Mobility Bubble Chart (D3 v5, Tableau Desktop)

README.md

Mobility Rate by College Bubble Chart

This example will demonstrate how to prototype a bubble chart in Tableau Desktop and then implement a version of that bubble chart in D3.js version 5.

The data comes from Opportunity Insights, which is a "non-partisan, not-for-profit organization based at Harvard University" that puts out public datasets produced for on their research.

We will specifically use data from the Mobility Report Cards project. The dataset is titled "Mobility Report Cards: Preferred Estimates of Access and Mobility Rates by College" and can be accessed via these direct links:

mrc_table1.csv
Codebook-MRC-Table-1.pdf

The original CSV file is replicated on this gist to avoid CORS issues when viewing this example on bl.ocks.org or blockbuilder.org.

We will filter this data to focus only on those universities located in California, which includes the University of San Francisco.

Tableau Prototype

See the bubble_prototype.twbx workbook for how to create this prototype. It is important to make sure count appears first on the marks card, which makes sure the smaller bubbles are drawn on top of the larger ones.

Below is the sheet description from Tableau to help rebuild it:

Description of "Bubble Chart"

Par Median vs. Mr Kq5 Pq1. Color shows details about Trend Bottom40. Size shows details about Count. The marks are labeled by Name. The data is filtered on State, which keeps CA.

Marks

The mark type is Circle.
The marks are labeled by Name.
Stacked marks is off.

Shelves

Label	Field
Rows:	Mr Kq5 Pq1
Columns:	Par Median
Filters:	State
Text:	Name
Color:	Trend Bottom40
Size:	Count

Dimensions

• Count ranges from 50 to 8556 on this sheet.
• Mr Kq5 Pq1 ranges from 0.000 to 9.918 on this sheet.
• Name has 168 members on this sheet...
• Par Median ranges from 29300 to 172600 on this sheet.
  • Members: California Institute Of Technology; Loyola Marymount University; Mt. San Jacinto College; Pasadena City College; San Joaquin Valley College; ...
• State has 1 members on this sheet
  • Members: CA
• Trend Bottom40 ranges from -18 to 48 on this sheet.

D3 Implementation

See the index.html, style.css, and bubble.js files for the D3 implementation.

This implementation makes use of the d3-legend library.

bubble.js

/*
 * a lot of this example is hard-coded to match our tableau prototype...
 * and this is a reasonable approach for your own visualizations.
 * however, there are ways to automatically calculate these hard-coded values
 * in our javascript/d3 code.
 */


// set svg size and plot margins
const width = 960;
const height = 600;

const margin = {
  top: 10,
  bottom: 35,
  left: 35,
  right: 15
};

// select svg
const svg = d3.select("svg#bubble");
console.assert(svg.size() == 1);

// set svg size
svg.attr("width", width);
svg.attr("height", height);

// add plot region
const plot = svg.append("g").attr("id", "plot");

// transform region by margin
plot.attr("transform", translate(margin.left, margin.top));

/*
 * setup scales with ranges and the domains we set from tableau
 * defined globally for access within other functions
 */

const xScale = d3.scaleLinear()
  .range([0, width - margin.left - margin.right])
  .domain([20000, 180000]);

const yScale = d3.scaleLinear()
  .range([height - margin.top - margin.bottom, 0])
  .domain([-0.5, 10.5]);

// area = pi r*r -- do not linearly scale the radius!
const sizeScale = d3.scaleSqrt()
  .range([1, 30])
  .domain([0, 9000]);

// the RdYlBu scheme is available both in tableau and d3
const colorScale = d3.scaleDiverging(d3.interpolateRdYlGn)
  .domain([-20, 0, 50]);

// since we do not need the data for our domains, we can draw our axis/legends right away
drawAxis();
drawTitles();
drawColorLegend();
drawCircleLegend();

// load data and trigger draw
d3.csv("mrc_table1.csv", convert).then(draw);

function draw(data) {
  console.log("loaded:", data.length, data[0]);

  // filter for only california universities
  // https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Functions/Arrow_functions
  data = data.filter(row => row.state === "CA");
  console.log("filter:", data.length, data[0]);

  // sort by count so small circles are drawn last
  data.sort((a, b) => b.count - a.count);
  console.log("sorted:", data.length, data[0]);

  drawBubble(data);
  drawLabels(data);
}

/*
 * draw labels for pre-selected bubbles
 */
function drawLabels(data) {
  let labels = plot.append("g")
    .attr("id", "labels")
    .selectAll("text")
    .data(data)
    .enter()
    .filter(d => d.label)
    .append("text");

  labels.text(d => d.name);

  labels.attr("x", d => xScale(d.income));
  labels.attr("y", d => yScale(d.mobility));

  labels.attr("text-anchor", "middle");
  labels.attr("dy", d => -(sizeScale(d.count) + 4));
}

/*
 * draw bubbles
 */
function drawBubble(data) {
  let bubbles = plot.append("g")
    .attr("id", "bubbles")
    .selectAll("circle")
    .data(data)
    .enter()
    .append("circle");

  // https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Functions/Arrow_functions
  bubbles.attr("cx", d => xScale(d.income));
  bubbles.attr("cy", d => yScale(d.mobility));
  bubbles.attr("r",  d => sizeScale(d.count));

  bubbles.style("stroke", "white");
  bubbles.style("fill", d => colorScale(d.trend));
}

// https://beta.observablehq.com/@tmcw/d3-scalesequential-continuous-color-legend-example
function drawColorLegend() {
  let legendWidth = 200;
  let legendHeight = 20;

  let legend = svg.append("g").attr("id", "color-legend");

  legend.attr("transform", translate(width - margin.right - legendWidth, margin.top))

  let title = legend.append("text")
    .attr("class", "axis-title")
    .attr("dy", 12)
    .text("Change in Income*");

  // lets draw the rectangle, but it won't have a fill just yet
  let colorbox = legend.append("rect")
    .attr("x", 0)
    .attr("y", 12 + 6)
    .attr("width", legendWidth)
    .attr("height", legendHeight);

  // we need to create a linear gradient for our color legend
  // this defines a color at a percent offset
  // https://developer.mozilla.org/en-US/docs/Web/SVG/Element/linearGradient

  // this is easier if we create a scale to map our colors to percents

  // get the domain first (we do not want the middle value from the diverging scale)
  let colorDomain = [d3.min(colorScale.domain()), d3.max(colorScale.domain())];

  let percentScale = d3.scaleLinear()
    .range([0, 100])
    .domain(colorDomain);

  // we have to first add gradients
  let defs = svg.append("defs");

