Lab 4-karthika pai.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Karthika Pai\n",
    "\n",
    "# Understanding college debt\n",
    "I want to see what types of universities have students in debt.  We will be using the college scorecard API from data.gov.  I am interested in a number of variables, these are admissions rate, tuition, median household income, student size, etc.\n",
    "\n",
    "It seems that the UC office of president <a href=\"http://www.ucop.edu/institutional-research-academic-planning/_files/College%20Scorecard%20Brief.pdf\">claims that the UC schools are a good deal</a> based on data from the college scorecard.\n",
    "\n",
    "You should go begin by getting an <a href=\"https://api.data.gov/signup/\">API key for data.gov</a>.  There are many data.gov APIs that you can use this key for and they have fairly relaxed limits on the number of requests.\n",
    "\n",
    "The documentation for the API can be found here...<br>\n",
    "https://github.com/RTICWDT/open-data-maker/blob/master/API.md<br>\n",
    "https://collegescorecard.ed.gov/data/\n",
    "\n",
    "Let's import some packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from urllib2 import Request, urlopen\n",
    "from urlparse import urlunparse, urlparse\n",
    "import pandas as pd\n",
    "import json\n",
    "from matplotlib import pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are some variable names that we will be interested in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "varnames = \"\"\"id\n",
    "school.name\n",
    "school.degrees_awarded.predominant\n",
    "2014.admissions.admission_rate.overall\n",
    "2014.cost.tuition.in_state\n",
    "2014.cost.tuition.out_of_state\n",
    "2014.aid.median_debt.completers.overall\n",
    "2014.aid.median_debt.noncompleters\n",
    "2005.student.demographics.median_hh_income\n",
    "2005.student.demographics.poverty_rate\n",
    "2014.aid.federal_loan_rate\n",
    "2014.aid.pell_grant_rate\n",
    "2014.student.size\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Exercise (1)__ I would like to make a complicated query from the API.  An example query from the API is \n",
    "\n",
    "<pre>https://api.data.gov/ed/collegescorecard/v1/schools.json?school.degrees_awarded.predominant=3&_fields=school.name,\n",
    "2014.aid.pell_grant_rate&_sort=2014.student.size:desc&_page=1\n",
    "&_per_page=100&api_key=YOURKEY\n",
    "</pre>\n",
    "\n",
    "Which can be parsed as  \n",
    "1. the base url: https://api.data.gov/ed/collegescorecard/v1/schools.json, \n",
    "2. a filter of school.degrees_awarded.predominant=3, \n",
    "3. return the fields school.name,2014.aid.pell_grant_rate, \n",
    "4. sort by 2014.student.size in descending order, \n",
    "5. return 1 page of 100 entries, \n",
    "6. and use your api key\n",
    "\n",
    "You can find a more complete description: https://github.com/RTICWDT/open-data-maker/blob/master/API.md\n",
    "\n",
    "Fill in the following def that fits the following docstring, and gives the shown output.\n",
    "<pre>\n",
    "def query_url(key,fieldnames,filterstring,sortvar,numpages):\n",
    "    \"\"\"\n",
    "    This takes all of the necessary parameters to form a query \n",
    "    to college scorecard\n",
    "    Input: key (data.gov API key, string), fieldnames (list of variable \n",
    "      names), filterstring (string for filtering), sortvar (variable to \n",
    "      sort with by descending), numpages (number of pages to return)\n",
    "    Output: url (string)\n",
    "    \"\"\"\n",
    "\n",
    "\n",
    "query_url(key,fieldnames,'school.degrees_awarded.predominant=3',\n",
    "  '2014.student.size',2)\n",
    "\n",
    "https://api.data.gov/ed/collegescorecard/v1/schools.json?school.degrees_awarded.predominant=3&_fields=id,school.name,school.degrees_awarded.predominant,school.degree_urbanization,2014.admissions.admission_rate.overall,2014.cost.tuition.in_state,2014.cost.tuition.out_of_state,2014.aid.median_debt.completers.overall,2014.aid.median_debt.noncompleters,2005.student.demographics.median_hh_income,2005.student.demographics.poverty_rate,2014.aid.federal_loan_rate,2014.aid.pell_grant_rate,2014.student.size&_page=2&_per_page=100&_sort=2014.student.size:desc&api_key=YOURKEYHERE\n",
    "</pre>\n",
    "\n",
    "Try to reproduce the above behavior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://api.data.gov/ed/collegescorecard/v1/schools.json?school.degrees_awarded.predominant=3&_fields=id,school.name,school.degrees_awarded.predominant,2014.admissions.admission_rate.overall,2014.cost.tuition.in_state,2014.cost.tuition.out_of_state,2014.aid.median_debt.completers.overall,2014.aid.median_debt.noncompleters,2005.student.demographics.median_hh_income,2005.student.demographics.poverty_rate,2014.aid.federal_loan_rate,2014.aid.pell_grant_rate,2014.student.size&_page=2&_per_page=100&_sort=2014.student.size:desc&api_key=y5u4pp9U5B484KIEVXFA5SziGHd8hxaAs7r7qiSg'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key='sample' ## TA, PLEASE PUT KEY replacing sample here\n",
    "\n",
    "def query_url(key,fieldnames,filterstring,sortvar,numpages):\n",
    "    \"\"\"\n",
    "    This takes all of the necessary parameters to form a query \n",
    "    to college scorecard\n",
    "    Input: key (data.gov API key, string), fieldnames (list of variable \n",
    "      names), filterstring (string for filtering), sortvar (variable to \n",
    "      sort with by descending), numpages (number of pages to return)\n",
    "    Output: url (string)\n",
    "    \"\"\"\n",
    "    urll = list(urlparse(\"https://api.data.gov/ed/collegescorecard/v1/schools.json\"))\n",
    "    params_string = \"{}&_fields={}&_page={}&_per_page=100&_sort={}:desc&api_key={}\"\n",
    "    params = params_string.format(filterstring, ','.join(fieldnames.splitlines()), numpages, sortvar, key )\n",
    "    urll[4] = params\n",
    "    return urlunparse(urll)\n",
    "    \n",
    "query_string = query_url(key,varnames,'school.degrees_awarded.predominant=3',\n",
    "  '2014.student.size',2) \n",
    "query_string"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Exercise (2)__ Make the query using Request and load the results into a DataFrame that makes sense."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>predominant degree</th>\n",
       "      <th>admission rate</th>\n",
       "      <th>in state cost</th>\n",
       "      <th>out of state cost</th>\n",
       "      <th>median debt completers</th>\n",
       "      <th>median debt non completers</th>\n",
       "      <th>median income</th>\n",
       "      <th>poverty rate</th>\n",
       "      <th>federal loan rate</th>\n",
       "      <th>pell grant rate</th>\n",
       "      <th>student size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Universidad Del Este</th>\n",
       "      <td>243346</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5580</td>\n",
       "      <td>5580</td>\n",
       "      <td>6789.5</td>\n",
       "      <td>3275.0</td>\n",
       "      <td>21682.0</td>\n",
       "      <td>43.689999</td>\n",
       "      <td>0.3931</td>\n",
       "      <td>0.8644</td>\n",
       "      <td>12198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Massachusetts-Lowell</th>\n",
       "      <td>166513</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6201</td>\n",
       "      <td>12447</td>\n",
       "      <td>27400</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>10422.0</td>\n",
       "      <td>76546.0</td>\n",
       "      <td>6.540000</td>\n",
       "      <td>0.5744</td>\n",
       "      <td>0.2884</td>\n",
       "      <td>12190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUNY City College</th>\n",
       "      <td>190567</td>\n",
       "      <td>3</td>\n",
       "      <td>0.3806</td>\n",
       "      <td>6389</td>\n",
       "      <td>13199</td>\n",
       "      <td>11551.0</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>48071.0</td>\n",
       "      <td>21.600000</td>\n",
       "      <td>0.2225</td>\n",
       "      <td>0.5180</td>\n",
       "      <td>12175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico State University-Main Campus</th>\n",
       "      <td>188030</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6960</td>\n",
       "      <td>5950</td>\n",
       "      <td>19112</td>\n",
       "      <td>18340.0</td>\n",
       "      <td>7624.0</td>\n",
       "      <td>43867.0</td>\n",
       "      <td>17.799999</td>\n",
       "      <td>0.4002</td>\n",
       "      <td>0.4191</td>\n",
       "      <td>12171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Massachusetts-Boston</th>\n",
       "      <td>166638</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7077</td>\n",
       "      <td>11966</td>\n",
       "      <td>28390</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68463.0</td>\n",
       "      <td>9.010000</td>\n",
       "      <td>0.5523</td>\n",
       "      <td>0.3857</td>\n",
       "      <td>12108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wright State University-Main Campus</th>\n",
       "      <td>206604</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8730</td>\n",
       "      <td>16910</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>61970.0</td>\n",
       "      <td>6.550000</td>\n",
       "      <td>0.5498</td>\n",
       "      <td>0.3790</td>\n",
       "      <td>12090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Puerto Rico-Rio Piedras</th>\n",
       "      <td>243221</td>\n",
       "      <td>3</td>\n",
       "      <td>0.2817</td>\n",
       "      <td>2019</td>\n",
       "      <td>4040</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>20501.0</td>\n",
       "      <td>45.730000</td>\n",
       "      <td>0.0858</td>\n",
       "      <td>0.5804</td>\n",
       "      <td>12086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana University of Pennsylvania-Main Campus</th>\n",
       "      <td>213020</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9473</td>\n",
       "      <td>9470</td>\n",
       "      <td>20965</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>54158.0</td>\n",
       "      <td>7.800000</td>\n",
       "      <td>0.7244</td>\n",
       "      <td>0.3666</td>\n",
       "      <td>12032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Nebraska at Omaha</th>\n",
       "      <td>181394</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7850</td>\n",
       "      <td>6750</td>\n",
       "      <td>18070</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>66043.0</td>\n",
       "      <td>5.360000</td>\n",
       "      <td>0.4500</td>\n",
       "      <td>0.3260</td>\n",
       "      <td>11989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saint Leo University</th>\n",
       "      <td>137032</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7216</td>\n",
       "      <td>20420</td>\n",
       "      <td>20420</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>58178.0</td>\n",
       "      <td>8.880000</td>\n",
       "      <td>0.6032</td>\n",
       "      <td>0.4828</td>\n",
       "      <td>11976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Southern Mississippi</th>\n",
