Context Data was grabbed from US-News: https://www.usnews.com The following data points are included in this data set: - Ranking - Acceptance-Rate - Act-Avg - Sat-Avg - Photo - Cost after Financial Aid - City - Sortname - Zip - Percent Receiving Aid - State - Average High School GPA - Tied Ranking - Public/Private University - Business Reputation Score - Tuition - Engineering Reputation Score - Enrollment Size - Region It includes statistics surrounding the following 311 US Universities. - Princeton University - Harvard University - University of Chicago - Yale University - Columbia University - Massachusetts Institute of Technology - Stanford University - University of Pennsylvania - Duke University - California Institute of Technology - Dartmouth College - Johns Hopkins University - Northwestern University - Brown University - Cornell University - Rice University - Vanderbilt University - University of Notre Dame - Washington University in St. Louis - Georgetown University - Emory University - University of California--Berkeley - University of California--Los Angeles - University of Southern California - Carnegie Mellon University - University of Virginia - Wake Forest University - University of Michigan--Ann Arbor - Tufts University - New York University - University of North Carolina--Chapel Hill - Boston College - College of William and Mary - Brandeis University - Georgia Institute of Technology - University of Rochester - Boston University - Case Western Reserve University - University of California--Santa Barbara - Northeastern University - Tulane University - Rensselaer Polytechnic Institute - University of California--Irvine - University of California--San Diego - University of Florida - Lehigh University - Pepperdine University - University of California--Davis - University of Miami - University of Wisconsin--Madison - Villanova University - Pennsylvania State University--University Park - University of Illinois--Urbana-Champaign - Ohio State University--Columbus - University of Georgia - George Washington University - Purdue University--West Lafayette - University of Connecticut - University of Texas--Austin - University of Washington - Brigham Young University--Provo - Fordham University - Southern Methodist University - Syracuse University - University of Maryland--College Park - Worcester Polytechnic Institute - Clemson University - University of Pittsburgh - American University - Rutgers University--New Brunswick - Stevens Institute of Technology - Texas A&M University--College Station - University of Minnesota--Twin Cities - Virginia Tech - Baylor University - Colorado School of Mines - University of Massachusetts--Amherst - Miami University--Oxford - Texas Christian University - University of Iowa - Clark University - Florida State University - Michigan State University - North Carolina State University--Raleigh - University of California--Santa Cruz - University of Delaware - Binghamton University--SUNY - University of Denver - University of Tulsa - Indiana University--Bloomington - Marquette University - University of Colorado--Boulder - University of San Diego - Drexel University - Saint Louis University - Yeshiva University - Rochester Institute of Technology - Stony Brook University--SUNY - SUNY College of Environmental Science and Forestry - University at Buffalo--SUNY - University of Oklahoma - University of Vermont - Auburn University - Illinois Institute of Technology - Loyola University Chicago - University of New Hampshire - University of Oregon - University of South Carolina - University of Tennessee - Howard University - University of Alabama - University of San Francisco - University of the Pacific - University of Utah - Arizona State University--Tempe - Iowa State University - Temple University - University of Kansas - University of St. Thomas - The Catholic University of America - DePaul University - Duquesne University - University of Missouri - Clarkson University - Colorado State University - Michigan Technological University - Seton Hall University - University of Arizona - University of California--Riverside - University of Dayton - University of Nebraska--Lincoln - Hofstra University - Louisiana State University--Baton Rouge - Mercer University - The New School - Rutgers University--Newark - University of Arkansas - University of Cincinnati - University of Kentucky - George Mason University - New Jersey Institute of Technology - San Diego State University - University of South Florida - Washington State University - Kansas State University - Oregon State University - St. John Fisher College - University of Illinois--Chicago - University of Mississippi - University of Texas--Dallas - Adelphi University - Florida Institute of Technology - Ohio University - Seattle Pacific University - University at Albany--SUNY - Oklahoma State University - University of Massachusetts--Lowell - University of Rhode Island - Biola University - Illinois State University - University of Alabama--Birmingham - University of Hawaii--Manoa - University of La Verne - University of Maryland--Baltimore County - Immaculata University - Maryville University of St. Louis - Missouri University of Science & Technology - St. John's University - University of California--Merced - University of Louisville - Mississippi State University - Rowan University - University of Central Florida - University of Idaho - Virginia Commonwealth University - Kent State University - Robert Morris University - Texas Tech University - Union University - University of Hartford - Edgewood College - Lesley University - Lipscomb University - Suffolk University - University of Maine - University of Wyoming - Azusa Pacific University - Ball State University - Montclair State University - Pace University - West Virginia University - Andrews University - Indiana University-Purdue University--Indianapolis - University of Houston - University of New Mexico - University of North Dakota - Widener University - New Mexico State University - North Dakota State University - Nova Southeastern University - University of North Carolina--Charlotte - Bowling Green State University - California State University--Fullerton - Dallas Baptist University - University of Massachusetts--Boston - University of Nevada--Reno - Central Michigan University - East Carolina University - Florida A&M University - Montana State University - University of Alaska--Fairbanks - University of Colorado--Denver - University of Massachusetts--Dartmouth - University of Montana - Western Michigan University - Florida International University - Louisiana Tech University - South Dakota State University - Southern Illinois University--Carbondale - University of Alabama--Huntsville - University of Missouri--Kansas City - Utah State University - Ashland University - Benedictine University - California State University--Fresno - Gardner-Webb University - Georgia State University - Shenandoah University - University of South Dakota - Wayne State University - American International College - Augusta University - Barry University - Boise State University - Cardinal Stritch University - Clark Atlanta University - Cleveland State University - Eastern Michigan University - East Tennessee State University - Florida Atlantic University - Georgia Southern University - Grand Canyon University - Indiana State University - Indiana University of Pennsylvania - Jackson State University - Kennesaw State University - Lamar University - Liberty University - Lindenwood University - Middle Tennessee State University - Morgan State University - National Louis University - North Carolina A&T State University - Northern Arizona University - Northern Illinois University - Oakland University - Old Dominion University - Portland State University - Prairie View A&M University - Regent University - Sam Houston State University - San Francisco State University - Spalding University - Tennessee State University - Tennessee Technological University - Texas A&M University--Commerce - Texas A&M University--Corpus Christi - Texas A&M University--Kingsville - Texas Southern University - Texas State Uni