Extending Data Wrangling Verbs

Thursday, October 10

Today we will…

  • Debrief PA 3
  • Debrief Lab 2 & Challenge 2
    • Discuss Lab 2 Peer Review
  • Outline Grade Expectations for Syllabus
  • 10-minute break
  • New Material
    • Extend dplyr verbs to have more functionality
  • Lab 3: Teacher Evaluations

PA 3: Identify the Mystery College

Efficient Coding

For the final problem, many groups’ code looked like this:

colleges_clean |> 
  filter(REGION == 7) |>
  filter(ADM_RATE > median(ADM_RATE)) |>
  filter(TUITION_DIFF != 0) |>
  filter(SAT_AVG %% 2 == 1) |>
  filter(STABBR != "ID") |>
  filter(UGDS < 10000) |>
  filter(STABBR != "MT") |> 
  slice_min(order_by = ADM_RATE)


Is there a more “efficient” way do this?

A few words about drop_na()

  • Easy tool to remove missing values
  • Unilaterally removes any row with a missing value for any variable
  • But you can specify what columns it should look at for missing values!
colleges_clean |> 
  drop_na(REGION, 
          ADM_RATE, 
          TUITION_DIFF, 
          SAT_AVG, 
          STABBR, 
          UGDS)

Lab 2 & Challenge 2

Grading / Feedback & Revisions

  • Each question will earn a score of “Success” or “Growing”.
    • Questions marked “Growing” will receive feedback on how to improve your solution.
    • These questions can be resubmitted for additional feedback.
  • Earning a “Success” doesn’t necessarily mean your solution is without error.
    • You may still receive feedback on how to improve your solution.
    • These questions cannot be resubmitted for additional feedback.

Feedback will be released for Lab 2 and Challenge 2 by Friday at 5pm.

  • Revisions for Lab 2 & Challenge 2 are due next Friday (October 10th)
    • You must submit your revised HTML to the original Lab 2 / Challenge 2 assignment portal.
    • You must include reflections on what you learned by completing the revisions.

Peer Code Review

Peer Code Review

Each of you was assigned one student’s lab to provide feedback on their code formatting.

Peer Code Review - Due Monday at 5pm

Your feedback is to be provided in the comment box!

What feedback would you give?

ggplot(data = surveys, mapping = aes(x=hindfoot_length,y= weight)) +  
  geom_jitter(alpha=.2,color='tomato')+ facet_wrap(~species)+geom_boxplot(outlier.shape = NA)+labs(
    title ='Weight to hindfoot comparison'
  )+ xlab('length (mm)')+ylab('Weight(g)')

Grade Expectations

Defining Grades in 331

  • A: Superior Attainment of Course Objectives

  • B: Good Attainment of Course Objectives

  • C: Acceptable Attainment of Course Objectives

  • D: Poor Attainment of Course Objectives

We need to define criteria for each of these grades based on the four objectives of this course—learning targets, revising thinking, extending thinking, collaborating with peers.

Extending dplyr verbs

A cartoon illustration of a cowboy riding a dataset, symbolized by a saddle on top of a spreadsheet. The cowboy is wearing a hat and bandana, with the reins in one hand and a lasso in the other, as if wrangling data. The dataset underneath has rows and columns, representing organized data. The image humorously conveys the idea of managing and working with data.

Artwork by Allison Horst

Which pipe should I use?

  • Original pipe from the magrittr package
  • Requires a package installation (loaded with the tidyverse)
  • Native pipe created in R version 4.1.0
  • Doesn’t need a package

You can add a pipe using shortcut keys!

  • Mac: Command + Shift + M
  • Windows: Control + Shift + M

Here are directions for how to set-up the native pipe in your RStudio IDE.

rename()

Header text: 'dplyr:: rename() - rename columns'. Below, an illustration of a mouse standing on a wedge of swiss cheese, changing column names from 'species' to 'nemesis,' and 'site' to 'lair.' On a cork board next to the mouse are images of 'Cheese thieves' suspects (narwhal, chicken and pika) and maps of their locations.

rename()

You can change the (bad) name of columns with the rename() function!