  // add a stop per tick
  defs.append("linearGradient")
    .attr("id", "gradient")
    .selectAll("stop")
    .data(colorScale.ticks())
    .enter()
    .append("stop")
    .attr("offset", d => percentScale(d) + "%")
    .attr("stop-color", d => colorScale(d));

  // draw the color rectangle with the gradient
  colorbox.attr("fill", "url(#gradient)");

  // now we need to draw tick marks for our scale
  // we can create a legend that will map our data domain to the legend colorbox
  let legendScale = d3.scaleLinear()
    .domain(colorDomain)
    .range([0, legendWidth]);

  let legendAxis = d3.axisBottom(legendScale)
  legendAxis.tickValues(colorScale.domain());
  legendAxis.tickSize(legendHeight);
  legendAxis.tickSizeOuter(0);

  let axisGroup = legend.append("g")
    .attr("id", "color-axis")
    .attr("transform", translate(0, 12 + 6))
    .call(legendAxis);

  // now lets tighten up the tick labels a bit so they don't stick out
  axisGroup.selectAll("text")
    .each(function(d, i) {
      // set the first tick mark to anchor at the start
      if (i == 0) {
        d3.select(this).attr("text-anchor", "start");
      }
      // set the last tick mark to anchor at the end
      else if (i == legendAxis.tickValues().length - 1) {
        d3.select(this).attr("text-anchor", "end");
      }
    });

  // note how many more lines of code it took to generate the legend
  // than the base visualization!
}

/*
 * this demonstrates d3-legend for creating a circle legend
 * it is made to work with d3v4 not d3v5 however
 */
function drawCircleLegend() {
  let legendWidth = 200;
  let legendHeight = 20;

  let legend = svg.append("g").attr("id", "circle-legend");

  legend.attr("transform", translate(width - margin.right - legendWidth, margin.top + 75))

  // https://d3-legend.susielu.com/#size-linear
  var legendSize = d3.legendSize()
    .scale(sizeScale)
    .shape('circle')
    .cells(4)
    .ascending(true)
    .shapePadding(7)
    .labelOffset(10)
    .labelFormat("d")
    .title('Average Cohort Size')
    .orient('horizontal');

  legend.call(legendSize);

  // fix the title spacing
  legend.select("text.legendTitle").attr("dy", -6);
}


function drawTitles() {
  let xMiddle = margin.left + midpoint(xScale.range());
  let yMiddle = margin.top + midpoint(yScale.range());

  // test middle calculation
  // svg.append("circle").attr("cx", xMiddle).attr("cy", yMiddle).attr("r", 5);

  let xTitle = svg.append("text")
    .attr("class", "axis-title")
    .text("Median Parent Household Income");

  xTitle.attr("x", xMiddle);
  xTitle.attr("y", height);
  xTitle.attr("dy", -4);
  xTitle.attr("text-anchor", "middle");

  // it is easier to rotate text if you place it in a group first
  // https://developer.mozilla.org/en-US/docs/Web/CSS/transform-function/rotate

  let yGroup = svg.append("g")
    // set the position by translating the group
    .attr("transform", translate(4, yMiddle));

  let yTitle = yGroup.append("text")
    .attr("class", "axis-title")
    .text("Mobility Rate");

  // keep x, y at 0, 0 for rotation around the origin
  yTitle.attr("x", 0);
  yTitle.attr("y", 0);

  yTitle.attr("dy", "1.75ex");
  yTitle.attr("text-anchor", "middle");
  yTitle.attr("transform", "rotate(-90)");
}

/*
 * create axis lines
 */
function drawAxis() {
  let xAxis = d3.axisBottom(xScale).ticks(9, "s").tickSizeOuter(0);
  let yAxis = d3.axisLeft(yScale).ticks(6).tickSizeOuter(0);;

  svg.append("g")
    .attr("id", "x-axis")
    .attr("class", "axis")
    .attr("transform", translate(margin.left, height - margin.bottom))
    .call(xAxis);

  svg.append("g")
    .attr("id", "y-axis")
    .attr("class", "axis")
    .attr("transform", translate(margin.left, margin.top))
    .call(yAxis);
}

/*
 * converts values as necessary and discards unused columns
 */
function convert(row) {
  let keep = {}

  keep.name = row.name;
  keep.state = row.state;

  keep.count = parseInt(row.count);
  keep.mobility = parseFloat(row.mr_kq5_pq1);
  keep.income = parseFloat(row.par_median);
  keep.trend = parseFloat(row.trend_bottom40);

  switch(row.name.toLowerCase()) {
    case "university of san francisco":
    case "san francisco state university":
    case "san francisco community college district":
    case "stanford university":
    case "harvey mudd college":
    case "university of california, berkeley":
    case "california state university, los angeles":
      keep.label = true;
      break;
    default:
      keep.label = false;
  }

  return keep;
}

/*
 * calculates the midpoint of a range given as a 2 element array
 */
function midpoint(range) {
  return range[0] + (range[1] - range[0]) / 2.0;
}

/*
 * returns a translate string for the transform attribute
 */
function translate(x, y) {
  return "translate(" + String(x) + "," + String(y) + ")";
}

bubble_prototype.twbx

implementation.png

index.html

<!DOCTYPE html>
<html>

<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">

<title>Mobility Rate Bubble Chart</title>

<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bulma/0.7.4/css/bulma.min.css">
<link rel="stylesheet" href="style.css">
</head>

<body style="background-color: whitesmoke;">
  <section class="section">
    <div class="container content">
    <h1>Mobility Rate of Universities in California</h1>

    <svg id="bubble" style="background-color: white;">
    </svg>

    <p class="is-size-7 has-text-grey">
      Shows the median parent household income (adjusted for inflation) versus mobility rate, calculated as the percent of students with parents in the bottom 20% of income distribution that reach the top 20% in income distribution. Circles are sized by average number of students per cohort, and colored by the change in the percent of parents from the bottom 40% of income distribution from 1980 to 1991. Source: <a href="https://opportunityinsights.org/data/">https://opportunityinsights.org/data/</a>
    </p>
    </div>
  </section>

  <!-- include d3.js -->
  <script src="https://d3js.org/d3.v5.min.js"></script>

  <!-- include d3-legend: https://d3-legend.susielu.com/ -->
  <script src="https://cdnjs.cloudflare.com/ajax/libs/d3-legend/2.25.6/d3-legend.min.js" integrity="sha256-qo76Vs9B6JAALbrTn+PcN1r09hbNLd2M78V19glOMeU=" crossorigin="anonymous"></script>