       "      <td>176372</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6674</td>\n",
       "      <td>6980</td>\n",
       "      <td>15550</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>10935.5</td>\n",
       "      <td>46990.0</td>\n",
       "      <td>14.440000</td>\n",
       "      <td>0.6600</td>\n",
       "      <td>0.4865</td>\n",
       "      <td>11939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kean University</th>\n",
       "      <td>185262</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7036</td>\n",
       "      <td>11244</td>\n",
       "      <td>17653</td>\n",
       "      <td>24500.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>76062.0</td>\n",
       "      <td>7.520000</td>\n",
       "      <td>0.6212</td>\n",
       "      <td>0.4308</td>\n",
       "      <td>11938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota State University-Main Campus</th>\n",
       "      <td>200332</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8274</td>\n",
       "      <td>7940</td>\n",
       "      <td>18969</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>7300.0</td>\n",
       "      <td>55831.0</td>\n",
       "      <td>6.590000</td>\n",
       "      <td>0.5492</td>\n",
       "      <td>0.2143</td>\n",
       "      <td>11763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rowan University</th>\n",
       "      <td>184782</td>\n",
       "      <td>3</td>\n",
       "      <td>0.4357</td>\n",
       "      <td>12616</td>\n",
       "      <td>20570</td>\n",
       "      <td>21500.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>76692.0</td>\n",
       "      <td>5.760000</td>\n",
       "      <td>0.5673</td>\n",
       "      <td>0.2974</td>\n",
       "      <td>11690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern Kentucky University</th>\n",
       "      <td>157447</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9072</td>\n",
       "      <td>8856</td>\n",
       "      <td>17328</td>\n",
       "      <td>24184.0</td>\n",
       "      <td>8250.0</td>\n",
       "      <td>63568.0</td>\n",
       "      <td>6.910000</td>\n",
       "      <td>0.5413</td>\n",
       "      <td>0.3416</td>\n",
       "      <td>11654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Universidad Metropolitana</th>\n",
       "      <td>241739</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5580</td>\n",
       "      <td>5580</td>\n",
       "      <td>7500.5</td>\n",
       "      <td>3367.0</td>\n",
       "      <td>24604.0</td>\n",
       "      <td>40.020000</td>\n",
       "      <td>0.4295</td>\n",
       "      <td>0.8601</td>\n",
       "      <td>11529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California State University-San Marcos</th>\n",
       "      <td>366711</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6180</td>\n",
       "      <td>7169</td>\n",
       "      <td>18329</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>72827.0</td>\n",
       "      <td>7.220000</td>\n",
       "      <td>0.4107</td>\n",
       "      <td>0.4544</td>\n",
       "      <td>11506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>100663</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8569</td>\n",
       "      <td>7510</td>\n",
       "      <td>17062</td>\n",
       "      <td>21941.5</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>55735.0</td>\n",
       "      <td>10.910000</td>\n",
       "      <td>0.5214</td>\n",
       "      <td>0.3460</td>\n",
       "      <td>11383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southern Illinois University-Edwardsville</th>\n",
       "      <td>149231</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8696</td>\n",
       "      <td>9738</td>\n",
       "      <td>20682</td>\n",
       "      <td>21875.0</td>\n",
       "      <td>9186.0</td>\n",
       "      <td>59952.0</td>\n",
       "      <td>7.140000</td>\n",
       "      <td>0.5999</td>\n",
       "      <td>0.3621</td>\n",
       "      <td>11371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona State University-Skysong</th>\n",
       "      <td>483124</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6091</td>\n",
       "      <td>8503</td>\n",
       "      <td>15137</td>\n",
       "      <td>20229.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6622</td>\n",
       "      <td>0.4215</td>\n",
       "      <td>11340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cleveland State University</th>\n",
       "      <td>202134</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8421</td>\n",
       "      <td>9686</td>\n",
       "      <td>12928</td>\n",
       "      <td>22656.0</td>\n",
       "      <td>9750.0</td>\n",
       "      <td>57782.0</td>\n",
       "      <td>9.920000</td>\n",
       "      <td>0.6196</td>\n",
       "      <td>0.4318</td>\n",
       "      <td>11308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fort Hays State University</th>\n",
       "      <td>155061</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8789</td>\n",
       "      <td>4469</td>\n",
       "      <td>13159</td>\n",
       "      <td>20220.0</td>\n",
       "      <td>7250.0</td>\n",
       "      <td>50801.0</td>\n",
       "      <td>7.440000</td>\n",
       "      <td>0.4054</td>\n",
       "      <td>0.2846</td>\n",
       "      <td>11298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wichita State University</th>\n",
       "      <td>156125</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9553</td>\n",
       "      <td>7265</td>\n",
       "      <td>15299</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>60078.0</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>0.5096</td>\n",
       "      <td>0.3636</td>\n",
       "      <td>11297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Maryland-Baltimore County</th>\n",
       "      <td>163268</td>\n",
       "      <td>3</td>\n",
       "      <td>0.5961</td>\n",
       "      <td>10384</td>\n",
       "      <td>22682</td>\n",
       "      <td>21943.0</td>\n",
       "      <td>11750.0</td>\n",
       "      <td>83010.0</td>\n",
       "      <td>4.920000</td>\n",
       "      <td>0.4190</td>\n",
       "      <td>0.2742</td>\n",
       "      <td>11274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of South Alabama</th>\n",
       "      <td>102094</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8335</td>\n",
       "      <td>7188</td>\n",
       "      <td>14076</td>\n",
       "      <td>24711.0</td>\n",
       "      <td>9294.0</td>\n",
       "      <td>51919.0</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>0.5729</td>\n",
       "      <td>0.3906</td>\n",
       "      <td>11267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southeastern Louisiana University</th>\n",
       "      <td>160612</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8373</td>\n",
       "      <td>6547</td>\n",
       "      <td>19111</td>\n",
       "      <td>21313.0</td>\n",
       "      <td>6500.0</td>\n",
       "      <td>53084.0</td>\n",
       "      <td>12.910000</td>\n",
       "      <td>0.4231</td>\n",
       "      <td>0.3652</td>\n",
       "      <td>11199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Tennessee State University</th>\n",
       "      <td>220075</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9174</td>\n",
       "      <td>7667</td>\n",
       "      <td>24011</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>47640.0</td>\n",
       "      <td>10.490000</td>\n",
       "      <td>0.5140</td>\n",
       "      <td>0.4331</td>\n",
       "      <td>11162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of North Dakota</th>\n",
       "      <td>200280</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8600</td>\n",
       "      <td>7741</td>\n",
       "      <td>18409</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>56722.0</td>\n",
       "      <td>7.340000</td>\n",
       "      <td>0.5067</td>\n",
       "      <td>0.2045</td>\n",
       "      <td>10978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The University of Montana</th>\n",
       "      <td>180489</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9272</td>\n",
       "      <td>6099</td>\n",
       "      <td>22372</td>\n",
       "      <td>23431.0</td>\n",
       "      <td>9750.0</td>\n",
       "      <td>50573.0</td>\n",
       "      <td>9.840000</td>\n",
       "      <td>0.5327</td>\n",
       "      <td>0.3803</td>\n",
       "      <td>10969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Puerto Rico-Mayaguez</th>\n",
       "      <td>243197</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7603</td>\n",
       "      <td>2019</td>\n",
       "      <td>4041</td>\n",
       "      <td>6550.0</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>20501.0</td>\n",
       "      <td>45.730000</td>\n",
       "      <td>0.1703</td>\n",
       "      <td>0.6158</td>\n",
       "      <td>10914</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUNY Lehman College</th>\n",
       "      <td>190637</td>\n",
       "      <td>3</td>\n",
       "      <td>0.2891</td>\n",
       "      <td>6408</td>\n",
       "      <td>13218</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>41652.0</td>\n",
       "      <td>26.530001</td>\n",
       "      <td>0.2199</td>\n",
       "      <td>0.5310</td>\n",
       "      <td>9417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Southeast Missouri State University</th>\n",
       "      <td>179557</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8478</td>\n",
       "      <td>7058</td>\n",
       "      <td>12450</td>\n",
       "      <td>22105.0</td>\n",
       "      <td>8508.0</td>\n",
       "      <td>51305.0</td>\n",
       "      <td>10.100000</td>\n",
       "      <td>0.4826</td>\n",
       "      <td>0.3487</td>\n",
       "      <td>9382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho State University</th>\n",
       "      <td>142276</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6566</td>\n",
       "      <td>19326</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>10064.0</td>\n",
       "      <td>52463.0</td>\n",
       "      <td>8.970000</td>\n",
       "      <td>0.4923</td>\n",
       "      <td>0.4315</td>\n",
       "      <td>9370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas Woman's University</th>\n",
       "      <td>229179</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8531</td>\n",
       "      <td>7836</td>\n",
       "      <td>18696</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>9476.5</td>\n",
       "      <td>69739.0</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>0.5573</td>\n",
       "      <td>0.4533</td>\n",
       "      <td>9327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana University-Purdue University-Fort Wayne</th>\n",
       "      <td>151102</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9087</td>\n",
       "      <td>7949</td>\n",
       "      <td>19092</td>\n",
       "      <td>25500.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>61940.0</td>\n",
