spokane Community College                           4982.0   \n",
       "Spokane Falls Community College                     4650.0   \n",
       "Spoon River College                                 1160.0   \n",
       "Spring Arbor University                             2632.0   \n",
       "Spring Hill College                                 1215.0   \n",
       "Springfield Beauty Academy                            57.0   \n",
       "Springfield College                                 2136.0   \n",
       "Springfield College of Beauty                         71.0   \n",
       "Springfield College-School of Professional and ...  1237.0   \n",
       "Springfield Technical Community College             6069.0   \n",
       "St Andrews University                                601.0   \n",
       "St Bernard's School of Theology and Ministry           NaN   \n",
       "St Bonaventure University                           1735.0   \n",
       "St Catherine University                             3399.0   \n",
       "St Charles Community College                        6565.0   \n",
       "...                                                    ...   \n",
       "Strayer University-Pennsylvania                     1537.0   \n",
       "Strayer University-Piscataway                          NaN   \n",
       "Strayer University-Plano                               NaN   \n",
       "Strayer University-Rockville Campus                    NaN   \n",
       "Strayer University-Roswell Campus                      NaN   \n",
       "Strayer University-San Antonio                         NaN   \n",
       "Strayer University-Sand Lake Campus                    NaN   \n",
       "Strayer University-Savannah Campus                     NaN   \n",
       "Strayer University-Shelby Oaks Campus                  NaN   \n",
       "Strayer University-South Carolina                   1206.0   \n",
       "Strayer University-South Charlotte                     NaN   \n",
       "Strayer University-South Raleigh Campus                NaN   \n",
       "Strayer University-Stafford                            NaN   \n",
       "Strayer University-Takoma Park Campus                  NaN   \n",
       "Strayer University-Tampa East Campus                   NaN   \n",
       "Strayer University-Tennessee                        1273.0   \n",
       "Strayer University-Texas                            1217.0   \n",
       "Strayer University-Virginia                         4448.0   \n",
       "Strayer University-Virginia Beach Campus               NaN   \n",
       "Strayer University-Warrendale Campus                   NaN   \n",
       "Strayer University-West Virginia                     156.0   \n",
       "Strayer University-White Marsh Campus                  NaN   \n",
       "Strayer University-Willingboro Campus                  NaN   \n",
       "Strayer University-Woodbridge Campus                   NaN   \n",
       "Stroudsburg School of Cosmetology                     45.0   \n",
       "Studio Academy of Beauty                             332.0   \n",
       "Studio Jewelers                                       55.0   \n",
       "Stylemaster College of Hair Design                    77.0   \n",
       "Styles and Profiles Beauty College                    31.0   \n",
       "Styletrends Barber and Hairstyling Academy            45.0   \n",
       "\n",
       "                                                           ...          \\\n",
       "INSTNM                                                     ...           \n",
       "Spa Tech Institute-Ipswich                                 ...           \n",
       "Spa Tech Institute-Plymouth                                ...           \n",
       "Spa Tech Institute-Westboro                                ...           \n",
       "Spa Tech Institute-Westbrook                               ...           \n",
       "Spalding University                                        ...           \n",
       "Spanish-American Institute                                 ...           \n",
       "Spartan College of Aeronautics & Technology                ...           \n",
       "Spartan College of Aeronautics and Technology              ...           \n",
       "Spartanburg Community College                              ...           \n",
       "Spartanburg Methodist College                              ...           \n",
       "Specs Howard School of Media Arts                          ...           \n",
       "Spelman College                                            ...           \n",
       "Spencerian College-Lexington                               ...           \n",
       "Spencerian College-Louisville                              ...           \n",
       "Spertus College                                            ...           \n",
       "Spokane Community College                                  ...           \n",
       "Spokane Falls Community College                            ...           \n",
       "Spoon River College                                        ...           \n",
       "Spring Arbor University                                    ...           \n",
       "Spring Hill College                                        ...           \n",
       "Springfield Beauty Academy                                 ...           \n",
       "Springfield College                                        ...           \n",
       "Springfield College of Beauty                              ...           \n",
       "Springfield College-School of Professional and ...         ...           \n",
       "Springfield Technical Community College                    ...           \n",
       "St Andrews University                                      ...           \n",
       "St Bernard's School of Theology and Ministry               ...           \n",
       "St Bonaventure University                                  ...           \n",
       "St Catherine University                                    ...           \n",
       "St Charles Community College                               ...           \n",
       "...                                                        ...           \n",
       "Strayer University-Pennsylvania                            ...           \n",
       "Strayer University-Piscataway                              ...           \n",
       "Strayer University-Plano                                   ...           \n",
       "Strayer University-Rockville Campus                        ...           \n",
       "Strayer University-Roswell Campus                          ...           \n",
       "Strayer University-San Antonio                             ...           \n",
       "Strayer University-Sand Lake Campus                        ...           \n",
       "Strayer University-Savannah Campus                         ...           \n",
       "Strayer University-Shelby Oaks Campus                      ...           \n",
       "Strayer University-South Carolina                          ...           \n",
       "Strayer University-South Charlotte                         ...           \n",
       "Strayer University-South Raleigh Campus                    ...           \n",
       "Strayer University-Stafford                                ...           \n",
       "Strayer University-Takoma Park Campus                      ...           \n",
       "Strayer University-Tampa East Campus                       ...           \n",
       "Strayer University-Tennessee                               ...           \n",
       "Strayer University-Texas                                   ...           \n",
       "Strayer University-Virginia                                ...           \n",
       "Strayer University-Virginia Beach Campus                   ...           \n",
       "Strayer University-Warrendale Campus                       ...           \n",
       "Strayer University-West Virginia                           ...           \n",
       "Strayer University-White Marsh Campus                      ...           \n",
       "Strayer University-Willingboro Campus                      ...           \n",
       "Strayer University-Woodbridge Campus                       ...           \n",
       "Stroudsburg School of Cosmetology                          ...           \n",
       "Studio Academy of Beauty                                   ...           \n",
       "Studio Jewelers                                            ...           \n",
       "Stylemaster College of Hair Design                         ...           \n",
       "Styles and Profiles Beauty College                         ...           \n",
       "Styletrends Barber and Hairstyling Academy                 ...           \n",
       "\n",
       "                                                    UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                                                    \n",
       "Spa Tech Institute-Ipswich                             0.0000    0.0000   \n",
       "Spa Tech Institute-Plymouth                            0.0000    0.0000   \n",
       "Spa Tech Institute-Westboro                            0.0000    0.0000   \n",
       "Spa Tech Institute-Westbrook                           0.0000    0.0000   \n",
       "Spalding University                                    0.0302    0.0016   \n",
       "Spanish-American Institute                             0.0000    0.0000   \n",
       "Spartan College of Aeronautics & Technology            0.0000    0.0048   \n",
       "Spartan College of Aeronautics and Technology          0.0978    0.0118   \n",
       "Spartanburg Community College                          0.0245    0.0002   \n",
       "Spartanburg Methodist College                          0.0152    0.0076   \n",
       "Specs Howard School of Media Arts                      0.0153    0.0000   \n",
       "Spelman College                                        0.0272    0.0150   \n",
       "Spencerian College-Lexington                           0.1212    0.0000   \n",
       "Spencerian College-Louisville                          0.1006    0.0000   \n",
       "Spertus College                                           NaN       NaN   \n",
       "Spokane Community College                              0.0552    0.0032   \n",
       "Spokane Falls Community College                        0.0725    0.0174   \n",
       "Spoon River College                                    0.0026    0.0009   \n",
       "Spring Arbor University                                0.0217    0.0080   \n",
       "Spring Hill College                                    0.0346    0.0222   \n",
       "Springfield Beauty Academy                             0.0000    0.0000   \n",
       "Springfield College                                    0.0150    0.0234   \n",
       "Springfield College of Beauty                          0.0704    0.0000   \n",
       "Springfield College-School of Professional and ...     0.0226    0.0032   \n",
       "Springfield Technical Community College                0.0201    0.0082   \n",
       "St Andrews University                                  0.0216    0.1082   \n",
       "St Bernard's School of Theology and Ministry              NaN       NaN   \n",
       "St Bonaventure University                              0.0173    0.0173   \n",
       "St Catherine University                                0.0224    0.0091   \n",
       "St Charles Community College                           0.0331    0.0084   \n",
       "...                                                       ...       ...   \n",
       "Strayer University-Pennsylvania                        0.0208    0.0026   \n",
       "Strayer University-Piscataway                             NaN       NaN   \n",
       "Strayer University-Plano                                  NaN       NaN   \n",
       "Strayer University-Rockville Campus                       NaN       NaN   \n",
       "Strayer University-Roswell Campus                         NaN       NaN   \n",
       "Strayer University-San Antonio                            NaN       NaN   \n",
       "Strayer University-Sand Lake Campus                       NaN       NaN   \n",
       "Strayer University-Savannah Campus                        NaN       NaN   \n",
       "Strayer University-Shelby Oaks Campus                     NaN       NaN   \n",
       "Strayer University-South Carolina                      0.0199    0.0008   \n",
       "Strayer University-South Charlotte                        NaN       NaN   \n",
       "Strayer University-South Raleigh Campus                   NaN       NaN   \n",
       "Strayer University-Stafford                               NaN       NaN   \n",
       "Strayer University-Takoma Park Campus                     NaN       NaN   \n",
       "Strayer University-Tampa East Campus                      NaN       NaN   \n",
       "Strayer University-Tennessee                           0.0196    0.0024   \n",
       "Strayer University-Texas                               0.0353    0.0041   \n",
       "Strayer University-Virginia                            0.0313    0.0171   \n",
       "Strayer University-Virginia Beach Campus                  NaN       NaN   \n",
       "Strayer University-Warrendale Campus                      NaN       NaN   \n",
       "Strayer University-West Virginia                       0.0256    0.0000   \n",
       "Strayer University-White Marsh Campus                     NaN       NaN   \n",
       "Strayer University-Willingboro Campus                     NaN       NaN   \n",
       "Strayer University-Woodbridge Campus                      NaN       NaN   \n",
       "Stroudsburg School of Cosmetology                      0.0000    0.0000   \n",
       "Studio Academy of Beauty                               0.0392    0.0000   \n",
       "Studio Jewelers                                        0.0000    0.0364   \n",
       "Stylemaster College of Hair Design                     0.0130    0.0000   \n",
       "Styles and Profiles Beauty College                     0.0000    0.0000   \n",
       "Styletrends Barber and Hairstyling Academy             0.0000    0.0000   \n",
       "\n",
       "                                                    UGDS_UNKN  PPTUG_EF  \\\n",
       "INSTNM                                                                    \n",
       "Spa Tech Institute-Ipswich                             0.0541    0.4054   \n",
       "Spa Tech Institute-Plymouth                            0.2484    0.3399   \n",
       "Spa Tech Institute-Westboro                            0.0222    0.5778   \n",
       "Spa Tech Institute-Westbrook                           0.0042    0.2542   \n",
       "Spalding University                                    0.0326    0.2502   \n",
       "Spanish-American Institute                             0.0000       NaN   \n",
       "Spartan College of Aeronautics & Technology            0.0531    0.0000   \n",
       "Spartan College of Aeronautics and Technology          0.0106    0.0000   \n",
       "Spartanburg Community College                          0.0109    0.4495   \n",
       "Spartanburg Methodist College                          0.0000    0.0177   \n",
       "Specs Howard School of Media Arts                      0.0015    1.0000   \n",
       "Spelman College                                        0.0829    0.0295   \n",
       "Spencerian College-Lexington                           0.0303    0.2727   \n",
       "Spencerian College-Louisville                          0.0257    0.3854   \n",
       "Spertus College                                           NaN       NaN   \n",
       "Spokane Community College                              0.0566    0.2708   \n",
       "Spokane Falls Community College                        0.0355    0.2424   \n",
       "Spoon River College                                    0.0000    0.3733   \n",
       "Spring Arbor University                                0.0593    0.2819   \n",
       "Spring Hill College                                    0.0337    0.0305   \n",
       "Springfield Beauty Academy                             0.0175    0.2281   \n",
       "Springfield College                                    0.0225    0.0131   \n",
       "Springfield College of Beauty                          0.0000    0.0000   \n",