  <!-- craft visualization -->
  <script src="bubble.js"></script>
</body>
</html>

mrc_table1.csv

super_opeid,name,czname,state,par_median,k_median,par_q1,par_top1pc,kq5_cond_parq1,ktop1pc_cond_parq1,mr_kq5_pq1,mr_ktop1_pq1,trend_parq1,trend_bottom40,count
2665,Vaughn College Of Aeronautics And Technology,New York,NY,30900,53000,36.477882,.11981525,44.843544,1.7666299,16.357975,.64442915,-7.9987764,-5.7506108,207.6666666666667
7273,CUNY Bernard M. Baruch College,New York,NY,42800,57600,27.632242,.55920202,46.824234,2.5568271,12.938586,.70650864,-9.1865492,-12.297223,1083
2688,City College Of New York - CUNY,New York,NY,35500,48500,32.546474,.23351549,36.021557,1.4087214,11.723747,.45848918,-9.8015804,-13.879366,582.3333333333334
7022,CUNY Lehman College,New York,NY,32500,40700,36.707489,0,27.882967,.18963498,10.235138,.069610246,-5.7339659,-9.0723467,468.3333333333333
1140,"California State University, Los Angeles",Los Angeles,CA,36600,43000,33.116928,.15598091,29.949804,.083619982,9.9184551,.027692368,-13.313572,-14.919846,1179.666666666667
2693,CUNY John Jay College Of Criminal Justice,New York,NY,41800,45200,27.158951,.097911149,35.684139,.30840749,9.6914377,.083760239,-3.9944887,-8.185668,1228
2165,MCPHS University,Boston,MA,83300,112700,10.234574,.77554816,91.293564,9.4175987,9.3435068,.96385115,-1.5396656,-5.4528561,173.5
2791,Pace University,New York,NY,68600,60700,15.173292,1.2134688,55.575592,2.761539,8.4326468,.41901636,-5.950985,-13.538049,1353.333333333333
2838,State University Of New York At Stony Brook,New York,NY,73600,60100,16.416624,.44201165,51.245296,1.9444995,8.4127474,.31922117,-6.716249,-10.386624,2070.666666666667
2696,New York City College Of Technology Of The City University Of New,New York,NY,33500,37000,35.256516,.10819948,23.638399,.19894305,8.3340759,.070140384,-7.0691638,-9.1352043,1488.333333333333
21662,ITI Technical College,Baton Rouge,LA,56000,55000,20.257362,.34329841,40.163651,.14645728,8.136097,.029668383,-10.871756,-16.802845,92
9651,Texas A&M International University,Laredo,TX,35400,42800,31.893793,.46419528,25.357273,.0067670108,8.0873957,.0021582565,-6.1688261,-6.8036261,258
2687,CUNY Brooklyn College,New York,NY,52200,44300,23.247004,.78585011,34.696301,.71291935,8.0658493,.16573238,-2.6277237,-3.8919907,1009.666666666667
11031,Technical Career Institutes,New York,NY,29700,31300,40.302402,.029217871,19.843748,.1431327,7.9975071,.057685915,-1.35367,-2.8605595,562
3599,University Of Texas - Pan American,Brownsville,TX,31700,39300,38.702602,.29801774,19.76301,.64955068,7.6487989,.25139302,-11.182245,-5.3661623,1723.666666666667
2689,CUNY Hunter College,New York,NY,49800,44400,21.163614,.56101543,35.636646,.84728265,7.5420022,.17931563,-4.5349264,-10.824342,1489.333333333333
25964,Crimson Technical College,Los Angeles,CA,44700,37600,25.033554,.55235308,30.048824,.08228939,7.5222888,.020599959,2.6844094,-10.693293,156
7405,Wood Tobe - Coburn School,New York,NY,29500,24500,41.312565,.11516438,17.706722,.016651679,7.3151016,.0068792352,-16.401064,-21.432161,129
11189,United Talmudical Seminary,New York,NY,21200,15300,60.977478,.5769859,11.770001,.64897782,7.1770496,.39573029,-4.1445279,3.4881175,218
2690,CUNY Queens College,New York,NY,63300,48200,20.142742,1.2734835,35.4384,.78856534,7.1382656,.15883869,-7.1461072,-8.796628,1052.666666666667
1203,Glendale Community College,Los Angeles,CA,40100,30500,32.359211,.3114917,21.885973,.56746334,7.0821285,.18362667,-11.834276,-11.087843,1437
31034,South Texas College,Brownsville,TX,23900,27500,52.360695,.071010314,13.195425,.23679268,6.9092164,.12398629,-18.819628,-11.532767,1881.333333333333
1144,"California State Polytechnic University, Pomona",Los Angeles,CA,80200,55100,14.929721,.72355646,45.770481,.2041171,6.833405,.030474115,-7.9657836,-11.070725,2195.333333333334
3661,University Of Texas At El Paso,El Paso,TX,42400,38400,28.001381,.28040349,24.358624,.35809445,6.8207512,.10027139,-3.8081267,-2.868252,1665.666666666667
4759,CUNY York College,New York,NY,36500,36400,30.660444,.061246876,22.242035,.29296112,6.8195066,.089823179,-7.5450883,-9.301075,368
2823,"Saint John's University of Queens, NY",New York,NY,69200,58900,14.343632,.70754236,47.379467,2.6542149,6.7959361,.38071078,-4.6326036,-7.6824317,2363.333333333334
1314,"University Of California, Irvine",Los Angeles,CA,92100,60400,12.246905,1.5964504,55.264694,2.5234606,6.7682147,.30904582,-4.7162452,-7.8978872,3244.333333333334
2812,Trocaire College,Buffalo,NY,65400,38200,23.652473,.23571844,28.479485,.094428927,6.7361021,.022334775,-5.20193,-3.2798278,82.5
20983,"Western Technical College of El Paso, TX",El Paso,TX,30500,23900,43.691811,.0505221,15.413422,0,6.7344031,0,-10.416098,-7.0224338,224
3582,Laredo Community College,Laredo,TX,27400,28700,43.07666,.052582059,15.581796,.29380697,6.7121172,.12656222,-11.329559,-5.2458143,1331.333333333333
30646,University Of Texas At Brownsville,Brownsville,TX,26400,29800,47.349705,.14161171,14.033644,.30516452,6.6448889,.1444945,-13.627665,-7.4154882,1351.333333333333
2820,Saint Francis College,New York,NY,70500,53000,13.452872,.43094406,49.203571,.6377728,6.6192942,.08579877,-2.0422208,-7.2995806,365.3333333333333
8611,"CUNY, Hostos Community College",New York,NY,26700,27700,45.826004,.050559912,14.185498,0,6.5006471,0,-5.8702636,-6.507854,235.3333333333333