colleges_clean |> 
  rename(STATE = STABBR)
INSTNM CITY STATE ZIP ADM_RATE SAT_AVG UGDS TUITIONFEE_IN TUITIONFEE_OUT CONTROL REGION TUITION_DIFF
Alabama A & M University Normal AL 35762 0.9027 929 4824 9857 18236 1 5 8379
University of Alabama at Birmingham Birmingham AL 35294-0110 0.9181 1195 12866 8328 19032 1 5 10704
University of Alabama in Huntsville Huntsville AL 35899 0.8123 1322 6917 10280 21480 1 5 11200
Alabama State University Montgomery AL 36104-0271 0.9787 935 4189 11068 19396 1 5 8328
The University of Alabama Tuscaloosa AL 35487-0166 0.5330 1278 32387 10780 28100 1 5 17320
Auburn University at Montgomery Montgomery AL 36117-3596 0.8254 1083 4211 8020 17140 1 5 9120
Auburn University Auburn AL 36849 0.8393 1282 23391 10968 29640 1 5 18672
Birmingham Southern College Birmingham AL 35254 0.6186 1231 1283 35804 35804 2 5 0
Faulkner University Montgomery AL 36109-3390 0.5101 1031 2272 20970 20970 2 5 0
Huntingdon College Montgomery AL 36106-2148 0.5598 1085 1099 26400 26400 2 5 0
Heritage Christian University Florence AL 35630-9977 1.0000 1030 59 11232 11232 2 5 0
Jacksonville State University Jacksonville AL 36265 0.5402 1121 6622 8166 15582 1 5 7416
Judson College Marion AL 36756 0.5070 1085 315 17896 17896 2 5 0
University of West Alabama Livingston AL 35470 0.2821 1041 2106 9204 16818 1 5 7614
Marion Military Institute Marion AL 36756-3207 0.5587 1138 444 9418 15418 1 5 6000
University of Mobile Mobile AL 36613-2842 0.4702 1113 1276 22210 22210 2 5 0
University of Montevallo Montevallo AL 35115-6000 0.6445 1143 2329 12400 25030 1 5 12630
University of North Alabama Florence AL 35632-0001 0.7022 1104 5771 8480 15128 1 5 6648
Oakwood University Huntsville AL 35896 0.4707 1005 1623 16720 16720 2 5 0
Samford University Birmingham AL 35229-2240 0.8319 1230 3364 30490 30490 2 5 0
University of South Alabama Mobile AL 36688-0002 0.8208 1142 10712 7812 15324 1 5 7512
Spring Hill College Mobile AL 36608-1791 0.4568 1156 1375 37584 37584 2 5 0
Troy University Troy AL 36082-0001 0.8812 1085 13634 8692 16276 1 5 7584
Tuskegee University Tuskegee AL 36088-1920 0.5032 1036 2833 22170 22170 2 5 0
University of Alaska Fairbanks Fairbanks AK 99775 0.7670 1094 4910 6262 19183 1 8 12921
Arizona State University-Tempe Tempe AZ 85287 0.8415 1235 42181 10792 27372 1 6 16580
Embry-Riddle Aeronautical University-Prescott Prescott AZ 86301-3720 0.7652 1245 2598 34662 34662 2 6 0
Prescott College Prescott AZ 86301 0.9526 1132 350 30501 30501 2 6 0
Arizona Christian University Phoenix AZ 85032-7097 0.6444 956 696 24958 24958 2 6 0
University of Arkansas at Little Rock Little Rock AR 72204 0.7463 1105 6677 8998 21208 1 5 12210
Lyon College Batesville AR 72501 0.6418 1202 664 27340 27340 2 5 0
University of Arkansas Fayetteville AR 72701 0.6596 1239 22763 9062 24308 1 5 15246
University of Arkansas at Pine Bluff Pine Bluff AR 71601 0.4669 951 2510 7408 13738 1 5 6330
Arkansas State University-Main Campus Jonesboro AR 72401 0.6602 1165 8856 8478 14778 1 5 6300
Baptist Health College Little Rock Little Rock AR 72210-2827 0.6875 1125 676 9867 9867 2 5 0
University of Central Arkansas Conway AR 72035-0001 0.8995 1175 9034 8524 15047 1 5 6523
Central Baptist College Conway AR 72034 0.6755 1027 676 15750 15750 2 5 0
Harding University Searcy AR 72149-5615 0.7212 1203 4147 19385 19385 2 5 0
Henderson State University Arkadelphia AR 71999-0001 0.7968 1102 2829 8530 10180 1 5 1650
Hendrix College Conway AR 72032-3080 0.7980 1295 1233 44070 44070 2 5 0
John Brown University Siloam Springs AR 72761 0.7579 1256 1606 26144 26144 2 5 0
Ouachita Baptist University Arkadelphia AR 71998-0001 0.7094 1186 1513 25870 25870 2 5 0
University of the Ozarks Clarksville AR 72830 0.8915 1047 745 23750 23750 2 5 0
Williams Baptist University Walnut Ridge AR 72476 0.6241 1030 452 17320 17320 2 5 0
Southern Arkansas University Main Campus Magnolia AR 71753 0.6945 1102 3153 8346 12156 1 5 3810
Azusa Pacific University Azusa CA 91702-7000 0.6012 1131 5560 37506 37506 2 8 0
Biola University La Mirada CA 90639-0001 0.7198 1186 4039 38448 38448 2 8 0
California Baptist University Riverside CA 92504-3297 0.7708 1092 7397 32256 32256 2 8 0
California Institute of Technology Pasadena CA 91125 0.0774 1558 961 49908 49908 2 8 0
California Lutheran University Thousand Oaks CA 91360-2787 0.7275 1158 2959 41363 41363 2 8 0
California Polytechnic State University-San Luis Obispo San Luis Obispo CA 93407 0.3461 1317 21303 9432 21312 1 8 11880
California State University-San Bernardino San Bernardino CA 92407-2397 0.5713 991 18088 6885 18765 1 8 11880
California State Polytechnic University-Pomona Pomona CA 91768 0.5507 1129 24205 7339 19219 1 8 11880
California State University-Chico Chico CA 95929-0150 0.6778 1088 16546 7348 19228 1 8 11880
California State University-Fresno Fresno CA 93740 0.5941 1004 21877 6585 18465 1 8 11880
California State University-Fullerton Fullerton CA 92831-3599 0.4572 1096 35045 6850 18730 1 8 11880
California State University-Long Beach Long Beach CA 90840-0115 0.2799 1130 31402 6730 18610 1 8 11880
California State University-Los Angeles Los Angeles CA 90032-8506 0.4645 968 24780 6639 18519 1 8 11880
California State University-Northridge Northridge CA 91330 0.5765 1014 35620 6875 18755 1 8 11880
California State University-Sacramento Sacramento CA 95819-2694 0.6776 1036 28410 7204 19084 1 8 11880
University of California-Berkeley Berkeley CA 94720 0.1711 1414 30574 14170 42184 1 8 28014
University of California-Davis Davis CA 95616-8678 0.4336 1286 30046 14419 42433 1 8 28014
University of California-Irvine Irvine CA 92697 0.3651 1291 29295 13738 41752 1 8 28014
University of California-Los Angeles Los Angeles CA 90095-1405 0.1610 1387 30994 13261 41275 1 8 28014
University of California-Riverside Riverside CA 92521 0.5723 1215 20044 13917 41931 1 8 28014
University of California-San Diego La Jolla CA 92093 0.3399 1343 28577 14018 42032 1 8 28014
University of California-Santa Barbara Santa Barbara CA 93106 0.3281 1346 22181 14451 42465 1 8 28014
University of California-Santa Cruz Santa Cruz CA 95064-1011 0.5094 1287 17577 14020 42034 1 8 28014
Chapman University Orange CA 92866 0.5724 1293 6740 50594 50594 2 8 0
Charles R Drew University of Medicine and Science Los Angeles CA 90059 0.9016 1142 138 13972 13972 2 8 0
Concordia University-Irvine Irvine CA 92612-3203 0.5845 1121 1821 34100 34100 2 8 0
San Diego Christian College Santee CA 92071 0.6235 945 657 30438 30438 2 8 0
Claremont McKenna College Claremont CA 91711-6400 0.1036 1452 1334 52825 52825 2 8 0
Dominican University of California San Rafael CA 94901-2298 0.8843 1127 1284 44690 44690 2 8 0
Fresno Pacific University Fresno CA 93702-4709 0.7239 1050 2791 30458 30458 2 8 0
Harvey Mudd College Claremont CA 91711 0.1542 1527 844 54636 54636 2 8 0
Holy Names University Oakland CA 94619-1699 0.5256 857 589 38188 38188 2 8 0
Humboldt State University Arcata CA 95521-8299 0.8183 1062 7846 7493 19373 1 8 11880
Life Pacific College San Dimas CA 91773-3298 0.9669 1002 489 14884 14884 2 8 0
University of La Verne La Verne CA 91750-4401 0.4754 1106 5120 41450 41450 2 8 0
La Sierra University Riverside CA 92505-8247 0.4821 994 1929 32130 32130 2 8 0
The Master's University and Seminary Santa Clarita CA 91321-1200 0.6580 1116 1171 33020 33020 2 8 0
Loyola Marymount University Los Angeles CA 90045-2659 0.5248 1307 6257 46386 46386 2 8 0
Menlo College Atherton CA 94027-4301 0.4299 1086 726 41350 41350 2 8 0
Mount Saint Mary's University Los Angeles CA 90049-1599 0.8121 1013 2575 39608 39608 2 8 0
Notre Dame de Namur University Belmont CA 94002-1908 0.9362 995 924 34196 34196 2 8 0
Occidental College Los Angeles CA 90041-3392 0.4179 1370 1958 52838 52838 2 8 0
