"The USNEWS dataset for the ASA Statistical Graphics Section's 1995 Data Analysis Exposition contains information on over 1300 American colleges and universities. The data may be obtained in either of two formats. USNEWS.DATA contains the raw data in comma delimited fields with a single data line for each school. The order of variables is the same as given below for the fixed column version, although the spacing varies for each school. USNEWS3.DATA has the data arranged in fixed columns, with three data lines for each school and a maximum line length of 80 characters. This dataset is taken from the 1995 U.S. News & World Report's Guide to America's Best Colleges. This dataset is protected by copyright, is reproduced with permission of the copyright holder(s), and may not be downloaded or otherwise copied, except solely for the purpose of analysis in connection with the American Statistical Association's 1995 Data Analysis Exposition. The data are reporduced with the permission of the publisher. Most of the data are for the 1993-94 school year. You may wish to consult a copy of the U.S. News source for more detailed descriptions of the variables. KEY FOR USNEWS3.DATA Fixed column format with three data lines per school Line #1 1 - 5 FICE (Federal ID number) 7 - 51 College name 53 - 54 State (postal code) Line #2 1 - 2 Public/private indicator (public=1, private=2) 3 - 6 Average Math SAT score 7 - 10 Average Verbal SAT score 11 - 15 Average Combined SAT score 16 - 18 Average ACT score 19 - 22 First quartile - Math SAT 23 - 26 Third quartile - Math SAT 27 - 30 First quartile - Verbal SAT 31 - 34 Third quartile - Verbal SAT 35 - 37 First quartile - ACT 38 - 40 Third quartile - ACT 41 - 46 Number of applications received 47 - 52 Number of applicants accepted 53 - 57 Number of new students enrolled 58 - 61 Pct. new students from top 10% of H.S. class 62 - 65 Pct. new students from top 25% of H.S. class Line #3 1 - 6 Number of fulltime undergraduates 7 - 12 Number of parttime undergraduates 13 - 18 In-state tuition 19 - 24 Out-of-state tuition 25 - 29 Room and board costs 30 - 34 Room costs 35 - 39 Board costs 40 - 44 Additional fees 45 - 49 Estimated book costs 50 - 54 Estimated personal spending 55 - 58 Pct. of faculty with Ph.D.'s 59 - 62 Pct. of faculty with terminal degree 63 - 67 Student/faculty ratio 68 - 70 Pct.alumni who donate 71 - 76 Instructional expenditure per student 77 - 80 Graduation rate Missing values are denoted with * ************************************************************** To obtain the dataset from Statlib, send one of the single line messages below to the address statlib@lib.stat.cmu.edu send usnews.data from colleges or send usnews3.data from colleges For more information on the ASA Statistical Graphics Section's 1995 Data Analysis Exposition send the message send readme from colleges %%%%%%%%%%%%% INFORMATION % %%%%%%%%%%%%% WHAT'S WHAT AMONG AMERICAN COLLEGES AND UNIVERSITIES? This is the subject of the 1995 Data Analysis Exposition sponsored by the Statistical Graphics Section of the American Statistical Association. The purpose of the Exposition is to encourage statisticians to demonstrate techniques, especially graphical, for analyzing data and displaying the results of an analysis. Individuals and groups will work with the same set of data and present their analyses at a special session as part of the annual Joint Statistical Meetings in Orlando, Florida on August 13th-17th, 1995. The datasets for 1995 are drawn from two sources, U.S. News & World Report's Guide to Americas Best Colleges and the AAUP (American Association of University Professors) 1994 Salary Survey which appeared in the March-April 1994 issue of Academe. The U.S. News data contains information on tuition, room & board costs, SAT or ACT scores, application/acceptance rates, graduation rate, student/faculty ratio, spending per student, and a number of other variables for 1300+ schools. The AAUP data includes average salary, overall compensation, and number of faculty broken down by full, associate, and assistant professor ranks. The raw data and documentation are contained in the files described below. To obtain any of these files send a message to statlib@lib.stat.cmu.edu of the following form (substituting the file you want for XXXXX) send XXXXX from colleges Available files usnews.doc Documentation for the U.S. News data usnews.data U.S. News data in comma delimited format usnews3.data U.S. News data in fixed column format aaup.doc Documentation for the AAUP salary data aaup.data AAUP salary data in comma delimited format aaup2.data AAUP salary data in fixed column format Two versions of each dataset are provided to accommodate users with different software constraints. The comma delimited versions (USNEWS.DATA and AAUP.DATA) contain information for each college on a separate line with values delimited by commas. The fixed column versions (USNEWS3.DATA and AAUP2.DATA) use 2 or 3 data lines per school and a maximum line length of 80 characters. To participate in the 1995 Data Analysis Exposition you must send an abstract form to the American Statistical Association by February 1st, 1995. Information is available from the ASA Meetings Department by e-mail (meetings@asa.mhs.compuserve.com), phone (703-684-1221), fax (703-684-2037), or surface mail (ASA, 1429 Duke St., Alexandria, VA 22314). Your initial abstract may be fairly general since you may do the bulk of your analysis after the February 1 deadline. You may choose your own path to proceed in analyzing the data or use some of the suggested questions below to get started. ... How well can we model tuition using the other variables? ... How might we cluster colleges into similar comparison groups? ... How can we best display faculty salary structure? ... Can we find a reasonable way to rank the schools? You may work on your own or put together a team. Show off the capabilities of your favorite software package or use the data for a class project and display your students results. You may choose to consider just a subset of schools or examine regional patterns. The main point is to find innovative ways to display the interesting features of the data. Further questions about the 1995 Exposition can be directed to Robin Lock, Mathematics Department, St. Lawrence University, Canton, NY 13617 e-mail rlock@vm.stlawu.edu If you would like to be informed about any subsequent adjustments or error fixes to the 1995 Exposition data, please send an e-mail message to register your interest to rlock@vm.stlawu.edu. Special thanks for providing data for the 1995 Exposition to: Robert Morse, Director of Research for America's Best Colleges at U.S. News & World Report Maryse Eymonerie, Consultant to AAUP. Information about the dataset CLASSTYPE: numeric CLASSINDEX: none specific " "0" "colleges-usnews" "Alaska_Pacific_University" "University_of_Alaska_at_Fairbanks" "University_of_Alaska_Southeast" "University_of_Alaska_at_Anchorage" "Alabama_Agri__and__Mech_Univ" "Faulkner_University" "University_of_Montevallo" "Alabama_State_University" "Auburn_University-Main_Campus" "Birmingham-Southern_College" "University_of_North_Alabama" "Huntingdon_College" "Jacksonville_State_University" "Judson_College" "Livingston_University" "Miles_College" "University_of_Mobile" "Oakwood_College" "Samford_University" "Spring_Hill_College" "Stillman_College" "Talladega_College" "Troy_State_University_at_Troy" "Tuskegee_University" "University_of_Alabama_at_Tuscaloosa" "University_of_Alabama_at_Birmingham" "University_of_Alabama_at_Huntsville" "University_of_South_Alabama" "Auburn_University_at_Montgomery" "University_of_Arkansas_at_Monticello" "University_of_Arkansas_at_Pine_Bluff" "Arkansas_College_(Lyon_College)" "Arkansas_Tech_University" "Arkansas_State_University" "University_of_Central_Arkansas" "University_of_the_Ozarks" "Henderson_State_University" "Hendrix_College" "John_Brown_University" "University_of_Arkansas_at_Little_Rock" "Ouachita_Baptist_University" "Philander_Smith_College" "Williams_Baptist_College" "Southern_Arkansas_University" "University_of_Arkansas_at_Fayetteville" "Harding_University" "Grand_Canyon_University" "Arizona_State_University_Main_campus" "Northern_Arizona_University" "University_of_Arizona" "Prescott_College" "Azusa_Pacific_University" "Biola_University" "California_Baptist_College" "California_Institute_of_Technology" "California_Lutheran_University" "California_State_Univ_at_Fullerton" "California_State_Univ_at_Hayward" "California_State_Univ_at_Long_Beach" "California_State_Univ_at_Los_Angeles" "California_State_Univ_at_Dominguez_Hills" "California_State_Univ_at_San_Bernardino" "California_Polytechnic-San_Luis" "California_Poly-Pomona" "California_State_University_at_Chico" "California_State_University_at_Fresno" "Humboldt_State_University" "California_State_University_at_Sacramento" "San_Diego_State_University" "California_State_University_at_Northridge" "San_Francisco_State_University" "San_Jose_State_University" "Sonoma_State_University" "California_State_University_at_Stanislaus" "United_States_International_University" "Chapman_University" "Claremont_McKenna_College" "Harvey_Mudd_College" "Pitzer_College" "Pomona_College" "Scripps_College" "College_of_Notre_Dame" "Holy_Names_College" "Dominican_College_of_San_Rafael" "La_Sierra_University" "University_of_La_Verne" "Menlo_College" "Mills_College" "Mount_St_Marys_College" "Occidental_College" "Pacific_Christian_College" "Fresno_Pacific_College" "Pacific_Union_College" "Point_Loma_Nazarene_College" "Pepperdine_University" "Southern_California_College" "St_Marys_College_of_California" "Stanford_University" "University_of_California_at_Berkeley" "University_of_California_at_Davis" "University_of_California_at_Irvine" "University_of_California_at_Los_Angeles" "University_of_California_at_Riverside" "University_of_California_at_San_Diego" "University_of_California_at_Santa_Barbara" "University_of_California_at_Santa_Cruz" "University_of_Redlands" "University_of_San_Francisco" "Santa_Clara_University" "University_of_Southern_California" "University_of_the_Pacific" "Westmont_College