2621,New Jersey Institute Of Technology,Newark,NJ,84000,71600,10.139068,.38414061,63.790905,1.0736407,6.467803,.10885715,-2.1279979,-4.6048923,612.6666666666666
1243,Mount St. Mary's College,Los Angeles,CA,48500,44900,21.239695,.46410161,30.078995,.70868033,6.3886867,.15052155,-7.5994849,-11.815791,222.3333333333333
1343,Woodbury University,Los Angeles,CA,61900,44300,18.690575,2.2754951,34.051167,.0042108186,6.3643589,.00078702613,-8.2350988,-7.649632,115.6666666666667
1153,"California State University, Northridge",Los Angeles,CA,61100,44100,19.794104,.6706683,31.953251,.72009653,6.3248596,.14253666,-6.0573931,-4.577383,2348.666666666667
2691,CUNY Borough Of Manhattan Community College,New York,NY,33500,31900,35.075352,.10283593,17.514887,.13941236,6.1434078,.048899379,-2.1635275,-4.0798979,2047.333333333333
9225,Texas State Technical College Harlingen,Brownsville,TX,29100,25400,43.21106,.22869818,14.214651,.45726299,6.1423016,.19758819,-12.196259,-7.7596059,873.6666666666666
10051,CUNY Laguardia Community College,New York,NY,33800,31800,36.779636,.033236787,16.46369,0,6.055285,0,-9.2045507,-8.4401712,1178
2597,Bloomfield College,Newark,NJ,40800,35600,26.851263,.017513698,22.484524,.54988819,6.0373793,.14765193,-8.6646423,-11.421399,227
1316,"University Of California, Riverside",Los Angeles,CA,75000,52800,14.668724,.8581109,41.020813,.67461056,6.01723,.098956764,-4.4312797,-5.0271931,2364.333333333334
2692,CUNY Bronx Community College,New York,NY,29700,28700,40.972702,.091748536,14.355651,.0054521114,5.8818979,.0022338773,1.6001225,-1.2388018,778.6666666666666
212,College Of Mount Saint Vincent And Manhattan College,New York,NY,94800,67900,9.2331686,1.737998,62.63895,1.8693922,5.7835598,.17260413,-1.2929488,-1.3199376,831
7394,"Berkeley College of New York, NY",New York,NY,42500,36500,27.447081,.53121299,21.035694,.0056456053,5.7736835,.0015495538,3.6672459,7.4207873,372
9618,Tulsa Welding School,Tulsa,OK,43900,26100,27.616358,.061896194,20.878515,0,5.7658854,0,-4.6119528,-7.5679498,255
3614,Southwest Texas Junior College,Uvalde,TX,28100,28000,42.978165,.087250732,13.336743,.29788846,5.7318873,.12802699,-13.313918,-4.7178063,773.6666666666666
1141,"California State University, Dominguez Hills",Los Angeles,CA,45600,40300,26.318241,.073130883,21.281729,.27680266,5.6009765,.072849587,-7.9841657,-4.5438981,451.3333333333333
1315,"University Of California, Los Angeles",Los Angeles,CA,105500,65800,10.242689,3.6824386,54.636555,4.4001541,5.596252,.45069408,-1.6410502,-3.7124486,4734
10509,Hallmark College Of Technology,San Antonio,TX,42400,33200,31.601173,.22928566,17.677214,0,5.5862064,0,-5.8956709,-9.2641716,108.5
2697,Queensborough Community College-CUNY,New York,NY,42200,32400,27.576023,.063350827,20.115633,.49320582,5.547092,.13600655,-5.5555587,-7.4269667,1494
122,Long Island University System,New York,NY,59000,39900,18.595896,1.504786,29.769798,1.2805028,5.5359607,.23812096,-5.608592,-10.476321,1677
1374,Albertus Magnus College,Bridgeport,CT,68600,43400,12.973523,.35828912,42.551868,.029414468,5.5204768,.0038160929,.18003123,-2.6047432,65.66666666666667
2638,Saint Peter's University,Newark,NJ,59700,45500,20.468721,.37753019,26.85788,.70686686,5.4974651,.14468661,-8.1598988,-8.7430429,447.6666666666667
1155,San Jose State University,San Jose,CA,91700,56500,11.658612,.96155322,46.557117,1.8367313,5.4279132,.21413738,-4.1787972,-7.0231481,2182.333333333334
2782,New York Institute Of Technology,New York,NY,78500,49900,14.60806,1.5220797,36.985092,.010352842,5.4028044,.0015123492,-6.0802588,-7.4753737,637.3333333333334
2613,New Jersey City University,Newark,NJ,51600,41200,20.409746,.0940018,26.058468,0,5.3184671,0,.95113039,2.3650267,783.6666666666666
3639,Texas A&M University - Kingsville,Corpus Christi,TX,47700,39800,25.405338,.29822475,20.836184,.63951749,5.2935028,.16247159,-7.5371594,-7.1099868,823
2032,Xavier University Of Louisiana,New Orleans,LA,63100,48400,16.702759,.39558756,31.462702,2.1135638,5.2551394,.35302347,2.2524054,8.3640871,657.3333333333334
3625,Sul Ross State University,Alpine,TX,45000,37100,23.651514,.12868352,22.195349,1.4832546,5.2495365,.3508122,-4.3597102,-2.4164248,285.3333333333333
1050,Tuskegee University,Auburn,AL,54400,38900,18.653946,.16463323,28.048244,0,5.2321043,0,-3.1784654,-1.9533306,522.6666666666666
9635,Florida International University,Miami,FL,66700,46800,15.013785,1.202119,34.801067,.78079391,5.2249579,.11722673,-2.0987065,-2.6548076,2864.5
3623,Saint Mary's University,San Antonio,TX,76700,49700,13.445237,1.6042205,38.036057,1.675483,5.1140385,.22527266,-3.4928625,-1.6439925,438
2836,Binghamton University,Union,NY,104400,65700,9.4252949,.64435375,53.978477,4.8192863,5.0876303,.45423192,-2.876076,-6.1997514,1975
10097,CUNY Medgar Evers College,New York,NY,35100,30900,30.484688,.13676974,16.55872,.0028742009,5.047874,.00087619119,-4.0861492,-7.6234331,284
7109,SUNY College At Old Westbury,New York,NY,48400,39200,20.588211,.38401425,24.483013,0,5.0406141,0,-8.2117538,-17.49811,251
1134,California Maritime Academy,San Francisco,CA,113100,85800,5.9269118,.74594051,84.974731,6.0716724,5.0363774,.35986269,-2.1002412,-2.5738347,92
2004,Dillard University,New Orleans,LA,42600,36700,24.772984,.15893224,20.298244,.19254729,5.0284805,.047699708,4.4289274,7.6223145,414.1666666666667