Hope International University Fullerton CA 92831-3199 0.2837 1019 727 31800 31800 2 8 0
Pacific Union College Angwin CA 94508-9707 0.5021 1055 1181 29469 29469 2 8 0
University of the Pacific Stockton CA 95211-0197 0.6487 1220 3542 46346 46346 2 8 0
Pepperdine University Malibu CA 90263 0.3985 1319 3594 51992 51992 2 8 0
Point Loma Nazarene University San Diego CA 92106-2899 0.7629 1211 3092 34600 34600 2 8 0
Pomona College Claremont CA 91711-6319 0.0836 1461 1567 51075 51075 2 8 0
University of Redlands Redlands CA 92373-0999 0.7496 1182 3042 48072 48072 2 8 0
San Diego State University San Diego CA 92182-0001 0.3542 1206 29781 7460 19340 1 8 11880
University of San Diego San Diego CA 92110-2492 0.4979 1302 5677 47708 47708 2 8 0
San Francisco State University San Francisco CA 94132 0.7046 1054 25966 7254 19134 1 8 11880
University of San Francisco San Francisco CA 94117-1080 0.6563 1203 6796 46250 46250 2 8 0
William Jessup University Rocklin CA 95765-3707 0.6605 1129 1188 30550 30550 2 8 0
San Jose State University San Jose CA 95192-0001 0.6688 1110 27591 7721 19601 1 8 11880
Santa Clara University Santa Clara CA 95053 0.5356 1378 5481 49858 49858 2 8 0
Scripps College Claremont CA 91711-3905 0.3337 1405 1059 52966 52966 2 8 0
Simpson University Redding CA 96003-8606 0.5561 1077 708 27700 27700 2 8 0
Saint Mary's College of California Moraga CA 94575 0.8162 1170 2762 45686 45686 2 8 0
Sonoma State University Rohnert Park CA 94928-3609 0.8203 1078 8633 7724 19604 1 8 11880
Vanguard University of Southern California Costa Mesa CA 92626 0.4668 1037 1824 32430 32430 2 8 0
University of Southern California Los Angeles CA 90089 0.1595 1437 18942 54259 54259 2 8 0
Thomas Aquinas College Santa Paula CA 93060 0.7188 1297 369 24500 24500 2 8 0
Westmont College Santa Barbara CA 93108-1089 0.8471 1262 1285 44044 44044 2 8 0
Whittier College Whittier CA 90601 0.7409 1138 1665 46310 46310 2 8 0
Woodbury University Burbank CA 91504-1052 0.6164 1076 1023 38460 38460 2 8 0
Adams State University Alamosa CO 81101 0.9888 1005 1876 9440 20456 1 7 11016
University of Colorado Denver/Anschutz Medical Campus Denver CO 80217-3364 0.6522 1179 11531 9107 25259 1 7 16152
University of Colorado Colorado Springs Colorado Springs CO 80918 0.9281 1162 10344 8314 19498 1 7 11184
University of Colorado Boulder Boulder CO 80309-0017 0.7984 1293 28565 12086 36220 1 7 24134
Colorado School of Mines Golden CO 80401 0.5572 1391 4751 18386 37436 1 7 19050
Colorado State University-Fort Collins Fort Collins CO 80523-0100 0.8262 1212 23804 11395 28903 1 7 17508
University of Denver Denver CO 80208 0.5805 1294 5753 48669 48669 2 7 0
Fort Lewis College Durango CO 81301-3999 0.8321 1123 3150 8609 18761 1 7 10152
Colorado Mesa University Grand Junction CO 81501-3122 0.8167 1066 8494 8374 20330 1 7 11956
Metropolitan State University of Denver Denver CO 80217-3362 0.6427 1010 18968 7352 20149 1 7 12797
University of Northern Colorado Greeley CO 80639 0.8908 1107 9104 9546 21132 1 7 11586
Regis University Denver CO 80221-1099 0.5992 1150 4016 35610 35610 2 7 0
Colorado State University-Pueblo Pueblo CO 81001-4901 0.9534 1043 3744 10090 25547 1 7 15457
United States Air Force Academy USAF Academy CO 80840-5002 0.1192 1334 4276 0 0 1 0 0
Western State Colorado University Gunnison CO 81231 0.8598 1120 1899 9802 21274 1 7 11472
Albertus Magnus College New Haven CT 06511-1189 0.6388 930 1122 31140 31140 2 1 0
University of Bridgeport Bridgeport CT 06604-5620 0.5389 969 3129 32250 32250 2 1 0
Central Connecticut State University New Britain CT 6050 0.6676 1071 9317 10225 22914 1 1 12689
University of Connecticut Storrs CT 6269 0.4784 1313 18930 14880 36948 1 1 22068
University of Hartford West Hartford CT 06117-1599 0.8089 1140 4835 38910 38910 2 1 0
University of New Haven West Haven CT 06516-1916 0.8776 1124 5147 38170 38170 2 1 0
Quinnipiac University Hamden CT 6518 0.7388 1184 7249 46780 46780 2 1 0
University of Saint Joseph West Hartford CT 6117 0.9029 1064 759 38033 38033 2 1 0
St Vincent's College Bridgeport CT 06606-4201 0.9730 960 472 15563 15563 2 1 0
Southern Connecticut State University New Haven CT 06515-1355 0.6492 1028 7703 10538 23226 1 1 12688
Trinity College Hartford CT 06106-3100 0.3387 1370 2174 54770 54770 2 1 0
Yale University New Haven CT 6520 0.0693 1520 5742 51400 51400 2 1 0
Delaware State University Dover DE 19901 0.4518 918 3678 7868 16904 1 2 9036
University of Delaware Newark DE 19716 0.6289 1250 18948 13160 33150 1 2 19990
Wesley College Dover DE 19901-3875 0.6151 903 1342 26406 26406 2 2 0
American University Washington DC 20016-8001 0.2940 1294 7433 46615 46615 2 2 0
Gallaudet University Washington DC 20002-3695 0.5901 916 1111 16558 16558 2 2 0
George Washington University Washington DC 20052 0.4098 1386 11718 53518 53518 2 2 0
Georgetown University Washington DC 20057-0001 0.1568 1451 7128 52300 52300 2 2 0
Howard University Washington DC 20059-0001 0.4142 1201 6276 25697 25697 2 2 0
The Baptist College of Florida Graceville FL 32440 0.6195 968 397 11100 11100 2 5 0
Barry University Miami FL 33161-6695 0.8507 970 3459 29850 29850 2 5 0
Johnson University Florida Kissimmee FL 34744 0.9278 978 180 14920 14920 2 5 0
University of Central Florida Orlando FL 32816 0.4990 1249 56366 6368 22467 1 5 16099
Eckerd College Saint Petersburg FL 33711-4700 0.7273 1207 2018 43044 43044 2 5 0
Edward Waters College Jacksonville FL 32209 0.6045 885 946 13525 13525 2 5 0
Embry-Riddle Aeronautical University-Daytona Beach Daytona Beach FL 32114-3900 0.7491 1204 5689 34822 34822 2 5 0
Florida Agricultural and Mechanical University Tallahassee FL 32307 0.4563 1044 7552 5785 17725 1 5 11940
Florida Atlantic University Boca Raton FL 33431-0991 0.6001 1149 23748 4831 17276 1 5 12445
Flagler College-St Augustine Saint Augustine FL 32084 0.5659 1093 2674 18200 18200 2 5 0
Florida College Temple Terrace FL 33617 0.7376 1000 505 17142 17142 2 5 0
AdventHealth University Orlando FL 32803 0.9685 1019 1316 14400 14400 2 5 0
Florida Institute of Technology Melbourne FL 32901-6975 0.6346 1243 3395 41240 41240 2 5 0
Florida International University Miami FL 33199 0.5407 1172 41834 6556 18954 1 5 12398
Florida Southern College Lakeland FL 33801-5698 0.5146 1218 2561 34774 34774 2 5 0
Florida State University Tallahassee FL 32306-1037 0.4919 1304 32614 5656 18786 1 5 13130
University of Florida Gainesville FL 32611 0.4201 1356 33655 6381 28659 1 5 22278
Jacksonville University Jacksonville FL 32211-3394 0.8670 1147 2829 35260 35260 2 5 0
University of Miami Coral Gables FL 33146 0.3570 1366 10613 48484 48484 2 5 0
University of North Florida Jacksonville FL 32224-7699 0.5871 1176 13962 6394 20798 1 5 14404
Nova Southeastern University Fort Lauderdale FL 33314-7796 0.5817 1201 4417 29880 29930 2 5 50
Palm Beach Atlantic University West Palm Beach FL 33401 0.9739 1115 2475 29950 29950 2 5 0
Saint Leo University Saint Leo FL 33574-6665 0.5849 1056 9404 22220 22220 2 5 0
University of South Florida-Main Campus Tampa FL 33620-9951 0.4536 1246 30918 6410 17324 1 5 10914
St. Thomas University Miami Gardens FL 33054-6459 0.4871 993 958 29730 29730 2 5 0
Southeastern University Lakeland FL 33801-6034 0.5350 1063 4786 25360 25360 2 5 0
The University of Tampa Tampa FL 33606-1490 0.5326 1171 7956 28426 28426 2 5 0
Trinity Baptist College Jacksonville FL 32221 0.3447 933 335 11640 11640 2 5 0
Trinity College of Florida Trinity FL 34655-4401 0.9180 922 188 16340 16340 2 5 0
Warner University Lake Wales FL 33859-8797 0.4148 946 981 21216 21216 2 5 0
Webber International University Babson Park FL 33827-0096 0.4923 986 625 25358 25358 2 5 0
The University of West Florida Pensacola FL 32514-5750 0.4958 1185 9602 6360 19241 1 5 12881
Abraham Baldwin Agricultural College Tifton GA 31793-2601 0.7021 1013 3185 3503 10241 1 5 6738