       "      <td>5.690000</td>\n",
       "      <td>0.4363</td>\n",
       "      <td>0.3262</td>\n",
       "      <td>9314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Colorado Colorado Springs</th>\n",
       "      <td>126580</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9240</td>\n",
       "      <td>7462</td>\n",
       "      <td>17494</td>\n",
       "      <td>21187.5</td>\n",
       "      <td>7433.0</td>\n",
       "      <td>70639.0</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>0.4730</td>\n",
       "      <td>0.3183</td>\n",
       "      <td>9310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valdosta State University</th>\n",
       "      <td>141264</td>\n",
       "      <td>3</td>\n",
       "      <td>0.5414</td>\n",
       "      <td>6142</td>\n",
       "      <td>16459</td>\n",
       "      <td>25247.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>57353.0</td>\n",
       "      <td>10.740000</td>\n",
       "      <td>0.6520</td>\n",
       "      <td>0.4693</td>\n",
       "      <td>9235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Central Arkansas</th>\n",
       "      <td>106704</td>\n",
       "      <td>3</td>\n",
       "      <td>0.9426</td>\n",
       "      <td>7889</td>\n",
       "      <td>13806</td>\n",
       "      <td>21500.0</td>\n",
       "      <td>8250.0</td>\n",
       "      <td>48705.0</td>\n",
       "      <td>11.230000</td>\n",
       "      <td>0.5125</td>\n",
       "      <td>0.4101</td>\n",
       "      <td>9232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUNY Buffalo State</th>\n",
       "      <td>196130</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6155</td>\n",
       "      <td>7347</td>\n",
       "      <td>16997</td>\n",
       "      <td>21500.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>55484.0</td>\n",
       "      <td>10.490000</td>\n",
       "      <td>0.6549</td>\n",
       "      <td>0.4952</td>\n",
       "      <td>9185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas State University-Main Campus</th>\n",
       "      <td>106458</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7239</td>\n",
       "      <td>7720</td>\n",
       "      <td>13480</td>\n",
       "      <td>19250.0</td>\n",
       "      <td>8593.0</td>\n",
       "      <td>42159.0</td>\n",
       "      <td>13.390000</td>\n",
       "      <td>0.5342</td>\n",
       "      <td>0.4522</td>\n",
       "      <td>9139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Minnesota-Duluth</th>\n",
       "      <td>174233</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7678</td>\n",
       "      <td>12802</td>\n",
       "      <td>16467</td>\n",
       "      <td>25190.0</td>\n",
       "      <td>8750.0</td>\n",
       "      <td>68076.0</td>\n",
       "      <td>4.950000</td>\n",
       "      <td>0.5838</td>\n",
       "      <td>0.2417</td>\n",
       "      <td>9120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona State University-Downtown Phoenix</th>\n",
       "      <td>448886</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7886</td>\n",
       "      <td>10157</td>\n",
       "      <td>24503</td>\n",
       "      <td>20229.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5786</td>\n",
       "      <td>0.4088</td>\n",
       "      <td>9113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bloomsburg University of Pennsylvania</th>\n",
       "      <td>211158</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8781</td>\n",
       "      <td>8914</td>\n",
       "      <td>19364</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>8125.0</td>\n",
       "      <td>60832.0</td>\n",
       "      <td>6.550000</td>\n",
       "      <td>0.6925</td>\n",
       "      <td>0.3029</td>\n",
       "      <td>9109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Northern Colorado</th>\n",
       "      <td>127741</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7088</td>\n",
       "      <td>7733</td>\n",
       "      <td>19277</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>72445.0</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.5672</td>\n",
       "      <td>0.3386</td>\n",
       "      <td>9104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas A &amp; M University-Corpus Christi</th>\n",
       "      <td>224147</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8462</td>\n",
       "      <td>7655</td>\n",
       "      <td>16283</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>54287.0</td>\n",
       "      <td>13.210000</td>\n",
       "      <td>0.5399</td>\n",
       "      <td>0.4094</td>\n",
       "      <td>9074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coastal Carolina University</th>\n",
       "      <td>218724</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6360</td>\n",
       "      <td>10320</td>\n",
       "      <td>23660</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>64299.0</td>\n",
       "      <td>7.450000</td>\n",
       "      <td>0.7055</td>\n",
       "      <td>0.3921</td>\n",
       "      <td>9058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lamar University</th>\n",
       "      <td>226091</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7881</td>\n",
       "      <td>7659</td>\n",
       "      <td>16362</td>\n",
       "      <td>22486.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>53474.0</td>\n",
       "      <td>12.420000</td>\n",
       "      <td>0.5428</td>\n",
       "      <td>0.4420</td>\n",
       "      <td>9043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Central Missouri</th>\n",
       "      <td>176965</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7795</td>\n",
       "      <td>7265</td>\n",
       "      <td>13659</td>\n",
       "      <td>22983.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>57730.0</td>\n",
       "      <td>7.530000</td>\n",
       "      <td>0.6013</td>\n",
       "      <td>0.3664</td>\n",
       "      <td>9017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austin Peay State University</th>\n",
       "      <td>219602</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8927</td>\n",
       "      <td>7168</td>\n",
       "      <td>21664</td>\n",
       "      <td>23202.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>52472.0</td>\n",
       "      <td>8.930000</td>\n",
       "      <td>0.5781</td>\n",
       "      <td>0.5244</td>\n",
       "      <td>9003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Missouri-St Louis</th>\n",
       "      <td>178420</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7578</td>\n",
       "      <td>8844</td>\n",
       "      <td>23142</td>\n",
       "      <td>21113.5</td>\n",
       "      <td>12139.0</td>\n",
       "      <td>64068.0</td>\n",
       "      <td>7.570000</td>\n",
       "      <td>0.4073</td>\n",
       "      <td>0.2927</td>\n",
       "      <td>8936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Columbia College-Chicago</th>\n",
       "      <td>144281</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8853</td>\n",
       "      <td>23544</td>\n",
       "      <td>23544</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>72555.0</td>\n",
       "      <td>7.530000</td>\n",
       "      <td>0.6929</td>\n",
       "      <td>0.3808</td>\n",
       "      <td>8929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina A &amp; T State University</th>\n",
       "      <td>199102</td>\n",
       "      <td>3</td>\n",
       "      <td>0.5700</td>\n",
       "      <td>5642</td>\n",
       "      <td>18402</td>\n",
       "      <td>28500.0</td>\n",
       "      <td>18500.0</td>\n",
       "      <td>56398.0</td>\n",
       "      <td>10.730000</td>\n",
       "      <td>0.7947</td>\n",
       "      <td>0.6091</td>\n",
       "      <td>8894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Wisconsin-Stevens Point</th>\n",
       "      <td>240480</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8941</td>\n",
       "      <td>7668</td>\n",
       "      <td>15241</td>\n",
       "      <td>24922.0</td>\n",
       "      <td>7250.0</td>\n",
       "      <td>62211.0</td>\n",
       "      <td>4.530000</td>\n",
       "      <td>0.6503</td>\n",
       "      <td>0.3394</td>\n",
       "      <td>8880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marshall University</th>\n",
       "      <td>237525</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7653</td>\n",
       "      <td>6526</td>\n",
       "      <td>15026</td>\n",
       "      <td>22705.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>45141.0</td>\n",
       "      <td>13.220000</td>\n",
       "      <td>0.5930</td>\n",
       "      <td>0.4321</td>\n",
       "      <td>8871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Johnson &amp; Wales University-Providence</th>\n",
       "      <td>217235</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8115</td>\n",
       "      <td>28539</td>\n",
       "      <td>28539</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>9980.0</td>\n",
       "      <td>68856.0</td>\n",
       "      <td>7.850000</td>\n",
       "      <td>0.7882</td>\n",
       "      <td>0.3374</td>\n",
       "      <td>8846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Savannah College of Art and Design</th>\n",
       "      <td>140951</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6655</td>\n",
       "      <td>34295</td>\n",
       "      <td>34295</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>8334.0</td>\n",
       "      <td>71588.0</td>\n",
       "      <td>7.020000</td>\n",
       "      <td>0.5142</td>\n",
       "      <td>0.2663</td>\n",
       "      <td>8846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas Tech University</th>\n",
       "      <td>106467</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8626</td>\n",
       "      <td>5862</td>\n",
       "      <td>10878</td>\n",
       "      <td>17480.0</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>43602.0</td>\n",
       "      <td>11.610000</td>\n",
       "      <td>0.4517</td>\n",
       "      <td>0.4447</td>\n",
       "      <td>8845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Radford University</th>\n",
       "      <td>233277</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7891</td>\n",
       "      <td>9360</td>\n",
       "      <td>22046</td>\n",
       "      <td>21500.0</td>\n",
       "      <td>8219.0</td>\n",
       "      <td>67375.0</td>\n",
       "      <td>6.240000</td>\n",
       "      <td>0.5990</td>\n",
       "      <td>0.2896</td>\n",
       "      <td>8843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas A &amp; M University-Kingsville</th>\n",
       "      <td>228705</td>\n",
       "      <td>3</td>\n",
       "      <td>0.8357</td>\n",
       "      <td>7554</td>\n",
       "      <td>18984</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>9523.0</td>\n",
       "      <td>45266.0</td>\n",
       "      <td>19.010000</td>\n",
       "      <td>0.5997</td>\n",
       "      <td>0.5027</td>\n",
       "      <td>8815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Capella University</th>\n",