       "Springfield College-School of Professional and ...     0.0251    0.3444   \n",
       "Springfield Technical Community College                0.0058    0.5001   \n",
       "St Andrews University                                  0.1647    0.0682   \n",
       "St Bernard's School of Theology and Ministry              NaN       NaN   \n",
       "St Bonaventure University                              0.1003    0.0098   \n",
       "St Catherine University                                0.0380    0.3869   \n",
       "St Charles Community College                           0.0373    0.4859   \n",
       "...                                                       ...       ...   \n",
       "Strayer University-Pennsylvania                        0.0390    0.8972   \n",
       "Strayer University-Piscataway                             NaN       NaN   \n",
       "Strayer University-Plano                                  NaN       NaN   \n",
       "Strayer University-Rockville Campus                       NaN       NaN   \n",
       "Strayer University-Roswell Campus                         NaN       NaN   \n",
       "Strayer University-San Antonio                            NaN       NaN   \n",
       "Strayer University-Sand Lake Campus                       NaN       NaN   \n",
       "Strayer University-Savannah Campus                        NaN       NaN   \n",
       "Strayer University-Shelby Oaks Campus                     NaN       NaN   \n",
       "Strayer University-South Carolina                      0.0348    0.8698   \n",
       "Strayer University-South Charlotte                        NaN       NaN   \n",
       "Strayer University-South Raleigh Campus                   NaN       NaN   \n",
       "Strayer University-Stafford                               NaN       NaN   \n",
       "Strayer University-Takoma Park Campus                     NaN       NaN   \n",
       "Strayer University-Tampa East Campus                      NaN       NaN   \n",
       "Strayer University-Tennessee                           0.0181    0.9262   \n",
       "Strayer University-Texas                               0.0345    0.8250   \n",
       "Strayer University-Virginia                            0.0441    0.7214   \n",
       "Strayer University-Virginia Beach Campus                  NaN       NaN   \n",
       "Strayer University-Warrendale Campus                      NaN       NaN   \n",
       "Strayer University-West Virginia                       0.0128    0.9167   \n",
       "Strayer University-White Marsh Campus                     NaN       NaN   \n",
       "Strayer University-Willingboro Campus                     NaN       NaN   \n",
       "Strayer University-Woodbridge Campus                      NaN       NaN   \n",
       "Stroudsburg School of Cosmetology                      0.0000    0.1111   \n",
       "Studio Academy of Beauty                               0.0090    0.0000   \n",
       "Studio Jewelers                                        0.0000    0.6000   \n",
       "Stylemaster College of Hair Design                     0.0000    0.0000   \n",
       "Styles and Profiles Beauty College                     0.0000    0.0000   \n",
       "Styletrends Barber and Hairstyling Academy             0.0000    0.5556   \n",
       "\n",
       "                                                    CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                  \n",
       "Spa Tech Institute-Ipswich                                 1   0.2656   \n",
       "Spa Tech Institute-Plymouth                                1   0.3716   \n",
       "Spa Tech Institute-Westboro                                1   0.3409   \n",
       "Spa Tech Institute-Westbrook                               1   0.4350   \n",
       "Spalding University                                        1   0.4442   \n",
       "Spanish-American Institute                                 1      NaN   \n",
       "Spartan College of Aeronautics & Technology                1   0.7507   \n",
       "Spartan College of Aeronautics and Technology              1   0.8592   \n",
       "Spartanburg Community College                              1   0.5409   \n",
       "Spartanburg Methodist College                              1   0.5098   \n",
       "Specs Howard School of Media Arts                          1   0.4390   \n",
       "Spelman College                                            1   0.4777   \n",
       "Spencerian College-Lexington                               1   0.7233   \n",
       "Spencerian College-Louisville                              1   0.6041   \n",
       "Spertus College                                            1      NaN   \n",
       "Spokane Community College                                  1   0.5160   \n",
       "Spokane Falls Community College                            1   0.2803   \n",
       "Spoon River College                                        1   0.3184   \n",
       "Spring Arbor University                                    1   0.4544   \n",
       "Spring Hill College                                        1   0.2307   \n",
       "Springfield Beauty Academy                                 1   1.0000   \n",
       "Springfield College                                        1   0.2336   \n",
       "Springfield College of Beauty                              1   0.7154   \n",
       "Springfield College-School of Professional and ...         1   0.7375   \n",
       "Springfield Technical Community College                    1   0.5618   \n",
       "St Andrews University                                      1   0.4269   \n",
       "St Bernard's School of Theology and Ministry               1      NaN   \n",
       "St Bonaventure University                                  1   0.2941   \n",
       "St Catherine University                                    1   0.3990   \n",
       "St Charles Community College                               1   0.2394   \n",
       "...                                                      ...      ...   \n",
       "Strayer University-Pennsylvania                            1   0.4873   \n",
       "Strayer University-Piscataway                              1      NaN   \n",
       "Strayer University-Plano                                   1      NaN   \n",
       "Strayer University-Rockville Campus                        1      NaN   \n",
       "Strayer University-Roswell Campus                          1      NaN   \n",
       "Strayer University-San Antonio                             1      NaN   \n",
       "Strayer University-Sand Lake Campus                        1      NaN   \n",
       "Strayer University-Savannah Campus                         1      NaN   \n",
       "Strayer University-Shelby Oaks Campus                      1      NaN   \n",
       "Strayer University-South Carolina                          1   0.5347   \n",
       "Strayer University-South Charlotte                         1      NaN   \n",
       "Strayer University-South Raleigh Campus                    1      NaN   \n",
       "Strayer University-Stafford                                1      NaN   \n",
       "Strayer University-Takoma Park Campus                      1      NaN   \n",
       "Strayer University-Tampa East Campus                       1      NaN   \n",
       "Strayer University-Tennessee                               1   0.5551   \n",
       "Strayer University-Texas                                   1   0.5046   \n",
       "Strayer University-Virginia                                1   0.2993   \n",
       "Strayer University-Virginia Beach Campus                   1      NaN   \n",
       "Strayer University-Warrendale Campus                       1      NaN   \n",
       "Strayer University-West Virginia                           1   0.5989   \n",
       "Strayer University-White Marsh Campus                      1      NaN   \n",
       "Strayer University-Willingboro Campus                      1      NaN   \n",
       "Strayer University-Woodbridge Campus                       1      NaN   \n",
       "Stroudsburg School of Cosmetology                          1   0.5732   \n",
       "Studio Academy of Beauty                                   1   0.5855   \n",
       "Studio Jewelers                                            1   0.0451   \n",
       "Stylemaster College of Hair Design                         1   0.8036   \n",
       "Styles and Profiles Beauty College                         1   0.8182   \n",
       "Styletrends Barber and Hairstyling Academy                 0   1.0000   \n",
       "\n",
       "                                                    PCTFLOAN  UG25ABV  \\\n",
       "INSTNM                                                                  \n",
       "Spa Tech Institute-Ipswich                            0.3906   0.7907   \n",
       "Spa Tech Institute-Plymouth                           0.4266   0.6250   \n",
       "Spa Tech Institute-Westboro                           0.4545   0.6882   \n",
       "Spa Tech Institute-Westbrook                          0.5093   0.5224   \n",
       "Spalding University                                   0.6725   0.3764   \n",
       "Spanish-American Institute                               NaN   0.8667   \n",
       "Spartan College of Aeronautics & Technology           0.7698   0.5066   \n",
       "Spartan College of Aeronautics and Technology         0.9547   0.3843   \n",
       "Spartanburg Community College                         0.1414   0.3380   \n",
       "Spartanburg Methodist College                         0.6614   0.0134   \n",
       "Specs Howard School of Media Arts                     0.6821   0.4003   \n",
       "Spelman College                                       0.7172   0.0254   \n",
       "Spencerian College-Lexington                          0.7044   0.5660   \n",
       "Spencerian College-Louisville                         0.6360   0.5722   \n",
       "Spertus College                                          NaN      NaN   \n",
       "Spokane Community College                             0.3901   0.5325   \n",
       "Spokane Falls Community College                       0.1747   0.5083   \n",
       "Spoon River College                                   0.1553   0.3167   \n",
       "Spring Arbor University                               0.7518   0.4562   \n",
       "Spring Hill College                                   0.6873   0.0712   \n",
       "Springfield Beauty Academy                            0.8800   0.8228   \n",
       "Springfield College                                   0.8020   0.0202   \n",
       "Springfield College of Beauty                         0.6911   0.5072   \n",
       "Springfield College-School of Professional and ...    0.9194   0.9636   \n",
       "Springfield Technical Community College               0.2462   0.4282   \n",
       "St Andrews University                                 0.7429   0.1126   \n",
       "St Bernard's School of Theology and Ministry             NaN      NaN   \n",
       "St Bonaventure University                             0.6977   0.0246   \n",
       "St Catherine University                               0.7527   0.3830   \n",
       "St Charles Community College                          0.1061   0.2847   \n",
       "...                                                      ...      ...   \n",
       "Strayer University-Pennsylvania                       0.6031   0.8115   \n",
       "Strayer University-Piscataway                            NaN      NaN   \n",
       "Strayer University-Plano                                 NaN      NaN   \n",
       "Strayer University-Rockville Campus                      NaN      NaN   \n",
       "Strayer University-Roswell Campus                        NaN      NaN   \n",
       "Strayer University-San Antonio                           NaN      NaN   \n",
       "Strayer University-Sand Lake Campus                      NaN      NaN   \n",
       "Strayer University-Savannah Campus                       NaN      NaN   \n",
       "Strayer University-Shelby Oaks Campus                    NaN      NaN   \n",
       "Strayer University-South Carolina                     0.5969   0.8559   \n",
       "Strayer University-South Charlotte                       NaN      NaN   \n",
       "Strayer University-South Raleigh Campus                  NaN      NaN   \n",
       "Strayer University-Stafford                              NaN      NaN   \n",
       "Strayer University-Takoma Park Campus                    NaN      NaN   \n",
       "Strayer University-Tampa East Campus                     NaN      NaN   \n",
       "Strayer University-Tennessee                          0.6414   0.8386   \n",
       "Strayer University-Texas                              0.6049   0.8989   \n",
       "Strayer University-Virginia                           0.4036   0.8871   \n",
       "Strayer University-Virginia Beach Campus                 NaN      NaN   \n",
       "Strayer University-Warrendale Campus                     NaN      NaN   \n",
       "Strayer University-West Virginia                      0.6780   0.7627   \n",
       "Strayer University-White Marsh Campus                    NaN      NaN   \n",
       "Strayer University-Willingboro Campus                    NaN      NaN   \n",
       "Strayer University-Woodbridge Campus                     NaN      NaN   \n",
       "Stroudsburg School of Cosmetology                     0.6707   0.4545   \n",
       "Studio Academy of Beauty                              0.6218   0.5675   \n",
       "Studio Jewelers                                       0.0902   0.8525   \n",
       "Stylemaster College of Hair Design                    0.7024   0.4510   \n",
       "Styles and Profiles Beauty College                    0.7955   0.2400   \n",
       "Styletrends Barber and Hairstyling Academy            1.0000   0.3529   \n",
       "\n",
       "                                                      MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                  \n",
       "Spa Tech Institute-Ipswich                                      21500   \n",
       "Spa Tech Institute-Plymouth                                     21500   \n",
       "Spa Tech Institute-Westboro                                     21500   \n",
       "Spa Tech Institute-Westbrook                                    21500   \n",
       "Spalding University                                             41700   \n",
       "Spanish-American Institute                                      19700   \n",
       "Spartan College of Aeronautics & Technology                     41000   \n",
       "Spartan College of Aeronautics and Technology                   39300   \n",
       "Spartanburg Community College                                   25500   \n",
       "Spartanburg Methodist College                                   28400   \n",
       "Specs Howard School of Media Arts                               27200   \n",
       "Spelman College                                                 46000   \n",
       "Spencerian College-Lexington                                    31600   \n",
       "Spencerian College-Louisville                                   31600   \n",
       "Spertus College                                                   NaN   \n",
       "Spokane Community College                                       31100   \n",
       "Spokane Falls Community College                                 28700   \n",
       "Spoon River College                                             28000   \n",
       "Spring Arbor University                                         38100   \n",
       "Spring Hill College                                             42800   \n",
       "Springfield Beauty Academy                                      19300   \n",
       "Springfield College                                             43800   \n",
       "Springfield College of Beauty                                   14000   \n",
       "Springfield College-School of Professional and ...              43800   \n",
       "Springfield Technical Community College                         30300   \n",
       "St Andrews University                                           34800   \n",
       "St Bernard's School of Theology and Ministry                      NaN   \n",
       "St Bonaventure University                                       44100   \n",