Andrew College Cuthbert GA 39840-5550 0.4051 930 265 16560 16560 2 5 0
Armstrong State University Savannah GA 31419-1997 0.7962 1054 5965 5439 15900 1 5 10461
Point University West Point GA 31833 0.3506 968 1126 20600 20600 2 5 0
Clark Atlanta University Atlanta GA 30314-4391 0.5793 1000 3302 21892 21892 2 5 0
Berry College Mount Berry GA 30149 0.6160 1247 1963 35176 35176 2 5 0
Brenau University Gainesville GA 30501-3668 0.6613 1004 1722 28510 28510 2 5 0
Brewton-Parker College Mount Vernon GA 30445 0.9898 922 465 17740 17740 2 5 0
College of Coastal Georgia Brunswick GA 31520-3644 0.9469 937 3190 4496 12918 1 5 8422
Columbus State University Columbus GA 31907-5645 0.5340 1011 6474 6134 16920 1 5 10786
Covenant College Lookout Mountain GA 30750-4164 0.9523 1269 986 33170 33170 2 5 0
Emmanuel College Franklin Springs GA 30639 0.4307 1022 800 19710 19710 2 5 0
Emory University Atlanta GA 30322 0.2204 1443 6776 49392 49392 2 5 0
Fort Valley State University Fort Valley GA 31030-4313 0.4366 564 2329 6658 19738 1 5 13080
Georgia Institute of Technology-Main Campus Atlanta GA 30332-0530 0.2340 1389 14810 12418 33014 1 5 20596
Georgia Southwestern State University Americus GA 31709-4693 0.6747 1045 2348 5341 15802 1 5 10461
Georgia College & State University Milledgeville GA 31061 0.7899 1199 5857 9346 28060 1 5 18714
Georgia Southern University Statesboro GA 30460-8126 0.6829 1174 17062 6356 17142 1 5 10786
Georgia State University Atlanta GA 30303-3083 0.6985 1128 25031 9112 23971 1 5 14859
University of Georgia Athens GA 30602 0.5401 1316 28740 11818 30392 1 5 18574
Gordon State College Barnesville GA 30204 0.8364 924 3527 3828 10010 1 5 6182
LaGrange College Lagrange GA 30240-2999 0.5689 1100 930 29480 29480 2 5 0
Life University Marietta GA 30060 0.6890 957 751 11715 11715 2 5 0
Mercer University Macon GA 31207 0.7326 1285 4708 36000 36000 2 5 0
Morehouse College Atlanta GA 30314 0.7441 1050 2199 27278 27278 2 5 0
Oglethorpe University Atlanta GA 30319-2797 0.5804 1212 1232 36680 36680 2 5 0
Paine College Augusta GA 30901-3182 0.3180 850 357 14226 14226 2 5 0
Piedmont College Demorest GA 30535-0010 0.5952 1059 1281 24464 24464 2 5 0
Reinhardt University Waleska GA 30183-2981 0.8863 1038 1381 22422 22422 2 5 0
Savannah College of Art and Design Savannah GA 31402-3146 0.9287 1152 10568 36410 36410 2 5 0
Savannah State University Savannah GA 31404-5310 0.5575 933 4079 5743 16204 1 5 10461
Shorter University Rome GA 30165 0.5337 1017 1264 21730 21730 2 5 0
Spelman College Atlanta GA 30314-4399 0.4005 1163 2134 28181 28181 2 5 0
Toccoa Falls College Toccoa Falls GA 30598 0.5872 1039 851 22104 22104 2 5 0
Truett McConnell University Cleveland GA 30528 0.9462 1032 760 19480 19480 2 5 0
Valdosta State University Valdosta GA 31698 0.7417 1059 8557 6410 17196 1 5 10786
Wesleyan College Macon GA 31210-4462 0.4660 1114 501 22370 22370 2 5 0
University of West Georgia Carrollton GA 30118-0001 0.5862 1016 10468 6226 17010 1 5 10784
Young Harris College Young Harris GA 30582 0.5251 1100 1021 29062 29062 2 5 0
Chaminade University of Honolulu Honolulu HI 96816-1578 0.9223 1068 1785 24514 24514 2 8 0
University of Hawaii at Hilo Hilo HI 96720-4091 0.7788 1047 2855 7648 20608 1 8 12960
University of Hawaii at Manoa Honolulu HI 96822-2217 0.8315 1154 12583 11754 33786 1 8 22032
Hawaii Pacific University Honolulu HI 96813 0.7468 1110 3228 24550 24550 2 8 0
University of Hawaii-West Oahu Kapolei HI 96707-4507 0.7875 966 2747 7440 20400 1 8 12960
Boise Bible College Boise ID 83714-1220 1.0000 1091 128 12080 12080 2 7 0
Boise State University Boise ID 83725 0.8399 1093 16265 7326 22642 1 7 15316
University of Idaho Moscow ID 83844-2282 0.7309 1127 7685 7488 23812 1 7 16324
Lewis-Clark State College Lewiston ID 83501-2698 0.9960 1013 2941 6334 18410 1 7 12076
Northwest Nazarene University Nampa ID 83686-5897 0.7342 1142 1268 29000 29000 2 7 0
Brigham Young University-Idaho Rexburg ID 83460-1690 0.9479 1115 35038 4018 4018 2 7 0
School of the Art Institute of Chicago Chicago IL 60603 0.6982 1242 2889 49610 49610 2 3 0
Aurora University Aurora IL 60506-4892 0.8732 1062 3912 23520 23520 2 3 0
Blackburn College Carlinville IL 62626 0.5953 1041 554 21992 21992 2 3 0
Bradley University Peoria IL 61625-0001 0.7137 1212 4643 32930 32930 2 3 0
Chicago State University Chicago IL 60628-1598 0.7787 952 2025 10252 17212 1 3 6960
University of Chicago Chicago IL 60637 0.0873 1524 6298 56034 56034 2 3 0
Concordia University-Chicago River Forest IL 60305-1499 0.7472 1100 1405 31588 31588 2 3 0
East-West University Chicago IL 60605 0.4069 910 430 21450 21450 2 3 0
Eastern Illinois University Charleston IL 61920 0.5151 1045 4877 11678 13868 1 3 2190
Elmhurst College Elmhurst IL 60126-3096 0.7053 1141 2782 36370 36370 2 3 0
Eureka College Eureka IL 61530 0.6200 1084 605 25390 25390 2 3 0
Governors State University University Park IL 60484 0.6556 968 3288 11746 21136 1 3 9390
Greenville University Greenville IL 62246 0.6620 1067 944 26356 26356 2 3 0
Hebrew Theological College Skokie IL 60077 0.9500 1064 100 17630 17630 2 3 0
University of Illinois at Chicago Chicago IL 60607 0.7708 1150 19106 13704 26560 1 3 12856
Benedictine University Lisle IL 60532-0900 0.6217 1093 2864 33900 33900 2 3 0
University of Illinois at Urbana-Champaign Champaign IL 61820-5711 0.6153 1376 32884 15074 31194 1 3 16120
Illinois Wesleyan University Bloomington IL 61702-2900 0.6086 1273 1642 45856 45856 2 3 0
Illinois Institute of Technology Chicago IL 60616 0.5403 1323 2763 45864 45864 2 3 0
Illinois State University Normal IL 61790-1000 0.8913 1165 18264 14061 25168 1 3 11107
Judson University Elgin IL 60123-1498 0.7120 1084 1037 29434 29434 2 3 0
Lewis University Romeoville IL 60446-2200 0.5383 1161 4372 31250 31250 2 3 0
Lincoln Christian University Lincoln IL 62656-2111 0.6213 1036 440 13020 13020 2 3 0
Lincoln College Lincoln IL 62656 0.5722 886 1043 18100 18100 2 3 0
Loyola University Chicago Chicago IL 60660 0.7059 1258 11193 43078 43078 2 3 0
MacMurray College Jacksonville IL 62650-2590 0.5971 1032 521 26100 26100 2 3 0
McKendree University Lebanon IL 62254-1291 0.6170 1100 2065 29640 29640 2 3 0
Methodist College Peoria IL 61615 0.3469 1005 675 20750 20750 2 3 0
Millikin University Decatur IL 62522-2084 0.6459 1127 1883 33066 33066 2 3 0
Monmouth College Monmouth IL 61462-1998 0.6705 1115 1010 36400 36400 2 3 0
North Central College Naperville IL 60540 0.5440 1200 2688 37749 37749 2 3 0
North Park University Chicago IL 60625-4895 0.5373 1086 2018 28620 28620 2 3 0
Northern Illinois University Dekalb IL 60115-2828 0.5332 1085 13430 14350 23816 1 3 9466
Northwestern University Evanston IL 60208 0.0924 1500 8489 52678 52678 2 3 0
Northeastern Illinois University Chicago IL 60625-4699 0.6939 910 7014 10736 19792 1 3 9056
Olivet Nazarene University Bourbonnais IL 60914-2271 0.6617 1140 3356 34940 34940 2 3 0
Principia College Elsah IL 62028-9799 0.9104 1162 447 28920 28920 2 3 0
Quincy University Quincy IL 62301-2699 0.6732 1082 898 27770 27770 2 3 0
Rockford University Rockford IL 61108-2311 0.4656 1059 1018 30050 30050 2 3 0
Roosevelt University Chicago IL 60605-1394 0.6951 1119 2485 28963 28963 2 3 0
Dominican University River Forest IL 60305 0.6498 1124 2155 32530 32530 2 3 0
University of St Francis Joliet IL 60435-6188 0.5167 1126 1563 31470 31470 2 3 0
Saint Xavier University Chicago IL 60655 0.7460 1066 2927 33380 33380 2 3 0
University of Illinois at Springfield Springfield IL 62703-5407 0.5241 1159 2833 11413 20938 1 3 9525
Southern Illinois University-Carbondale Carbondale IL 62901-4512 0.7601 1143 10896 13932 28107 1 3 14175
Southern Illinois University-Edwardsville Edwardsville IL 62026-1259 0.8951 1144 11339 11493 24651 1 3 13158