" "Whittier_College" "Woodbury_University" "University_of_Judaism" "San_Francisco_Art_Institute" "California_State_Univ_at_Bakersfield" "University_of_San_Diego" "Thomas_Aquinas_College" "Loyola_Marymount_University" "Concordia_University" "Adams_State_College" "Colorado_College" "University_of_Northern_Colorado" "Colorado_State_University" "Fort_Lewis_College" "Mesa_State_College" "Metropolitan_State_College" "Regis_University" "University_of_Southern_Colorado" "United_States_Air_Force_Academy" "University_of_Colorado_at_Boulder" "University_of_Denver" "Western_State_College_of_Colorado" "University_of_Colorado_at_Colorado_Springs" "University_of_Colorado_at_Denver" "Colorado_Christian_University" "Albertus_Magnus_College" "Central_Connecticut_State_University" "Connecticut_College" "Western_Connecticut_State_University" "Fairfield_University" "University_of_New_Haven" "Teikyo_Post_University" "Quinnipiac_College" "Sacred_Heart_University" "Southern_Connecticut_State_University" "Saint_Joseph_College" "Trinity_College" "United_States_Coast_Guard_Academy" "University_of_Bridgeport" "University_of_Hartford" "Wesleyan_University" "Eastern_Connecticut_State_University" "Yale_University" "University_of_Connecticut_at_Storrs" "American_University" "Catholic_University_of_America" "Gallaudet_University" "George_Washington_University" "Georgetown_University" "Howard_University" "Mount_Vernon_College" "Trinity_College" "Univ_of_the_District_of_Columbia" "Delaware_State_College" "Goldey_Beacom_College" "University_of_Delaware" "Wesley_College" "Wilmington_College" "Barry_University" "Bethune_Cookman_College" "St_Thomas_University" "Florida_Institute_of_Technology" "Clearwater_Christian_College" "Embry_Riddle_Aeronautical_University" "Florida_A_and_M_University" "Florida_Atlantic_University" "Florida_Memorial_College" "Eckerd_College" "Florida_Southern_College" "Florida_State_University" "Jacksonville_University" "Lynn_University" "Nova_Southeastern_University" "Rollins_College" "St_Leo_College" "Stetson_University" "University_of_Florida" "University_of_Miami" "University_of_South_Florida" "University_of_Tampa" "Webber_College" "University_of_Central_Florida" "University_of_West_Florida" "Flagler_College" "Warner_Southern_College" "Palm_Beach_Atlantic_College" "Florida_International_University" "University_of_North_Florida" "Agnes_Scott_College" "Albany_State_College" "Armstrong_State_College" "Clark_Atlanta_University" "Augusta_College" "Berry_College" "Brenau_University" "Brewton-Parker_College" "Columbus_College" "Emory_University" "Fort_Valley_State_College" "Georgia_Institute_of_Technology" "Southern_College_of_Technology" "Georgia_Southern_University" "Georgia_Southwestern_College" "Georgia_State_University" "Kennesaw_State_College" "LaGrange_College" "Mercer_University" "Morehouse_College" "Morris_Brown_College" "North_Georgia_College" "Oglethorpe_University" "Paine_College" "Piedmont_College" "Savannah_State_College" "Shorter_College" "Spelman_College" "Toccoa_Falls_College" "University_of_Georgia" "Valdosta_State_University" "Wesleyan_College" "West_Georgia_College" "Georgia_College" "Covenant_College" "Savannah_Coll_of_Art_and_Design" "Chaminade_University_of_Honolulu" "Brigham_Young_University_-_Hawaii" "University_of_Hawaii_at_Manoa" "Hawaii_Pacific_University" "University_of_Hawaii_at_Hilo" "Briar_Cliff_College" "Buena_Vista_College" "Central_College" "Clarke_College" "Coe_College" "Cornell_College" "Dordt_College" "Drake_University" "Graceland_College" "Grand_View_College" "Grinnell_College" "Iowa_State_University" "Iowa_Wesleyan_College" "Loras_College" "Luther_College" "Teikyo_Marycrest_University" "Morningside_College" "Mount_Mercy_College" "Mount_Saint_Clare_College" "Northwestern_College" "Simpson_College" "Saint_Ambrose_University" "University_of_Northern_Iowa" "University_of_Dubuque" "University_of_Iowa" "Upper_Iowa_University" "Wartburg_College" "Teikyo_Westmar_University" "William_Penn_College" "Boise_State_University" "Albertson_College" "Idaho_State_University" "Lewis-Clark_State_College" "Northwest_Nazarene_College" "University_of_Idaho" "Augustana_College" "Aurora_University" "Barat_College" "Blackburn_College" "Bradley_University" "College_of_Saint_Francis" "Columbia_College" "Concordia_University" "DePaul_University" "Eastern_Illinois_University" "Eureka_College" "Greenville_College" "Illinois_College" "Illinois_Institute_of_Technology" "Illinois_State_University" "Northeastern_Illinois_University" "Chicago_State_University" "Illinois_Wesleyan_University" "Judson_College" "Kendall_College" "Knox_College" "Lake_Forest_College" "Lewis_University" "Loyola_University_Chicago" "MacMurray_College" "McKendree_College" "Millikin_University" "Monmouth_College" "National-Louis_University" "North_Central_College" "North_Park_College" "Northern_Illinois_University" "Northwestern_University" "Olivet_Nazarene_University" "Principia_College" "Quincy_University" "Rockford_College" "Roosevelt_University" "Rosary_College" "Southern_Illinois_University_at_Carbondale" "Southern_Illinois_University_at_Edwardsville" "Illinois_Benedictine_College" "Saint_Xavier_University" "Trinity_College" "University_of_Chicago" "University_of_Illinois_-_Urbana" "University_of_Illinois_at_Chicago" "Western_Illinois_University" "Wheaton_College" "Anderson_University" "Ball_State_University" "Bethel_College" "Butler_University" "DePauw_University" "Earlham_College" "University_of_Evansville" "Franklin_College" "Goshen_College" "Grace_College_and_Seminary" "Hanover_College" "Huntington_College" "University_of_Indianapolis" "Indiana_Institute_of_Technology" "University_of_Southern_Indiana" "Indiana_University_at_Bloomington" "Indiana_Univ_East" "Indiana_Univ-Purdue_Univ_at_Fort_Wayne" "Indiana_Univ-Purdue_Univ_at_Indianapolis" "Indiana_Univ_at_Kokomo" "Indiana_Univ_Northwest" "Indiana_Univ_at_South_Bend" "Indiana_Univ_Southeast" "Manchester_College" "Marian_College" "Indiana_Wesleyan_University" "Oakland_City_College" "Purdue_University_at_West_Lafayette" "Purdue_University_Calumet" "Rose-Hulman_Institute_of_Technology" "Saint_Francis_College" "Saint_Josephs_College" "Calumet_College_of_St_Joseph" "Saint_Mary-of-the-Woods_College" "Saint_Marys_College" "Saint_Meinrad_College" "Taylor_University" "Tri-State_University" "University_of_Notre_Dame" "Valparaiso_University" "Wabash_College" "Indiana_State_University" "Baker_University" "Bethany_College" "Bethel_College" "Fort_Hays_State_University" "Friends_University" "Pittsburg_State_University" "Emporia_State_University" "Kansas_State_University" "Kansas_Wesleyan_University" "McPherson_College" "Ottawa_University" "Southwestern_College" "Saint_Mary_College" "Sterling_College" "Tabor_College" "University_of_Kansas" "Washburn_University" "Wichita_State_University" "MidAmerica_Nazarene_College" "Benedictine_College" "Alice_Lloyd_College" "Asbury_College" "Bellarmine_College" "Berea_College" "Brescia_College" "Campbellsville_College" "Spalding_University" "Centre_College" "Cumberland_College" "Eastern_Kentucky_University" "Georgetown_College" "Kentucky_State_University" "Kentucky_Wesleyan_College" "Lindsey_Wilson_College" "Morehead_State_University" "Murray_State_University" "Pikeville_College" "Transylvania_University" "Union_College" "University_of_Kentucky" "University_of_Louisville" "Thomas_More_College" "Western_Kentucky_University" "Northern_Kentucky_University" "Centenary_College_of_Louisiana" "Dillard_University" "Nicholls_State_University" "Grambling_State_University" "Louisiana_College" "Louisiana_Tech_University" "Louisiana_State_University_at_Baton_Rouge" "Louisiana_State_University_at_Shreveport" "University_of_New_Orleans" "Loyola_University" "McNeese_State_University" "Northeast_Louisiana_University" "Northwestern_State_University_of_Louisiana" "Our_Lady_of_Holy_Cross_College" "Southeastern_Louisiana_University" "Southern_University_at_New_Orleans" "Tulane_University" "University_of_Southwestern_Louisiana" "Xavier_University_of_Louisiana" "Southern_University_and_A__and__M_College" "American_International_College" "Amherst_College" "Anna_Maria_College" "Assumption_College" "Merrimack_College" "Babson_College" "Bentley_College" "Berklee_College_of_Music" "Boston_College" "Boston_University" "Bradford_College" "Brandeis_University" "Clark_University" "Elms_College" "College_of_the_Holy_Cross" "Curry_College" "Eastern_Nazarene_College" "Emerson_College" "Endicott_College" "Gordon_College" "Harvard_University" "Lasell_College" "Lesley_College" "University_of_Massachusetts_at_Lowell" "Massachusetts_Institute_of_Technology" "Bridgewater_State_College" "Fitchburg_State_College" "Framingham_State_College" "North_Adams_State_College" "Salem_State_College" "Westfield_State_College" "Worcester_State_College" "Mount_Holyoke_College" "Mount_Ida_College" "Nichols_College" "Northeastern_University" "Pine_Manor_College" "Regis_College" "Simmons_College" "Smith_College" "University_of_Massachusetts_at_Dartmouth" "Springfield_College" "Stonehill_College" "Suffolk_University" "Tufts_University" "University_of_Massachusetts_at_Amherst" "University_of_Massachusetts_at_Boston" "Wellesley_College" "Western_New_England_College" "Wheaton_College" "Wheelock_College" "Williams_College" "Worcester_Polytechnic_Institute" "Hampshire_College" "Simons_Rock_College_of_Bard" "Wentworth_Institute_of_Technology" "Capitol_College" "Bowie_State_University" "College_of_Notre_Dame_of_Maryland" "Columbia_Union_College" "Coppin_State_College" "Frostburg_State_University" "Goucher_College" "Hood_College" "Johns_Hopkins_University" "Loyola_College" "Morgan_State_University" "Mount_Saint_Marys_College" "Salisbury_State_University" "St_Johns_College" "St_Marys_College_of_Maryland" "Towson_State_University" "United_States_Naval_Academy" "University_of_Maryland_at_College_Park" "University_of_Maryland_at_Baltimore_County" "University_of_Maryland_Eastern_Shore" "Villa_Julie_College" "Washington_College" "Western_Maryland_College" "University_of_Maine_at_Presque_Isle" "Bates_College" "Bowdoin_College" "Colby_College" "University_of_Maine_at_Farmington" "University_of_Maine_at_Fort_Kent" "Husson_College" "University_of_New_England" "Saint_Josephs_College" "Thomas_College" "University_of_Maine_at_Orono" "University_of_Maine_at_Machias" "Unity_College" "University_of_Southern_Maine" "Adrian_College" "Albion_College" "Alma_College" "Andrews_University" "Aquinas_College" "Calvin_College" "Central_Michigan_University" "Concordia_College" "William_Tyndale_College" "Eastern_Michigan_University" "Ferris_State_University" "Grand_Valley_State_University" "Hillsdale_College" "Hope_College" "Kalamazoo_College" "Lawrence_Technological_University" "Madonna_University" "Marygrove_College" "Michigan_State_University" "Michigan_Technological_University" "Lake_Superior_State_University" "Northern_Michigan_University" "Oakland_University" "Olivet_College" "Saginaw_Valley_State_University" "Siena_Heights_College" "Spring_Arbor_College" "University_of_Detroit_Mercy" "University_of_Michigan_at_Dearborn" "University_of_Michigan_at_Flint" "Wayne_State_University" "Western_Michigan_University" "Baker_College_of_Flint" "Center_for_Creative_Studies" "Northwood_University" "University_of_Michigan_at_Ann_Arbor" "Augsburg_College" "Bemidji_State_University" "Carleton_College" "College_of_Saint_Benedict" "College_of_Saint_Catherine" "College_of_St_Scholastica" "University_of_St_Thomas" "Concordia_College-Moorhead" "Concordia_College_at_St_Paul" "Gustavus_Adolphus_College" "Hamline_University" "Macalester_College" "Mankato_State_University" "Moorhead_State_University" "Northwestern_College" "Southwest_State_University" "Saint_Cloud_State_University" "Saint_Johns_University" "Saint_Marys_College_of_Minnesota" "Saint_Olaf_College" "University_of_Minnesota_at_Duluth" "University_of_Minnesota_at_Morris" "Winona_State_University" "University_of_Minnesota_Twin_Cities" "Bethel_College" "Avila_College" "Central_Methodist_College" "Central_Missouri_State_University" "Columbia_College" "Culver-Stockton_College" "Drury_College" "Fontbonne_College" "Kansas_City_Art_Institute" "Lincoln_University" "Lindenwood_College" "Maryville_University" "Missouri_Southern_State_College" "Missouri_Valley_College" "Missouri_Western_State_College" "Northeast_Missouri_State_University" "Northwest_Missouri_State_University" "Park_College" "Rockhurst_College" "College_of_the_Ozarks" "Southeast_Missouri_State_University" "Southwest_Baptist_University" "Southwest_Missouri_State_University" "Saint_Louis_University" "Stephens_College" "University_of_Missouri_at_Columbia" "University_of_Missouri_at_Rolla" "University_of_Missouri_at_Kansas_City" "University_of_Missouri_at_Saint_Louis" "Washington_University" "Webster_University" "Westminster_College" "William_Jewell_College" "William_Woods_University" "Missouri_Baptist_College" "Hannibal-LaGrange_College" "Alcorn_State_University" "Belhaven_College" "Blue_Mountain_College" "Delta_State_University" "Jackson_State_University" "Millsaps_College" "Mississippi_College" "Mississippi_University_for_Women" "Mississippi_State_University" "Mississippi_Valley_State_University" "Rust_College" "Tougaloo_College" "University_of_Mississippi" "University_of_Southern_Mississippi" "William_Carey_College" "Carroll_College" "College_of_Great_Falls" "Montana_State_University-Billings" "Montana_College_of_Mineral_Sci__and__Tech" "Montana_State_University" "Montana_State_University_-_Northern" "Rocky_Mountain_College" "University_of_Montana" "Western_Montana_College" "North_Carolina_A__and__T_State_University" "Appalachian_State_University" "University_of_North_Carolina_at_Asheville" "Barton_College" "Barber_Scotia_College" "Belmont_Abbey_College" "Bennett_College" "Campbell_University" "Catawba_College" "Davidson_College" "Duke_University" "East_Carolina_University" "Elizabeth_City_State_University" "Elon_College" "Fayetteville_State_University" "Gardner_Webb_University" "Greensboro_College" "Guilford_College" "High_Point_University" "Johnson_C_Smith_University" "Lees-McRae_College" "Lenoir-Rhyne_College" "Livingstone_College" "Mars_Hill_College" "Meredith_College" "Methodist_College" "Montreat-Anderson_College" "North_Carolina_Central_University" "North_Carolina_Wesleyan_College" "Pembroke_State_University" "Pfeiffer_College" "Queens_College" "Salem_College" "Shaw_University" "St_Andrews_Presbyterian_College" "St_Augustines_College" "North_Carolina_State_University_at_Raleigh" "University_of_North_Carolina_at_Chapel_Hill" "University_of_North_Carolina_at_Charlotte" "University_of_North_Carolina_at_Greensboro" "Wake_Forest_University" "Warren_Wilson_College" "Western_Carolina_University" "University_of_North_Carolina_at_Wilmington" "Wingate_College" "Winston-Salem_State_University" "Dickinson_State_University" "Jamestown_College" "University_of_Mary" "Mayville_State_University" "Minot_State_University" "University_of_North_Dakota" "Valley_City_State_University" "North_Dakota_State_University" "Chadron_State_College" "College_of_Saint_Mary" "Concordia_College" "Creighton_University" "Dana_College" "Doane_College" "Hastings_College" "University_of_Nebraska_at_Kearney" "Midland_Lutheran_College" "University_of_Nebraska_at_Omaha" "Nebraska_Wesleyan_University" "Peru_State_College" "Union_College" "University_of_Nebraska_at_Lincoln" "Wayne_State_College" "Bellevue_University" "Colby-Sawyer_College" "Dartmouth_College" "Franklin_Pierce_College" "New_England_College" "New_Hampshire_College" "Notre_Dame_College" "Rivier_College" "Saint_Anselm_College" "University_of_New_Hampshire" "Keene_State_College" "Plymouth_State_College" "Daniel_Webster_College" "Thomas_More_Coll_of_Liberal_Arts" "Bloomfield_College" "Caldwell_College" "Centenary_College" "College_of_Saint_Elizabeth" "Drew_University" "Georgian_Court_College" "Rowan_College_of_New_Jersey" "Felician_College" "Jersey_City_State_College" "Monmouth_College" "Montclair_State_University" "New_Jersey_Institute_of_Technology" "Kean_College_of_New_Jersey" "William_Paterson_College_of_New_Jersey" "Princeton_University" "Rider_University" "Rutgers_State_University_at_Newark" "Seton_Hall_University" "Saint_Peters_College" "Stevens_Institute_of_Technology" "Trenton_State_College" "Upsala_College" "Rutgers_State_University_at_Camden" "Rutgers_at_New_Brunswick" "Fairleigh_Dickinson_University" "Ramapo_College_of_New_Jersey" "Stockton_College_of_New_Jersey" "Saint_Johns_College" "College_of_Santa_Fe" "College_of_the_Southwest" "Eastern_New_Mexico_University" "New_Mexico_Highlands_University" "New_Mexico_Institute_of_Mining_and_Tech" "New_Mexico_State_University" "Western_New_Mexico_University" "Univ_of_New_Mexico-Main_Campus" "University_of_Nevada_at_Reno" "University_of_Nevada-Las_Vegas" "Sierra_Nevada_College" "Adelphi_University" "Dowling_College" "Alfred_University" "Bard_College" "Canisius_College" "Cazenovia_College" "CUNY-Brooklyn_College" "CUNY_-_City_College" "CUNY-Hunter_College" "CUNY_-_Queens_College" "Clarkson_University" "Colgate_University" "College_of_Mount_St_Vincent" "College_of_New_Rochelle" "College_of_Saint_Rose" "Columbia_University" "Barnard_College" "Concordia_College" "Cooper_Union" "Cornell_University" "DYouville_College" "Dominican_College_of_Blauvelt" "Elmira_College" "Fordham_University" "Hamilton_College" "Hartwick_College" "Hobart_and_William_Smith_Colleges" "Hofstra_University" "Houghton_College" "Hilbert_College" "Iona_College" "Ithaca_College" "Keuka_College" "Kings_College" "Le_Moyne_College" "Manhattan_College" "Manhattanville_College" "Marist_College" "Marymount_College_Tarrytown" "Marymount_Manhattan_College" "Mercy_College" "Molloy_College" "Medaille_College" "Mount_Saint_Mary_College" "Nazareth_College_of_Rochester" "New_York_University" "Niagara_University" "Nyack_College" "Pace_University" "Polytechnic_University" "Pratt_Institute" "Rensselaer_Polytechnic_Institute" "Roberts_Wesleyan_College" "Rochester_Institute_of_Technology" "Daemen_College" "Sage_Colleges" "Sarah_Lawrence_College" "Skidmore_College" "Siena_College" "St_Bonaventure_University" "St_Francis_College" "St_John_Fisher_College" "St_Johns_University" "St_Josephs_College" "St_Lawrence_University" "St_Thomas_Aquinas_College" "SUNY_at_Albany" "SUNY_at_Binghamton" "SUNY_at_Stony_Brook" "SUNY_College__at_Brockport" "SUNY_College_at_Buffalo" "SUNY_College_at_Cortland" "SUNY_College_at_Fredonia" "SUNY_College_at_Geneseo" "SUNY_College_at_New_Paltz" "SUNY_College_at_Oneonta" "SUNY_College__at_Oswego" "SUNY_College_at_Plattsburgh" "SUNY_College_at_Potsdam" "Syracuse_University" "Utica_College_of_Syracuse_University" "Union_College" "United_States_Merchant_Marine_Academy" "United_States_Military_Academy" "University_of_Rochester" "Vassar_College" "Wagner_College" "Wells_College" "Yeshiva_University" "CUNY-York_College" "CUNY-_Baruch_College" "Long_Island_University_at_Brooklyn" "New_York_Institute_of_Technology" "SUNY_College_at_Purchase" "CUNY-Lehman_College" "SUNY_College_at_Old_Westbury" "SUNY_at_Buffalo" "CUNY-_Medgar_Evers_College" "SUNY_Empire_State_College" "New_School_for_Social_Research" "CUNY-College_of_Staten_Island" "Art_Academy_of_Cincinnati" "Ashland_University" "Baldwin-Wallace_College" "Bluffton_College" "Bowling_Green_State_University" "Capital_University" "Case_Western_Reserve_University" "Cedarville_College" "Central_State_University" "Cleveland_State_University" "College_of_Mount_St_Joseph" "Franciscan_University_of_Steubenville" "College_of_Wooster" "Defiance_College" "Denison_University" "University_of_Findlay" "Franklin_University" "Heidelberg_College" "Hiram_College" "John_Carroll_University" "Kent_State_University" "Kenyon_College" "Lourdes_College" "Malone_College" "Marietta_College" "Mount_Union_College" "Muskingum_College" "Notre_Dame_College_of_Ohio" "Oberlin_College" "Ohio_Northern_University" "Ohio_University" "Ohio_Wesleyan_University" "Otterbein_College" "Tiffin_University" "University_of_Akron" "University_of_Cincinnati" "University_of_Dayton" "University_of_Toledo" "Urbana_University" "Ursuline_College" "Walsh_University" "Wilberforce_University" "Wilmington_College" "Wittenberg_University" "Xavier_University" "Youngstown_State_University" "Ohio_State_University_at_Columbus" "Mount_Vernon_Nazarene_College" "Miami_University_at_Oxford" "Antioch