       "St Catherine University                                         45000   \n",
       "St Charles Community College                                    32300   \n",
       "...                                                               ...   \n",
       "Strayer University-Pennsylvania                                 49200   \n",
       "Strayer University-Piscataway                                   49200   \n",
       "Strayer University-Plano                                        49200   \n",
       "Strayer University-Rockville Campus                             49200   \n",
       "Strayer University-Roswell Campus                               49200   \n",
       "Strayer University-San Antonio                                    NaN   \n",
       "Strayer University-Sand Lake Campus                             49200   \n",
       "Strayer University-Savannah Campus                              49200   \n",
       "Strayer University-Shelby Oaks Campus                           49200   \n",
       "Strayer University-South Carolina                               49200   \n",
       "Strayer University-South Charlotte                              49200   \n",
       "Strayer University-South Raleigh Campus                         49200   \n",
       "Strayer University-Stafford                                       NaN   \n",
       "Strayer University-Takoma Park Campus                           49200   \n",
       "Strayer University-Tampa East Campus                            49200   \n",
       "Strayer University-Tennessee                                    49200   \n",
       "Strayer University-Texas                                        49200   \n",
       "Strayer University-Virginia                                     49200   \n",
       "Strayer University-Virginia Beach Campus                        49200   \n",
       "Strayer University-Warrendale Campus                            49200   \n",
       "Strayer University-West Virginia                                49200   \n",
       "Strayer University-White Marsh Campus                           49200   \n",
       "Strayer University-Willingboro Campus                           49200   \n",
       "Strayer University-Woodbridge Campus                            49200   \n",
       "Stroudsburg School of Cosmetology                               12200   \n",
       "Studio Academy of Beauty                                          NaN   \n",
       "Studio Jewelers                                     PrivacySuppressed   \n",
       "Stylemaster College of Hair Design                              17000   \n",
       "Styles and Profiles Beauty College                  PrivacySuppressed   \n",
       "Styletrends Barber and Hairstyling Academy          PrivacySuppressed   \n",
       "\n",
       "                                                    GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                                  \n",
       "Spa Tech Institute-Ipswich                                        6333  \n",
       "Spa Tech Institute-Plymouth                                       6333  \n",
       "Spa Tech Institute-Westboro                                       6333  \n",
       "Spa Tech Institute-Westbrook                                      6333  \n",
       "Spalding University                                              25000  \n",
       "Spanish-American Institute                                         NaN  \n",
       "Spartan College of Aeronautics & Technology                      24059  \n",
       "Spartan College of Aeronautics and Technology                  18018.5  \n",
       "Spartanburg Community College                                     4500  \n",
       "Spartanburg Methodist College                                    12000  \n",
       "Specs Howard School of Media Arts                                11370  \n",
       "Spelman College                                                  26996  \n",
       "Spencerian College-Lexington                                     17357  \n",
       "Spencerian College-Louisville                                    17357  \n",
       "Spertus College                                      PrivacySuppressed  \n",
       "Spokane Community College                                        16750  \n",
       "Spokane Falls Community College                                  10614  \n",
       "Spoon River College                                  PrivacySuppressed  \n",
       "Spring Arbor University                                          25000  \n",
       "Spring Hill College                                              27000  \n",
       "Springfield Beauty Academy                                        5371  \n",
       "Springfield College                                            24826.5  \n",
       "Springfield College of Beauty                                    14645  \n",
       "Springfield College-School of Professional and ...             24826.5  \n",
       "Springfield Technical Community College                           5761  \n",
       "St Andrews University                                            21562  \n",
       "St Bernard's School of Theology and Ministry         PrivacySuppressed  \n",
       "St Bonaventure University                                        27000  \n",
       "St Catherine University                                          28065  \n",
       "St Charles Community College                                    8508.5  \n",
       "...                                                                ...  \n",
       "Strayer University-Pennsylvania                                36173.5  \n",
       "Strayer University-Piscataway                                  36173.5  \n",
       "Strayer University-Plano                                       36173.5  \n",
       "Strayer University-Rockville Campus                            36173.5  \n",
       "Strayer University-Roswell Campus                              36173.5  \n",
       "Strayer University-San Antonio                                 36173.5  \n",
       "Strayer University-Sand Lake Campus                            36173.5  \n",
       "Strayer University-Savannah Campus                             36173.5  \n",
       "Strayer University-Shelby Oaks Campus                          36173.5  \n",
       "Strayer University-South Carolina                              36173.5  \n",
       "Strayer University-South Charlotte                             36173.5  \n",
       "Strayer University-South Raleigh Campus                        36173.5  \n",
       "Strayer University-Stafford                                    36173.5  \n",
       "Strayer University-Takoma Park Campus                          36173.5  \n",
       "Strayer University-Tampa East Campus                           36173.5  \n",
       "Strayer University-Tennessee                                   36173.5  \n",
       "Strayer University-Texas                                       36173.5  \n",
       "Strayer University-Virginia                                    36173.5  \n",
       "Strayer University-Virginia Beach Campus                       36173.5  \n",
       "Strayer University-Warrendale Campus                           36173.5  \n",
       "Strayer University-West Virginia                               36173.5  \n",
       "Strayer University-White Marsh Campus                          36173.5  \n",
       "Strayer University-Willingboro Campus                          36173.5  \n",
       "Strayer University-Woodbridge Campus                           36173.5  \n",
       "Stroudsburg School of Cosmetology                                11295  \n",
       "Studio Academy of Beauty                                          6333  \n",
       "Studio Jewelers                                      PrivacySuppressed  \n",
       "Stylemaster College of Hair Design                               13320  \n",
       "Styles and Profiles Beauty College                   PrivacySuppressed  \n",
       "Styletrends Barber and Hairstyling Academy                      9495.5  \n",
       "\n",
       "[201 rows x 26 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college.loc['Sp':'Su']    # Slicing like this is still inclusive of the last index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can determine which direction the index is sorted with the index attribute,\n",
    "is_monotonic_increasing or is_monotonic_decreasing. Either of these must be\n",
    "True in order for lexicographic slicing to work. For instance, the following code\n",
    "lexicographically sorts the index from Z to A:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    },
    {
     "data": {
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       "      <th>CITY</th>\n",
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       "    <tr>\n",
       "      <th>Durham Technical Community College</th>\n",
       "      <td>Durham</td>\n",
       "      <td>NC</td>\n",
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       "      <td>0.5961</td>\n",
       "      <td>27200</td>\n",
       "      <td>11069.5</td>\n",
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       "      <th>Durham Beauty Academy</th>\n",
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       "      <td>15332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Duquesne University</th>\n",
       "      <td>Pittsburgh</td>\n",
       "      <td>PA</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.1983</td>\n",
       "      <td>0.6548</td>\n",
       "      <td>0.0536</td>\n",
       "      <td>54600</td>\n",
       "      <td>27000</td>\n",
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       "    <tr>\n",
       "      <th>Dunwoody College of Technology</th>\n",
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       "      <td>MN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1069.0</td>\n",
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       "      <td>0.0458</td>\n",
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       "      <td>0.0327</td>\n",
       "      <td>0.1833</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5892</td>\n",
       "      <td>0.8880</td>\n",
       "      <td>0.4967</td>\n",
       "      <td>46600</td>\n",
       "      <td>16000</td>\n",
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       "      <th>Duluth Business University</th>\n",
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       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.4246</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7463</td>\n",
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       "      <td>0.6816</td>\n",
       "      <td>23500</td>\n",
       "      <td>28394</td>\n",
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       "    <tr>\n",
       "      <th>Duke University</th>\n",
       "      <td>Durham</td>\n",
       "      <td>NC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>715.0</td>\n",
       "      <td>745.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6480.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0181</td>\n",
       "      <td>0.0951</td>\n",
       "      <td>0.0224</td>\n",
       "      <td>0.0014</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1404</td>\n",
       "      <td>0.3130</td>\n",
       "      <td>0.0038</td>\n",
       "      <td>76700</td>\n",
       "      <td>7500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DuVall's School of Cosmetology</th>\n",
       "      <td>Bedford</td>\n",
       "      <td>TX</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0787</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0337</td>\n",
       "      <td>0.3034</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4906</td>\n",
       "      <td>0.4780</td>\n",
       "      <td>0.5385</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7917</td>\n",
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       "    <tr>\n",
       "      <th>Du Bois Business College-Oil City</th>\n",
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       "      <td>PA</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1034</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8000</td>\n",
       "      <td>0.8000</td>\n",
       "      <td>0.4750</td>\n",
       "      <td>23800</td>\n",
       "      <td>16929.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Du Bois Business College-Huntingdon</th>\n",
       "      <td>Huntingdon</td>\n",
       "      <td>PA</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8636</td>\n",
       "      <td>0.8636</td>\n",
       "      <td>0.5682</td>\n",
       "      <td>23800</td>\n",
       "      <td>16929.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Du Bois Business College-Du Bois</th>\n",
       "      <td>Du Bois</td>\n",
       "      <td>PA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0111</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7295</td>\n",
       "      <td>0.8197</td>\n",
       "      <td>0.4180</td>\n",
       "      <td>23800</td>\n",
       "      <td>16929.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drury University</th>\n",
       "      <td>Springfield</td>\n",
       "      <td>MO</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3790.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0208</td>\n",
       "      <td>0.0454</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2731</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5091</td>\n",
       "      <td>0.5760</td>\n",
       "      <td>0.4479</td>\n",
       "      <td>31700</td>\n",
       "      <td>23454</td>\n",
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       "    <tr>\n",
       "      <th>Drexel University</th>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>PA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>620.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16681.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0284</td>\n",
       "      <td>0.1295</td>\n",
       "      <td>0.0224</td>\n",
       "      <td>0.1400</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2059</td>\n",
       "      <td>0.5583</td>\n",
       "      <td>0.1823</td>\n",
       "      <td>62600</td>\n",
       "      <td>25500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drew University</th>\n",
       "      <td>Madison</td>\n",
       "      <td>NJ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>560.0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1356.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0361</td>\n",
       "      <td>0.0472</td>\n",
       "      <td>0.0848</td>\n",
       "      <td>0.0155</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3081</td>\n",
       "      <td>0.5854</td>\n",
       "      <td>0.0221</td>\n",
       "      <td>50300</td>\n",
       "      <td>27000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drake University</th>\n",
       "      <td>Des Moines</td>\n",
       "      <td>IA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>585.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3290.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0161</td>\n",
       "      <td>0.0733</td>\n",
       "      <td>0.0067</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1688</td>\n",
       "      <td>0.5211</td>\n",
       "      <td>0.0476</td>\n",
       "      <td>55700</td>\n",
       "      <td>24500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drake College of Business-Newark</th>\n",
       "      <td>Newark</td>\n",
       "      <td>NJ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1023.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0088</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.7753</td>\n",
       "      <td>25200</td>\n",
       "      <td>9500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drake College of Business-Elizabeth</th>\n",
       "      <td>Elizabeth</td>\n",
       "      <td>NJ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>849.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.7714</td>\n",
       "      <td>25200</td>\n",
       "      <td>9500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downey Adult School</th>\n",
       "      <td>Downey</td>\n",