2883,Utica College,Syracuse,NY,67500,47800,13.10263,.49392343,38.360474,2.9418235,5.0262308,.38545626,-3.7008684,-2.2971797,345
2694,Kingsborough Commmunity College/CUNY,New York,NY,40700,31300,27.10601,.16059734,18.359835,.60465872,4.9766188,.16389886,-1.9705111,-1.0987346,1624.666666666667
2667,Dowling College,New York,NY,71500,45800,16.336199,.58125478,30.326214,.76758724,4.9541502,.12539458,-5.4134569,-11.676822,275
34,University Of Houston System,Houston,TX,65700,45400,15.731335,.71148992,31.238102,1.1459769,4.9141703,.18027747,-2.307286,-3.2491651,4619.333333333333
1312,"University Of California, Berkeley",San Francisco,CA,114700,67900,8.8423376,4.7117095,55.246651,8.6400433,4.8850956,.76398182,-1.6523691,-2.6460705,4624.333333333333
9797,Midland College,Midland,TX,58600,35900,18.844025,.30878383,25.685894,.46976459,4.8402562,.088522561,-8.3010788,-9.06709,768.6666666666666
1317,"University Of California, San Diego",San Diego,CA,111300,65300,8.777235,3.3567567,55.060005,4.5455208,4.8327465,.39897105,3.5330932,8.2813978,3264.666666666667
1214,Imperial Valley College,Yuma,CA,34300,25800,35.884327,.13814998,13.431496,0,4.8198018,0,-9.800499,-7.7659311,885.6666666666666
1261,Pasadena City College,Los Angeles,CA,44600,29500,27.937716,.51477349,17.23407,.42361161,4.814806,.11834741,-7.3442655,-7.6677561,3321.333333333334
1137,"California State University, Fullerton",Los Angeles,CA,83300,47800,12.116247,.85602051,39.610577,.69595867,4.7993155,.084324077,-3.6968536,-5.3294768,2374
10387,El Paso Community College,El Paso,TX,29200,25700,40.920174,.069665946,11.668072,.17266117,4.7745953,.070653252,-10.199104,-7.9576812,2837.666666666667
5692,Reid State Technical College,Atmore,AL,34600,17500,34.119484,.10840176,13.939927,.086672992,4.7562313,.029572379,2.2708378,5.4882712,105
36273,Lamar Institute Of Technology,Beaumont,TX,52600,34400,24.282091,.15602395,19.470011,.20055349,4.7277255,.048698582,-7.1755252,-3.9441895,437.3333333333333
3596,Odessa College,Midland,TX,50900,34800,20.727978,.10583673,22.722612,1.1935855,4.709938,.24740614,-4.4728661,-7.7280059,912.3333333333334
59,Robert Morgan And Miami Lakes Educational Centers,Miami,FL,32200,23000,35.539444,.069012508,13.001621,.003262362,4.6207042,.0011594254,-8.0133219,-7.2422571,175.3333333333333
2006,Grambling State University,Ruston,LA,34300,30500,34.357506,0,13.437594,.23359163,4.6168222,.080256253,-9.4198704,-4.8968821,815.6666666666666
62,Miami Dade Community College System,Miami,FL,37000,31300,31.510422,.37243202,14.626253,.17387097,4.6087937,.054787472,-3.9628954,-3.5843372,7259.333333333333
7993,"California State University, Bakersfield",Bakersfield,CA,67700,46100,14.064996,.36967111,32.759682,.42959061,4.6076479,.060421903,.687971,2.8271258,542.6666666666666
1116,Art Center College Of Design,Los Angeles,CA,84800,42800,14.908856,1.90461,30.677685,2.0532672,4.5736918,.30611867,-6.8695941,-1.4835708,109.5
1468,Saint Thomas University,Miami,FL,37500,35300,28.582836,1.0630425,15.930745,.0070524742,4.5534587,.0020157972,-8.4577074,-14.41845,125
9932,Texas State Technical College West Texas,Sweetwater,TX,41000,28900,26.87678,.3218562,16.656301,.28545973,4.4766774,.076722383,-9.7697353,-15.165091,411.5
107,Triangle Tech,Pittsburgh,PA,55800,37500,17.49585,0,25.422829,.46908352,4.4479399,.082070149,-3.6720779,-6.0784554,327
1313,"University Of California, Davis",Sacramento,CA,109400,61600,8.5837574,2.6686411,51.769852,3.4047132,4.4437985,.2922523,1.4319528,3.6063001,3996
1139,"California State University, Long Beach",Los Angeles,CA,85800,48800,11.606012,1.184576,38.175957,.30129835,4.4307065,.034968723,-.54861575,-.23960234,2863.666666666667
1142,"California State University, San Bernardino",Los Angeles,CA,69800,43500,14.09772,.38544467,31.198097,.8116793,4.3982205,.11442827,-1.2455586,-.37529761,1151.666666666667
1286,Santa Monica College,Los Angeles,CA,51300,28800,22.690758,1.9464734,19.325552,.56361753,4.3851147,.12788908,-2.5649261,-2.3187065,2886.666666666667
1138,"California State University, East Bay",San Francisco,CA,86000,51300,9.8883429,.52334911,43.979919,.93932122,4.3488851,.092883304,2.9412355,4.1534219,696.6666666666666
2655,New Mexico Junior College,Hobbs,NM,50000,31300,22.042318,.34722337,19.683868,0,4.3387809,0,-3.2822223,-3.8523715,352.3333333333333
2025,Southern University And Agricultural & Mechanical Colg At Baton R,Baton Rouge,LA,38600,34200,31.241489,.080337681,13.88679,.28432357,4.3384399,.088826925,-7.0119834,-1.0362322,1561
2639,Stevens Institute Of Technology,Newark,NJ,96000,92100,6.8676248,1.2514296,62.470394,3.2940545,4.2902327,.2262233,-2.9419751,-9.3913946,293
2710,Cooper Union For The Advancement Of Science & Art ,New York,NY,110100,64300,8.2825212,2.6050696,51.646568,7.0066543,4.277638,.58032763,-3.7931788,-4.4114227,174.3333333333333
1988,"Union College of Barbourville, KY",London,KY,56400,36900,24.598879,.15920325,17.389259,.028272718,4.2775631,.0069547715,-10.549081,-5.1116099,77
91,"Devry University, Devry Institute Of Technology And Denver Technical College",Chicago,IL,56300,40900,17.623381,.2580784,24.265957,.44684076,4.2764816,.078748442,4.9683666,8.1795521,7212
1251,Otis College Of Art & Design,Los Angeles,CA,80500,47600,10.674747,4.5208464,39.971699,.049755186,4.2668777,.0053112404,-1.1802304,2.2264552,124