Trinity Christian College Palos Heights IL 60463-0929 0.8290 1125 1028 28675 28675 2 3 0
Trinity International University-Illinois Deerfield IL 60015-1283 0.7500 1129 750 30750 30750 2 3 0
VanderCook College of Music Chicago IL 60616-3731 1.0000 1215 90 28434 28434 2 3 0
Western Illinois University Macomb IL 61455 0.5997 1045 7599 12897 12897 1 3 0
Wheaton College Wheaton IL 60187-5593 0.8500 1356 2356 35190 35190 2 3 0
Anderson University Anderson IN 46012-3495 0.6525 1045 1506 29710 29710 2 3 0
Ball State University Muncie IN 47306 0.6208 1138 16277 9774 25942 1 3 16168
Bethel College-Indiana Mishawaka IN 46545-5591 0.8977 1077 1254 28030 28030 2 3 0
Butler University Indianapolis IN 46208 0.6513 1279 4197 39860 39860 2 3 0
DePauw University Greencastle IN 46135-1772 0.6725 1248 2137 47838 47838 2 3 0
Earlham College Richmond IN 47374-4095 0.5184 1303 1027 45750 45750 2 3 0
University of Evansville Evansville IN 47722 0.6996 1187 2049 35394 35394 2 3 0
Franklin College Franklin IN 46131-2623 0.7787 1105 978 30920 30920 2 3 0
Goshen College Goshen IN 46526-4794 0.6388 1121 855 33200 33200 2 3 0
Grace College and Theological Seminary Winona Lake IN 46590-1274 0.8209 1130 1447 23170 23170 2 3 0
Hanover College Hanover IN 47243 0.8379 1184 1082 36520 36520 2 3 0
Holy Cross College Notre Dame IN 46556-0308 0.7405 1214 554 29734 29734 2 3 0
Huntington University Huntington IN 46750 0.8053 1080 949 25540 25540 2 3 0
Purdue University Fort Wayne Fort Wayne IN 46805-1499 0.9441 1074 7708 8330 20005 1 3 11675
Indiana University-Purdue University-Indianapolis Indianapolis IN 46202-5143 0.7965 1104 20870 9334 29806 1 3 20472
University of Indianapolis Indianapolis IN 46227-3697 0.8218 1093 4384 28390 28390 2 3 0
Indiana Institute of Technology Fort Wayne IN 46803-1228 0.7613 1034 6899 26370 26370 2 3 0
University of Southern Indiana Evansville IN 47712 0.9360 1084 7554 7970 18626 1 3 10656
Indiana State University Terre Haute IN 47809 0.8451 1013 10817 8916 19452 1 3 10536
Indiana University-Kokomo Kokomo IN 46902-9003 0.7028 1030 2746 7207 19038 1 3 11831
Indiana University-South Bend South Bend IN 46615-7111 0.7771 1035 4790 7207 19038 1 3 11831
Indiana University-Bloomington Bloomington IN 47405-7000 0.7601 1285 33104 10533 34845 1 3 24312
Indiana University-Northwest Gary IN 46408-1197 0.7444 998 3549 7207 19038 1 3 11831
Indiana University-Southeast New Albany IN 47150 0.8275 1021 4722 7207 19038 1 3 11831
Indiana University-East Richmond IN 47374-1289 0.6966 1035 2969 7207 19038 1 3 11831
Marian University Indianapolis IN 46222-1997 0.5872 1102 2173 33000 33000 2 3 0
Indiana Wesleyan University-Marion Marion IN 46953-4974 0.7202 1138 2685 25980 25980 2 3 0
University of Notre Dame Notre Dame IN 46556 0.1892 1486 8527 51505 51505 2 3 0
Oakland City University Oakland City IN 47660-1099 0.7133 1058 484 23700 23700 2 3 0
Rose-Hulman Institute of Technology Terre Haute IN 47803-3920 0.6094 1369 2146 48012 48012 2 3 0
University of Saint Francis-Fort Wayne Fort Wayne IN 46808-3994 0.9872 1062 1840 29430 29430 2 3 0
Saint Mary-of-the-Woods College Saint Mary of the Woods IN 47876-1099 0.7576 999 631 29510 29510 2 3 0
Saint Mary's College Notre Dame IN 46556 0.7825 1201 1489 40800 40800 2 3 0
Taylor University Upland IN 46989-1001 0.8679 1204 1858 32885 32885 2 3 0
Trine University Angola IN 46703-1764 0.7010 1128 1939 31540 31540 2 3 0
Valparaiso University Valparaiso IN 46383 0.8428 1216 3186 38760 38760 2 3 0
Wabash College Crawfordsville IN 47933-0352 0.6296 1199 862 42250 42250 2 3 0
Buena Vista University Storm Lake IA 50588 0.6385 1083 1692 32854 32854 2 4 0
Central College Pella IA 50219 0.7009 1161 1198 35930 35930 2 4 0
Clarke University Dubuque IA 52001-3198 0.6319 1118 757 31950 31950 2 4 0
Coe College Cedar Rapids IA 52402-5092 0.5624 1213 1350 42430 42430 2 4 0
Cornell College Mount Vernon IA 52314-1098 0.6503 1245 1004 40880 40880 2 4 0
Dordt College Sioux Center IA 51250-1697 0.7207 1210 1353 30000 30000 2 4 0
Drake University Des Moines IA 50311-4505 0.6880 1285 3038 39062 39062 2 4 0
University of Dubuque Dubuque IA 52001 0.7416 992 1955 29710 29710 2 4 0
Emmaus Bible College Dubuque IA 52001-3096 0.5751 1133 254 17520 17520 2 4 0
Faith Baptist Bible College and Theological Seminary Ankeny IA 50023-2152 0.6000 1118 256 16766 16766 2 4 0
Graceland University-Lamoni Lamoni IA 50140 0.5614 1029 1208 28110 28110 2 4 0
Grand View University Des Moines IA 50316 0.9268 1043 1753 26516 26516 2 4 0
Grinnell College Grinnell IA 50112-1690 0.2887 1449 1660 50714 50714 2 4 0
Iowa State University Ames IA 50011-2103 0.8934 1221 30116 8636 22472 1 4 13836
Iowa Wesleyan University Mount Pleasant IA 52641 0.5001 995 602 24600 30500 2 4 5900
University of Iowa Iowa City IA 52242-1316 0.8604 1232 23349 8965 30609 1 4 21644
Loras College Dubuque IA 52004-0178 0.9509 1144 1362 32886 32886 2 4 0
Luther College Decorah IA 52101-1045 0.6509 1222 2008 41020 41020 2 4 0
Mercy College of Health Sciences Des Moines IA 50309-1239 0.9590 1030 755 17600 17600 2 4 0
Morningside College Sioux City IA 51106-1751 0.5518 1125 1270 30490 30490 2 4 0
Mount Mercy University Cedar Rapids IA 52402-4797 0.5724 1085 1502 30582 30582 2 4 0
University of Northern Iowa Cedar Falls IA 50614-0005 0.8083 1166 9686 8699 19241 1 4 10542
Northwestern College Orange City IA 51041 0.6810 1172 1014 30200 30200 2 4 0
Saint Ambrose University Davenport IA 52803-2898 0.6081 1165 2354 30016 30016 2 4 0
Simpson College Indianola IA 50125 0.8386 1178 1406 37663 37663 2 4 0
Upper Iowa University Fayette IA 52142-1857 0.5558 1041 4058 29600 29600 2 4 0
Wartburg College Waverly IA 50677-0903 0.7690 1170 1493 39730 39730 2 4 0
William Penn University Oskaloosa IA 52577 0.5379 963 1184 25000 25000 2 4 0
Baker University Baldwin City KS 66006-0065 0.8571 1137 1465 28960 28960 2 4 0
Benedictine College Atchison KS 66002-1499 0.9747 1215 1826 28480 28480 2 4 0
Bethany College Lindsborg KS 67456-1897 0.6664 1027 710 26922 26922 2 4 0
Central Christian College of Kansas McPherson KS 67460-5740 0.3933 1008 768 17240 17240 2 4 0
Emporia State University Emporia KS 66801-5415 0.8275 1105 3499 6345 19918 1 4 13573
Friends University Wichita KS 67213 0.4801 1100 1110 27565 27565 2 4 0
Haskell Indian Nations University Lawrence KS 66046-4800 0.8157 950 806 480 480 1 4 0
University of Kansas Lawrence KS 66045 0.9338 1230 18903 10824 26592 1 4 15768
Newman University Wichita KS 67213-2097 0.6384 1107 1103 29200 29200 2 4 0
Kansas Wesleyan University Salina KS 67401-6196 0.5365 1065 671 28980 28980 2 4 0
Manhattan Christian College Manhattan KS 66502-4801 0.6432 1079 282 15418 15418 2 4 0
McPherson College McPherson KS 67460-1402 0.4847 1105 688 27823 27823 2 4 0
MidAmerica Nazarene University Olathe KS 66062-1899 0.6562 1064 1215 29670 29670 2 4 0
Ottawa University-Ottawa Ottawa KS 66067-3399 0.8045 1027 670 28550 28550 2 4 0
Pittsburg State University Pittsburg KS 66762 0.8721 1105 5340 7100 18152 1 4 11052
University of Saint Mary Leavenworth KS 66048-5082 0.4915 1078 744 27720 27720 2 4 0
Southwestern College Winfield KS 67156-6224 0.9688 1019 1096 28750 28750 2 4 0
Sterling College Sterling KS 67579 0.5247 1018 612 24985 24985 2 4 0
Tabor College Hillsboro KS 67063-1799 0.5318 1048 632 27220 27220 2 4 0
Wichita State University Wichita KS 67260-0124 0.9380 1159 10970 8432 17390 1 4 8958
Alice Lloyd College Pippa Passes KY 41844 0.2567 1043 598 11550 11550 2 5 0
Asbury University Wilmore KY 40390-1198 0.7032 1178 1610 29500 29500 2 5 0
Bellarmine University Louisville KY 40205-0671 0.8925 1189 2474 40750 40750 2 5 0
Berea College Berea KY 40404-2182 0.3509 1188 1610 25760 25760 2 5 0
Brescia University Owensboro KY 42301-3023 0.4240 1065 911 21550 21550 2 5 0