       "      <td>CA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.6380</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3773</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.4381</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dowling College</th>\n",
       "      <td>Oakdale</td>\n",
       "      <td>NY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1281.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0429</td>\n",
       "      <td>0.3841</td>\n",
       "      <td>0.1569</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2502</td>\n",
       "      <td>0.4430</td>\n",
       "      <td>0.1404</td>\n",
       "      <td>41700</td>\n",
       "      <td>25350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Douglas J Aveda Institute</th>\n",
       "      <td>East Lansing</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>826.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0448</td>\n",
       "      <td>0.0012</td>\n",
       "      <td>0.0073</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4316</td>\n",
       "      <td>0.6105</td>\n",
       "      <td>0.2344</td>\n",
       "      <td>21500</td>\n",
       "      <td>9833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Douglas Education Center</th>\n",
       "      <td>Monessen</td>\n",
       "      <td>PA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6400</td>\n",
       "      <td>0.7018</td>\n",
       "      <td>0.3066</td>\n",
       "      <td>21800</td>\n",
       "      <td>12000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorsey Business Schools-Wayne</th>\n",
       "      <td>Wayne</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0576</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0072</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8601</td>\n",
       "      <td>0.7876</td>\n",
       "      <td>0.6839</td>\n",
       "      <td>22000</td>\n",
       "      <td>12166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorsey Business Schools-Waterford Pontiac</th>\n",
       "      <td>Pontiac</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0638</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8904</td>\n",
       "      <td>0.8219</td>\n",
       "      <td>0.6941</td>\n",
       "      <td>22000</td>\n",
       "      <td>12166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorsey Business Schools-Southgate</th>\n",
       "      <td>Southgate</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0280</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8219</td>\n",
       "      <td>0.7260</td>\n",
       "      <td>0.6644</td>\n",
       "      <td>22000</td>\n",
       "      <td>12166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorsey Business Schools-Saginaw</th>\n",
       "      <td>Saginaw</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0483</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0097</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9234</td>\n",
       "      <td>0.8198</td>\n",
       "      <td>0.7387</td>\n",
       "      <td>22000</td>\n",
       "      <td>12166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorsey Business Schools-Roseville Culinary Academy</th>\n",
       "      <td>Roseville</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0491</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9091</td>\n",
       "      <td>0.9152</td>\n",
       "      <td>0.7576</td>\n",
       "      <td>22000</td>\n",
       "      <td>12166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorsey Business Schools-Roseville</th>\n",
       "      <td>Roseville</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0104</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9290</td>\n",
       "      <td>0.8560</td>\n",
       "      <td>0.6174</td>\n",
       "      <td>22000</td>\n",
       "      <td>12166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorsey Business Schools-Madison Heights</th>\n",
       "      <td>Madison Heights</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0305</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9167</td>\n",
       "      <td>0.8775</td>\n",
       "      <td>0.6765</td>\n",
       "      <td>22000</td>\n",
       "      <td>12166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baltimore City Community College</th>\n",
       "      <td>Baltimore</td>\n",
       "      <td>MD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4640.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0209</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>0.0198</td>\n",
       "      <td>0.6461</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5638</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5851</td>\n",
       "      <td>29000</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ball State University</th>\n",
       "      <td>Muncie</td>\n",
       "      <td>IN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>545.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15895.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0247</td>\n",
       "      <td>0.0196</td>\n",
       "      <td>0.0127</td>\n",
       "      <td>0.0618</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>0.5917</td>\n",
       "      <td>0.0715</td>\n",
       "      <td>38800</td>\n",
       "      <td>25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin Wallace University</th>\n",
       "      <td>Berea</td>\n",
       "      <td>OH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3276.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0388</td>\n",
       "      <td>0.0107</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.0995</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3410</td>\n",
       "      <td>0.8166</td>\n",
       "      <td>0.1393</td>\n",
       "      <td>44900</td>\n",
       "      <td>27000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin Park Adult &amp; Community Education</th>\n",
       "      <td>Baldwin Park</td>\n",
       "      <td>CA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0163</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0033</td>\n",
       "      <td>0.0717</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5119</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.3091</td>\n",
       "      <td>23300</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin Beauty School-South Austin</th>\n",
       "      <td>Austin</td>\n",
       "      <td>TX</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0870</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5517</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0789</td>\n",
       "      <td>20700</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin Beauty School-North Austin</th>\n",
       "      <td>Austin</td>\n",
       "      <td>TX</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0556</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5827</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.4304</td>\n",
       "      <td>20700</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bakke Graduate University</th>\n",
       "      <td>Dallas</td>\n",
       "      <td>TX</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bakersfield College</th>\n",
       "      <td>Bakersfield</td>\n",
       "      <td>CA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16982.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0320</td>\n",
       "      <td>0.0026</td>\n",
       "      <td>0.0052</td>\n",
       "      <td>0.6585</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3976</td>\n",
       "      <td>0.0328</td>\n",
       "      <td>0.3337</td>\n",
       "      <td>29300</td>\n",
       "      <td>11398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker University School of Professional and Graduate Studies and Graduate School of Education</th>\n",
       "      <td>Overland Park</td>\n",
       "      <td>KS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48800</td>\n",
       "      <td>25250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker University School of Nursing</th>\n",
       "      <td>Topeka</td>\n",
       "      <td>KS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48800</td>\n",
       "      <td>25250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker University</th>\n",
       "      <td>Baldwin City</td>\n",
       "      <td>KS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>478.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1649.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0115</td>\n",
       "      <td>0.0127</td>\n",
       "      <td>0.0667</td>\n",
       "      <td>0.3511</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3774</td>\n",
       "      <td>0.7296</td>\n",
       "      <td>0.4418</td>\n",
       "      <td>48800</td>\n",
       "      <td>25250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Port Huron</th>\n",
       "      <td>Port Huron</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>794.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0239</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0063</td>\n",
       "      <td>0.4887</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6915</td>\n",
       "      <td>0.7089</td>\n",
       "      <td>0.5255</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Owosso</th>\n",
       "      <td>Owosso</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2489.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0245</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.3688</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6437</td>\n",
       "      <td>0.7162</td>\n",
       "      <td>0.4018</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Muskegon</th>\n",
       "      <td>Muskegon</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3453.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.3834</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6683</td>\n",
       "      <td>0.7123</td>\n",
       "      <td>0.4612</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Jackson</th>\n",
       "      <td>Jackson</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1920.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0052</td>\n",
       "      <td>0.5583</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6702</td>\n",
       "      <td>0.7071</td>\n",
       "      <td>0.5547</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Clinton Township</th>\n",
       "      <td>Clinton Township</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3588.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0256</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0056</td>\n",
       "      <td>0.5245</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6593</td>\n",
       "      <td>0.6769</td>\n",
       "      <td>0.5964</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Cadillac</th>\n",
       "      <td>Cadillac</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0106</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0038</td>\n",
       "      <td>0.4593</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7290</td>\n",
       "      <td>0.7368</td>\n",
       "      <td>0.5883</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Auburn Hills</th>\n",
       "      <td>Auburn Hills</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2668.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0266</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5821</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5910</td>\n",
       "      <td>0.6638</td>\n",
       "      <td>0.5983</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College of Allen Park</th>\n",
       "      <td>Allen Park</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3325.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0328</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5405</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7050</td>\n",
       "      <td>0.7386</td>\n",
       "      <td>0.6155</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College Center for Graduate Studies</th>\n",
       "      <td>Flint</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3905.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0169</td>\n",
       "      <td>0.7083</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5463</td>\n",
       "      <td>0.6863</td>\n",
       "      <td>0.8354</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baker College</th>\n",
       "      <td>Flint</td>\n",
       "      <td>MI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3684.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0328</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.4536</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6827</td>\n",
       "      <td>0.7104</td>\n",
       "      <td>0.5222</td>\n",
       "      <td>26400</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bais Medrash Toras Chesed</th>\n",
       "      <td>Lakewood</td>\n",
       "      <td>NJ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0180</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0180</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4153</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1228</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bais Medrash Elyon</th>\n",
       "      <td>Brooklym</td>\n",
       "      <td>NY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.3871</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1111</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bais HaMedrash and Mesivta of Baltimore</th>\n",
       "      <td>Baltimore</td>\n",
       "      <td>MD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0169</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5102</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bainbridge State College</th>\n",
       "      <td>Bainbridge</td>\n",
       "      <td>GA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2227.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0108</td>\n",
       "      <td>0.0018</td>\n",
       "      <td>0.0081</td>\n",
       "      <td>0.5869</td>\n",
       "      <td>1</td>\n",
       "      <td>0.7595</td>\n",
       "      <td>0.5902</td>\n",
       "      <td>0.4972</td>\n",
       "      <td>24300</td>\n",
       "      <td>15312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacone College</th>\n",
       "      <td>Muskogee</td>\n",
       "      <td>OK</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>398.0</td>\n",
       "      <td>428.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>939.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0298</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0895</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9392</td>\n",
       "      <td>0.8920</td>\n",
       "      <td>0.1648</td>\n",
       "      <td>29700</td>\n",
       "      <td>26350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Babson College</th>\n",
       "      <td>Wellesley</td>\n",
       "      <td>MA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>615.0</td>\n",
       "      <td>660.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2107.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0233</td>\n",
       "      <td>0.2682</td>\n",
       "      <td>0.0603</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1709</td>\n",
       "      <td>0.3727</td>\n",
       "      <td>0.0090</td>\n",
       "      <td>86700</td>\n",
       "      <td>27000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BJ's Beauty &amp; Barber College</th>\n",
       "      <td>Auburn</td>\n",
       "      <td>WA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5192</td>\n",
       "      <td>0.6154</td>\n",
       "      <td>0.2917</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIR Training Center</th>\n",
       "      <td>Chicago</td>\n",
       "      <td>IL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2132.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1806</td>\n",
       "      <td>0</td>\n",
       "      <td>0.6700</td>\n",
       "      <td>0.6998</td>\n",
       "      <td>0.6741</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>15394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B M Spurr School of Practical Nursing</th>\n",
       "      <td>Glen Dale</td>\n",