1329,University Of The Pacific,Sacramento,CA,96500,59000,8.5527391,3.9641705,49.739422,.63644826,4.2540832,.054433756,-1.7470138,-3.5614431,617.6666666666666
1002,Alabama Agricultural & Mechanical University,Huntsville,AL,44500,32900,24.356117,.017934356,17.323408,.29935566,4.2193098,.072911419,-4.8939219,.23420663,943.6666666666666
21922,Thomas A Edison State College,Newark,NJ,79300,37500,10.351506,2.5492089,40.45998,.0046350085,4.1882176,.00047979321,-2.7925847,-4.1626863,222.6666666666667
7549,Coyne College,Chicago,IL,44200,31400,21.289909,.25655058,19.669069,0,4.1875267,0,11.588048,9.4732885,149.3333333333333
7780,New Castle School Of Trades,Youngstown,PA,50400,28700,20.639191,.0505221,20.282461,.011271513,4.1861353,.002326349,-6.3898005,-12.733795,82.5
1147,"California State University, Fresno",Fresno,CA,72400,44400,15.951231,.85306448,26.240528,.37266278,4.1856875,.059444301,-3.0854735,-2.1689956,1656.333333333333
7678,Spartan College Of Aeronautics And Technology,Tulsa,OK,62100,49300,13.039255,.24412684,31.817223,.15892978,4.1487288,.020723259,5.0362668,10.536118,293
2698,College Of Staten Island/CUNY,New York,NY,73500,41200,14.325194,.35455799,28.86385,.69036621,4.1348023,.098896295,2.3011901,3.1635423,1361.333333333333
2989,Dickinson State University,Dickinson,ND,57800,40700,13.897127,.096862167,29.488029,.0048389109,4.0979886,.00067246961,-7.2825379,-18.775146,343
34244,"Fortis College of Houston, TX",Houston,TX,27900,23500,41.854,.075852923,9.7010193,.050275698,4.0602646,.021042392,-5.7019258,-8.2260895,69.5
12,Los Angeles Community College District,Los Angeles,CA,41400,28400,28.322422,.38187557,14.326668,.18814249,4.0576591,.053286511,-3.5732117,-2.8827007,8129.333333333333
1590,Savannah State University,Savannah,GA,45400,29400,24.721367,.10882883,16.327091,.0084497677,4.0362802,.0020888979,-1.1801389,4.8069434,332
7502,"Berkeley College of Woodland Park, NJ",Newark,NJ,51200,37600,20.836933,.36599362,19.284176,.021156583,4.0182309,.0044083828,2.3430896,8.5857954,446.3333333333333
1448,Howard University,Washington DC,DC,76900,49600,10.792967,.42792594,37.098278,.86662686,4.0040045,.093534753,-1.0752089,-2.5590913,1082
2654,New Mexico Institute Of Mining & Technology,Socorro,NM,91800,55000,8.3693523,.39256126,47.67683,3.5972097,3.9902415,.30106312,-5.1714387,-8.3925161,194
12954,Hudson County Community College,Newark,NJ,32600,25100,36.264919,.058749452,10.998089,.12464062,3.9884481,.045200821,-5.2622466,-5.6392593,719
2722,Fordham University,New York,NY,113300,63300,7.6365905,4.7085629,52.093887,4.0331769,3.9781969,.3079972,-1.8139461,-4.0625482,1394.666666666667
2712,D'Youville College,Buffalo,NY,75800,45200,14.159825,.37063274,28.01111,.073539399,3.9663243,.01041305,-4.8807764,-10.158685,107.6666666666667
2424,Mississippi Valley State University,Greenwood,MS,28800,24900,45.458763,.0505221,8.6832457,.0082420558,3.9472959,.0037467366,-19.967096,-7.4589357,314
1328,University Of Southern California,Los Angeles,CA,120100,63700,7.2092438,10.021389,54.554592,4.5414047,3.9329739,.32740092,-2.813071,-6.4355574,3052.666666666667
1910,Coffeyville Community College,Bartlesville,KS,40700,24100,28.458994,.12095643,13.785735,1.6140875,3.9232817,.45935306,-8.2042561,-21.299774,160
7287,Brazosport College,Pearland,TX,74000,35700,13.677046,.082002923,28.556961,.37613246,3.9057486,.051443808,-3.2902341,-1.3360261,603.6666666666666
10633,Houston Community College,Houston,TX,49200,31400,21.898758,.46544772,17.777588,.31611764,3.8930709,.06922584,-.07148318,2.9283786,3907.5
2911,Bennett College,Greensboro,NC,50000,33400,18.29908,.30557731,21.229877,0,3.884872,0,-1.1458517,.27779782,126
35424,Copper Mountain College,Los Angeles,CA,50100,27100,22.266489,.27258706,17.435398,.045363437,3.882251,.010100845,1.1131202,-.16948986,327
2926,Elizabeth City State University,Virginia Beach,NC,37400,31000,32.103271,0,12.077756,.00017424319,3.8773549,.000055937762,-10.235971,-1.8028053,334.6666666666667
218,Poster & Chester Institute,Bridgeport,CT,62500,31700,14.433408,.22941858,26.831087,.034402832,3.8726404,.0049655009,9.620862,9.0632029,217
2498,Park University,Kansas City,MO,65300,43600,14.047748,.48766649,27.556313,.0017182672,3.8710411,.00024137784,-2.1391349,-3.1562681,543
5208,College Of Westchester ,New York,NY,55800,34900,19.217539,.44669518,20.060772,.055521149,3.8551867,.010669799,2.2057524,5.1640329,176
1157,"California State University, Stanislaus",Modesto,CA,72300,44800,13.350468,.32910338,28.87542,.033976525,3.8550034,.0045360248,-2.5825417,-3.5734921,603
11644,University Of Maryland University College,Washington DC,MD,53900,40100,18.132534,.21478516,21.250486,.22919038,3.8532517,.041558027,-6.4771466,-13.00266,4740.666666666667
3584,Letourneau University,Longview,TX,85700,49300,8.9892778,1.761058,42.5354,2.7773087,3.8236253,.24965999,-2.402117,-6.6285081,263
4799,Monroe College,New York,NY,28200,20400,43.616085,.044881385,8.7579584,0,3.8198788,0,-7.4665775,-12.055316,928.3333333333334
31155,Adventist University Of Health Sciences,Orlando,FL,62900,39200,12.763434,.058265973,29.661634,.0598468,3.7858434,.0076385071,-4.6064453,-6.4156098,120.5
1441,University Of The District Of Columbia,Washington DC,DC,40000,30100,24.706467,.023529911,15.2951,0,3.7788789,0,-3.3723872,-7.0136375,349.6666666666667
1469,Florida Institute Of Technology,Palm Bay,FL,86300,59600,7.329957,1.1676306,51.16753,4.1038637,3.7505581,.30081144,8.0708008,12.86558,327