_University" "Wright_State_University" "Shawnee_State_University" "Southern_Nazarene_University" "Cameron_University" "Bartlesville_Wesleyan_College" "University_of_Central_Oklahoma" "East_Central_University" "Langston_University" "Northeastern_State_University" "Northwestern_Oklahoma_State_University" "Oklahoma_Baptist_University" "Oklahoma_Christian_University" "Oklahoma_City_University" "University_of_Sci_and_Arts_of_Oklahoma" "Oklahoma_State_University" "Oklahoma_Panhandle_State_University" "Phillips_University" "Southeastern_Oklahoma_State_Univ" "Southwestern_Oklahoma_State_Univ" "University_of_Oklahoma" "University_of_Tulsa" "Oral_Roberts_University" "Western_Baptist_College" "Concordia_College" "Eastern_Oregon_State_College" "George_Fox_College" "Lewis_and_Clark_College" "Linfield_College" "Northwest_Christian_College" "Western_Oregon_State_College" "Oregon_State_University" "Oregon_Institute_of_Technology" "Pacific_University" "Portland_State_University" "Reed_College" "Southern_Oregon_State_College" "University_of_Oregon" "University_of_Portland" "Warner_Pacific_College" "Willamette_University" "Albright_College" "Allegheny_College" "Alvernia_College" "Beaver_College" "Bryn_Mawr_College" "Bucknell_University" "Cabrini_College" "Carnegie_Mellon_University" "Cedar_Crest_College" "Chatham_College" "Chestnut_Hill_College" "College_Misericordia" "Delaware_Valley_College" "Dickinson_College" "Drexel_University" "Duquesne_University" "Eastern_College" "Elizabethtown_College" "Franklin_and_Marshall_College" "Gannon_University" "Geneva_College" "Gettysburg_College" "Grove_City_College" "Gwynedd_Mercy_College" "Haverford_College" "Holy_Family_College" "Immaculata_College" "Indiana_University_of_Pennsylvania" "Juniata_College" "Kings_College" "Lafayette_College" "La_Salle_University" "Lebanon_Valley_College" "Lehigh_University" "Lincoln_University" "Lycoming_College" "Marywood_College" "Mercyhurst_College" "Messiah_College" "Moravian_College" "Carlow_College" "Muhlenberg_College" "Widener_University" "Bloomsburg_Univ_of_Pennsylvania" "California_University_of_Pennsylvania" "Cheyney_University_of_Penn" "East_Stroudsburg_University_of_Penn" "Edinboro_University_of_Penn" "Kutztown_University_of_Penn" "Lock_Haven_University_of_Pennsylvania" "Mansfield_University_of_Penn" "Millersville_University_of_Penn" "Shippensburg_University_of_Penn" "Slippery_Rock_University_of_Penn" "West_Chester_University_of_Penn" "University_of_the_Arts" "Philadelphia_Coll_of_Textiles_and_Sci" "Point_Park_College" "Robert_Morris_College" "Seton_Hill_College" "Saint_Francis_College" "Saint_Josephs_University" "Saint_Vincent_College" "Susquehanna_University" "Swarthmore_College" "Temple_University" "Thiel_College" "University_of_Pennsylvania" "University_of_Pittsburgh-Main_Campus" "University_of_Scranton" "Ursinus_College" "Villanova_University" "Washington_and_Jefferson_College" "Waynesburg_College" "Westminster_College" "Wilkes_University" "Wilson_College" "York_College_of_Pennsylvania" "Allentown_Coll_of_St_Francis_de_Sales" "La_Roche_College" "Neumann_College" "Pennsylvania_State_Univ_Main_Campus" "Clarion_University_of_Pennsylvania" "Brown_University" "Bryant_College" "Providence_College" "Rhode_Island_College" "Rhode_Island_School_of_Design" "Salve_Regina_University" "University_of_Rhode_Island" "Roger_Williams_University" "Charleston_Southern_University" "Benedict_College" "Central_Wesleyan_College" "The_Citadel" "Claflin_College" "Clemson_University" "Coker_College" "College_of_Charleston" "Columbia_College" "Converse_College" "Erskine_College" "Furman_University" "Lander_University" "Limestone_College" "Morris_College" "Newberry_College" "Presbyterian_College" "South_Carolina_State_University" "University_of_South_Carolina_at_Columbia" "University_of_South_Carolina_at_Aiken" "Coastal_Carolina_University" "Voorhees_College" "Winthrop_University" "Wofford_College" "Univ_of_South_Carolina_at_Spartanburg" "Francis_Marion_University" "Augustana_College" "Black_Hills_State_University" "Dakota_Wesleyan_University" "Dakota_State_University" "Huron_University" "Mount_Marty_College" "Northern_State_University" "Sioux_Falls_College" "South_Dakota_School_of_Mines_and_Tech" "South_Dakota_State_University" "University_of_South_Dakota" "Austin_Peay_State_University" "Belmont_University" "Bethel_College" "Carson-Newman_College" "Christian_Brothers_University" "Cumberland_University" "David_Lipscomb_University" "East_Tennessee_State_University" "Fisk_University" "Freed-Hardeman_University" "King_College" "Knoxville_College" "Lambuth_University" "Lee_College" "LeMoyne-Owen_College" "Lincoln_Memorial_University" "Maryville_College" "University_of_Memphis" "Middle_Tennessee_State_University" "Milligan_College" "Southern_Coll_of_Seventh-day_Adventists" "Rhodes_College" "Tennessee_State_University" "Tennessee_Technological_University" "Tennessee_Wesleyan_College" "Trevecca_Nazarene_College" "Tusculum_College" "Union_University" "University_of_Tennessee_at_Chattanooga" "University_of_Tennessee_at_Knoxville" "University_of_Tennessee_at_Martin" "University_of_the_South" "Vanderbilt_University" "Bryan_College" "Abilene_Christian_University" "Angelo_State_University" "Austin_College" "Concordia_Lutheran_College" "Dallas_Baptist_University" "East_Texas_Baptist_University" "East_Texas_State_University" "Hardin-Simmons_University" "Howard_Payne_University" "Houston_Baptist_University" "Huston-Tillotson_College" "Incarnate_Word_College" "Lamar_University" "LeTourneau_University" "Lubbock_Christian_University" "University_of_Mary_Hardin-Baylor" "McMurry_University" "Midwestern_State_University" "University_of_North_Texas" "Our_Lady_of_the_Lake_University" "University_of_Texas-Pan_American" "Rice_University" "Sam_Houston_State_University" "Schreiner_College" "Southern_Methodist_University" "Southwest_Texas_State_University" "Southwestern_Adventist_College" "Southwestern_University" "St_Edwards_University" "St_Marys_University_of_San_Antonio" "Stephen_F_Austin_State_University" "Sul_Ross_State_University" "Prairie_View_A_and_M_University" "Tarleton_State_University" "Texas_Christian_University" "Jarvis_Christian_College" "Texas_College" "Texas_A_and_M_University_at_Kingsville" "Texas_Lutheran_College" "Texas_Southern_University" "Texas_Tech_University" "Texas_Wesleyan_University" "Texas_Womans_University" "Trinity_University" "University_of_Dallas" "University_of_Houston-Main_Campus" "University_of_St_Thomas" "University_of_Texas_at_Arlington" "University_of_Texas_at_Austin" "University_of_Texas_at_El_Paso" "Wayland_Baptist_University" "West_Texas_A_and_M_University" "Baylor_University" "University_of_Texas_at_Dallas" "Univ_of_Texas_of_the_Permian_Basin" "University_of_Texas_at_San_Antonio" "Texas_A_and_M_University_at_Galveston" "Texas_A_and_M_Univ_at_College_Station" "University_of_Houston_-_Downtown" "Ambassador_University" "Brigham_Young_University_at_Provo" "University_of_Utah" "Utah_State_University" "Southern_Utah_University" "Weber_State_University" "Westminster_College_of_Salt_Lake_City" "Averett_College" "Bluefield_College" "Bridgewater_College" "College_of_William_and_Mary" "Christopher_Newport_University" "Eastern_Mennonite_College" "Emory__and__Henry_College" "Ferrum_College" "Hampden_-_Sydney_College" "Hampton_University" "Hollins_College" "Longwood_College" "Lynchburg_College" "James_Madison_University" "Mary_Baldwin_College" "Marymount_University" "Old_Dominion_University" "Radford_University" "Randolph-Macon_College" "Randolph-Macon_Womans_College" "Virginia_Commonwealth_University" "Roanoke_College" "Shenandoah_University" "St_Pauls_College" "Sweet_Briar_College" "University_of_Richmond" "Mary_Washington_College" "Clinch_Valley_Coll_of__the_Univ_of_Virginia" "George_Mason_University" "Virginia_Intermont_College" "Virginia_Military_Institute" "Virginia_Tech" "Virginia_State_University" "Norfolk_State_University" "Virginia_Union_University" "Virginia_Wesleyan_College" "Washington_and_Lee_University" "University_of_Virginia" "Liberty_University" "Christendom_College" "Bennington_College" "Castleton_State_College" "College_of_St_Joseph" "Goddard_College" "Green_Mountain_College" "Johnson_State_College" "Lyndon_State_College" "Marlboro_College" "Middlebury_College" "Norwich_University" "Southern_Vermont_College" "Saint_Michaels_College" "Trinity_College" "University_of_Vermont" "Central_Washington_University" "Eastern_Washington_University" "Heritage_College" "Gonzaga_University" "Pacific_Lutheran_University" "Seattle_Pacific_University" "Seattle_University" "St_Martins_College" "University_of_Puget_Sound" "University_of_Washington" "Walla_Walla_College" "Washington_State_University" "Western_Washington_University" "Whitman_College" "Whitworth_College" "Evergreen_State_College" "Alverno_College" 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"University_of_Charleston" "Salem-Teikyo_University" "Shepherd_College" "West_Liberty_State_College" "West_Virginia_Institute_of_Technology" "West_Virginia_State_College" "West_Virginia_University" "West_Virginia_Wesleyan_College" "Wheeling_Jesuit_College" "University_of_Wyoming" "AK" "AK" "AK" "AK" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AL" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AR" "AZ" "AZ" "AZ" "AZ" "AZ" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CA" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CO" "CT" "CT" "CT" "CT" "CT" "CT" "CT" 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"TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "TX" "UT" "UT" "UT" "UT" "UT" "UT" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VA" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "VT" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WA" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WI" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WV" "WY" 490 499 nan 459 nan nan nan nan 575 575 nan 513 nan nan nan nan nan 382 nan 525 nan nan 510 nan nan nan 542 nan nan nan 368 nan nan nan nan nan nan 564 509 nan nan nan nan nan nan 530 485 521 495 526 nan 474 500 441 750 495 476 nan 456 nan nan 440 547 nan 479 nan 501 476 457 444 444 