       "      <td>WV</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4722</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.4444</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "      <td>PrivacySuppressed</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1411 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                CITY STABBR  \\\n",
       "INSTNM                                                                        \n",
       "Dyersburg State Community College                          Dyersburg     TN   \n",
       "Dutchess Community College                              Poughkeepsie     NY   \n",
       "Dutchess BOCES-Practical Nursing Program                Poughkeepsie     NY   \n",
       "Durham Technical Community College                            Durham     NC   \n",
       "Durham Beauty Academy                                         Durham     NC   \n",
       "Duquesne University                                       Pittsburgh     PA   \n",
       "Dunwoody College of Technology                           Minneapolis     MN   \n",
       "Duluth Business University                                    Duluth     MN   \n",
       "Duke University                                               Durham     NC   \n",
       "DuVall's School of Cosmetology                               Bedford     TX   \n",
       "Du Bois Business College-Oil City                           Oil City     PA   \n",
       "Du Bois Business College-Huntingdon                       Huntingdon     PA   \n",
       "Du Bois Business College-Du Bois                             Du Bois     PA   \n",
       "Drury University                                         Springfield     MO   \n",
       "Drexel University                                       Philadelphia     PA   \n",
       "Drew University                                              Madison     NJ   \n",
       "Drake University                                          Des Moines     IA   \n",
       "Drake College of Business-Newark                              Newark     NJ   \n",
       "Drake College of Business-Elizabeth                        Elizabeth     NJ   \n",
       "Downey Adult School                                           Downey     CA   \n",
       "Dowling College                                              Oakdale     NY   \n",
       "Douglas J Aveda Institute                               East Lansing     MI   \n",
       "Douglas Education Center                                    Monessen     PA   \n",
       "Dorsey Business Schools-Wayne                                  Wayne     MI   \n",
       "Dorsey Business Schools-Waterford Pontiac                    Pontiac     MI   \n",
       "Dorsey Business Schools-Southgate                          Southgate     MI   \n",
       "Dorsey Business Schools-Saginaw                              Saginaw     MI   \n",
       "Dorsey Business Schools-Roseville Culinary Academy         Roseville     MI   \n",
       "Dorsey Business Schools-Roseville                          Roseville     MI   \n",
       "Dorsey Business Schools-Madison Heights              Madison Heights     MI   \n",
       "...                                                              ...    ...   \n",
       "Baltimore City Community College                           Baltimore     MD   \n",
       "Ball State University                                         Muncie     IN   \n",
       "Baldwin Wallace University                                     Berea     OH   \n",
       "Baldwin Park Adult & Community Education                Baldwin Park     CA   \n",
       "Baldwin Beauty School-South Austin                            Austin     TX   \n",
       "Baldwin Beauty School-North Austin                            Austin     TX   \n",
       "Bakke Graduate University                                     Dallas     TX   \n",
       "Bakersfield College                                      Bakersfield     CA   \n",
       "Baker University School of Professional and Gra...     Overland Park     KS   \n",
       "Baker University School of Nursing                            Topeka     KS   \n",
       "Baker University                                        Baldwin City     KS   \n",
       "Baker College of Port Huron                               Port Huron     MI   \n",
       "Baker College of Owosso                                       Owosso     MI   \n",
       "Baker College of Muskegon                                   Muskegon     MI   \n",
       "Baker College of Jackson                                     Jackson     MI   \n",
       "Baker College of Clinton Township                   Clinton Township     MI   \n",
       "Baker College of Cadillac                                   Cadillac     MI   \n",
       "Baker College of Auburn Hills                           Auburn Hills     MI   \n",
       "Baker College of Allen Park                               Allen Park     MI   \n",
       "Baker College Center for Graduate Studies                      Flint     MI   \n",
       "Baker College                                                  Flint     MI   \n",
       "Bais Medrash Toras Chesed                                   Lakewood     NJ   \n",
       "Bais Medrash Elyon                                          Brooklym     NY   \n",
       "Bais HaMedrash and Mesivta of Baltimore                    Baltimore     MD   \n",
       "Bainbridge State College                                  Bainbridge     GA   \n",
       "Bacone College                                              Muskogee     OK   \n",
       "Babson College                                             Wellesley     MA   \n",
       "BJ's Beauty & Barber College                                  Auburn     WA   \n",
       "BIR Training Center                                          Chicago     IL   \n",
       "B M Spurr School of Practical Nursing                      Glen Dale     WV   \n",
       "\n",
       "                                                    HBCU  MENONLY  WOMENONLY  \\\n",
       "INSTNM                                                                         \n",
       "Dyersburg State Community College                    0.0      0.0        0.0   \n",
       "Dutchess Community College                           0.0      0.0        0.0   \n",
       "Dutchess BOCES-Practical Nursing Program             0.0      0.0        0.0   \n",
       "Durham Technical Community College                   0.0      0.0        0.0   \n",
       "Durham Beauty Academy                                0.0      0.0        0.0   \n",
       "Duquesne University                                  0.0      0.0        0.0   \n",
       "Dunwoody College of Technology                       0.0      0.0        0.0   \n",
       "Duluth Business University                           0.0      0.0        0.0   \n",
       "Duke University                                      0.0      0.0        0.0   \n",
       "DuVall's School of Cosmetology                       0.0      0.0        0.0   \n",
       "Du Bois Business College-Oil City                    0.0      0.0        0.0   \n",
       "Du Bois Business College-Huntingdon                  0.0      0.0        0.0   \n",
       "Du Bois Business College-Du Bois                     0.0      0.0        0.0   \n",
       "Drury University                                     0.0      0.0        0.0   \n",
       "Drexel University                                    0.0      0.0        0.0   \n",
       "Drew University                                      0.0      0.0        0.0   \n",
       "Drake University                                     0.0      0.0        0.0   \n",
       "Drake College of Business-Newark                     0.0      0.0        0.0   \n",
       "Drake College of Business-Elizabeth                  0.0      0.0        0.0   \n",
       "Downey Adult School                                  0.0      0.0        0.0   \n",
       "Dowling College                                      0.0      0.0        0.0   \n",
       "Douglas J Aveda Institute                            0.0      0.0        0.0   \n",
       "Douglas Education Center                             0.0      0.0        0.0   \n",
       "Dorsey Business Schools-Wayne                        0.0      0.0        0.0   \n",
       "Dorsey Business Schools-Waterford Pontiac            0.0      0.0        0.0   \n",
       "Dorsey Business Schools-Southgate                    0.0      0.0        0.0   \n",
       "Dorsey Business Schools-Saginaw                      0.0      0.0        0.0   \n",
       "Dorsey Business Schools-Roseville Culinary Academy   0.0      0.0        0.0   \n",
       "Dorsey Business Schools-Roseville                    0.0      0.0        0.0   \n",
       "Dorsey Business Schools-Madison Heights              0.0      0.0        0.0   \n",
       "...                                                  ...      ...        ...   \n",
       "Baltimore City Community College                     0.0      0.0        0.0   \n",
       "Ball State University                                0.0      0.0        0.0   \n",
       "Baldwin Wallace University                           0.0      0.0        0.0   \n",
       "Baldwin Park Adult & Community Education             0.0      0.0        0.0   \n",
       "Baldwin Beauty School-South Austin                   0.0      0.0        0.0   \n",
       "Baldwin Beauty School-North Austin                   0.0      0.0        0.0   \n",
       "Bakke Graduate University                            0.0      0.0        0.0   \n",
       "Bakersfield College                                  0.0      0.0        0.0   \n",
       "Baker University School of Professional and Gra...   NaN      NaN        NaN   \n",
       "Baker University School of Nursing                   NaN      NaN        NaN   \n",
       "Baker University                                     0.0      0.0        0.0   \n",
       "Baker College of Port Huron                          0.0      0.0        0.0   \n",
       "Baker College of Owosso                              0.0      0.0        0.0   \n",
       "Baker College of Muskegon                            0.0      0.0        0.0   \n",
       "Baker College of Jackson                             0.0      0.0        0.0   \n",
       "Baker College of Clinton Township                    0.0      0.0        0.0   \n",
       "Baker College of Cadillac                            0.0      0.0        0.0   \n",
       "Baker College of Auburn Hills                        0.0      0.0        0.0   \n",
       "Baker College of Allen Park                          0.0      0.0        0.0   \n",
       "Baker College Center for Graduate Studies            0.0      0.0        0.0   \n",
       "Baker College                                        0.0      0.0        0.0   \n",
       "Bais Medrash Toras Chesed                            0.0      0.0        0.0   \n",
       "Bais Medrash Elyon                                   0.0      1.0        0.0   \n",
       "Bais HaMedrash and Mesivta of Baltimore              0.0      0.0        0.0   \n",
       "Bainbridge State College                             0.0      0.0        0.0   \n",
       "Bacone College                                       0.0      0.0        0.0   \n",
       "Babson College                                       0.0      0.0        0.0   \n",
       "BJ's Beauty & Barber College                         0.0      0.0        0.0   \n",
       "BIR Training Center                                  0.0      0.0        0.0   \n",
       "B M Spurr School of Practical Nursing                0.0      0.0        0.0   \n",
       "\n",
       "                                                    RELAFFIL  SATVRMID  \\\n",
       "INSTNM                                                                   \n",
       "Dyersburg State Community College                          0       NaN   \n",
       "Dutchess Community College                                 0       NaN   \n",
       "Dutchess BOCES-Practical Nursing Program                   0       NaN   \n",
       "Durham Technical Community College                         0       NaN   \n",
       "Durham Beauty Academy                                      0       NaN   \n",
       "Duquesne University                                        1     570.0   \n",
       "Dunwoody College of Technology                             0       NaN   \n",
       "Duluth Business University                                 0       NaN   \n",
       "Duke University                                            1     715.0   \n",
       "DuVall's School of Cosmetology                             0       NaN   \n",
       "Du Bois Business College-Oil City                          0       NaN   \n",
       "Du Bois Business College-Huntingdon                        0       NaN   \n",
       "Du Bois Business College-Du Bois                           0       NaN   \n",
       "Drury University                                           0       NaN   \n",
       "Drexel University                                          0     580.0   \n",
       "Drew University                                            1     560.0   \n",
       "Drake University                                           0     585.0   \n",
       "Drake College of Business-Newark                           1       NaN   \n",
       "Drake College of Business-Elizabeth                        1       NaN   \n",
       "Downey Adult School                                        0       NaN   \n",
       "Dowling College                                            0       NaN   \n",
       "Douglas J Aveda Institute                                  0       NaN   \n",
       "Douglas Education Center                                   0       NaN   \n",
       "Dorsey Business Schools-Wayne                              0       NaN   \n",
       "Dorsey Business Schools-Waterford Pontiac                  0       NaN   \n",
       "Dorsey Business Schools-Southgate                          0       NaN   \n",
       "Dorsey Business Schools-Saginaw                            0       NaN   \n",
       "Dorsey Business Schools-Roseville Culinary Academy         0       NaN   \n",
       "Dorsey Business Schools-Roseville                          0       NaN   \n",
       "Dorsey Business Schools-Madison Heights                    0       NaN   \n",
       "...                                                      ...       ...   \n",
       "Baltimore City Community College                           0       NaN   \n",
       "Ball State University                                      0     550.0   \n",
       "Baldwin Wallace University                                 1       NaN   \n",
       "Baldwin Park Adult & Community Education                   0       NaN   \n",
       "Baldwin Beauty School-South Austin                         0       NaN   \n",
       "Baldwin Beauty School-North Austin                         0       NaN   \n",
       "Bakke Graduate University                                  0       NaN   \n",
       "Bakersfield College                                        0       NaN   \n",
       "Baker University School of Professional and Gra...         1       NaN   \n",
       "Baker University School of Nursing                         1       NaN   \n",
       "Baker University                                           1     478.0   \n",
       "Baker College of Port Huron                                1       NaN   \n",
       "Baker College of Owosso                                    1       NaN   \n",
       "Baker College of Muskegon                                  1       NaN   \n",
       "Baker College of Jackson                                   1       NaN   \n",
       "Baker College of Clinton Township                          1       NaN   \n",
       "Baker College of Cadillac                                  1       NaN   \n",
       "Baker College of Auburn Hills                              1       NaN   \n",
       "Baker College of Allen Park                                1       NaN   \n",
       "Baker College Center for Graduate Studies                  1       NaN   \n",
       "Baker College                                              0       NaN   \n",