       "      <td>413413</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12816</td>\n",
       "      <td>12816</td>\n",
       "      <td>30312.5</td>\n",
       "      <td>8228.0</td>\n",
       "      <td>64334.0</td>\n",
       "      <td>7.920000</td>\n",
       "      <td>0.8465</td>\n",
       "      <td>0.5505</td>\n",
       "      <td>8738</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     id  predominant degree  \\\n",
       "Universidad Del Este                             243346                   3   \n",
       "University of Massachusetts-Lowell               166513                   3   \n",
       "CUNY City College                                190567                   3   \n",
       "New Mexico State University-Main Campus          188030                   3   \n",
       "University of Massachusetts-Boston               166638                   3   \n",
       "Wright State University-Main Campus              206604                   3   \n",
       "University of Puerto Rico-Rio Piedras            243221                   3   \n",
       "Indiana University of Pennsylvania-Main Campus   213020                   3   \n",
       "University of Nebraska at Omaha                  181394                   3   \n",
       "Saint Leo University                             137032                   3   \n",
       "University of Southern Mississippi               176372                   3   \n",
       "Kean University                                  185262                   3   \n",
       "North Dakota State University-Main Campus        200332                   3   \n",
       "Rowan University                                 184782                   3   \n",
       "Northern Kentucky University                     157447                   3   \n",
       "Universidad Metropolitana                        241739                   3   \n",
       "California State University-San Marcos           366711                   3   \n",
       "University of Alabama at Birmingham              100663                   3   \n",
       "Southern Illinois University-Edwardsville        149231                   3   \n",
       "Arizona State University-Skysong                 483124                   3   \n",
       "Cleveland State University                       202134                   3   \n",
       "Fort Hays State University                       155061                   3   \n",
       "Wichita State University                         156125                   3   \n",
       "University of Maryland-Baltimore County          163268                   3   \n",
       "University of South Alabama                      102094                   3   \n",
       "Southeastern Louisiana University                160612                   3   \n",
       "East Tennessee State University                  220075                   3   \n",
       "University of North Dakota                       200280                   3   \n",
       "The University of Montana                        180489                   3   \n",
       "University of Puerto Rico-Mayaguez               243197                   3   \n",
       "...                                                 ...                 ...   \n",
       "CUNY Lehman College                              190637                   3   \n",
       "Southeast Missouri State University              179557                   3   \n",
       "Idaho State University                           142276                   3   \n",
       "Texas Woman's University                         229179                   3   \n",
       "Indiana University-Purdue University-Fort Wayne  151102                   3   \n",
       "University of Colorado Colorado Springs          126580                   3   \n",
       "Valdosta State University                        141264                   3   \n",
       "University of Central Arkansas                   106704                   3   \n",
       "SUNY Buffalo State                               196130                   3   \n",
       "Arkansas State University-Main Campus            106458                   3   \n",
       "University of Minnesota-Duluth                   174233                   3   \n",
       "Arizona State University-Downtown Phoenix        448886                   3   \n",
       "Bloomsburg University of Pennsylvania            211158                   3   \n",
       "University of Northern Colorado                  127741                   3   \n",
       "Texas A & M University-Corpus Christi            224147                   3   \n",
       "Coastal Carolina University                      218724                   3   \n",
       "Lamar University                                 226091                   3   \n",
       "University of Central Missouri                   176965                   3   \n",
       "Austin Peay State University                     219602                   3   \n",
       "University of Missouri-St Louis                  178420                   3   \n",
       "Columbia College-Chicago                         144281                   3   \n",
       "North Carolina A & T State University            199102                   3   \n",
       "University of Wisconsin-Stevens Point            240480                   3   \n",
       "Marshall University                              237525                   3   \n",
       "Johnson & Wales University-Providence            217235                   3   \n",
       "Savannah College of Art and Design               140951                   3   \n",
       "Arkansas Tech University                         106467                   3   \n",
       "Radford University                               233277                   3   \n",
       "Texas A & M University-Kingsville                228705                   3   \n",
       "Capella University                               413413                   3   \n",
       "\n",
       "                                                 admission rate  \\\n",
       "Universidad Del Este                                        NaN   \n",
       "University of Massachusetts-Lowell                       0.6201   \n",
       "CUNY City College                                        0.3806   \n",
       "New Mexico State University-Main Campus                  0.6960   \n",
       "University of Massachusetts-Boston                       0.7077   \n",
       "Wright State University-Main Campus                         NaN   \n",
       "University of Puerto Rico-Rio Piedras                    0.2817   \n",
       "Indiana University of Pennsylvania-Main Campus           0.9473   \n",
       "University of Nebraska at Omaha                          0.7850   \n",
       "Saint Leo University                                     0.7216   \n",
       "University of Southern Mississippi                       0.6674   \n",
       "Kean University                                          0.7036   \n",
       "North Dakota State University-Main Campus                0.8274   \n",
       "Rowan University                                         0.4357   \n",
       "Northern Kentucky University                             0.9072   \n",
       "Universidad Metropolitana                                   NaN   \n",
       "California State University-San Marcos                   0.6180   \n",
       "University of Alabama at Birmingham                      0.8569   \n",
       "Southern Illinois University-Edwardsville                0.8696   \n",
       "Arizona State University-Skysong                         0.6091   \n",
       "Cleveland State University                               0.8421   \n",
       "Fort Hays State University                               0.8789   \n",
       "Wichita State University                                 0.9553   \n",
       "University of Maryland-Baltimore County                  0.5961   \n",
       "University of South Alabama                              0.8335   \n",
       "Southeastern Louisiana University                        0.8373   \n",
       "East Tennessee State University                          0.9174   \n",
       "University of North Dakota                               0.8600   \n",
       "The University of Montana                                0.9272   \n",
       "University of Puerto Rico-Mayaguez                       0.7603   \n",
       "...                                                         ...   \n",
       "CUNY Lehman College                                      0.2891   \n",
       "Southeast Missouri State University                      0.8478   \n",
       "Idaho State University                                      NaN   \n",
       "Texas Woman's University                                 0.8531   \n",
       "Indiana University-Purdue University-Fort Wayne          0.9087   \n",
       "University of Colorado Colorado Springs                  0.9240   \n",
       "Valdosta State University                                0.5414   \n",
       "University of Central Arkansas                           0.9426   \n",
       "SUNY Buffalo State                                       0.6155   \n",
       "Arkansas State University-Main Campus                    0.7239   \n",
       "University of Minnesota-Duluth                           0.7678   \n",
       "Arizona State University-Downtown Phoenix                0.7886   \n",
       "Bloomsburg University of Pennsylvania                    0.8781   \n",
       "University of Northern Colorado                          0.7088   \n",
       "Texas A & M University-Corpus Christi                    0.8462   \n",
       "Coastal Carolina University                              0.6360   \n",
       "Lamar University                                         0.7881   \n",
       "University of Central Missouri                           0.7795   \n",
       "Austin Peay State University                             0.8927   \n",
       "University of Missouri-St Louis                          0.7578   \n",
       "Columbia College-Chicago                                 0.8853   \n",
       "North Carolina A & T State University                    0.5700   \n",
       "University of Wisconsin-Stevens Point                    0.8941   \n",
       "Marshall University                                      0.7653   \n",
       "Johnson & Wales University-Providence                    0.8115   \n",
       "Savannah College of Art and Design                       0.6655   \n",
       "Arkansas Tech University                                 0.8626   \n",
       "Radford University                                       0.7891   \n",
       "Texas A & M University-Kingsville                        0.8357   \n",
       "Capella University                                          NaN   \n",
       "\n",
       "                                                 in state cost  \\\n",
       "Universidad Del Este                                      5580   \n",
       "University of Massachusetts-Lowell                       12447   \n",
       "CUNY City College                                         6389   \n",
       "New Mexico State University-Main Campus                   5950   \n",