2629,"Rutgers, The State University Of New Jersey",Newark,NJ,101000,58400,7.9205556,1.1834799,47.305752,2.5410457,3.7468784,.20126493,-1.2149863,-3.088032,6600.666666666667
4003,Central Texas College District,Killeen,TX,51800,37200,19.599943,.10901452,19.0961,.10991739,3.7428248,.021543745,-4.5282907,-5.6717153,4605
2790,Nyack College,Newark,NY,58400,31000,18.072001,.48255035,20.677118,0,3.7367687,0,2.5434108,2.4319952,262.6666666666667
1253,Fresno Pacific University,Fresno,CA,71100,37900,10.072253,.38235998,36.892948,.055573568,3.7159514,.0055975104,-1.5922371,-5.1782942,160.6666666666667
12358,Plaza College,New York,NY,29100,18800,44.500973,.0505221,8.3288879,.4793486,3.7064362,.2133148,-4.1582847,-12.971676,159
2846,State University Of New York At New Paltz,Poughkeepsie,NY,91900,46300,9.8972025,.31816196,37.273388,1.566584,3.6890223,.155048,-4.6111708,-6.7876153,842
3563,Del Mar College,Corpus Christi,TX,52900,30100,22.380438,.24616714,16.410892,.011262381,3.6728296,.0025205703,-4.2844195,-3.4009047,1899.666666666667
1151,San Diego State University,San Diego,CA,100500,51000,8.9785795,1.8647346,40.78413,1.866205,3.6618357,.16755871,-1.9203054,-2.9022052,3196.333333333334
2020,University Of Louisiana At Monroe,Monroe,LA,59700,35000,20.35144,.47688931,17.991072,.7195037,3.6614423,.14642936,-8.240428,-6.5914688,1051
2713,Dominican College Of Blauvelt,Newark,NY,88900,48900,7.5897069,.43007863,48.201897,2.7854118,3.6583827,.21140459,3.2527413,-2.281018,140
1694,Chicago State University,Chicago,IL,43700,31900,25.747425,.051270898,14.182775,.012042783,3.6516991,.0031007065,-1.1236805,4.0197635,417
2866,Fashion Institute Of Technology,New York,NY,79800,36700,12.86495,1.841401,28.359838,.63694942,3.6484792,.081943229,-5.6250076,-11.194515,1208.333333333333
13029,Boricua College,New York,NY,28900,23200,46.65152,.12511554,7.7926135,.028288893,3.6353729,.013197199,-4.5999217,.073042825,92.5
1526,Saint Leo University,Tampa,FL,57300,38000,18.977495,.38098201,19.150831,.77829254,3.6343482,.14770044,-6.7169509,-11.700923,694
94,ITT Technical Institute,Indianapolis,IN,52600,35600,19.454643,.24701527,18.68042,.16852589,3.6342092,.032786112,4.0114412,7.2497921,8164
1691,Illinois Institute Of Technology,Chicago,IL,91600,72300,6.000946,1.43293,60.558743,4.5524487,3.6340973,.27318999,1.5553524,1.3136578,244.6666666666667
1216,University Of La Verne,Los Angeles,CA,72300,48600,12.084086,1.0273737,30.038504,.98295677,3.6298785,.11878134,-2.3146896,-5.6973414,285.3333333333333
3504,Martin Methodist College,Columbia,TN,62000,37000,19.1098,.068146855,18.984327,.053681683,3.6278672,.010258463,-6.538753,-9.4820976,66
2785,New York University,New York,NY,130500,58100,6.9385424,8.8063698,52.27713,7.4537716,3.6272709,.51718313,-1.6678948,-3.2508402,3738.666666666667
2835,State University Of New York At Albany,Albany,NY,98000,56300,8.3287802,.81296134,43.444027,2.7103276,3.6183577,.22573723,-.38194475,-2.0655417,2213
18,San Francisco Community College District,San Francisco,CA,53400,33000,18.398703,.39010939,19.634426,.35436755,3.6124797,.065199032,1.086077,-4.2909579,2076.333333333334
2533,Montana State University - Northern,Havre,MT,56100,33600,15.079901,.2524595,23.936848,0,3.6096528,0,-4.4454389,-11.40697,232.3333333333333
10286,SUNY Empire State College,Albany,NY,76000,39000,14.019026,.51000834,25.704639,.014686624,3.6035399,.0020589216,-2.2663343,-2.5276923,202.3333333333333
3598,Our Lady Of The Lake University,San Antonio,TX,46000,38800,22.076452,0,16.320995,.03521454,3.6030967,.0077741211,-3.0956645,.67922163,242.6666666666667
2534,Rocky Mountain College,Billings,MT,72600,38800,10.021361,1.6157581,35.887569,.10828188,3.5964229,.010851319,-3.4508746,-10.808513,133.6666666666667
3424,Claflin University,Columbia,SC,35400,33600,31.608564,.086995028,11.363832,.030257801,3.5919442,.0095640561,-30.440474,-39.228256,272
2026,Southern University At New Orleans,New Orleans,LA,32100,27300,37.862129,.068971127,9.4593534,.31346714,3.5815127,.11868534,-3.2363162,5.5042787,265
1466,Barry University,Miami,FL,69500,39200,15.535042,2.8029113,22.995251,.82351619,3.5723217,.12793358,4.8217745,8.1028461,272.6666666666667
30627,"Platt College of Alhambra, CA",Los Angeles,CA,48500,24500,25.964409,.60673004,13.625627,.16522442,3.5378132,.042899545,-3.3619947,3.9405308,99.66666666666667
30353,Southern Careers Institute,San Antonio,TX,28900,17100,47.105648,.11852375,7.4901476,.1933814,3.5282829,.091093563,-15.556823,-11.214062,406
2772,Mercy College,New York,NY,50700,31100,22.385523,.36037382,15.746564,.019822124,3.5249505,.0044372859,-3.3915229,-6.0267339,591.6666666666666
3211,Oregon Institute Of Technology,Klamath Falls,OR,76400,51900,9.7608461,.11763991,36.084667,1.0991013,3.5221689,.1072816,-1.2615291,-8.426733,312.6666666666667
9204,Kiamichi Technology Center,Fort Smith,OK,29800,18000,43.620117,.07732749,8.0230541,1.8306168,3.4996657,.79851717,-12.592058,-9.6296864,111
1154,San Francisco State University,San Francisco,CA,87200,45800,10.07141,1.2867942,34.707272,1.4307158,3.4955118,.14409326,-1.4603801,-5.3017588,1854.666666666667
1119,Barstow Community College,Los Angeles,CA,58000,28700,18.924633,.083232775,18.435741,0,3.4888964,0,7.3264995,7.5571246,478