       "Bais Medrash Toras Chesed                                  0       NaN   \n",
       "Bais Medrash Elyon                                         0       NaN   \n",
       "Bais HaMedrash and Mesivta of Baltimore                    0       NaN   \n",
       "Bainbridge State College                                   0       NaN   \n",
       "Bacone College                                             1     398.0   \n",
       "Babson College                                             0     615.0   \n",
       "BJ's Beauty & Barber College                               0       NaN   \n",
       "BIR Training Center                                        0       NaN   \n",
       "B M Spurr School of Practical Nursing                      0       NaN   \n",
       "\n",
       "                                                    SATMTMID  DISTANCEONLY  \\\n",
       "INSTNM                                                                       \n",
       "Dyersburg State Community College                        NaN           0.0   \n",
       "Dutchess Community College                               NaN           0.0   \n",
       "Dutchess BOCES-Practical Nursing Program                 NaN           0.0   \n",
       "Durham Technical Community College                       NaN           0.0   \n",
       "Durham Beauty Academy                                    NaN           0.0   \n",
       "Duquesne University                                    565.0           0.0   \n",
       "Dunwoody College of Technology                           NaN           0.0   \n",
       "Duluth Business University                               NaN           0.0   \n",
       "Duke University                                        745.0           0.0   \n",
       "DuVall's School of Cosmetology                           NaN           0.0   \n",
       "Du Bois Business College-Oil City                        NaN           0.0   \n",
       "Du Bois Business College-Huntingdon                      NaN           0.0   \n",
       "Du Bois Business College-Du Bois                         NaN           0.0   \n",
       "Drury University                                         NaN           0.0   \n",
       "Drexel University                                      620.0           0.0   \n",
       "Drew University                                        550.0           0.0   \n",
       "Drake University                                       600.0           0.0   \n",
       "Drake College of Business-Newark                         NaN           0.0   \n",
       "Drake College of Business-Elizabeth                      NaN           0.0   \n",
       "Downey Adult School                                      NaN           0.0   \n",
       "Dowling College                                          NaN           0.0   \n",
       "Douglas J Aveda Institute                                NaN           0.0   \n",
       "Douglas Education Center                                 NaN           0.0   \n",
       "Dorsey Business Schools-Wayne                            NaN           0.0   \n",
       "Dorsey Business Schools-Waterford Pontiac                NaN           0.0   \n",
       "Dorsey Business Schools-Southgate                        NaN           0.0   \n",
       "Dorsey Business Schools-Saginaw                          NaN           0.0   \n",
       "Dorsey Business Schools-Roseville Culinary Academy       NaN           0.0   \n",
       "Dorsey Business Schools-Roseville                        NaN           0.0   \n",
       "Dorsey Business Schools-Madison Heights                  NaN           0.0   \n",
       "...                                                      ...           ...   \n",
       "Baltimore City Community College                         NaN           0.0   \n",
       "Ball State University                                  545.0           0.0   \n",
       "Baldwin Wallace University                               NaN           0.0   \n",
       "Baldwin Park Adult & Community Education                 NaN           0.0   \n",
       "Baldwin Beauty School-South Austin                       NaN           0.0   \n",
       "Baldwin Beauty School-North Austin                       NaN           0.0   \n",
       "Bakke Graduate University                                NaN           0.0   \n",
       "Bakersfield College                                      NaN           0.0   \n",
       "Baker University School of Professional and Gra...       NaN           NaN   \n",
       "Baker University School of Nursing                       NaN           NaN   \n",
       "Baker University                                       505.0           0.0   \n",
       "Baker College of Port Huron                              NaN           0.0   \n",
       "Baker College of Owosso                                  NaN           0.0   \n",
       "Baker College of Muskegon                                NaN           0.0   \n",
       "Baker College of Jackson                                 NaN           0.0   \n",
       "Baker College of Clinton Township                        NaN           0.0   \n",
       "Baker College of Cadillac                                NaN           0.0   \n",
       "Baker College of Auburn Hills                            NaN           0.0   \n",
       "Baker College of Allen Park                              NaN           0.0   \n",
       "Baker College Center for Graduate Studies                NaN           0.0   \n",
       "Baker College                                            NaN           0.0   \n",
       "Bais Medrash Toras Chesed                                NaN           0.0   \n",
       "Bais Medrash Elyon                                       NaN           0.0   \n",
       "Bais HaMedrash and Mesivta of Baltimore                  NaN           0.0   \n",
       "Bainbridge State College                                 NaN           0.0   \n",
       "Bacone College                                         428.0           0.0   \n",
       "Babson College                                         660.0           0.0   \n",
       "BJ's Beauty & Barber College                             NaN           0.0   \n",
       "BIR Training Center                                      NaN           0.0   \n",
       "B M Spurr School of Practical Nursing                    NaN           0.0   \n",
       "\n",
       "                                                       UGDS  \\\n",
       "INSTNM                                                        \n",
       "Dyersburg State Community College                    2001.0   \n",
       "Dutchess Community College                           6885.0   \n",
       "Dutchess BOCES-Practical Nursing Program              155.0   \n",
       "Durham Technical Community College                   4769.0   \n",
       "Durham Beauty Academy                                  78.0   \n",
       "Duquesne University                                  5969.0   \n",
       "Dunwoody College of Technology                       1069.0   \n",
       "Duluth Business University                            179.0   \n",
       "Duke University                                      6480.0   \n",
       "DuVall's School of Cosmetology                         89.0   \n",
       "Du Bois Business College-Oil City                      29.0   \n",
       "Du Bois Business College-Huntingdon                    80.0   \n",
       "Du Bois Business College-Du Bois                       90.0   \n",
       "Drury University                                     3790.0   \n",
       "Drexel University                                   16681.0   \n",
       "Drew University                                      1356.0   \n",
       "Drake University                                     3290.0   \n",
       "Drake College of Business-Newark                     1023.0   \n",
       "Drake College of Business-Elizabeth                   849.0   \n",
       "Downey Adult School                                  1210.0   \n",
       "Dowling College                                      1281.0   \n",
       "Douglas J Aveda Institute                             826.0   \n",
       "Douglas Education Center                              267.0   \n",
       "Dorsey Business Schools-Wayne                         139.0   \n",
       "Dorsey Business Schools-Waterford Pontiac             188.0   \n",
       "Dorsey Business Schools-Southgate                     143.0   \n",
       "Dorsey Business Schools-Saginaw                       207.0   \n",
       "Dorsey Business Schools-Roseville Culinary Academy    163.0   \n",
       "Dorsey Business Schools-Roseville                     480.0   \n",
       "Dorsey Business Schools-Madison Heights               197.0   \n",
       "...                                                     ...   \n",
       "Baltimore City Community College                     4640.0   \n",
       "Ball State University                               15895.0   \n",
       "Baldwin Wallace University                           3276.0   \n",
       "Baldwin Park Adult & Community Education              307.0   \n",
       "Baldwin Beauty School-South Austin                     69.0   \n",
       "Baldwin Beauty School-North Austin                     72.0   \n",
       "Bakke Graduate University                               NaN   \n",
       "Bakersfield College                                 16982.0   \n",
       "Baker University School of Professional and Gra...      NaN   \n",
       "Baker University School of Nursing                      NaN   \n",
       "Baker University                                     1649.0   \n",
       "Baker College of Port Huron                           794.0   \n",
       "Baker College of Owosso                              2489.0   \n",
       "Baker College of Muskegon                            3453.0   \n",
       "Baker College of Jackson                             1920.0   \n",
       "Baker College of Clinton Township                    3588.0   \n",
       "Baker College of Cadillac                            1326.0   \n",
       "Baker College of Auburn Hills                        2668.0   \n",
       "Baker College of Allen Park                          3325.0   \n",
       "Baker College Center for Graduate Studies            3905.0   \n",
       "Baker College                                        3684.0   \n",
       "Bais Medrash Toras Chesed                             111.0   \n",
       "Bais Medrash Elyon                                     67.0   \n",
       "Bais HaMedrash and Mesivta of Baltimore                59.0   \n",
       "Bainbridge State College                             2227.0   \n",
       "Bacone College                                        939.0   \n",
       "Babson College                                       2107.0   \n",
       "BJ's Beauty & Barber College                           28.0   \n",
       "BIR Training Center                                  2132.0   \n",
       "B M Spurr School of Practical Nursing                  31.0   \n",
       "\n",
       "                                                           ...          \\\n",
       "INSTNM                                                     ...           \n",
       "Dyersburg State Community College                          ...           \n",
       "Dutchess Community College                                 ...           \n",
       "Dutchess BOCES-Practical Nursing Program                   ...           \n",
       "Durham Technical Community College                         ...           \n",
       "Durham Beauty Academy                                      ...           \n",
       "Duquesne University                                        ...           \n",
       "Dunwoody College of Technology                             ...           \n",
       "Duluth Business University                                 ...           \n",
       "Duke University                                            ...           \n",
       "DuVall's School of Cosmetology                             ...           \n",
       "Du Bois Business College-Oil City                          ...           \n",
       "Du Bois Business College-Huntingdon                        ...           \n",
       "Du Bois Business College-Du Bois                           ...           \n",
       "Drury University                                           ...           \n",
       "Drexel University                                          ...           \n",
       "Drew University                                            ...           \n",
       "Drake University                                           ...           \n",
       "Drake College of Business-Newark                           ...           \n",
       "Drake College of Business-Elizabeth                        ...           \n",
       "Downey Adult School                                        ...           \n",
       "Dowling College                                            ...           \n",
       "Douglas J Aveda Institute                                  ...           \n",
       "Douglas Education Center                                   ...           \n",
       "Dorsey Business Schools-Wayne                              ...           \n",
       "Dorsey Business Schools-Waterford Pontiac                  ...           \n",
       "Dorsey Business Schools-Southgate                          ...           \n",
       "Dorsey Business Schools-Saginaw                            ...           \n",
       "Dorsey Business Schools-Roseville Culinary Academy         ...           \n",
       "Dorsey Business Schools-Roseville                          ...           \n",
       "Dorsey Business Schools-Madison Heights                    ...           \n",
       "...                                                        ...           \n",
       "Baltimore City Community College                           ...           \n",
       "Ball State University                                      ...           \n",
       "Baldwin Wallace University                                 ...           \n",
       "Baldwin Park Adult & Community Education                   ...           \n",
       "Baldwin Beauty School-South Austin                         ...           \n",
       "Baldwin Beauty School-North Austin                         ...           \n",
       "Bakke Graduate University                                  ...           \n",
       "Bakersfield College                                        ...           \n",
       "Baker University School of Professional and Gra...         ...           \n",
       "Baker University School of Nursing                         ...           \n",
       "Baker University                                           ...           \n",
       "Baker College of Port Huron                                ...           \n",
       "Baker College of Owosso                                    ...           \n",
       "Baker College of Muskegon                                  ...           \n",
       "Baker College of Jackson                                   ...           \n",
       "Baker College of Clinton Township                          ...           \n",
       "Baker College of Cadillac                                  ...           \n",
       "Baker College of Auburn Hills                              ...           \n",
       "Baker College of Allen Park                                ...           \n",
       "Baker College Center for Graduate Studies                  ...           \n",
       "Baker College                                              ...           \n",
       "Bais Medrash Toras Chesed                                  ...           \n",
       "Bais Medrash Elyon                                         ...           \n",
       "Bais HaMedrash and Mesivta of Baltimore                    ...           \n",
       "Bainbridge State College                                   ...           \n",
       "Bacone College                                             ...           \n",
       "Babson College                                             ...           \n",
       "BJ's Beauty & Barber College                               ...           \n",
       "BIR Training Center                                        ...           \n",