       "University of Massachusetts-Boston                       11966   \n",
       "Wright State University-Main Campus                       8730   \n",
       "University of Puerto Rico-Rio Piedras                     2019   \n",
       "Indiana University of Pennsylvania-Main Campus            9470   \n",
       "University of Nebraska at Omaha                           6750   \n",
       "Saint Leo University                                     20420   \n",
       "University of Southern Mississippi                        6980   \n",
       "Kean University                                          11244   \n",
       "North Dakota State University-Main Campus                 7940   \n",
       "Rowan University                                         12616   \n",
       "Northern Kentucky University                              8856   \n",
       "Universidad Metropolitana                                 5580   \n",
       "California State University-San Marcos                    7169   \n",
       "University of Alabama at Birmingham                       7510   \n",
       "Southern Illinois University-Edwardsville                 9738   \n",
       "Arizona State University-Skysong                          8503   \n",
       "Cleveland State University                                9686   \n",
       "Fort Hays State University                                4469   \n",
       "Wichita State University                                  7265   \n",
       "University of Maryland-Baltimore County                  10384   \n",
       "University of South Alabama                               7188   \n",
       "Southeastern Louisiana University                         6547   \n",
       "East Tennessee State University                           7667   \n",
       "University of North Dakota                                7741   \n",
       "The University of Montana                                 6099   \n",
       "University of Puerto Rico-Mayaguez                        2019   \n",
       "...                                                        ...   \n",
       "CUNY Lehman College                                       6408   \n",
       "Southeast Missouri State University                       7058   \n",
       "Idaho State University                                    6566   \n",
       "Texas Woman's University                                  7836   \n",
       "Indiana University-Purdue University-Fort Wayne           7949   \n",
       "University of Colorado Colorado Springs                   7462   \n",
       "Valdosta State University                                 6142   \n",
       "University of Central Arkansas                            7889   \n",
       "SUNY Buffalo State                                        7347   \n",
       "Arkansas State University-Main Campus                     7720   \n",
       "University of Minnesota-Duluth                           12802   \n",
       "Arizona State University-Downtown Phoenix                10157   \n",
       "Bloomsburg University of Pennsylvania                     8914   \n",
       "University of Northern Colorado                           7733   \n",
       "Texas A & M University-Corpus Christi                     7655   \n",
       "Coastal Carolina University                              10320   \n",
       "Lamar University                                          7659   \n",
       "University of Central Missouri                            7265   \n",
       "Austin Peay State University                              7168   \n",
       "University of Missouri-St Louis                           8844   \n",
       "Columbia College-Chicago                                 23544   \n",
       "North Carolina A & T State University                     5642   \n",
       "University of Wisconsin-Stevens Point                     7668   \n",
       "Marshall University                                       6526   \n",
       "Johnson & Wales University-Providence                    28539   \n",
       "Savannah College of Art and Design                       34295   \n",
       "Arkansas Tech University                                  5862   \n",
       "Radford University                                        9360   \n",
       "Texas A & M University-Kingsville                         7554   \n",
       "Capella University                                       12816   \n",
       "\n",
       "                                                 out of state cost  \\\n",
       "Universidad Del Este                                          5580   \n",
       "University of Massachusetts-Lowell                           27400   \n",
       "CUNY City College                                            13199   \n",
       "New Mexico State University-Main Campus                      19112   \n",
       "University of Massachusetts-Boston                           28390   \n",
       "Wright State University-Main Campus                          16910   \n",
       "University of Puerto Rico-Rio Piedras                         4040   \n",
       "Indiana University of Pennsylvania-Main Campus               20965   \n",
       "University of Nebraska at Omaha                              18070   \n",
       "Saint Leo University                                         20420   \n",
       "University of Southern Mississippi                           15550   \n",
       "Kean University                                              17653   \n",
       "North Dakota State University-Main Campus                    18969   \n",
       "Rowan University                                             20570   \n",
       "Northern Kentucky University                                 17328   \n",
       "Universidad Metropolitana                                     5580   \n",
       "California State University-San Marcos                       18329   \n",
       "University of Alabama at Birmingham                          17062   \n",
       "Southern Illinois University-Edwardsville                    20682   \n",
       "Arizona State University-Skysong                             15137   \n",
       "Cleveland State University                                   12928   \n",
       "Fort Hays State University                                   13159   \n",
       "Wichita State University                                     15299   \n",
       "University of Maryland-Baltimore County                      22682   \n",
       "University of South Alabama                                  14076   \n",
       "Southeastern Louisiana University                            19111   \n",
       "East Tennessee State University                              24011   \n",
       "University of North Dakota                                   18409   \n",
       "The University of Montana                                    22372   \n",
       "University of Puerto Rico-Mayaguez                            4041   \n",
       "...                                                            ...   \n",
       "CUNY Lehman College                                          13218   \n",
       "Southeast Missouri State University                          12450   \n",
       "Idaho State University                                       19326   \n",
       "Texas Woman's University                                     18696   \n",
       "Indiana University-Purdue University-Fort Wayne              19092   \n",
       "University of Colorado Colorado Springs                      17494   \n",
       "Valdosta State University                                    16459   \n",
       "University of Central Arkansas                               13806   \n",
       "SUNY Buffalo State                                           16997   \n",
       "Arkansas State University-Main Campus                        13480   \n",
       "University of Minnesota-Duluth                               16467   \n",
       "Arizona State University-Downtown Phoenix                    24503   \n",
       "Bloomsburg University of Pennsylvania                        19364   \n",
       "University of Northern Colorado                              19277   \n",
       "Texas A & M University-Corpus Christi                        16283   \n",
       "Coastal Carolina University                                  23660   \n",
       "Lamar University                                             16362   \n",
       "University of Central Missouri                               13659   \n",
       "Austin Peay State University                                 21664   \n",
       "University of Missouri-St Louis                              23142   \n",
       "Columbia College-Chicago                                     23544   \n",
       "North Carolina A & T State University                        18402   \n",
       "University of Wisconsin-Stevens Point                        15241   \n",
       "Marshall University                                          15026   \n",
       "Johnson & Wales University-Providence                        28539   \n",
       "Savannah College of Art and Design                           34295   \n",
       "Arkansas Tech University                                     10878   \n",
       "Radford University                                           22046   \n",
       "Texas A & M University-Kingsville                            18984   \n",
       "Capella University                                           12816   \n",
       "\n",
       "                                                 median debt completers  \\\n",
       "Universidad Del Este                                             6789.5   \n",
       "University of Massachusetts-Lowell                              25000.0   \n",
       "CUNY City College                                               11551.0   \n",
       "New Mexico State University-Main Campus                         18340.0   \n",
       "University of Massachusetts-Boston                                  NaN   \n",
       "Wright State University-Main Campus                             25000.0   \n",
       "University of Puerto Rico-Rio Piedras                            5500.0   \n",
       "Indiana University of Pennsylvania-Main Campus                  27000.0   \n",
       "University of Nebraska at Omaha                                 20000.0   \n",
       "Saint Leo University                                            25000.0   \n",
       "University of Southern Mississippi                              25000.0   \n",
       "Kean University                                                 24500.0   \n",
       "North Dakota State University-Main Campus                       24000.0   \n",
       "Rowan University                                                21500.0   \n",
       "Northern Kentucky University                                    24184.0   \n",
       "Universidad Metropolitana                                        7500.5   \n",
       "California State University-San Marcos                          18000.0   \n",
       "University of Alabama at Birmingham                             21941.5   \n",
       "Southern Illinois University-Edwardsville                       21875.0   \n",