2760,Manhattanville College,New York,NY,95400,48900,8.4173412,3.2543461,41.392406,1.432421,3.4841399,.12057175,1.4498948,3.5959303,295.6666666666667
1479,Embry-Riddle Aeronautical University,Deltona,FL,92400,65600,7.2243505,1.4424953,48.158756,1.3296512,3.4791574,.096058659,1.6937146,.60270315,1401.666666666667
2837,State University Of New York At Buffalo,Buffalo,NY,95300,52700,8.1726017,.59959221,42.464649,2.4677064,3.4704666,.2016758,-.65125132,-2.1823547,2814
3046,Franklin University,Columbus,OH,65800,40100,13.459418,.30125949,25.74876,1.9979907,3.4656334,.26891792,6.8870692,10.334783,125
2044,Maine Maritime Academy,Bangor,ME,85300,75900,7.5922794,.58829129,45.608269,9.1369867,3.4627073,.69370556,-1.4702493,-7.6896234,145.6666666666667
1269,Rio Hondo Community College,Los Angeles,CA,46500,32400,22.689423,.11222608,15.256782,.19921581,3.4616756,.045200918,-5.2914119,-7.7975879,1545.333333333333
2708,Barnard College,New York,NY,148000,56300,6.5402598,12.618666,52.820206,6.6375942,3.4545786,.43411589,.09027084,-1.8497171,535.3333333333334
3630,Prairie View Agricultural & Mechanical University,Houston,TX,45500,34800,21.610006,.00053475396,15.979915,.26257074,3.4532607,.056741554,-2.9901295,-1.2971228,1167.333333333333
5488,Capital Area Technical College,Baton Rouge,LA,44300,24600,28.281466,.16686372,12.203152,.12213817,3.45123,.034542464,-2.1542945,-2.4522591,2398
1852,Clarke University,Dubuque,IA,75700,45100,7.0276628,.9949823,49.030472,.1282458,3.4456961,.0090126833,-5.8489299,-7.9696507,160
3765,Norfolk State University,Virginia Beach,VA,48000,34400,20.608868,.018557239,16.711349,0,3.44402,0,-5.8426571,-7.4083543,979.3333333333334
3724,Marymount University,Washington DC,VA,91800,47000,9.5781384,3.2237549,35.877098,0,3.436358,0,-2.9211915,-7.101263,245
3764,Virginia State University,Richmond,VA,52200,35900,19.235935,.15952259,17.847628,.24121512,3.4331579,.046399985,-3.5885193,-5.9752369,803.3333333333334
1605,Chaminade University Of Honolulu,Honolulu,HI,66600,38100,15.715286,.48551905,21.801208,0,3.4261222,0,-4.4110441,-8.1548491,275.6666666666667
2622,Kean University,Newark,NJ,79200,46900,11.098741,.18792887,30.801348,.29835916,3.4185619,.033114109,-1.3501241,-2.6568689,1032.333333333333
3554,Clarendon College,Memphis,TX,50800,28300,20.852247,.071047612,16.393827,0,3.4184813,0,-6.5521531,-11.670352,184
3642,Texas Southern University,Houston,TX,36300,27700,30.844814,.0030129752,11.051506,.1973666,3.4088163,.06087736,-4.6179814,-5.4149718,1115.666666666667
1933,McPherson College,Newton,KS,70000,37200,11.640731,.60948086,29.281271,0,3.4085538,0,-4.4835062,-9.7715197,101.3333333333333
2178,Massachusetts Institute Of Technology,Boston,MA,141000,98500,5.1078739,7.0637131,66.528679,13.407938,3.398201,.68486053,.88440043,1.3737836,913.3333333333334
32603,"California State University, Monterey Bay",San Jose,CA,93200,41100,10.497926,1.3763506,32.266464,.98564905,3.3873096,.10347271,-3.4088585,-7.2467537,322.6666666666667
1309,Taft College,Bakersfield,CA,62300,32300,16.317604,.097908512,20.628342,.02600652,3.3660512,.0042436407,-1.4216692,-3.0739403,153.5
4,Coast Community College District,Los Angeles,CA,72800,30600,16.203936,1.0915638,20.759323,.2698077,3.3638272,.043719463,-2.1452432,-1.341159,5334.666666666667
2885,Albany College Of Pharmacy And Health Sciences,Albany,NY,95800,115800,3.9403558,.19784023,85.208885,.25403962,3.3575335,.010010065,-.63604873,-3.2948301,129
3290,"Lincoln University of Lincoln University, PA",Philadelphia,PA,47500,37400,20.534586,.040689323,16.346292,0,3.3566434,0,-5.3312893,-10.560442,290
3353,University Of The Sciences In Philadelphia,Philadelphia,PA,95300,102700,5.3269253,.30449113,62.914597,.015336959,3.3514135,.00081698835,.48784083,-5.4258189,309
3574,Howard County Junior College District,Big Spring,TX,53100,28500,19.020721,.066302441,17.613865,.056857429,3.3502839,.010814693,-5.3317256,-1.4472766,432.5
2531,Montana Tech Of The University Of Montana,Butte-Silver Bow,MT,68300,46700,11.43111,.51467115,29.21035,3.4722664,3.339067,.39691859,-2.5297263,-5.017345,337
1249,Occidental College,Los Angeles,CA,122400,49000,8.5336227,8.6651602,39.126663,2.0575826,3.3389218,.17558631,-4.8552971,-10.053344,380
1150,California State University - Sacramento,Sacramento,CA,88700,47900,10.452874,.93292201,31.888157,.0003628213,3.3332288,.000037925256,.41455802,1.8618189,2041.333333333333
222,Fairleigh Dickinson University,Newark,NJ,87000,48200,9.5446501,2.6166873,34.902512,.43138739,3.3313227,.041174415,.6837908,-2.7201259,780.6666666666666
2500,College Of The Ozarks,Aurora,MO,49200,32000,17.934622,.1546108,18.49605,.01598678,3.3171966,.0028671685,-12.227397,-19.156492,218.5
23582,Lamar State College - Orange,Beaumont,TX,64100,27200,20.821583,.070487313,15.914715,.15779734,3.3136957,.032855906,-2.8842046,-3.7816889,259.5
1219,Long Beach City College,Los Angeles,CA,49900,28100,24.16667,.22785991,13.679748,.094588175,3.3059397,.022858813,-3.1368899,-1.5382602,3148.666666666667
215,MCP Hahnemann And Drexel Universities,Philadelphia,PA,94100,65500,6.6638765,1.6902633,49.589874,1.5898916,3.3046081,.10594841,-2.908145,-7.6809421,1881
3371,Temple University,Philadelphia,PA,82700,46700,9.2837181,.77590692,35.593597,1.675778,3.3044095,.15557452,-3.128361,-9.534565,2996.666666666667
1161,Cerritos Community College

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