       "B M Spurr School of Practical Nursing                      ...           \n",
       "\n",
       "                                                    UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                                                    \n",
       "Dyersburg State Community College                      0.0185    0.0010   \n",
       "Dutchess Community College                             0.0446    0.0129   \n",
       "Dutchess BOCES-Practical Nursing Program               0.0581    0.0000   \n",
       "Durham Technical Community College                     0.0182    0.0025   \n",
       "Durham Beauty Academy                                  0.0000    0.0000   \n",
       "Duquesne University                                    0.0235    0.0421   \n",
       "Dunwoody College of Technology                         0.0458    0.0000   \n",
       "Duluth Business University                             0.0000    0.0000   \n",
       "Duke University                                        0.0181    0.0951   \n",
       "DuVall's School of Cosmetology                         0.0787    0.0000   \n",
       "Du Bois Business College-Oil City                      0.0000    0.0000   \n",
       "Du Bois Business College-Huntingdon                    0.0000    0.0000   \n",
       "Du Bois Business College-Du Bois                       0.0111    0.0000   \n",
       "Drury University                                       0.0208    0.0454   \n",
       "Drexel University                                      0.0284    0.1295   \n",
       "Drew University                                        0.0361    0.0472   \n",
       "Drake University                                       0.0161    0.0733   \n",
       "Drake College of Business-Newark                       0.0000    0.0000   \n",
       "Drake College of Business-Elizabeth                    0.0000    0.0000   \n",
       "Downey Adult School                                    0.0000    0.0000   \n",
       "Dowling College                                        0.0000    0.0429   \n",
       "Douglas J Aveda Institute                              0.0448    0.0012   \n",
       "Douglas Education Center                               0.0300    0.0000   \n",
       "Dorsey Business Schools-Wayne                          0.0576    0.0000   \n",
       "Dorsey Business Schools-Waterford Pontiac              0.0638    0.0000   \n",
       "Dorsey Business Schools-Southgate                      0.0280    0.0000   \n",
       "Dorsey Business Schools-Saginaw                        0.0483    0.0000   \n",
       "Dorsey Business Schools-Roseville Culinary Academy     0.0491    0.0000   \n",
       "Dorsey Business Schools-Roseville                      0.0500    0.0000   \n",
       "Dorsey Business Schools-Madison Heights                0.0305    0.0000   \n",
       "...                                                       ...       ...   \n",
       "Baltimore City Community College                       0.0209    0.0388   \n",
       "Ball State University                                  0.0247    0.0196   \n",
       "Baldwin Wallace University                             0.0388    0.0107   \n",
       "Baldwin Park Adult & Community Education               0.0163    0.0000   \n",
       "Baldwin Beauty School-South Austin                     0.0000    0.0000   \n",
       "Baldwin Beauty School-North Austin                     0.0000    0.0000   \n",
       "Bakke Graduate University                                 NaN       NaN   \n",
       "Bakersfield College                                    0.0320    0.0026   \n",
       "Baker University School of Professional and Gra...        NaN       NaN   \n",
       "Baker University School of Nursing                        NaN       NaN   \n",
       "Baker University                                       0.0115    0.0127   \n",
       "Baker College of Port Huron                            0.0239    0.0000   \n",
       "Baker College of Owosso                                0.0245    0.0000   \n",
       "Baker College of Muskegon                              0.0504    0.0000   \n",
       "Baker College of Jackson                               0.0250    0.0000   \n",
       "Baker College of Clinton Township                      0.0256    0.0000   \n",
       "Baker College of Cadillac                              0.0106    0.0000   \n",
       "Baker College of Auburn Hills                          0.0266    0.0000   \n",
       "Baker College of Allen Park                            0.0328    0.0000   \n",
       "Baker College Center for Graduate Studies              0.0435    0.0000   \n",
       "Baker College                                          0.0328    0.0000   \n",
       "Bais Medrash Toras Chesed                              0.0000    0.0180   \n",
       "Bais Medrash Elyon                                     0.0000    0.0000   \n",
       "Bais HaMedrash and Mesivta of Baltimore                0.0000    0.0169   \n",
       "Bainbridge State College                               0.0108    0.0018   \n",
       "Bacone College                                         0.0298    0.0000   \n",
       "Babson College                                         0.0233    0.2682   \n",
       "BJ's Beauty & Barber College                           0.0714    0.0000   \n",
       "BIR Training Center                                    0.0000    0.0000   \n",
       "B M Spurr School of Practical Nursing                  0.0000    0.0000   \n",
       "\n",
       "                                                    UGDS_UNKN  PPTUG_EF  \\\n",
       "INSTNM                                                                    \n",
       "Dyersburg State Community College                      0.0085    0.4423   \n",
       "Dutchess Community College                             0.0049    0.3312   \n",
       "Dutchess BOCES-Practical Nursing Program               0.0000    0.7548   \n",
       "Durham Technical Community College                     0.0457    0.6905   \n",
       "Durham Beauty Academy                                  0.0128    0.0000   \n",
       "Duquesne University                                    0.0126    0.0379   \n",
       "Dunwoody College of Technology                         0.0327    0.1833   \n",
       "Duluth Business University                             0.0000    0.4246   \n",
       "Duke University                                        0.0224    0.0014   \n",
       "DuVall's School of Cosmetology                         0.0337    0.3034   \n",
       "Du Bois Business College-Oil City                      0.0000    0.1034   \n",
       "Du Bois Business College-Huntingdon                    0.0000    0.0500   \n",
       "Du Bois Business College-Du Bois                       0.0000    0.0333   \n",
       "Drury University                                       0.0000    0.2731   \n",
       "Drexel University                                      0.0224    0.1400   \n",
       "Drew University                                        0.0848    0.0155   \n",
       "Drake University                                       0.0067    0.0350   \n",
       "Drake College of Business-Newark                       0.0088    0.0000   \n",
       "Drake College of Business-Elizabeth                    0.0000    0.0000   \n",
       "Downey Adult School                                    0.0000    0.6380   \n",
       "Dowling College                                        0.3841    0.1569   \n",
       "Douglas J Aveda Institute                              0.0073    0.0000   \n",
       "Douglas Education Center                               0.0375    0.0150   \n",
       "Dorsey Business Schools-Wayne                          0.0072    0.0000   \n",
       "Dorsey Business Schools-Waterford Pontiac              0.0000    0.0000   \n",
       "Dorsey Business Schools-Southgate                      0.0000    0.0000   \n",
       "Dorsey Business Schools-Saginaw                        0.0097    0.0000   \n",
       "Dorsey Business Schools-Roseville Culinary Academy     0.0000    0.0000   \n",
       "Dorsey Business Schools-Roseville                      0.0104    0.0000   \n",
       "Dorsey Business Schools-Madison Heights                0.0000    0.0000   \n",
       "...                                                       ...       ...   \n",
       "Baltimore City Community College                       0.0198    0.6461   \n",
       "Ball State University                                  0.0127    0.0618   \n",
       "Baldwin Wallace University                             0.0037    0.0995   \n",
       "Baldwin Park Adult & Community Education               0.0033    0.0717   \n",
       "Baldwin Beauty School-South Austin                     0.0870    0.0000   \n",
       "Baldwin Beauty School-North Austin                     0.0556    0.0000   \n",
       "Bakke Graduate University                                 NaN       NaN   \n",
       "Bakersfield College                                    0.0052    0.6585   \n",
       "Baker University School of Professional and Gra...        NaN       NaN   \n",
       "Baker University School of Nursing                        NaN       NaN   \n",
       "Baker University                                       0.0667    0.3511   \n",
       "Baker College of Port Huron                            0.0063    0.4887   \n",
       "Baker College of Owosso                                0.0000    0.3688   \n",
       "Baker College of Muskegon                              0.0006    0.3834   \n",
       "Baker College of Jackson                               0.0052    0.5583   \n",
       "Baker College of Clinton Township                      0.0056    0.5245   \n",
       "Baker College of Cadillac                              0.0038    0.4593   \n",
       "Baker College of Auburn Hills                          0.0000    0.5821   \n",
       "Baker College of Allen Park                            0.0000    0.5405   \n",
       "Baker College Center for Graduate Studies              0.0169    0.7083   \n",
       "Baker College                                          0.0098    0.4536   \n",
       "Bais Medrash Toras Chesed                              0.0000    0.0180   \n",
       "Bais Medrash Elyon                                     0.0000    0.0000   \n",
       "Bais HaMedrash and Mesivta of Baltimore                0.0000    0.0000   \n",
       "Bainbridge State College                               0.0081    0.5869   \n",
       "Bacone College                                         0.0895    0.1140   \n",
       "Babson College                                         0.0603    0.0000   \n",
       "BJ's Beauty & Barber College                           0.0714    0.0000   \n",
       "BIR Training Center                                    0.0000    0.1806   \n",
       "B M Spurr School of Practical Nursing                  0.0000    0.0000   \n",
       "\n",
       "                                                    CURROPER  PCTPELL  \\\n",
       "INSTNM                                                                  \n",
       "Dyersburg State Community College                          1   0.4921   \n",
       "Dutchess Community College                                 1   0.2464   \n",
       "Dutchess BOCES-Practical Nursing Program                   1   0.5294   \n",
       "Durham Technical Community College                         1   0.4495   \n",
       "Durham Beauty Academy                                      1   0.5746   \n",
       "Duquesne University                                        1   0.1983   \n",
       "Dunwoody College of Technology                             1   0.5892   \n",
       "Duluth Business University                                 1   0.7463   \n",
       "Duke University                                            1   0.1404   \n",
       "DuVall's School of Cosmetology                             1   0.4906   \n",
       "Du Bois Business College-Oil City                          1   0.8000   \n",
       "Du Bois Business College-Huntingdon                        1   0.8636   \n",
       "Du Bois Business College-Du Bois                           1   0.7295   \n",
       "Drury University                                           1   0.5091   \n",
       "Drexel University                                          1   0.2059   \n",
       "Drew University                                            1   0.3081   \n",
       "Drake University                                           1   0.1688   \n",
       "Drake College of Business-Newark                           0   1.0000   \n",
       "Drake College of Business-Elizabeth                        0   1.0000   \n",
       "Downey Adult School                                        1   0.3773   \n",
       "Dowling College                                            1   0.2502   \n",
       "Douglas J Aveda Institute                                  1   0.4316   \n",
       "Douglas Education Center                                   1   0.6400   \n",
       "Dorsey Business Schools-Wayne                              1   0.8601   \n",
       "Dorsey Business Schools-Waterford Pontiac                  1   0.8904   \n",
       "Dorsey Business Schools-Southgate                          1   0.8219   \n",
       "Dorsey Business Schools-Saginaw                            1   0.9234   \n",
       "Dorsey Business Schools-Roseville Culinary Academy         1   0.9091   \n",
       "Dorsey Business Schools-Roseville                          1   0.9290   \n",
       "Dorsey Business Schools-Madison Heights                    1   0.9167   \n",
       "...                                                      ...      ...   \n",
       "Baltimore City Community College                           1   0.5638   \n",
       "Ball State University                                      1   0.3399   \n",
       "Baldwin Wallace University                                 1   0.3410   \n",
       "Baldwin Park Adult & Community Education                   1   0.5119   \n",
       "Baldwin Beauty School-South Austin                         1   0.5517   \n",
       "Baldwin Beauty School-North Austin                         1   0.5827   \n",
       "Bakke Graduate University                                  1      NaN   \n",
       "Bakersfield College                                        1   0.3976   \n",
       "Baker University School of Professional and Gra...         1      NaN   \n",
       "Baker University School of Nursing                         1      NaN   \n",
       "Baker University                                           1   0.3774   \n",
       "Baker College of Port Huron                                1   0.6915   \n",
       "Baker College of Owosso                                    1   0.6437   \n",
       "Baker College of Muskegon                                  1   0.6683   \n",
       "Baker College of Jackson                                   1   0.6702   \n",
       "Baker College of Clinton Township                          1   0.6593   \n",
       "Baker College of Cadillac                                  1   0.7290   \n",
       "Baker College of Auburn Hills                              1   0.5910   \n",
       "Baker College of Allen Park                                1   0.7050   \n",
       "Baker College Center for Graduate Studies                  1   0.5463   \n",
       "Baker College                                              1   0.6827   \n",
       "Bais Medrash Toras Chesed                                  1   0.4153   \n",
       "Bais Medrash Elyon                                         1   0.3871   \n",
       "Bais HaMedrash and Mesivta of Baltimore                    1   0.5102   \n",
       "Bainbridge State College                                   1   0.7595   \n",
       "Bacone College                                             1   0.9392   \n",
       "Babson College                                             1   0.1709   \n",
       "BJ's Beauty & Barber College                               1   0.5192   \n",
       "BIR Training Center                                        0   0.6700   \n",
       "B M Spurr School of Practical Nursing                      1   0.4722   \n",
       "\n",
       "                                                    PCTFLOAN  UG25ABV  \\\n",