Campbellsville University Campbellsville KY 42718-2799 0.6859 1061 2365 25400 25400 2 5 0
Centre College Danville KY 40422-1394 0.7632 1334 1441 40500 40500 2 5 0
University of the Cumberlands Williamsburg KY 40769 0.7436 1092 2085 23000 23000 2 5 0
Eastern Kentucky University Richmond KY 40475-3102 0.8737 1123 12750 9366 18250 1 5 8884
Georgetown College Georgetown KY 40324-1696 0.6733 1145 1029 37160 37160 2 5 0
Kentucky Mountain Bible College Jackson KY 41339 0.5000 1045 75 7760 7760 2 5 0
Kentucky State University Frankfort KY 40601-2355 0.4528 982 1349 8184 19638 1 5 11454
Kentucky Wesleyan College Owensboro KY 42301 0.5846 1114 688 25070 25070 2 5 0
University of Kentucky Lexington KY 40506-0032 0.9577 1213 22078 11942 28046 1 5 16104
Kentucky Christian University Grayson KY 41143-1199 0.4021 1029 477 19256 19256 2 5 0
University of Louisville Louisville KY 40292-0001 0.7530 1211 14550 11264 26286 1 5 15022
Midway University Midway KY 40347-1120 0.5670 1050 989 23950 23950 2 5 0
Morehead State University Morehead KY 40351 0.7962 1144 6410 8950 13426 1 5 4476
Murray State University Murray KY 42071-3318 0.8667 1173 7218 8820 23820 1 5 15000
Northern Kentucky University Highland Heights KY 41099 0.9038 1142 10728 9744 19104 1 5 9360
University of Pikeville Pikeville KY 41501 1.0000 1038 1088 20338 20338 2 5 0
The Southern Baptist Theological Seminary Louisville KY 40280-0001 0.7811 1105 873 18860 18860 2 5 0
Spalding University Louisville KY 40203-2188 0.5899 1046 1080 24000 24000 2 5 0
Thomas More College Crestview Hills KY 41017-3495 0.9123 1081 1399 30270 30270 2 5 0
Union College Barbourville KY 40906-1499 0.6347 1025 984 26080 26080 2 5 0
Western Kentucky University Bowling Green KY 42101-1000 0.9545 1136 14529 10202 25512 1 5 15310
Centenary College of Louisiana Shreveport LA 71134-1188 0.6179 1193 525 35900 35900 2 5 0
Dillard University New Orleans LA 70122 0.4081 1009 1290 17917 17917 2 5 0
Louisiana State University-Alexandria Alexandria LA 71302-9121 0.3107 1026 2662 6668 14024 1 5 7356
Louisiana State University and Agricultural & Mechanical College Baton Rouge LA 70803-2750 0.7392 1226 23331 11374 28051 1 5 16677
Louisiana State University-Shreveport Shreveport LA 71115-2399 0.8384 1080 2237 7166 20320 1 5 13154
Louisiana College Pineville LA 71359 0.7192 1087 935 16000 16000 2 5 0
Louisiana Tech University Ruston LA 71272 0.6484 1195 8277 9645 18558 1 5 8913
Loyola University New Orleans New Orleans LA 70118-6143 0.6911 1203 2534 39492 39492 2 5 0
McNeese State University Lake Charles LA 70605 0.6224 1124 5956 7920 15958 1 5 8038
University of New Orleans New Orleans LA 70148 0.5661 1126 5917 8484 13320 1 5 4836
Nicholls State University Thibodaux LA 70310 0.9374 1104 5401 7886 8979 1 5 1093
University of Louisiana at Monroe Monroe LA 71209-0000 0.7546 1124 6121 8470 20570 1 5 12100
Northwestern State University of Louisiana Natchitoches LA 71497-0002 0.8029 1083 7994 7921 18710 1 5 10789
University of Holy Cross New Orleans LA 70131-7399 0.4615 1030 743 13220 13220 2 5 0
Franciscan Missionaries of Our Lady University Baton Rouge LA 70808 0.4844 1085 1168 12764 12764 2 5 0
Southeastern Louisiana University Hammond LA 70402 0.8834 1085 10929 8153 20631 1 5 12478
Southern University and A & M College Baton Rouge LA 70813 0.4547 988 5137 8666 18080 1 5 9414
Southern University at New Orleans New Orleans LA 70126 0.2467 890 1899 6421 15322 1 5 8901
University of Louisiana at Lafayette Lafayette LA 70503 0.5087 1162 14753 9888 23616 1 5 13728
Tulane University of Louisiana New Orleans LA 70118-5698 0.2150 1442 7871 52960 52960 2 5 0
Xavier University of Louisiana New Orleans LA 70125-1098 0.6408 1126 2266 23606 23606 2 5 0
Maine College of Health Professions Lewiston ME 4240 0.8182 920 188 11506 11506 2 1 0
Colby College Waterville ME 04901-8840 0.1579 1444 1917 53120 53120 2 1 0
University of Maine at Fort Kent Fort Kent ME 04743-1292 0.9720 996 1036 7965 12075 1 1 4110
University of Maine Orono ME 4469 0.9226 1157 8836 10902 30282 1 1 19380
Maine Maritime Academy Castine ME 04420-0001 0.7961 1083 1018 13278 26628 1 1 13350
University of New England Biddeford ME 04005-9599 0.8074 1128 2360 36530 36530 2 1 0
University of Southern Maine Portland ME 4103 0.8348 1059 5248 8638 20594 1 1 11956
University of Baltimore Baltimore MD 21201-5720 0.8099 999 2856 8824 20704 1 2 11880
Bowie State University Bowie MD 20715-9465 0.3600 950 5107 8064 18653 1 2 10589
Capitol Technology University Laurel MD 20708 0.7473 1062 421 24788 24788 2 2 0
Washington Adventist University Takoma Park MD 20912 0.6139 957 750 23400 23400 2 2 0
Coppin State University Baltimore MD 21216-3698 0.3651 930 2459 7474 13622 1 2 6148
Frostburg State University Frostburg MD 21532-1099 0.7229 1017 4486 8914 22262 1 2 13348
Johns Hopkins University Baltimore MD 21218-2688 0.1254 1524 5663 52170 52170 2 2 0
University of Maryland-Baltimore County Baltimore MD 21250 0.6021 1255 11130 11518 25654 1 2 14136
University of Maryland-College Park College Park MD 20742 0.4450 1396 29273 10399 33606 1 2 23207
Maryland Institute College of Art Baltimore MD 21217-4134 0.6161 1203 1743 46990 46990 2 2 0
University of Maryland Eastern Shore Princess Anne MD 21853-1299 0.3901 950 2799 8042 18048 1 2 10006
Morgan State University Baltimore MD 21251-0001 0.6372 977 6426 7766 17832 1 2 10066
Mount St. Mary's University Emmitsburg MD 21727-7799 0.6423 1085 1785 40550 40550 2 2 0
Notre Dame of Maryland University Baltimore MD 21210-2476 0.7140 993 808 36070 36070 2 2 0
St. Mary's College of Maryland St. Mary's City MD 20686 0.8242 1190 1544 14496 29948 1 2 15452
St. John's College Annapolis MD 21401 0.5445 1365 458 51795 51795 2 2 0
Towson University Towson MD 21252-0001 0.7730 1136 19367 9694 22140 1 2 12446
United States Naval Academy Annapolis MD 21402-5000 0.0844 1260 4495 0 0 1 0 0
Stevenson University Stevenson MD 21153-0641 0.6087 1097 3375 35490 35490 2 2 0
McDaniel College Westminster MD 21157 0.8500 1161 1562 41800 41800 2 2 0
American International College Springfield MA 1109 0.7183 997 1336 34470 34470 2 1 0
Amherst College Amherst MA 01002-5000 0.1290 1497 1835 54310 54310 2 1 0
Babson College Babson Park MA 02457-0310 0.2418 1347 2342 49664 49664 2 1 0
Boston Baptist College Boston MA 02136-4030 0.7308 970 63 12600 12600 2 1 0
Bay Path University Longmeadow MA 1106 0.6286 1086 1944 33557 33557 2 1 0
Becker College Worcester MA 01609-2165 0.6941 1078 1800 38250 38250 2 1 0
Bentley University Waltham MA 02452-4705 0.4415 1319 4203 48000 48000 2 1 0
Boston College Chestnut Hill MA 2467 0.3241 1434 9636 53346 53346 2 1 0
Boston University Boston MA 2215 0.2511 1401 16716 52082 52082 2 1 0
Brandeis University Waltham MA 02454-9110 0.3422 1403 3624 53537 53537 2 1 0
Bridgewater State University Bridgewater MA 2325 0.8036 1070 9390 10012 16152 1 1 6140
Curry College Milton MA 02186-2395 0.9005 1018 2535 38936 38936 2 1 0
Dean College Franklin MA 02038-1941 0.8607 1002 1260 38090 38090 2 1 0
Eastern Nazarene College Quincy MA 02170-2999 0.6776 1049 693 31780 31780 2 1 0
Emerson College Boston MA 02116-4624 0.4606 1299 3799 44832 44832 2 1 0
Emmanuel College Boston MA 2115 0.7299 1183 1848 38844 38844 2 1 0
Fitchburg State University Fitchburg MA 01420-2697 0.8004 1056 4040 10155 16235 1 1 6080
Framingham State University Framingham MA 01701-9101 0.6811 1043 3963 9920 16000 1 1 6080
Gordon College Wenham MA 1984 0.8889 1189 1573 36740 36740 2 1 0
Harvard University Cambridge MA 2138 0.0516 1523 7532 48949 48949 2 1 0
Hellenic College-Holy Cross Greek Orthodox School of Theology Brookline MA 02445-7415 1.0000 1142 77 22490 22490 2 1 0
Lasell College Newton MA 2466 0.8072 1069 1696 34600 34600 2 1 0
Lesley University Cambridge MA 02138-2790 0.7261 1123 2074 26675 26675 2 1 0