       "Arizona State University-Skysong                                20229.0   \n",
       "Cleveland State University                                      22656.0   \n",
       "Fort Hays State University                                      20220.0   \n",
       "Wichita State University                                        21000.0   \n",
       "University of Maryland-Baltimore County                         21943.0   \n",
       "University of South Alabama                                     24711.0   \n",
       "Southeastern Louisiana University                               21313.0   \n",
       "East Tennessee State University                                 20000.0   \n",
       "University of North Dakota                                      24000.0   \n",
       "The University of Montana                                       23431.0   \n",
       "University of Puerto Rico-Mayaguez                               6550.0   \n",
       "...                                                                 ...   \n",
       "CUNY Lehman College                                             10000.0   \n",
       "Southeast Missouri State University                             22105.0   \n",
       "Idaho State University                                          22500.0   \n",
       "Texas Woman's University                                        20000.0   \n",
       "Indiana University-Purdue University-Fort Wayne                 25500.0   \n",
       "University of Colorado Colorado Springs                         21187.5   \n",
       "Valdosta State University                                       25247.0   \n",
       "University of Central Arkansas                                  21500.0   \n",
       "SUNY Buffalo State                                              21500.0   \n",
       "Arkansas State University-Main Campus                           19250.0   \n",
       "University of Minnesota-Duluth                                  25190.0   \n",
       "Arizona State University-Downtown Phoenix                       20229.0   \n",
       "Bloomsburg University of Pennsylvania                           26000.0   \n",
       "University of Northern Colorado                                 22500.0   \n",
       "Texas A & M University-Corpus Christi                           23000.0   \n",
       "Coastal Carolina University                                     25000.0   \n",
       "Lamar University                                                22486.0   \n",
       "University of Central Missouri                                  22983.0   \n",
       "Austin Peay State University                                    23202.0   \n",
       "University of Missouri-St Louis                                 21113.5   \n",
       "Columbia College-Chicago                                        26000.0   \n",
       "North Carolina A & T State University                           28500.0   \n",
       "University of Wisconsin-Stevens Point                           24922.0   \n",
       "Marshall University                                             22705.0   \n",
       "Johnson & Wales University-Providence                           27000.0   \n",
       "Savannah College of Art and Design                              27000.0   \n",
       "Arkansas Tech University                                        17480.0   \n",
       "Radford University                                              21500.0   \n",
       "Texas A & M University-Kingsville                               20000.0   \n",
       "Capella University                                              30312.5   \n",
       "\n",
       "                                                 median debt non completers  \\\n",
       "Universidad Del Este                                                 3275.0   \n",
       "University of Massachusetts-Lowell                                  10422.0   \n",
       "CUNY City College                                                    7000.0   \n",
       "New Mexico State University-Main Campus                              7624.0   \n",
       "University of Massachusetts-Boston                                      NaN   \n",
       "Wright State University-Main Campus                                  9500.0   \n",
       "University of Puerto Rico-Rio Piedras                                5500.0   \n",
       "Indiana University of Pennsylvania-Main Campus                      11000.0   \n",
       "University of Nebraska at Omaha                                      8000.0   \n",
       "Saint Leo University                                                 9500.0   \n",
       "University of Southern Mississippi                                  10935.5   \n",
       "Kean University                                                     11000.0   \n",
       "North Dakota State University-Main Campus                            7300.0   \n",
       "Rowan University                                                    12000.0   \n",
       "Northern Kentucky University                                         8250.0   \n",
       "Universidad Metropolitana                                            3367.0   \n",
       "California State University-San Marcos                              11000.0   \n",
       "University of Alabama at Birmingham                                 10000.0   \n",
       "Southern Illinois University-Edwardsville                            9186.0   \n",
       "Arizona State University-Skysong                                     9500.0   \n",
       "Cleveland State University                                           9750.0   \n",
       "Fort Hays State University                                           7250.0   \n",
       "Wichita State University                                             9500.0   \n",
       "University of Maryland-Baltimore County                             11750.0   \n",
       "University of South Alabama                                          9294.0   \n",
       "Southeastern Louisiana University                                    6500.0   \n",
       "East Tennessee State University                                      9500.0   \n",
       "University of North Dakota                                          10500.0   \n",
       "The University of Montana                                            9750.0   \n",
       "University of Puerto Rico-Mayaguez                                   5500.0   \n",
       "...                                                                     ...   \n",
       "CUNY Lehman College                                                  5500.0   \n",
       "Southeast Missouri State University                                  8508.0   \n",
       "Idaho State University                                              10064.0   \n",
       "Texas Woman's University                                             9476.5   \n",
       "Indiana University-Purdue University-Fort Wayne                      9500.0   \n",
       "University of Colorado Colorado Springs                              7433.0   \n",
       "Valdosta State University                                           13000.0   \n",
       "University of Central Arkansas                                       8250.0   \n",
       "SUNY Buffalo State                                                   9500.0   \n",
       "Arkansas State University-Main Campus                                8593.0   \n",
       "University of Minnesota-Duluth                                       8750.0   \n",
       "Arizona State University-Downtown Phoenix                            9500.0   \n",
       "Bloomsburg University of Pennsylvania                                8125.0   \n",
       "University of Northern Colorado                                      8000.0   \n",
       "Texas A & M University-Corpus Christi                                9000.0   \n",
       "Coastal Carolina University                                          7500.0   \n",
       "Lamar University                                                     9500.0   \n",
       "University of Central Missouri                                       9500.0   \n",
       "Austin Peay State University                                        10500.0   \n",
       "University of Missouri-St Louis                                     12139.0   \n",
       "Columbia College-Chicago                                            10500.0   \n",
       "North Carolina A & T State University                               18500.0   \n",
       "University of Wisconsin-Stevens Point                                7250.0   \n",
       "Marshall University                                                  9500.0   \n",
       "Johnson & Wales University-Providence                                9980.0   \n",
       "Savannah College of Art and Design                                   8334.0   \n",
       "Arkansas Tech University                                             7500.0   \n",
       "Radford University                                                   8219.0   \n",
       "Texas A & M University-Kingsville                                    9523.0   \n",
       "Capella University                                                   8228.0   \n",
       "\n",
       "                                                 median income  poverty rate  \\\n",
       "Universidad Del Este                                   21682.0     43.689999   \n",
       "University of Massachusetts-Lowell                     76546.0      6.540000   \n",
       "CUNY City College                                      48071.0     21.600000   \n",
       "New Mexico State University-Main Campus                43867.0     17.799999   \n",
       "University of Massachusetts-Boston                     68463.0      9.010000   \n",
       "Wright State University-Main Campus                    61970.0      6.550000   \n",
       "University of Puerto Rico-Rio Piedras                  20501.0     45.730000   \n",
       "Indiana University of Pennsylvania-Main Campus         54158.0      7.800000   \n",
       "University of Nebraska at Omaha                        66043.0      5.360000   \n",
       "Saint Leo University                                   58178.0      8.880000   \n",
       "University of Southern Mississippi                     46990.0     14.440000   \n",
       "Kean University                                        76062.0      7.520000   \n",
       "North Dakota State University-Main Campus              55831.0      6.590000   \n",
       "Rowan University                                       76692.0      5.760000   \n",
       "Northern Kentucky University                           63568.0      6.910000   \n",
       "Universidad Metropolitana                              24604.0     40.020000   \n",
       "California State University-San Marcos                 72827.0      7.220000   \n",
       "University of Alabama at Birmingham                    55735.0     10.910000   \n",
       "Southern Illinois University-Edwardsville              59952.0      7.140000   \n",
       "Arizona State University-Skysong                           NaN           NaN   \n",