       "INSTNM                                                                  \n",
       "Dyersburg State Community College                     0.2493   0.3097   \n",
       "Dutchess Community College                            0.1936   0.1806   \n",
       "Dutchess BOCES-Practical Nursing Program              0.6275   0.5430   \n",
       "Durham Technical Community College                    0.1796   0.5961   \n",
       "Durham Beauty Academy                                 0.8134   0.4000   \n",
       "Duquesne University                                   0.6548   0.0536   \n",
       "Dunwoody College of Technology                        0.8880   0.4967   \n",
       "Duluth Business University                            0.8905   0.6816   \n",
       "Duke University                                       0.3130   0.0038   \n",
       "DuVall's School of Cosmetology                        0.4780   0.5385   \n",
       "Du Bois Business College-Oil City                     0.8000   0.4750   \n",
       "Du Bois Business College-Huntingdon                   0.8636   0.5682   \n",
       "Du Bois Business College-Du Bois                      0.8197   0.4180   \n",
       "Drury University                                      0.5760   0.4479   \n",
       "Drexel University                                     0.5583   0.1823   \n",
       "Drew University                                       0.5854   0.0221   \n",
       "Drake University                                      0.5211   0.0476   \n",
       "Drake College of Business-Newark                      1.0000   0.7753   \n",
       "Drake College of Business-Elizabeth                   1.0000   0.7714   \n",
       "Downey Adult School                                   0.0000   0.4381   \n",
       "Dowling College                                       0.4430   0.1404   \n",
       "Douglas J Aveda Institute                             0.6105   0.2344   \n",
       "Douglas Education Center                              0.7018   0.3066   \n",
       "Dorsey Business Schools-Wayne                         0.7876   0.6839   \n",
       "Dorsey Business Schools-Waterford Pontiac             0.8219   0.6941   \n",
       "Dorsey Business Schools-Southgate                     0.7260   0.6644   \n",
       "Dorsey Business Schools-Saginaw                       0.8198   0.7387   \n",
       "Dorsey Business Schools-Roseville Culinary Academy    0.9152   0.7576   \n",
       "Dorsey Business Schools-Roseville                     0.8560   0.6174   \n",
       "Dorsey Business Schools-Madison Heights               0.8775   0.6765   \n",
       "...                                                      ...      ...   \n",
       "Baltimore City Community College                      0.0000   0.5851   \n",
       "Ball State University                                 0.5917   0.0715   \n",
       "Baldwin Wallace University                            0.8166   0.1393   \n",
       "Baldwin Park Adult & Community Education              0.0000   0.3091   \n",
       "Baldwin Beauty School-South Austin                    0.0000   0.0789   \n",
       "Baldwin Beauty School-North Austin                    0.0000   0.4304   \n",
       "Bakke Graduate University                                NaN      NaN   \n",
       "Bakersfield College                                   0.0328   0.3337   \n",
       "Baker University School of Professional and Gra...       NaN      NaN   \n",
       "Baker University School of Nursing                       NaN      NaN   \n",
       "Baker University                                      0.7296   0.4418   \n",
       "Baker College of Port Huron                           0.7089   0.5255   \n",
       "Baker College of Owosso                               0.7162   0.4018   \n",
       "Baker College of Muskegon                             0.7123   0.4612   \n",
       "Baker College of Jackson                              0.7071   0.5547   \n",
       "Baker College of Clinton Township                     0.6769   0.5964   \n",
       "Baker College of Cadillac                             0.7368   0.5883   \n",
       "Baker College of Auburn Hills                         0.6638   0.5983   \n",
       "Baker College of Allen Park                           0.7386   0.6155   \n",
       "Baker College Center for Graduate Studies             0.6863   0.8354   \n",
       "Baker College                                         0.7104   0.5222   \n",
       "Bais Medrash Toras Chesed                             0.0000   0.1228   \n",
       "Bais Medrash Elyon                                    0.0000   0.1111   \n",
       "Bais HaMedrash and Mesivta of Baltimore               0.0000   0.0000   \n",
       "Bainbridge State College                              0.5902   0.4972   \n",
       "Bacone College                                        0.8920   0.1648   \n",
       "Babson College                                        0.3727   0.0090   \n",
       "BJ's Beauty & Barber College                          0.6154   0.2917   \n",
       "BIR Training Center                                   0.6998   0.6741   \n",
       "B M Spurr School of Practical Nursing                 0.0000   0.4444   \n",
       "\n",
       "                                                      MD_EARN_WNE_P10  \\\n",
       "INSTNM                                                                  \n",
       "Dyersburg State Community College                               26800   \n",
       "Dutchess Community College                                      32500   \n",
       "Dutchess BOCES-Practical Nursing Program                        36500   \n",
       "Durham Technical Community College                              27200   \n",
       "Durham Beauty Academy                               PrivacySuppressed   \n",
       "Duquesne University                                             54600   \n",
       "Dunwoody College of Technology                                  46600   \n",
       "Duluth Business University                                      23500   \n",
       "Duke University                                                 76700   \n",
       "DuVall's School of Cosmetology                                    NaN   \n",
       "Du Bois Business College-Oil City                               23800   \n",
       "Du Bois Business College-Huntingdon                             23800   \n",
       "Du Bois Business College-Du Bois                                23800   \n",
       "Drury University                                                31700   \n",
       "Drexel University                                               62600   \n",
       "Drew University                                                 50300   \n",
       "Drake University                                                55700   \n",
       "Drake College of Business-Newark                                25200   \n",
       "Drake College of Business-Elizabeth                             25200   \n",
       "Downey Adult School                                               NaN   \n",
       "Dowling College                                                 41700   \n",
       "Douglas J Aveda Institute                                       21500   \n",
       "Douglas Education Center                                        21800   \n",
       "Dorsey Business Schools-Wayne                                   22000   \n",
       "Dorsey Business Schools-Waterford Pontiac                       22000   \n",
       "Dorsey Business Schools-Southgate                               22000   \n",
       "Dorsey Business Schools-Saginaw                                 22000   \n",
       "Dorsey Business Schools-Roseville Culinary Academy              22000   \n",
       "Dorsey Business Schools-Roseville                               22000   \n",
       "Dorsey Business Schools-Madison Heights                         22000   \n",
       "...                                                               ...   \n",
       "Baltimore City Community College                                29000   \n",
       "Ball State University                                           38800   \n",
       "Baldwin Wallace University                                      44900   \n",
       "Baldwin Park Adult & Community Education                        23300   \n",
       "Baldwin Beauty School-South Austin                              20700   \n",
       "Baldwin Beauty School-North Austin                              20700   \n",
       "Bakke Graduate University                                         NaN   \n",
       "Bakersfield College                                             29300   \n",
       "Baker University School of Professional and Gra...              48800   \n",
       "Baker University School of Nursing                              48800   \n",
       "Baker University                                                48800   \n",
       "Baker College of Port Huron                                     26400   \n",
       "Baker College of Owosso                                         26400   \n",
       "Baker College of Muskegon                                       26400   \n",
       "Baker College of Jackson                                        26400   \n",
       "Baker College of Clinton Township                               26400   \n",
       "Baker College of Cadillac                                       26400   \n",
       "Baker College of Auburn Hills                                   26400   \n",
       "Baker College of Allen Park                                     26400   \n",
       "Baker College Center for Graduate Studies                       26400   \n",
       "Baker College                                                   26400   \n",
       "Bais Medrash Toras Chesed                           PrivacySuppressed   \n",
       "Bais Medrash Elyon                                  PrivacySuppressed   \n",
       "Bais HaMedrash and Mesivta of Baltimore                           NaN   \n",
       "Bainbridge State College                                        24300   \n",
       "Bacone College                                                  29700   \n",
       "Babson College                                                  86700   \n",
       "BJ's Beauty & Barber College                                      NaN   \n",
       "BIR Training Center                                 PrivacySuppressed   \n",
       "B M Spurr School of Practical Nursing               PrivacySuppressed   \n",
       "\n",
       "                                                    GRAD_DEBT_MDN_SUPP  \n",
       "INSTNM                                                                  \n",
       "Dyersburg State Community College                                 7475  \n",
       "Dutchess Community College                                       10250  \n",
       "Dutchess BOCES-Practical Nursing Program                          9500  \n",
       "Durham Technical Community College                             11069.5  \n",
       "Durham Beauty Academy                                            15332  \n",
       "Duquesne University                                              27000  \n",
       "Dunwoody College of Technology                                   16000  \n",
       "Duluth Business University                                       28394  \n",
       "Duke University                                                   7500  \n",
       "DuVall's School of Cosmetology                                    7917  \n",
       "Du Bois Business College-Oil City                              16929.5  \n",
       "Du Bois Business College-Huntingdon                            16929.5  \n",
       "Du Bois Business College-Du Bois                               16929.5  \n",
       "Drury University                                                 23454  \n",
       "Drexel University                                                25500  \n",
       "Drew University                                                  27000  \n",
       "Drake University                                                 24500  \n",
       "Drake College of Business-Newark                                  9500  \n",
       "Drake College of Business-Elizabeth                               9500  \n",
       "Downey Adult School                                  PrivacySuppressed  \n",
       "Dowling College                                                  25350  \n",
       "Douglas J Aveda Institute                                         9833  \n",
       "Douglas Education Center                                         12000  \n",
       "Dorsey Business Schools-Wayne                                    12166  \n",
       "Dorsey Business Schools-Waterford Pontiac                        12166  \n",
       "Dorsey Business Schools-Southgate                                12166  \n",
       "Dorsey Business Schools-Saginaw                                  12166  \n",
       "Dorsey Business Schools-Roseville Culinary Academy               12166  \n",
       "Dorsey Business Schools-Roseville                                12166  \n",
       "Dorsey Business Schools-Madison Heights                          12166  \n",
       "...                                                                ...  \n",
       "Baltimore City Community College                     PrivacySuppressed  \n",
       "Ball State University                                            25000  \n",
       "Baldwin Wallace University                                       27000  \n",
       "Baldwin Park Adult & Community Education             PrivacySuppressed  \n",
       "Baldwin Beauty School-South Austin                   PrivacySuppressed  \n",
       "Baldwin Beauty School-North Austin                   PrivacySuppressed  \n",
       "Bakke Graduate University                            PrivacySuppressed  \n",
       "Bakersfield College                                              11398  \n",
       "Baker University School of Professional and Gra...               25250  \n",
       "Baker University School of Nursing                               25250  \n",
       "Baker University                                                 25250  \n",
       "Baker College of Port Huron                                      24000  \n",
       "Baker College of Owosso                                          24000  \n",
       "Baker College of Muskegon                                        24000  \n",
       "Baker College of Jackson                                         24000  \n",
       "Baker College of Clinton Township                                24000  \n",
       "Baker College of Cadillac                                        24000  \n",
       "Baker College of Auburn Hills                                    24000  \n",
       "Baker College of Allen Park                                      24000  \n",
       "Baker College Center for Graduate Studies                        24000  \n",
       "Baker College                                                    24000  \n",
       "Bais Medrash Toras Chesed                            PrivacySuppressed  \n",
       "Bais Medrash Elyon                                   PrivacySuppressed  \n",
       "Bais HaMedrash and Mesivta of Baltimore              PrivacySuppressed  \n",
       "Bainbridge State College                                         15312  \n",
       "Bacone College                                                   26350  \n",
       "Babson College                                                   27000  \n",
       "BJ's Beauty & Barber College                         PrivacySuppressed  \n",
       "BIR Training Center                                              15394  \n",
       "B M Spurr School of Practical Nursing                PrivacySuppressed  \n",
       "\n",
       "[1411 rows x 26 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college = college.sort_index(ascending=False)\n",
    "print(college.index.is_monotonic_decreasing)\n",
    "college.loc['E':'B']"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Python sorts all capital letters before lowercase and all integers before capital letters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
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