University of Massachusetts-Lowell Lowell MA 01854-5104 0.6883 1227 13284 14800 31865 1 1 17065
University of Massachusetts-Amherst Amherst MA 1003 0.5758 1288 23010 15411 33477 1 1 18066
University of Massachusetts-Boston Boston MA 02125-3393 0.7515 1134 12159 13828 32985 1 1 19157
MCPHS University Boston MA 02115-5896 0.8386 1169 3837 32590 32590 2 1 0
Massachusetts Institute of Technology Cambridge MA 02139-4307 0.0717 1532 4489 49892 49892 2 1 0
Massachusetts Maritime Academy Buzzards Bay MA 02532-1803 0.8317 1122 1627 8398 25824 1 1 17426
Mount Holyoke College South Hadley MA 01075-1489 0.5084 1393 2186 47940 47940 2 1 0
Massachusetts College of Liberal Arts North Adams MA 01247-4100 0.7663 1085 1364 10135 19080 1 1 8945
Northeastern University Boston MA 02115-5005 0.2744 1482 13666 49497 49497 2 1 0
College of Our Lady of the Elms Chicopee MA 1013 0.7949 1033 1142 34578 34578 2 1 0
Salem State University Salem MA 1970 0.8191 1066 6776 10278 16706 1 1 6428
Simmons University Boston MA 02115-5898 0.6044 1227 1708 39600 39600 2 1 0
Springfield College Springfield MA 01109-3797 0.6989 1148 2204 36535 36535 2 1 0
University of Massachusetts-Dartmouth North Dartmouth MA 02747-2300 0.8427 1097 6559 13571 28285 1 1 14714
Suffolk University Boston MA 02108-3901 0.8355 1102 4952 37270 37270 2 1 0
Tufts University Medford MA 02155-5555 0.1491 1482 5492 54318 54318 2 1 0
Wellesley College Wellesley MA 02481-8203 0.2208 1448 2375 51148 51148 2 1 0
Wentworth Institute of Technology Boston MA 2115 0.9187 1181 4204 34977 34977 2 1 0
Western New England University Springfield MA 01119-2684 0.8071 1096 2723 35740 35740 2 1 0
Westfield State University Westfield MA 01086-1630 0.8525 1064 5375 9715 15795 1 1 6080
Wheaton College Norton MA 02766-2322 0.4789 1270 1678 50850 50850 2 1 0
Wheelock College Boston MA 2215 0.7726 879 603 36350 36350 2 1 0
Williams College Williamstown MA 1267 0.1458 1493 2033 53550 53550 2 1 0
Adrian College Adrian MI 49221-2575 0.5973 1070 1609 36010 36010 2 3 0
Albion College Albion MI 49224 0.7060 1123 1558 43050 43050 2 3 0
Alma College Alma MI 48801-1599 0.6400 1140 1392 38768 38768 2 3 0
Andrews University Berrien Springs MI 49104 0.5766 1203 1439 28436 28436 2 3 0
Aquinas College Grand Rapids MI 49506-1801 0.7451 1143 1434 31244 31244 2 3 0
Calvin College Grand Rapids MI 49546 0.8348 1243 3656 33100 33100 2 3 0
Central Michigan University Mount Pleasant MI 48859 0.6775 1125 17489 12510 23670 1 3 11160
Cleary University Howell MI 48843 0.4774 1017 519 19700 19700 2 3 0
Concordia University-Ann Arbor Ann Arbor MI 48105 0.4569 1085 815 28420 28420 2 3 0
College for Creative Studies Detroit MI 48202 0.4899 1149 1347 42460 42460 2 3 0
University of Detroit Mercy Detroit MI 48221-3038 0.6471 1163 2674 41158 41158 2 3 0
Eastern Michigan University Ypsilanti MI 48197 0.4474 1046 16536 12019 29200 1 3 17181
Ferris State University Big Rapids MI 49307-2251 0.7416 1069 11549 11628 18588 1 3 6960
Kettering University Flint MI 48504-6214 0.7033 1270 1850 42490 42490 2 3 0
Cornerstone University Grand Rapids MI 49525-5897 0.6737 1069 1681 27520 27520 2 3 0
Grand Valley State University Allendale MI 49401-9403 0.8090 1150 21837 11994 17064 1 3 5070
Hope College Holland MI 49422-9000 0.7363 1240 3029 32780 32780 2 3 0
Kalamazoo College Kalamazoo MI 49006-3295 0.7338 1306 1415 46840 46840 2 3 0
Lake Superior State University Sault Ste Marie MI 49783 0.5816 1148 1912 11427 11427 1 3 0
Lawrence Technological University Southfield MI 48075-1058 0.5964 1163 2191 32190 32190 2 3 0
Madonna University Livonia MI 48150-1176 0.7433 1053 2291 20700 20700 2 3 0
Marygrove College Detroit MI 48221-2599 0.4098 1021 283 22750 22750 2 3 0
Rochester College Rochester Hills MI 48307 1.0000 997 987 22312 22312 2 3 0
University of Michigan-Ann Arbor Ann Arbor MI 48109 0.2650 1436 29550 14826 47476 1 3 32650
Michigan State University East Lansing MI 48824-1046 0.7155 1220 38770 14460 39406 1 3 24946
Michigan Technological University Houghton MI 49931-1295 0.7449 1277 5829 15074 32318 1 3 17244
University of Michigan-Dearborn Dearborn MI 48128-1491 0.6428 1187 6961 12472 24706 1 3 12234
University of Michigan-Flint Flint MI 48502-1950 0.6512 1092 5669 10842 21165 1 3 10323
Northern Michigan University Marquette MI 49855-5301 0.7437 1082 6635 10240 15736 1 3 5496
Northwood University Midland MI 48640-2398 0.6927 1095 2880 26080 26080 2 3 0
Oakland University Rochester Hills MI 48309-4401 0.8441 1141 15562 11970 23873 1 3 11903
Kuyper College Grand Rapids MI 49525-9781 0.6614 1092 180 21090 21090 2 3 0
Saginaw Valley State University University Center MI 48710 0.7384 1101 7498 9819 23063 1 3 13244
Spring Arbor University Spring Arbor MI 49283-9799 0.6702 1118 1835 27750 27750 2 3 0
Finlandia University Hancock MI 49930-1832 0.3564 966 365 22758 22758 2 3 0
Wayne State University Detroit MI 48202 0.6741 1134 16768 12729 27203 1 3 14474
Western Michigan University Kalamazoo MI 49008-5200 0.8232 1103 17704 11943 14699 1 3 2756
Augsburg University Minneapolis MN 55454 0.6458 1085 2405 37615 37615 2 4 0
Bemidji State University Bemidji MN 56601 0.6620 1105 4399 8677 8677 1 4 0
Bethany Lutheran College Mankato MN 56001 0.7912 1126 523 26830 26830 2 4 0
Bethel University Saint Paul MN 55112 0.8350 1181 2777 36210 36210 2 4 0
Carleton College Northfield MN 55057-4001 0.2120 1469 2023 52782 52782 2 4 0
Concordia College at Moorhead Moorhead MN 56562 0.6160 1213 1980 38378 38378 2 4 0
Martin Luther College New Ulm MN 56073-3965 0.7061 1194 797 14680 14680 2 4 0
Hamline University Saint Paul MN 55104-1284 0.6911 1145 2132 40332 40332 2 4 0
Macalester College Saint Paul MN 55105-1899 0.4058 1405 2116 52464 52464 2 4 0
Minnesota State University-Mankato Mankato MN 56001 0.6096 1105 11966 8164 16216 1 4 8052
University of Minnesota-Twin Cities Minneapolis MN 55455-0213 0.4959 1349 31535 14417 26603 1 4 12186
University of Minnesota-Crookston Crookston MN 56716-5001 0.6870 1082 1797 11814 11814 1 4 0
Minneapolis College of Art and Design Minneapolis MN 55404 0.5853 1141 675 37812 37812 2 4 0
University of Minnesota-Duluth Duluth MN 55812 0.7661 1185 9199 13344 18462 1 4 5118
University of Minnesota-Morris Morris MN 56267 0.6378 1219 1554 13072 15092 1 4 2020
Minnesota State University Moorhead Moorhead MN 56563 0.6039 1123 4834 8468 15878 1 4 7410
North Central University Minneapolis MN 55404-1391 0.9074 1118 893 23480 23480 2 4 0
University of Northwestern-St Paul Saint Paul MN 55113-1598 0.9340 1174 1827 30794 30794 2 4 0
College of Saint Benedict Saint Joseph MN 56374 0.8058 1208 1937 43738 43738 2 4 0
Saint Cloud State University Saint Cloud MN 56301-4498 0.8578 1065 9676 8228 16462 1 4 8234
Saint Johns University Collegeville MN 56321 0.8023 1187 1720 43356 43356 2 4 0
Saint Mary's University of Minnesota Winona MN 55987-1399 0.6438 1122 1471 33560 33560 2 4 0
St Olaf College Northfield MN 55057-1098 0.4322 1312 3004 46000 46000 2 4 0
Crown College Saint Bonifacius MN 55375-9001 0.5120 1066 853 25430 25430 2 4 0
The College of Saint Scholastica Duluth MN 55811-4199 0.6825 1141 2626 36212 36212 2 4 0
University of St Thomas Saint Paul MN 55105-1078 0.8416 1267 6085 41133 41133 2 4 0
St Catherine University Saint Paul MN 55105 0.7013 1146 3100 38170 38170 2 4 0
Southwest Minnesota State University Marshall MN 56258-5468 0.6163 1065 2133 8610 8610 1 4 0
Winona State University Winona MN 55987-5838 0.6650 1125 7308 9379 15302 1 4 5923
Alcorn State University Alcorn State MS 39096-7500 0.7861 1005 3172 6888 6888 1 5 0
Blue Mountain College Blue Mountain MS 38610-9509 0.9952 1047 587 11760 11760 2 5 0
Delta State University Cleveland MS 38733 0.8692 1047 2360 6859 6859 1 5 0
Jackson State University Jackson MS 39217 0.7173 990 6467 7621 18314 1 5 10693