467 482 449 464 501 670 740 590 700 590 nan 450 452 468 472 447 520 506 570 474 532 nan 472 585 466 549 736 654 585 574 621 542 616 547 554 nan 514 nan 592 531 550 507 441 551 nan 450 548 589 549 485 nan nan 480 545 nan 451 448 487 480 nan nan 540 470 nan 529 445 460 457 nan nan 560 495 nan nan 480 430 nan nan 644 489 506 660 444 nan 551 583 nan nan nan nan 457 440 470 nan nan 486 nan 413 nan 470 408 440 596 442 544 nan 528 nan 559 505 nan nan 450 477 557 446 nan nan nan 553 nan 370 533 496 513 403 496 543 533 nan nan 471 404 439 nan 459 393 470 650 nan nan 512 445 446 nan 474 449 529 538 450 nan 570 nan 499 375 nan 515 445 571 442 492 456 428 536 515 450 nan 537 490 446 410 526 nan nan 560 560 nan 540 502 nan 642 nan nan nan 590 nan nan nan nan nan nan nan nan 480 nan nan 557 nan nan 468 524 nan 445 nan 517 nan nan nan nan 590 nan nan nan 554 nan nan nan 545 603 nan nan nan 617 nan 420 570 nan nan 529 nan nan 541 470 nan 556 526 nan 670 nan 548 528 nan nan nan nan nan nan nan nan nan 617 nan nan nan 462 473 490 544 nan 570 538 532 519 nan 541 480 487 491 429 530 nan nan 428 415 nan nan nan 508 455 455 nan 545 440 670 450 494 nan 422 538 nan 579 502 650 nan nan 434 nan nan nan nan nan nan nan nan nan nan nan nan nan 441 nan nan nan nan nan nan nan 513 515 514 nan nan nan 575 470 nan nan nan 450 nan nan nan nan 564 440 nan nan 512 nan nan 550 nan nan nan nan nan 529 nan 500 540 nan nan nan nan nan nan nan nan 469 nan nan 685 nan nan 520 nan nan nan nan 600 nan nan nan 450 627 420 512 505 401 509 nan 390 435 504 742 482 467 474 470 416 460 436 571 nan 437 531 391 452 480 nan 482 480 530 447 nan nan 468 630 447 550 438 nan 660 555 597 470 460 384 500 nan 393 476 572 509 686 563 444 510 554 nan 615 516 633 584 578 380 484 551 527 433 640 640 610 nan 415 435 470 460 460 525 nan 490 504 nan nan nan nan nan 567 nan 500 nan 465 nan nan 550 nan 626 nan nan nan 524 620 nan nan nan nan nan nan nan 498 nan nan nan nan nan 470 370 634 580 nan nan 526 469 487 530 541 nan 585 575 nan nan nan 488 nan nan 555 nan 580 nan 650 490 568 nan 450 nan nan nan nan nan nan 454 nan 435 506 nan 400 nan nan nan nan nan nan nan nan nan nan 474 564 655 nan nan nan 494 520 550 482 nan nan nan 455 nan nan nan 570 nan nan nan nan nan nan nan 531 nan 450 nan nan 575 520 nan 444 489 nan 441 519 550 444 320 463 395 476 481 650 687 486 nan 483 426 445 485 530 456 nan 392 482 nan 442 nan nan 443 nan 432 433 441 514 508 nan 465 406 578 594 491 499 nan nan 457 494 442 405 nan nan nan nan nan 535 nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan 513 nan nan 443 692 424 nan 433 439 nan 512 536 463 455 490 526 nan 478 500 486 603 474 520 440 440 494 487 600 463 485 708 501 529 496 428 652 592 410 545 594 495 510 552 nan 480 460 nan nan nan nan nan nan 488 486 400 500 440 nan nan nan 392 490 488 446 486 612 623 474 415 nan 680 620 467 740 nan 497 nan 496 535 591 524 nan 540 535 350 457 nan 495 442 nan 539 524 515 456 500 nan 468 nan 450 540 604 nan 472 517 630 520 nan 473 580 470 503 560 570 560 535 nan 525 506 483 573 425 580 615 542 506 455 524 525 608 537 509 550 520 540 nan 496 nan nan 653 nan 625 510 590 621 395 nan 420 nan 486 407 nan 572 340 nan 537 447 425 438 529 512 497 nan nan 524 nan 440 480 516 570 438 nan nan nan 500 540 561 462 593 nan 479 nan nan 490 415 623 541 520 575 nan 372 467 533 578 504 nan 434 nan 540 nan 577 521 nan nan nan nan 504 nan nan nan nan 430 nan nan nan nan nan nan 480 531 nan 540 nan 465 nan nan nan 576 520 429 466 nan 497 nan 556 481 470 522 485 542 484 632 476 nan 527 460 575 537 nan 410 505 630 nan 434 679 490 481 483 nan 474 nan 550 nan 479 546 600 518 502 nan 607 500 nan nan 420 495 558 504 nan 540 521 nan 399 493 470 nan 555 nan nan 565 521 524 415 nan 475 nan 492 510 nan 536 529 nan 495 452 490 424 453 nan nan 545 nan nan 672 508 444 680 537 561 567 599 nan nan 530 nan 470 517 515 408 451 583 448 680 536 537 nan 551 455 515 455 497 nan 429 nan nan 565 469 532 460 nan 532 584 455 nan nan 466 580 373 520 480 nan 340 516 564 459 441 nan nan nan nan nan nan nan nan nan nan nan nan 522 nan nan 530 nan 510 450 456 485 nan nan nan 460 nan nan 505 nan 503 nan nan nan nan nan 440 nan 420 nan nan 525 nan 601 640 nan nan 509 554 469 497 nan 467 510 458 498 336 480 459 552 nan nan 500 nan 526 434 nan nan nan 470 nan 482 419 577 483 516 467 397 377 441 nan 341 330 nan 498 390 526 426 nan 635 593 537 560 506 603 nan 470 450 nan 632 438 484 nan 578 nan 516 nan 543 520 nan nan nan 469 431 nan 640 442 nan 485 431 564 475 502 497 nan 586 468 467 494 490 533 517 488 532 477 nan 510 nan nan 449 nan 427 541 nan nan nan 343 nan nan nan nan 568 551 459 390 489 440 436 nan 520 nan nan nan 524 420 553 nan 400 nan 539 531 498 525 480 581 nan nan nan 530 600 544 521 nan 575 nan 520 nan nan nan nan 561 nan 520 490 557 614 nan nan nan nan nan 525 nan nan nan nan nan nan nan nan nan 443 479 420 nan 437 nan nan 465 505 nan 481 nan nan nan 507 489 479 nan 482 462 nan 422 nan nan nan nan 501 525 nan 446 nan nan nan nan nan 378 nan 480 nan nan 470 nan nan nan 468 nan nan nan 326 nan nan nan nan nan nan 525 484 nan nan nan nan nan nan 490 441 453 444 462 nan 428 440 395 660 436 395 nan 382 nan nan 399 455 nan 420 nan 455 408 394 365 372 371 486 400 431 456 600 630 560 640 560 nan 448 432 420 431 382 530 466 510 426 476 nan 425 514 443 483 665 564 485 455 520 440 515 459 505 nan 463 nan 498 444 501 454 381 489 nan 392 490 583 485 420 nan nan 440 479 nan 400 407 442 428 nan nan 470 420 nan 478 422 430 414 nan nan 498 434 nan nan 420 400 nan nan 542 422 457 620 411 nan 481 550 nan nan nan nan 426 402 480 nan nan 425 nan 387 nan 430 367 390 500 433 461 nan 462 nan 517 478 nan nan 440 428 502 407 nan nan nan 492 nan 437 464 452 476 359 451 476 484 nan nan 436 400 398 nan 471 373 420 570 nan nan 428 399 404 nan 435 405 473 488 400 nan 549 nan 452 334 nan 487 433 515 399 521 412 383 512 490 400 nan 441 465 404 385 493 nan nan 500 510 nan 490 447 nan 602 nan nan nan 520 nan nan nan nan nan nan nan nan 430 nan nan 478 nan nan 431 487 nan 397 nan 463 nan nan nan nan 530 nan nan nan 511 nan nan nan 470 499 nan nan nan 534 nan 450 530 nan nan 482 nan nan 511 470 nan 483 466 nan 600 nan 496 496 nan nan nan nan nan nan nan nan nan 522 nan nan nan 423 422 453 484 nan 550 498 481 487 nan 486 422 432 446 384 466 nan nan 388 387 nan nan nan 442 412 408 nan 453 450 540 410 423 nan 392 488 nan 513 409 570 nan nan 391 nan nan nan nan nan nan nan nan nan nan nan nan nan 402 nan nan nan nan nan nan nan 476 474 465 nan nan nan 534 420 nan nan nan 410 nan nan nan nan 532 390 nan nan 452 nan nan 500 nan nan nan nan nan 468 nan 447 510 nan nan nan nan nan nan nan nan 438 nan nan 639 nan nan 480 nan nan nan nan 550 nan nan nan 440 573 390 468 515 381 483 nan 410 411 447 639 441 424 437 427 386 420 400 549 nan 377 467 373 429 460 nan 423 420 480 407 nan nan 427 600 390 530 415 nan 540 556 574 380 420 357 470 nan 370 426 539 485 606 507 427 460 491 nan 579 467 538 501 505 359 436 516 484 388 590 580 560 nan 383 383 430 420 370 464 nan 475 453 nan nan nan nan nan 505 nan 485 nan 431 nan nan 520 nan 575 nan nan nan 461 512 nan nan nan nan nan nan nan 439 nan nan nan nan nan 450 450 543 460 nan nan 484 482 443 464 490 nan 520 535 nan nan nan 456 nan nan 465 nan 520 nan 550 460 484 nan 450 nan nan nan nan nan nan 465 nan 435 457 nan 400 nan nan nan nan nan nan nan nan nan nan 426 502 547 nan nan nan 511 480 510 459 nan nan nan 467 nan nan nan 550 nan nan nan nan nan nan nan 449 nan 500 nan nan 481 440 nan 426 457 nan 384 471 504 396 280 427 385 439 434 580 615 435 nan 439 390 400 438 500 423 nan 365 439 nan 406 nan nan 427 nan 394 385 390 491 494 nan 450 407 493 527 435 457 nan nan 410 441 400 369 nan nan nan nan nan 465 nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan 447 nan nan 440 627 403 nan 383 430 nan 481 476 424 411 438 540 nan 441 470 464 564 441 468 410 400 440 431 466 417 428 647 439 459 443 379 521 519 400 489 513 430 460 489 nan 484 390 nan nan nan nan nan nan 432 417 400 457 400 nan nan nan 375 426 405 399 421 518 563 454 415 nan 620 600 435 600 nan 435 nan 463 506 531 478 nan 470 508 350 410 nan 451 465 nan 467 500 475 460 460 nan 435 nan 450 494 542 nan 433 441 480 430 nan 442 495 420 481 590 520 491 478 nan 465 426 442 510 400 506 533 464 446 409 460 472 541 479 463 480 460 500 nan 437 nan nan 558 nan 603 480 490 553 356 nan 410 nan 466 371 nan 480 320 nan 552 398 425 410 468 438 449 nan nan 486 nan 408 440 488 530 381 nan nan nan 420 510 502 424 570 nan 433 nan nan 436 423 596 465 473 528 nan 308 413 464 504 447 nan 404 nan 502 nan 524 475 nan nan nan nan 516 nan nan nan nan 440 nan nan nan nan nan nan 440 501 nan 477 nan 423 nan nan nan 525 490 404 434 nan 463 nan 495 439 429 443 418 479 416 603 443 nan 474 415 525 486 nan 430 460 630 nan 419 555 470 491 495 nan 439 nan 465 nan 452 492 500 464 460 nan 537 470 nan nan 430 446 509 455 nan 507 467 nan 375 451 449 nan 509 nan nan 506 491 465 391 nan 421 nan 465 460 nan 479 468 nan 450 443 440 418 400 nan nan 498 nan nan 630 455 418 594 480 509 512 528 nan nan 470 nan 460 469 470 380 414 500 412 620 447 485 nan 508 420 449 406 450 nan 384 nan nan 487 431 489 433 nan 482 528 406 nan nan 418 520 330 465 425 nan 330 470 517 411 396 nan nan nan nan nan nan nan nan nan nan nan nan 490 nan nan 480 nan 470 400 425 458 nan nan nan 456 nan nan 448 nan 439 nan nan nan nan nan 370 nan 370 nan nan 468 nan 557 559 nan nan 441 498 402 435 nan 411 470 405 432 450 441 413 491 nan nan 408 nan 467 407 nan nan nan 420 nan 425 395 526 438 454 472 347 332 391 nan 316 290 nan 436 420 456 415 nan 575 550 447 500 434 523 nan 440 440 nan 556 401 423 nan 491 nan 493 nan 484 480 nan nan nan 424 388 nan 600 404 nan 445 388 517 442 505 455 nan 521 461 440 440 460 483 502 449 487 438 nan 500 nan nan 406 nan 410 484 nan nan nan 317 nan nan nan nan 568 565 416 400 511 440 412 nan 550 nan nan nan 479 410 488 nan 350 nan 492 474 455 464 460 520 nan nan nan 470 550 490 521 nan 549 nan 460 nan nan nan nan 492 nan 510 475 513 553 nan nan nan nan nan 460 nan nan nan nan nan nan nan nan nan 394 448 370 nan 399 nan nan 450 443 nan 422 nan nan nan 439 439 433 nan 972 961 nan 881 nan nan nan nan 1076 1100 nan 