       "Cleveland State University                             57782.0      9.920000   \n",
       "Fort Hays State University                             50801.0      7.440000   \n",
       "Wichita State University                               60078.0      6.900000   \n",
       "University of Maryland-Baltimore County                83010.0      4.920000   \n",
       "University of South Alabama                            51919.0     12.500000   \n",
       "Southeastern Louisiana University                      53084.0     12.910000   \n",
       "East Tennessee State University                        47640.0     10.490000   \n",
       "University of North Dakota                             56722.0      7.340000   \n",
       "The University of Montana                              50573.0      9.840000   \n",
       "University of Puerto Rico-Mayaguez                     20501.0     45.730000   \n",
       "...                                                        ...           ...   \n",
       "CUNY Lehman College                                    41652.0     26.530001   \n",
       "Southeast Missouri State University                    51305.0     10.100000   \n",
       "Idaho State University                                 52463.0      8.970000   \n",
       "Texas Woman's University                               69739.0      8.200000   \n",
       "Indiana University-Purdue University-Fort Wayne        61940.0      5.690000   \n",
       "University of Colorado Colorado Springs                70639.0      5.400000   \n",
       "Valdosta State University                              57353.0     10.740000   \n",
       "University of Central Arkansas                         48705.0     11.230000   \n",
       "SUNY Buffalo State                                     55484.0     10.490000   \n",
       "Arkansas State University-Main Campus                  42159.0     13.390000   \n",
       "University of Minnesota-Duluth                         68076.0      4.950000   \n",
       "Arizona State University-Downtown Phoenix                  NaN           NaN   \n",
       "Bloomsburg University of Pennsylvania                  60832.0      6.550000   \n",
       "University of Northern Colorado                        72445.0      5.500000   \n",
       "Texas A & M University-Corpus Christi                  54287.0     13.210000   \n",
       "Coastal Carolina University                            64299.0      7.450000   \n",
       "Lamar University                                       53474.0     12.420000   \n",
       "University of Central Missouri                         57730.0      7.530000   \n",
       "Austin Peay State University                           52472.0      8.930000   \n",
       "University of Missouri-St Louis                        64068.0      7.570000   \n",
       "Columbia College-Chicago                               72555.0      7.530000   \n",
       "North Carolina A & T State University                  56398.0     10.730000   \n",
       "University of Wisconsin-Stevens Point                  62211.0      4.530000   \n",
       "Marshall University                                    45141.0     13.220000   \n",
       "Johnson & Wales University-Providence                  68856.0      7.850000   \n",
       "Savannah College of Art and Design                     71588.0      7.020000   \n",
       "Arkansas Tech University                               43602.0     11.610000   \n",
       "Radford University                                     67375.0      6.240000   \n",
       "Texas A & M University-Kingsville                      45266.0     19.010000   \n",
       "Capella University                                     64334.0      7.920000   \n",
       "\n",
       "                                                 federal loan rate  \\\n",
       "Universidad Del Este                                        0.3931   \n",
       "University of Massachusetts-Lowell                          0.5744   \n",
       "CUNY City College                                           0.2225   \n",
       "New Mexico State University-Main Campus                     0.4002   \n",
       "University of Massachusetts-Boston                          0.5523   \n",
       "Wright State University-Main Campus                         0.5498   \n",
       "University of Puerto Rico-Rio Piedras                       0.0858   \n",
       "Indiana University of Pennsylvania-Main Campus              0.7244   \n",
       "University of Nebraska at Omaha                             0.4500   \n",
       "Saint Leo University                                        0.6032   \n",
       "University of Southern Mississippi                          0.6600   \n",
       "Kean University                                             0.6212   \n",
       "North Dakota State University-Main Campus                   0.5492   \n",
       "Rowan University                                            0.5673   \n",
       "Northern Kentucky University                                0.5413   \n",
       "Universidad Metropolitana                                   0.4295   \n",
       "California State University-San Marcos                      0.4107   \n",
       "University of Alabama at Birmingham                         0.5214   \n",
       "Southern Illinois University-Edwardsville                   0.5999   \n",
       "Arizona State University-Skysong                            0.6622   \n",
       "Cleveland State University                                  0.6196   \n",
       "Fort Hays State University                                  0.4054   \n",
       "Wichita State University                                    0.5096   \n",
       "University of Maryland-Baltimore County                     0.4190   \n",
       "University of South Alabama                                 0.5729   \n",
       "Southeastern Louisiana University                           0.4231   \n",
       "East Tennessee State University                             0.5140   \n",
       "University of North Dakota                                  0.5067   \n",
       "The University of Montana                                   0.5327   \n",
       "University of Puerto Rico-Mayaguez                          0.1703   \n",
       "...                                                            ...   \n",
       "CUNY Lehman College                                         0.2199   \n",
       "Southeast Missouri State University                         0.4826   \n",
       "Idaho State University                                      0.4923   \n",
       "Texas Woman's University                                    0.5573   \n",
       "Indiana University-Purdue University-Fort Wayne             0.4363   \n",
       "University of Colorado Colorado Springs                     0.4730   \n",
       "Valdosta State University                                   0.6520   \n",
       "University of Central Arkansas                              0.5125   \n",
       "SUNY Buffalo State                                          0.6549   \n",
       "Arkansas State University-Main Campus                       0.5342   \n",
       "University of Minnesota-Duluth                              0.5838   \n",
       "Arizona State University-Downtown Phoenix                   0.5786   \n",
       "Bloomsburg University of Pennsylvania                       0.6925   \n",
       "University of Northern Colorado                             0.5672   \n",
       "Texas A & M University-Corpus Christi                       0.5399   \n",
       "Coastal Carolina University                                 0.7055   \n",
       "Lamar University                                            0.5428   \n",
       "University of Central Missouri                              0.6013   \n",
       "Austin Peay State University                                0.5781   \n",
       "University of Missouri-St Louis                             0.4073   \n",
       "Columbia College-Chicago                                    0.6929   \n",
       "North Carolina A & T State University                       0.7947   \n",
       "University of Wisconsin-Stevens Point                       0.6503   \n",
       "Marshall University                                         0.5930   \n",
       "Johnson & Wales University-Providence                       0.7882   \n",
       "Savannah College of Art and Design                          0.5142   \n",
       "Arkansas Tech University                                    0.4517   \n",
       "Radford University                                          0.5990   \n",
       "Texas A & M University-Kingsville                           0.5997   \n",
       "Capella University                                          0.8465   \n",
       "\n",
       "                                                 pell grant rate  student size  \n",
       "Universidad Del Este                                      0.8644         12198  \n",
       "University of Massachusetts-Lowell                        0.2884         12190  \n",
       "CUNY City College                                         0.5180         12175  \n",
       "New Mexico State University-Main Campus                   0.4191         12171  \n",
       "University of Massachusetts-Boston                        0.3857         12108  \n",
       "Wright State University-Main Campus                       0.3790         12090  \n",
       "University of Puerto Rico-Rio Piedras                     0.5804         12086  \n",
       "Indiana University of Pennsylvania-Main Campus            0.3666         12032  \n",
       "University of Nebraska at Omaha                           0.3260         11989  \n",
       "Saint Leo University                                      0.4828         11976  \n",
       "University of Southern Mississippi                        0.4865         11939  \n",
       "Kean University                                           0.4308         11938  \n",
       "North Dakota State University-Main Campus                 0.2143         11763  \n",
       "Rowan University                                          0.2974         11690  \n",
       "Northern Kentucky University                              0.3416         11654  \n",
       "Universidad Metropolitana                                 0.8601         11529  \n",
       "California State University-San Marcos                    0.4544         11506  \n",
       "University of Alabama at Birmingham                       0.3460         11383  \n",
       "Southern Illinois University-Edwardsville                 0.3621         11371  \n",
       "Arizona State University-Skysong                          0.4215         11340  \n",
       "Cleveland State University                                0.4318         11308  \n",
       "Fort Hays State University                                0.2846         11298  \n",
       "Wichita State University                                  0.3636         11297  \n",
       "University of Maryland-Baltimore County                   0.2742         11274  \n",
       "University of South Alabama                               0.3906         11267  \n",