959 nan nan nan nan nan 760 nan 990 nan nan 980 nan nan nan 1010 nan nan nan 694 nan nan nan nan nan nan 1089 993 nan nan nan nan nan nan 1020 926 974 939 983 1000 902 940 836 1410 931 871 nan 838 nan nan 839 1002 nan 899 nan 956 884 851 809 816 838 968 849 895 957 1270 1370 1150 1340 1150 nan 898 884 888 903 829 1050 972 1080 900 1008 nan 897 1099 909 1032 1401 1218 1070 1029 1141 982 1131 1006 1059 nan 977 nan 1090 975 1051 961 822 1040 nan 842 1038 1172 1034 905 nan nan 920 1024 nan 851 855 929 908 nan nan 1010 890 nan 1007 867 890 871 nan nan 1058 929 nan nan 900 830 nan nan 1186 911 963 1280 855 nan 1032 1133 nan nan nan nan 883 842 950 nan nan 911 1035 800 nan 900 775 830 1096 875 994 nan 990 nan 1076 912 nan nan 890 905 1059 853 nan nan nan 1045 nan 807 997 948 989 762 947 1019 1017 nan nan 907 804 837 nan 930 766 890 1220 nan nan 940 844 850 nan 909 780 1002 1026 850 nan 1119 nan 951 709 nan 1002 878 1086 841 1013 868 811 1048 1005 850 nan 978 955 850 795 1019 nan nan 1060 1070 nan 1030 949 nan 1244 nan nan nan 1110 nan nan nan nan nan nan nan nan 910 nan nan 1035 nan nan 899 1011 nan 842 nan 980 nan nan nan nan 1120 nan nan nan 1065 nan nan nan 1015 1102 nan nan nan 1151 nan 870 1100 nan nan 1011 nan nan 1052 940 nan 1039 992 nan 1270 nan 1044 1024 nan nan nan nan nan nan nan nan nan 1139 nan nan nan 885 895 943 1028 nan 1120 1036 1013 1006 nan 1040 902 919 937 813 996 nan nan 816 802 nan nan nan 950 867 863 nan 998 890 1210 860 917 nan 814 1026 nan 1092 911 1220 nan nan 825 nan nan nan nan nan nan nan nan nan nan nan nan nan 843 nan nan nan nan nan nan nan 989 989 979 nan nan nan 1109 890 nan nan nan 860 nan nan nan nan 1096 830 nan nan 964 nan nan 1060 nan nan nan nan nan 997 nan 947 1050 nan nan nan nan nan nan nan nan 890 nan nan 1324 nan nan 1000 nan nan nan nan 1150 nan nan nan 890 1200 810 980 1020 782 992 nan 800 846 951 1381 923 891 911 897 802 880 832 1120 nan 814 998 764 881 940 nan 905 900 1010 854 nan nan 895 1230 837 1080 853 nan 1200 1111 1171 850 880 741 970 nan 763 902 1111 994 1292 1070 871 970 1045 nan 1194 983 1171 1085 1083 739 920 1067 1011 821 1230 1220 1170 nan 798 818 900 880 830 989 nan 965 957 nan nan nan nan nan 1072 nan 985 nan 896 nan nan 1070 nan 1201 nan nan nan 982 1132 nan nan nan nan nan nan nan 937 nan nan nan nan nan nan 820 1177 1040 nan nan 1010 951 930 994 910 nan 1105 1110 nan nan nan 944 nan nan 1020 nan 1100 nan 1200 950 1052 nan 900 nan nan nan nan nan nan 919 nan 870 963 nan 800 nan nan nan nan nan nan nan nan nan nan 900 1066 1202 nan nan nan 1005 1000 1060 941 nan nan nan 922 nan nan nan 1120 nan nan nan nan nan nan nan 980 nan 950 nan nan 1056 960 nan 870 946 nan 825 990 1054 840 600 890 780 915 915 1230 1302 921 nan 922 816 845 923 1030 879 nan 757 921 nan 848 nan nan 870 nan 826 818 831 1005 1002 nan 915 813 1071 1121 926 956 nan nan 867 935 842 774 nan nan nan nan nan 1000 nan 1040 nan nan nan nan nan nan nan nan nan nan nan nan nan 960 nan nan 883 1319 827 nan 816 815 nan 993 1012 887 866 928 1066 nan 919 970 950 1188 915 988 850 840 934 918 1066 880 913 1355 940 988 938 807 1173 1111 810 1034 1107 925 970 1041 nan 964 850 nan nan nan nan nan nan 920 903 800 957 840 nan nan nan 781 916 893 845 907 1130 1186 928 830 nan 1300 1220 902 1340 nan 932 nan 959 1041 1122 1002 nan 1010 1043 700 867 nan 946 907 nan 1006 1024 990 916 960 nan 903 nan 900 1034 1146 nan 905 958 1110 950 nan 967 1075 890 984 1150 1090 1051 1013 nan 990 932 917 1083 825 1086 1148 1006 952 864 984 997 1149 1016 972 1030 980 1040 nan 933 nan nan 1211 nan 1228 990 1080 1174 751 nan 830 nan 952 778 nan 1052 660 nan 1089 845 850 848 997 972 946 nan nan 1010 nan 848 920 1004 1100 819 nan nan nan 920 1050 1063 886 1163 nan 912 nan nan 926 838 1219 1006 993 1103 nan 680 880 997 1082 951 nan 838 nan 1042 nan 1101 996 nan nan nan nan 1004 nan nan nan nan 870 nan nan nan nan nan nan 920 1032 nan 1017 nan 888 nan nan nan 1101 1010 833 900 nan 960 nan 1051 920 899 965 903 1021 900 1235 919 nan 1001 875 1100 1023 nan 840 965 1260 nan 853 1234 960 972 968 nan 913 nan 1015 nan 931 1038 1100 982 962 nan 1144 970 nan nan 850 941 1067 959 nan 1050 988 nan 774 944 919 nan 1046 nan nan 1071 1012 989 806 nan 896 nan 957 970 nan 1014 997 nan 945 895 930 842 853 nan nan 1041 nan nan 1302 963 862 1274 1017 1070 1079 1127 nan nan 1000 nan 930 986 985 788 865 1083 860 1300 983 1022 nan 1059 875 964 861 947 nan 813 nan nan 1052 900 1019 893 nan 1014 1112 861 nan nan 884 1100 703 985 905 nan 670 986 1081 870 837 nan nan nan nan nan nan nan nan nan nan nan nan 1012 nan nan 1010 nan 980 850 881 943 nan nan nan 916 nan nan 953 nan 942 nan nan nan nan nan 810 nan 790 nan nan 993 nan 1158 1199 nan nan 950 1052 871 932 nan 878 980 863 930 786 921 872 1043 nan 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College_of_Saint_Catherine,College_of_Saint_Elizabeth,College_of_Saint_Francis,College_of_Saint_Mary,College_of_Saint_Rose,College_of_Santa_Fe,College_of_St_Joseph,College_of_St_Scholastica,College_of_William_and_Mary,College_of_Wooster,College_of_the_Holy_Cross,College_of_the_Ozarks,College_of_the_Southwest,Colorado_Christian_University,Colorado_College,Colorado_State_University,Columbia_College,Columbia_Union_College,Columbia_University,Columbus_College,Concord_College,Concordia_College,Concordia_College-Moorhead,Concordia_College_at_St_Paul,Concordia_Lutheran_College,Concordia_University,Concordia_University_Wisconsin,Connecticut_College,Converse_College,Cooper_Union,Coppin_State_College,Cornell_College,Cornell_University,Covenant_College,Creighton_University,Culver-Stockton_College,Cumberland_College,Cumberland_University,Curry_College,DYouville_College,Daemen_College,Dakota_State_University,Dakota_Wesleyan_University,Dallas_Baptist_University,Dana_College,Daniel_Webster_College,Dartmouth_College,David_Lipscomb_University,Davidson_College,Davis__and__Elkins_College,DePaul_University,DePauw_University,Defiance_College,Delaware_State_College,Delaware_Valley_College,Delta_State_University,Denison_University,Dickinson_College,Dickinson_State_University,Dillard_University,Doane_College,Dominican_College_of_Blauvelt,Dominican_College_of_San_Rafael,Dordt_College,Dowling_College,Drake_University,Drew_University,Drexel_University,Drury_College,Duke_University,Duquesne_University,Earlham_College,East_Carolina_University,East_Central_University,East_Stroudsburg_University_of_Penn,East_Tennessee_State_University,East_Texas_Baptist_University,East_Texas_State_University,Eastern_College,Eastern_Connecticut_State_University,Eastern_Illinois_University,Eastern_Kentucky_University,Eastern_Mennonite_College,Eastern_Michigan_University,Eastern_Nazarene_College,Eastern_New_Mexico_University,Eastern_Oregon_State_College,Eastern_Washington_University,Eckerd_College,Edinboro_University_of_Penn,Elizabeth_City_State_University,Elizabethtown_College,Elmira_College,Elms_College,Elon_College,Embry_Riddle_Aeronautical_University,Emerson_College,Emory_University,Emory__and__Henry_College,Emporia_State_University,Endicott_College,Erskine_College,Eureka_College,Evergreen_State_College,Fairfield_University,Fairleigh_Dickinson_University,Fairmont_State_College,Faulkner_University,Fayetteville_State_University,Felician_College,Ferris_State_University,Ferrum_College,Fisk_University,Fitchburg_State_College,Flagler_College,Florida_A_and_M_University,Florida_Atlantic_University,Florida_Institute_of_Technology,Florida_International_University,Florida_Memorial_College,Florida_Southern_College,Florida_State_University,Fontbonne_College,Fordham_University,Fort_Hays_State_University,Fort_Lewis_College,Fort_Valley_State_College,Framingham_State_College,Francis_Marion_University,Franciscan_University_of_Steubenville,Franklin_College,Franklin_Pierce_College,Franklin_University,Franklin_and_Marshall_College,Freed-Hardeman_University,Fresno_Pacific_College,Friends_University,Frostburg_State_University,Furman_University,Gallaudet_University,Gannon_University,Gardner_Webb_University,Geneva_College,George_Fox_College,George_Mason_University,George_Washington_University,Georgetown_College,Georgetown_University,Georgia_College,Georgia_Institute_of_Technology,Georgia_Southern_University,Georgia_Southwestern_College,Georgia_State_University,Georgian_Court_College,Gettysburg_College,Glenville_State_College,Goddard_College,Goldey_Beacom_College,Gonzaga_University,Gordon_College,Goshen_College,Goucher_College,Grace_College_and_Seminary,Graceland_College,Grambling_State_University,Grand_Canyon_University,Grand_Valley_State_University,Grand_View_College,Green_Mountain_College,Greensboro_College,Greenville_College,Grinnell_College,Grove_City_College,Guilford_College,Gustavus_Adolphus_College,Gwynedd_Mercy_College,Hamilton_College,Hamline_University,Hampden_-_Sydney_College,Hampshire_College,Hampton_University,Hannibal-LaGrange_College,Hanover_College,Hardin-Simmons_University,Harding_University,Hartwick_College,Harvard_University,Harvey_Mudd_College,Hastings_College,Haverford_College,Hawaii_Pacific_University,Heidelberg_College,Henderson_State_University,Hendrix_College,Heritage_College,High_Point_University,Hilbert_College,Hillsdale_College,Hiram_College,Hobart_and_William_Smith_Colleges,Hofstra_University,Hollins_College,Holy_Family_College,Holy_Names_College,Hood_College,Hope_College,Houghton_College,Houston_Baptist_University,Howard_Payne_University,Howard_University,Humboldt_State_University,Huntingdon_College,Huntington_College,Huron_University,Husson_College,Huston-Tillotson_College,Idaho_State_University,Illinois_Benedictine_College,Illinois_College,Illinois_Institute_of_Technology,Illinois_State_University,Illinois_Wesleyan_University,Immaculata_College,Incarnate_Word_College,Indiana_Institute_of_Technology,Indiana_State_University,Indiana_Univ-Purdue_Univ_at_Fort_Wayne,Indiana_Univ-Purdue_Univ_at_Indianapolis,Indiana_Univ_East,Indiana_Univ_Northwest,Indiana_Univ_Southeast,Indiana_Univ_at_Kokomo,Indiana_Univ_at_South_Bend,Indiana_University_at_Bloomington,Indiana_University_of_Pennsylvania,Indiana_Wesleyan_University,Iona_College,Iowa_State_University,Iowa_Wesleyan_College,Ithaca_College,Jackson_State_University,Jacksonville