       "Southeastern Louisiana University                         0.3652         11199  \n",
       "East Tennessee State University                           0.4331         11162  \n",
       "University of North Dakota                                0.2045         10978  \n",
       "The University of Montana                                 0.3803         10969  \n",
       "University of Puerto Rico-Mayaguez                        0.6158         10914  \n",
       "...                                                          ...           ...  \n",
       "CUNY Lehman College                                       0.5310          9417  \n",
       "Southeast Missouri State University                       0.3487          9382  \n",
       "Idaho State University                                    0.4315          9370  \n",
       "Texas Woman's University                                  0.4533          9327  \n",
       "Indiana University-Purdue University-Fort Wayne           0.3262          9314  \n",
       "University of Colorado Colorado Springs                   0.3183          9310  \n",
       "Valdosta State University                                 0.4693          9235  \n",
       "University of Central Arkansas                            0.4101          9232  \n",
       "SUNY Buffalo State                                        0.4952          9185  \n",
       "Arkansas State University-Main Campus                     0.4522          9139  \n",
       "University of Minnesota-Duluth                            0.2417          9120  \n",
       "Arizona State University-Downtown Phoenix                 0.4088          9113  \n",
       "Bloomsburg University of Pennsylvania                     0.3029          9109  \n",
       "University of Northern Colorado                           0.3386          9104  \n",
       "Texas A & M University-Corpus Christi                     0.4094          9074  \n",
       "Coastal Carolina University                               0.3921          9058  \n",
       "Lamar University                                          0.4420          9043  \n",
       "University of Central Missouri                            0.3664          9017  \n",
       "Austin Peay State University                              0.5244          9003  \n",
       "University of Missouri-St Louis                           0.2927          8936  \n",
       "Columbia College-Chicago                                  0.3808          8929  \n",
       "North Carolina A & T State University                     0.6091          8894  \n",
       "University of Wisconsin-Stevens Point                     0.3394          8880  \n",
       "Marshall University                                       0.4321          8871  \n",
       "Johnson & Wales University-Providence                     0.3374          8846  \n",
       "Savannah College of Art and Design                        0.2663          8846  \n",
       "Arkansas Tech University                                  0.4447          8845  \n",
       "Radford University                                        0.2896          8843  \n",
       "Texas A & M University-Kingsville                         0.5027          8815  \n",
       "Capella University                                        0.5505          8738  \n",
       "\n",
       "[100 rows x 12 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def analyze(qs):\n",
    "    \"\"\"\n",
    "    This takes the query string generated by above string and returns a\n",
    "    json object.\n",
    "    Input: URL query string   \n",
    "    Output: json dict object\n",
    "    \"\"\"\n",
    "    request = Request(qs)\n",
    "    response = urlopen(request)\n",
    "    rr = json.loads(response.read())\n",
    "    return rr\n",
    "\n",
    "data_json = analyze(query_string)\n",
    "columns_names = varnames.splitlines() #split varname array \n",
    "data = [] #empty data array\n",
    "for row in data_json['results']:\n",
    "    selected_row = []\n",
    "    for items in columns_names:\n",
    "        selected_row.append(row[items]) #go through each key of data\n",
    "                                    #and append to array\n",
    "    data.append(selected_row) #apend array into larger array\n",
    "\n",
    "universities = pd.DataFrame(data, columns=columns_names)\n",
    "final = universities.set_index(universities['school.name']) #set index to school name\n",
    "del final.index.name, final['school.name'] \n",
    "final.columns = ['id', 'predominant degree', 'admission rate', \n",
    "                 'in state cost', 'out of state cost',\n",
    "                     'median debt completers', \n",
    "                 'median debt non completers', 'median income',\n",
    "                     'poverty rate', 'federal loan rate', \n",
    "                 'pell grant rate', 'student size']\n",
    "\n",
    "final\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Exercise (3)__ Produce scatterplots to demonstrate the associations between student debt (for 'completers') and median household income, pell grant rates, student poverty rate, tuition, and federal loan rate.  Do you have an explanation for the associations that you are seeing?  Are there some surprising associations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mcdYXjbO+aJz1Zc6cOdx2222PPPzww3/IOHXvaKySq8pgKc17vxXYGi/xPw74ivd+jZmt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112569c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(final['median debt completers'], final['median income'])\n",
    "plt.suptitle('median debt completers vs median income')\n",
    "plt.xlabel('median debt completers')\n",
    "plt.ylabel('median income')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One interesting correlation I seem to see in these two comparisons is that colleges with students that have high student debts also tend to have students to have higher incomes. This probably makes sense that with students have higher income, they can pay more tuition and colleges can use the tuition to pay and give more aid to students with loans etc. Also, high debt for a student is due to the fact that that person has a high enough income to afford it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QIkFyzj00lvOL5Cs+kmK33dpYtWpVXueIYt8c1T7lL3nYcUuLrwE880zNrSJS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\nEEJ0BXJqhBBCCNEVyKkRQgghRFfwb1iN+2+/cW0DAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117219990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(final['median debt completers'], final['pell grant rate'])\n",
    "plt.suptitle('median debt completers vs pell grant rate')\n",
    "plt.xlabel('median debt completers')\n",
    "plt.ylabel('pell grant aid')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We know that federal Pell Grants are usually awarded only to undergraduate students. The amount of aid you can receive depends on your financial need, the cost of attendance at your school, and more. So there doesn't seem to be a somewhat linear corrlation, as seen in the first graph. What is surprising is that pell grant rates to colleges seem to be below 0.5 and seem to be given to colleges with students that have debts of 150k to 300k median aid. We can also see that majority of colleges have student bodies with less than 60% recieving pell grants. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jnHO/yHP3HwDu7+zsJJVKFTXuSpNMJunq6ip3GCWnclYXlbP61EpZa6GcDQ0NtLa2AnwQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1173e3710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(final['median debt completers'], final['poverty rate'])\n",
    "plt.suptitle('median debt completers vs poverty rate')\n",
    "plt.xlabel('median debt completers')\n",
    "plt.ylabel('poverty rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This chart seems to argue that generally, colleges with high student debt student bodies have students with low poverty rates, which makes sense. Students that do not have debt are either students who are really poor and cannot be given loans; it is more likely to be given a loan if you have higher incomes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ooXNuAGhPq5PpPETqiIiISBErhmnBMuAp59zF4fs/WWs/AnwNuCN/zZqQ9x111FHvBw4G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\nPlmmzNbp97zsQndfYWYLMusLSp235cT4p+z2r8eVQjYpUb4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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11752b090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(final['median debt completers'], final['in state cost'])\n",
    "plt.suptitle('median debt completers vs in state cost')\n",
    "plt.xlabel('median debt completers')\n",
    "plt.ylabel('in state cost')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This chart seems to argue that the majority of colleges' in state tuition is below 10k and that the general trend is to have bout 150k to 300k in student. However, even if some colleges have high tuitions (50k), they still tend to have the same median student debt as colleges with lower tuitions (10k), which is surprising."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YE5EyF1lr3xHJW5oDbMInsQ8RfmjpH9yhwJpEIsG2bZXfWdbc3MyGDRtKXY0x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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117936c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(final['median debt completers'], final['out of state cost'])\n",
    "plt.suptitle('median debt completers vs out of state cost')\n",
    "plt.xlabel('median debt completers')\n",
    "plt.ylabel('out of state cost')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There seems to be a greater difference in this chart compared to the median debt vs in state cost; there seems to be a greater variation in the data. We can see that the spread of out of state cost is very high (5k to 50k) compared to mostly < 10k cost of in state tutition.  We see that out of state students seem to have more debt, probably because of the higher tuition. The trend in median aid seems to be also varied as well, though the majority of aid seems to be concentrated between 150k and 300k."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Lgu0ZBR9u+gd8IHB3b28viUSivBFWmXg8Tl9fX9hhVFytlBNqp6wqZ7SonNHR0NBAW1sb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\nhCgF/wVUUzjZQpJchgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117423510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(final['median debt completers'], final['federal loan rate'])\n",
    "plt.suptitle('median debt completers vs federal loan rate')\n",
    "plt.xlabel('median debt completers')\n",
    "plt.ylabel('federal loan rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "There seems to a 1 to 1 linear relation between percentage of students in a college that depend on federal loans vs the median debt students have in college. In general, college that have larger student debt ratios also tend to have a greater percentage of students who depend also on federal loans. This makes sense that students who have larger debts will get their loans from places that can offer large amounts of money, such as the federal government."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}