_State_University,Jacksonville_University,James_Madison_University,Jamestown_College,Jarvis_Christian_College,Jersey_City_State_College,John_Brown_University,John_Carroll_University,Johns_Hopkins_University,Johnson_C_Smith_University,Johnson_State_College,Judson_College,Juniata_College,Kalamazoo_College,Kansas_City_Art_Institute,Kansas_State_University,Kansas_Wesleyan_University,Kean_College_of_New_Jersey,Keene_State_College,Kendall_College,Kennesaw_State_College,Kent_State_University,Kentucky_State_University,Kentucky_Wesleyan_College,Kenyon_College,Keuka_College,King_College,Kings_College,Knox_College,Knoxville_College,Kutztown_University_of_Penn,LaGrange_College,La_Roche_College,La_Salle_University,La_Sierra_University,Lafayette_College,Lake_Forest_College,Lake_Superior_State_University,Lakeland_College,Lamar_University,Lambuth_University,Lander_University,Langston_University,Lasell_College,Lawrence_Technological_University,Lawrence_University,LeMoyne-Owen_College,LeTourneau_University,Le_Moyne_College,Lebanon_Valley_College,Lee_College,Lees-McRae_College,Lehigh_University,Lenoir-Rhyne_College,Lesley_College,Lewis-Clark_State_College,Lewis_University,Lewis_and_Clark_College,Liberty_University,Limestone_College,Lincoln_Memorial_University,Lincoln_University,Lindenwood_College,Lindsey_Wilson_College,Linfield_College,Livingston_University,Livingstone_College,Lock_Haven_University_of_Pennsylvania,Long_Island_University_at_Brooklyn,Longwood_College,Loras_College,Louisiana_College,Louisiana_State_University_at_Baton_Rouge,Louisiana_State_University_at_Shreveport,Louisiana_Tech_University,Lourdes_College,Loyola_College,Loyola_Marymount_University,Loyola_University,Loyola_University_Chicago,Lubbock_Christian_University,Luther_College,Lycoming_College,Lynchburg_College,Lyndon_State_College,Lynn_University,MacMurray_College,Macalester_College,Madonna_University,Malone_College,Manchester_College,Manhattan_College,Manhattanville_College,Mankato_State_University,Mansfield_University_of_Penn,Marian_College,Marian_College_of_Fond_du_Lac,Marietta_College,Marist_College,Marlboro_College,Marquette_University,Mars_Hill_College,Marshall_University,Mary_Baldwin_College,Mary_Washington_College,Marygrove_College,Marymount_College_Tarrytown,Marymount_Manhattan_College,Marymount_University,Maryville_College,Maryville_University,Marywood_College,Massachusetts_Institute_of_Technology,Mayville_State_University,McKendree_College,McMurry_University,McNeese_State_University,McPherson_College,Medaille_College,Menlo_College,Mercer_University,Mercy_College,Mercyhurst_College,Meredith_College,Merrimack_College,Mesa_State_College,Messiah_College,Methodist_College,Metropolitan_State_College,Miami_University_at_Oxford,Michigan_State_University,Michigan_Technological_University,MidAmerica_Nazarene_College,Middle_Tennessee_State_University,Middlebury_College,Midland_Lutheran_College,Midwestern_State_University,Miles_College,Millersville_University_of_Penn,Milligan_College,Millikin_University,Mills_College,Millsaps_College,Milwaukee_School_of_Engineering,Minot_State_University,Mississippi_College,Mississippi_State_University,Mississippi_University_for_Women,Mississippi_Valley_State_University,Missouri_Baptist_College,Missouri_Southern_State_College,Missouri_Valley_College,Missouri_Western_State_College,Molloy_College,Monmouth_College,Montana_College_of_Mineral_Sci__and__Tech,Montana_State_University,Montana_State_University-Billings,Montana_State_University_-_Northern,Montclair_State_University,Montreat-Anderson_College,Moorhead_State_University,Moravian_College,Morehead_State_University,Morehouse_College,Morgan_State_University,Morningside_College,Morris_Brown_College,Morris_College,Mount_Holyoke_College,Mount_Ida_College,Mount_Marty_College,Mount_Mary_College,Mount_Mercy_College,Mount_Saint_Clare_College,Mount_Saint_Mary_College,Mount_Saint_Marys_College,Mount_St_Marys_College,Mount_Union_College,Mount_Vernon_College,Mount_Vernon_Nazarene_College,Muhlenberg_College,Murray_State_University,Muskingum_College,National-Louis_University,Nazareth_College_of_Rochester,Nebraska_Wesleyan_University,Neumann_College,New_England_College,New_Hampshire_College,New_Jersey_Institute_of_Technology,New_Mexico_Highlands_University,New_Mexico_Institute_of_Mining_and_Tech,New_Mexico_State_University,New_School_for_Social_Research,New_York_Institute_of_Technology,New_York_University,Newberry_College,Niagara_University,Nicholls_State_University,Nichols_College,Norfolk_State_University,North_Adams_State_College,North_Carolina_A__and__T_State_University,North_Carolina_Central_University,North_Carolina_State_University_at_Raleigh,North_Carolina_Wesleyan_College,North_Central_College,North_Dakota_State_University,North_Georgia_College,North_Park_College,Northeast_Louisiana_University,Northeast_Missouri_State_University,Northeastern_Illinois_University,Northeastern_State_University,Northeastern_University,Northern_Arizona_University,Northern_Illinois_University,Northern_Kentucky_University,Northern_Michigan_University,Northern_State_University,Northland_College,Northwest_Christian_College,Northwest_Missouri_State_University,Northwest_Nazarene_College,Northwestern_College,Northwestern_Oklahoma_State_University,Northwestern_State_University_of_Louisiana,Northwestern_University,Northwood_University,Norwich_University,Notre_Dame_College,Notre_Dame_College_of_Ohio,Nova_Southeastern_University,Nyack_College,Oakland_City_College,Oakland_University,Oakwood_College,Oberlin_College,Occidental_College,Oglethorpe_University,Ohio_Northern_University,Ohio_State_University_at_Columbus,Ohio_University,Ohio_Wesleyan_University,Oklahoma_Baptist_University,Oklahoma_Christian_University,Oklahoma_City_University,Oklahoma_Panhandle_State_University,Oklahoma_State_University,Old_Dominion_University,Olivet_College,Olivet_Nazarene_University,Oral_Roberts_University,Oregon_Institute_of_Technology,Oregon_State_University,Ottawa_University,Otterbein_College,Ouachita_Baptist_University,Our_Lady_of_Holy_Cross_College,Our_Lady_of_the_Lake_University,Pace_University,Pacific_Christian_College,Pacific_Lutheran_University,Pacific_Union_College,Pacific_University,Paine_College,Palm_Beach_Atlantic_College,Park_College,Pembroke_State_University,Pennsylvania_State_Univ_Main_Campus,Pepperdine_University,Peru_State_College,Pfeiffer_College,Philadelphia_Coll_of_Textiles_and_Sci,Philander_Smith_College,Phillips_University,Piedmont_College,Pikeville_College,Pine_Manor_College,Pittsburg_State_University,Pitzer_College,Plymouth_State_College,Point_Loma_Nazarene_College,Point_Park_College,Polytechnic_University,Pomona_College,Portland_State_University,Prairie_View_A_and_M_University,Pratt_Institute,Presbyterian_College,Prescott_College,Princeton_University,Principia_College,Providence_College,Purdue_University_Calumet,Purdue_University_at_West_Lafayette,Queens_College,Quincy_University,Quinnipiac_College,Radford_University,Ramapo_College_of_New_Jersey,Randolph-Macon_College,Randolph-Macon_Womans_College,Reed_College,Regis_College,Regis_University,Rensselaer_Polytechnic_Institute,Rhode_Island_College,Rhode_Island_School_of_Design,Rhodes_College,Rice_University,Rider_University,Ripon_College,Rivier_College,Roanoke_College,Robert_Morris_College,Roberts_Wesleyan_College,Rochester_Institute_of_Technology,Rockford_College,Rockhurst_College,Rocky_Mountain_College,Roger_Williams_University,Rollins_College,Roosevelt_University,Rosary_College,Rose-Hulman_Institute_of_Technology,Rowan_College_of_New_Jersey,Rust_College,Rutgers_State_University_at_Camden,Rutgers_State_University_at_Newark,Rutgers_at_New_Brunswick,SUNY_College__at_Brockport,SUNY_College__at_Oswego,SUNY_College_at_Buffalo,SUNY_College_at_Cortland,SUNY_College_at_Fredonia,SUNY_College_at_Geneseo,SUNY_College_at_New_Paltz,SUNY_College_at_Old_Westbury,SUNY_College_at_Oneonta,SUNY_College_at_Plattsburgh,SUNY_College_at_Potsdam,SUNY_College_at_Purchase,SUNY_Empire_State_College,SUNY_at_Albany,SUNY_at_Binghamton,SUNY_at_Buffalo,SUNY_at_Stony_Brook,Sacred_Heart_University,Sage_Colleges,Saginaw_Valley_State_University,Saint_Ambrose_University,Saint_Anselm_College,Saint_Cloud_State_University,Saint_Francis_College,Saint_Johns_College,Saint_Johns_University,Saint_Joseph_College,Saint_Josephs_College,Saint_Josephs_University,Saint_Louis_University,Saint_Mary-of-the-Woods_College,Saint_Mary_College,Saint_Marys_College,Saint_Marys_College_of_Minnesota,Saint_Meinrad_College,Saint_Michaels_College,Saint_Olaf_College,Saint_Peters_College,Saint_Vincent_College,Saint_Xavier_University,Salem-Teikyo_University,Salem_College,Salem_State_College,Salisbury_State_University,Salve_Regina_University,Sam_Houston_State_University,Samford_University,San_Diego_State_University,San_Francisco_Art_Institute,San_Francisco_State_University,San_Jose_State_University,Santa_Clara_University,Sarah_Lawrence_College,Savannah_Coll_of_Art_and_Design,Savannah_State_College,Schreiner_College,Scripps_College,Seattle_Pacific_University,Seattle_University,Seton_Hall_University,Seton_Hill_College,Shaw_University,Shawnee_State_University,Shenandoah_University,Shepherd_College,Shippensburg_University_of_Penn,Shorter_College,Siena_College,Siena_Heights_College,Sierra_Nevada_College,Simmons_College,Simons_Rock_College_of_Bard,Simpson_College,Sioux_Falls_College,Skidmore_College,Slippery_Rock_University_of_Penn,Smith_College,Sonoma_State_University,South_Carolina_State_University,South_Dakota_School_of_Mines_and_Tech,South_Dakota_State_University,Southeast_Missouri_State_University,Southeastern_Louisiana_University,Southeastern_Oklahoma_State_Univ,Southern_Arkansas_University,Southern_California_College,Southern_Coll_of_Seventh-day_Adventists,Southern_College_of_Technology,Southern_Connecticut_State_University,Southern_Illinois_University_at_Carbondale,Southern_Illinois_University_at_Edwardsville,Southern_Methodist_University,Southern_Nazarene_University,Southern_Oregon_State_College,Southern_University_and_A__and__M_College,Southern_University_at_New_Orleans,Southern_Utah_University,Southern_Vermont_College,Southwest_Baptist_University,Southwest_Missouri_State_University,Southwest_State_University,Southwest_Texas_State_University,Southwestern_Adventist_College,Southwestern_College,Southwestern_Oklahoma_State_Univ,Southwestern_University,Spalding_University,Spelman_College,Spring_Arbor_College,Spring_Hill_College,Springfield_College,St_Andrews_Presbyterian_College,St_Augustines_College,St_Bonaventure_University,St_Edwards_University,St_Francis_College,St_John_Fisher_College,St_Johns_College,St_Johns_University,St_Josephs_College,St_Lawrence_University,St_Leo_College,St_Martins_College,St_Marys_College_of_California,St_Marys_College_of_Maryland,St_Marys_University_of_San_Antonio,St_Norbert_College,St_Pauls_College,St_Thomas_Aquinas_College,St_Thomas_University,Stanford_University,Stephen_F_Austin_State_University,Stephens_College,Sterling_College,Stetson_University,Stevens_Institute_of_Technology,Stillman_College,Stockton_College_of_New_Jersey,Stonehill_College,Suffolk_University,Sul_Ross_State_University,Susquehanna_University,Swarthmore_College,Sweet_Briar_College,Syracuse_University,Tabor_College,Talladega_College,Tarleton_State_University,Taylor_University,Teikyo_Marycrest_University,Teikyo_Post_University,Teikyo_Westmar_University,Temple_University,Tennessee_State_University,Tennessee_Technological_University,Tennessee_Wesleyan_College,Texas_A_and_M_Univ_at_College_Station,Texas_A_and_M_University_at_Galveston,Texas_A_and_M_University_at_Kingsville,Texas_Christian_University,Texas_College,Texas_Lutheran_College,Texas_Southern_University,Texas_Tech_University,Texas_Wesleyan_University,Texas_Womans_University,The_Citadel,Thiel_College,Thomas_Aquinas_College,Thomas_College,Thomas_More_Coll_of_Liberal_Arts,Thomas_More_College,Tiffin_University,Toccoa_Falls_College,Tougaloo_College,Towson_State_University,Transylvania_University,Trenton_State_College,Trevecca_Nazarene_College,Tri-State_University,Trinity_College,Trinity_University,Troy_State_University_at_Troy,Tufts_University,Tulane_University,Tusculum_College,Tuskegee_University,Union_College,Union_University,United_States_Air_Force_Academy,United_States_Coast_Guard_Academy,United_States_International_University,United_States_Merchant_Marine_Academy,United_States_Military_Academy,United_States_Naval_Academy,Unity_College,Univ__of_Wisconsin_at_La_Crosse,Univ_of_New_Mexico-Main_Campus,Univ_of_South_Carolina_at_Spartanburg,Univ_of_Texas_of_the_Permian_Basin,Univ_of_Wisconsin_at_Eau_Claire,Univ_of_Wisconsin_at_OshKosh,Univ_of_Wisconsin_at_Platteville,Univ_of_Wisconsin_at_River_Falls,Univ_of_Wisconsin_at_Stevens_Point,Univ_of_the_District_of_Columbia,University_of_Akron,University_of_Alabama_at_Birmingham,University_of_Alabama_at_Huntsville,University_of_Alabama_at_Tuscaloosa,University_of_Alaska_Southeast,University_of_Alaska_at_Anchorage,University_of_Alaska_at_Fairbanks,University_of_Arizona,University_of_Arkansas_at_Fayetteville,University_of_Arkansas_at_Little_Rock,University_of_Arkansas_at_Monticello,University_of_Arkansas_at_Pine_Bluff,University_of_Bridgeport,University_of_California_at_Berkeley,University_of_California_at_Davis,University_of_California_at_Irvine,University_of_California_at_Los_Angeles,University_of_California_at_Riverside,University_of_California_at_San_Diego,University_of_California_at_Santa_Barbara,University_of_California_at_Santa_Cruz,University_of_Central_Arkansas,University_of_Central_Florida,University_of_Central_Oklahoma,University_of_Charleston,University_of_Chicago,University_of_Cincinnati,University_of_Colorado_at_Boulder,University_of_Colorado_at_Colorado_Springs,University_of_Colorado_at_Denver,University_of_Connecticut_at_Storrs,University_of_Dallas,University_of_Dayton,University_of_Delaware,University_of_Denver,University_of_Detroit_Mercy,University_of_Dubuque,University_of_Evansville,University_of_Findlay,University_of_Florida,University_of_Georgia,University_of_Hartford,University_of_Hawaii_at_Hilo,University_of_Hawaii_at_Manoa,University_of_Houston-Main_Campus,University_of_Houston_-_Downtown,University_of_Idaho,University_of_Illinois_-_Urbana,University_of_Illinois_at_Chicago,University_of_Indianapolis,University_of_Iowa,University_of_Judaism,University_of_Kansas,University_of_Kentucky,University_of_La_Verne,University_of_Louisville,University_of_Maine_at_Farmington,University_of_Maine_at_Fort_Kent,University_of_Maine_at_Machias,University_of_Maine_at_Orono,University_of_Maine_at_Presque_Isle,University_of_Mary,University_of_Mary_Hardin-Baylor,University_of_Maryland_Eastern_Shore,University_of_Maryland_at_Baltimore_County,University_of_Maryland_at_College_Park,University_of_Massachusetts_at_Amherst,University_of_Massachusetts_at_Boston,University_of_Massachusetts_at_Dartmouth,University_of_Massachusetts_at_Lowell,University_of_Memphis,University_of_Miami,University_of_Michigan_at_Ann_Arbor,University_of_Michigan_at_Dearborn,University_of_Michigan_at_Flint,University_of_Minnesota_Twin_Cities,University_of_Minnesota_at_Duluth,University_of_Minnesota_at_Morris,University_of_Mississippi,University_of_Missouri_at_Columbia,University_of_Missouri_at_Kansas_City,University_of_Missouri_at_Rolla,University_of_Missouri_at_Saint_Louis,University_of_Mobile,University_of_Montana,University_of_Montevallo,University_of_Nebraska_at_Kearney,University_of_Nebraska_at_Lincoln,University_of_Nebraska_at_Omaha,University_of_Nevada-Las_Vegas,University_of_Nevada_at_Reno,University_of_New_England,University_of_New_Hampshire,University_of_New_Haven,University_of_New_Orleans,University_of_North_Alabama,University_of_North_Carolina_at_Asheville,University_of_North_Carolina_at_Chapel_Hill,University_of_North_Carolina_at_Charlotte,University_of_North_Carolina_at_Greensboro,University_of_North_Carolina_at_Wilmington,University_of_North_Dakota,University_of_North_Florida,University_of_North_Texas,University_of_Northern_Colorado,University_of_Northern_Iowa,University_of_Notre_Dame,University_of_Oklahoma,University_of_Oregon,University_of_Pennsylvania,University_of_Pittsburgh-Main_Campus,University_of_Portland,University_of_Puget_Sound,University_of_Redlands,University_of_Rhode_Island,University_of_Richmond,University_of_Rochester,University_of_San_Diego,University_of_San_Francisco,University_of_Sci_and_Arts_of_Oklahoma,University_of_Scranton,University_of_South_Alabama,University_of_South_Carolina_at_Aiken,University_of_South_Carolina_at_Columbia,University_of_South_Dakota,University_of_South_Florida,University_of_Southern_California,University_of_Southern_Colorado,University_of_Southern_Indiana,University_of_Southern_Maine,University_of_Southern_Mississippi,University_of_Southwestern_Louisiana,University_of_St_Thomas,University_of_Tampa,University_of_Tennessee_at_Chattanooga,University_of_Tennessee_at_Knoxville,University_of_Tennessee_at_Martin,University_of_Texas-Pan_American,University_of_Texas_at_Arlington,University_of_Texas_at_Austin,University_of_Texas_at_Dallas,University_of_Texas_at_El_Paso,University_of_Texas_at_San_Antonio,University_of_Toledo,University_of_Tulsa,University_of_Utah,University_of_Vermont,University_of_Virginia,University_of_Washington,University_of_West_Florida,University_of_Wisconsin-Stout,University_of_Wisconsin-Superior,University_of_Wisconsin-Whitewater,University_of_Wisconsin_at_Green_Bay,University_of_Wisconsin_at_Madison,University_of_Wisconsin_at_Milwaukee,University_of_Wisconsin_at_Parkside,University_of_Wyoming,University_of_the_Arts,University_of_the_Ozarks,University_of_the_Pacific,University_of_the_South,Upper_Iowa_University,Upsala_College,Urbana_University,Ursinus_College,Ursuline_College,Utah_State_University,Utica_College_of_Syracuse_University,Valdosta_State_University,Valley_City_State_University,Valparaiso_University,Vanderbilt_University,Vassar_College,Villa_Julie_College,Villanova_University,Virginia_Commonwealth_University,Virginia_Intermont_College,Virginia_Military_Institute,Virginia_State_University,Virginia_Tech,Virginia_Union_University,Virginia_Wesleyan_College,Viterbo_College,Voorhees_College,Wabash_College,Wagner_College,Wake_Forest_University,Walla_Walla_College,Walsh_University,Warner_Pacific_College,Warner_Southern_College,Warren_Wilson_College,Wartburg_College,Washburn_University,Washington_College,Washington_State_University,Washington_University,Washington_and_Jefferson_College,Washington_and_Lee_University,Wayland_Baptist_University,Wayne_State_College,Wayne_State_University,Waynesburg_College,Webber_College,Weber_State_University,Webster_University,Wellesley_College,Wells_College,Wentworth_Institute_of_Technology,Wesley_College,Wesleyan_College,Wesleyan_University,West_Chester_University_of_Penn,West_Georgia_College,West_Liberty_State_College,West_Texas_A_and_M_University,West_Virginia_Institute_of_Technology,West_Virginia_State_College,West_Virginia_University,West_Virginia_Wesleyan_College,Western_Baptist_College,Western_Carolina_University,Western_Connecticut_State_University,Western_Illinois_University,Western_Kentucky_University,Western_Maryland_College,Western_Michigan_University,Western_Montana_College,Western_New_England_College,Western_New_Mexico_University,Western_Oregon_State_College,Western_State_College_of_Colorado,Western_Washington_University,Westfield_State_College,Westminster_College,Westminster_College_of_Salt_Lake_City,Westmont_College,Wheaton_College,Wheeling_Jesuit_College,Wheelock_College,Whitman_College,Whittier_College,Whitworth_College,Wichita_State_University,Widener_University,Wilberforce_University,Wilkes_University,Willamette_University,William_Carey_College,William_Jewell_College,William_Paterson_College_of_New_Jersey,William_Penn_College,William_Tyndale_College,William_Woods_University,Williams_Baptist_College,Williams_College,Wilmington_College,Wilson_College,Wingate_College,Winona_State_University,Winston-Salem_State_University,Winthrop_University,Wisconsin_Lutheran_College,Wittenberg_University,Wofford_College,Woodbury_University,Worcester_Polytechnic_Institute,Worcester_State_College,Wright_State_University,Xavier_University,Xavier_University_of_Louisiana,Yale_University,Yeshiva_University,York_College_of_Pennsylvania,Youngstown_State_University" 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