Millsaps College Jackson MS 39210-0001 0.4895 1215 801 38930 38930 2 5 0
University of Mississippi University MS 38677-1848 0.8391 1225 18537 8300 23564 1 5 15264
Mississippi University for Women Columbus MS 39701 0.9802 1046 2302 6614 18155 1 5 11541
Mississippi Valley State University Itta Bena MS 38941-1400 0.8628 930 1713 6422 6422 1 5 0
Mississippi College Clinton MS 39058 0.3903 1229 3041 17392 17392 2 5 0
Mississippi State University Mississippi State MS 39762 0.6240 1195 17723 8318 22358 1 5 14040
University of Southern Mississippi Hattiesburg MS 39406-0001 0.9843 1125 11747 8218 10218 1 5 2000
Tougaloo College Tougaloo MS 39174 0.7472 1025 789 10600 10600 2 5 0
William Carey University Hattiesburg MS 39401-5499 0.4882 1179 2086 12300 12300 2 5 0
Avila University Kansas City MO 64145-1698 0.3886 1060 1229 28020 28020 2 4 0
Calvary University Kansas City MO 64147-1341 0.7436 1041 222 11152 11152 2 4 0
Central Christian College of the Bible Moberly MO 65270-1997 0.2135 960 226 13900 13900 2 4 0
Central Methodist University-College of Liberal Arts and Sciences Fayette MO 65248-1198 0.9561 1121 1059 23770 23770 2 4 0
University of Central Missouri Warrensburg MO 64093 0.8360 1105 8589 7520 14150 1 4 6630
Conception Seminary College Conception MO 64433-0502 1.0000 1061 67 21526 21526 2 4 0
Cottey College Nevada MO 64772 0.6409 1053 265 20200 20200 2 4 0
Culver-Stockton College Canton MO 63435-1299 0.5466 1040 1029 26040 26040 2 4 0
Drury University Springfield MO 65802-3791 0.6608 1226 2971 27015 27015 2 4 0
Evangel University Springfield MO 65802-2125 0.9935 1102 1627 22745 22745 2 4 0
Fontbonne University Saint Louis MO 63105-3098 0.9236 1145 874 25460 25460 2 4 0
Kansas City Art Institute Kansas City MO 64111-1874 0.6719 1158 659 37800 37800 2 4 0
Lindenwood University Saint Charles MO 63301-1695 0.7375 1097 6807 16960 16960 2 4 0
Logan University Chesterfield MO 63017 1.0000 977 98 6860 6860 2 4 0
Maryville University of Saint Louis Saint Louis MO 63141-7299 0.9188 1176 3112 28470 28470 2 4 0
Midwestern Baptist Theological Seminary Kansas City MO 64118-4697 0.9455 1125 417 7810 7810 2 4 0
Missouri Baptist University Saint Louis MO 63141-8698 0.5450 1041 1819 26020 26020 2 4 0
Missouri Southern State University Joplin MO 64801-1595 0.9508 1085 5426 6067 11568 1 4 5501
University of Missouri-Columbia Columbia MO 65211-1050 0.7809 1249 23455 9787 26506 1 4 16719
University of Missouri-Kansas City Kansas City MO 64110 0.6415 1197 7854 8011 19793 1 4 11782
Missouri University of Science and Technology Rolla MO 65409 0.8351 1323 6872 9246 25918 1 4 16672
University of Missouri-St Louis Saint Louis MO 63121-4400 0.7594 1197 7362 9590 25505 1 4 15915
Truman State University Kirksville MO 63501-4221 0.6749 1291 5241 7656 14440 1 4 6784
Northwest Missouri State University Maryville MO 64468-6001 0.7411 1124 5065 7657 12908 1 4 5251
Ozark Christian College Joplin MO 64801 0.4922 1107 577 12720 12720 2 4 0
College of the Ozarks Point Lookout MO 65726-0017 0.1348 1165 1491 19130 19130 2 4 0
Rockhurst University Kansas City MO 64110-2561 0.7246 1198 1623 36590 36590 2 4 0
Saint Louis University Saint Louis MO 63103-2097 0.6443 1319 7209 42166 42166 2 4 0
Saint Louis Christian College Florissant MO 63033 0.2400 950 78 11610 11610 2 4 0
St. Louis College of Pharmacy Saint Louis MO 63110-1088 0.7202 1246 448 29451 29451 2 4 0
Southwest Baptist University Bolivar MO 65613-2596 0.7320 1136 2252 23358 23358 2 4 0
Stephens College Columbia MO 65215 0.5311 1099 647 30344 30344 2 4 0
Southeast Missouri State University Cape Girardeau MO 63701 0.8455 1145 8910 7185 12720 1 4 5535
Missouri State University-Springfield Springfield MO 65897 0.8404 1164 17371 7306 14746 1 4 7440
Washington University in St Louis Saint Louis MO 63130-4899 0.1596 1508 7253 51533 51533 2 4 0
Webster University Saint Louis MO 63119-3194 0.5356 1164 2954 27100 27100 2 4 0
Westminster College Fulton MO 65251-1299 0.9014 1162 764 25940 25940 2 4 0
William Jewell College Liberty MO 64068-1896 0.4763 1226 928 33620 33620 2 4 0
William Woods University Fulton MO 65251-1098 0.7486 1141 919 23260 23260 2 4 0
Carroll College Helena MT 59625-0002 0.7781 1199 1309 34480 34480 2 7 0
Montana Technological University Butte MT 59701-8997 0.9238 1201 1640 7125 21956 1 7 14831
Montana State University Bozeman MT 59717 0.8311 1195 14383 7079 24071 1 7 16992
The University of Montana Missoula MT 59812 0.9264 1165 8958 7063 24943 1 7 17880
Rocky Mountain College Billings MT 59102-1796 0.6438 1099 884 27566 27566 2 7 0
The University of Montana-Western Dillon MT 59725-3598 0.6074 999 1397 5502 16716 1 7 11214
Clarkson College Omaha NE 68131-2739 0.6207 1125 678 16290 16290 2 4 0
Bryan College of Health Sciences Lincoln NE 68506 0.5234 1125 552 15190 15190 2 4 0
Concordia University-Nebraska Seward NE 68434-1556 0.7495 1134 1233 31000 31000 2 4 0
Creighton University Omaha NE 68178 0.7201 1283 4212 38750 38750 2 4 0
Doane University-Arts & Sciences Crete NE 68333 0.6518 1125 1068 32250 32250 2 4 0
Grace University Omaha NE 68108-3629 0.4591 1010 220 23030 23030 2 4 0
Hastings College Hastings NE 68901 0.6833 1118 1082 29200 29200 2 4 0
University of Nebraska at Kearney Kearney NE 68849-1212 0.8175 1105 4440 7294 13194 1 4 5900
Nebraska Methodist College of Nursing & Allied Health Omaha NE 68114-2852 0.6818 1145 861 15980 15980 2 4 0
Midland University Fremont NE 68025 0.6430 1039 1211 31630 31630 2 4 0
Nebraska Christian College of Hope International University Papillion NE 68046 0.4416 989 146 16830 16830 2 4 0
University of Nebraska at Omaha Omaha NE 68182-0225 0.8653 1125 12424 7630 20320 1 4 12690
Nebraska Wesleyan University Lincoln NE 68504-2794 0.7126 1213 1748 32894 32894 2 4 0
University of Nebraska-Lincoln Lincoln NE 68588 0.6438 1235 20954 8978 24098 1 4 15120
Summit Christian College Gering NE 69341 0.4000 1010 25 6560 6560 2 4 0
Union College Lincoln NE 68506 0.5995 1112 747 23070 23070 2 4 0
York College York NE 68467-2699 0.4849 1041 428 18760 18760 2 4 0
University of Nevada-Las Vegas Las Vegas NV 89154 0.8107 1100 24783 7665 21853 1 8 14188
University of Nevada-Reno Reno NV 89557 0.8803 1165 17930 7599 21788 1 8 14189
Sierra Nevada College Incline Village NV 89451 0.6898 1048 433 32639 32639 2 8 0
Dartmouth College Hanover NH 03755-3529 0.1045 1483 4315 53368 53368 2 1 0
University of New Hampshire-Main Campus Durham NH 03824-3547 0.7651 1177 12847 18067 32637 1 1 14570
Keene State College Keene NH 03435-1506 0.8267 1038 3688 13868 22614 1 1 8746
University of New Hampshire at Manchester Manchester NH 03101-1113 0.6056 1135 711 14850 29420 1 1 14570
Saint Anselm College Manchester NH 03102-1310 0.7605 1227 1956 40200 40200 2 1 0
Thomas More College of Liberal Arts Merrimack NH 3054 1.0000 1220 90 21000 21000 2 1 0
Bloomfield College Bloomfield NJ 7003 0.6398 934 1833 29300 29300 2 2 0
Caldwell University Caldwell NJ 07006-6195 0.6374 1035 1596 33950 33950 2 2 0
Centenary University Hackettstown NJ 7840 0.8700 1014 1351 32580 32580 2 2 0
Fairleigh Dickinson University-Metropolitan Campus Teaneck NJ 7666 0.8753 1104 3391 39446 39446 2 2 0
Felician University Lodi NJ 7644 0.7941 993 1616 33650 33650 2 2 0
Fairleigh Dickinson University-Florham Campus Madison NJ 7940 0.8390 1140 2731 41780 41780 2 2 0
Georgian Court University Lakewood NJ 08701-2697 0.6886 1015 1447 32260 32260 2 2 0
Rowan University Glassboro NJ 8028 0.6942 1164 15089 13422 21890 1 2 8468
New Jersey City University Jersey City NJ 7305 0.9185 975 6359 11761 21051 1 2 9290
Kean University Union NJ 7083 0.8222 977 11761 12107 19009 1 2 6902
Monmouth University West Long Branch NJ 07764-1898 0.7394 1088 4683 36732 36732 2 2 0
Montclair State University Montclair NJ 07043-1624 0.7066 1070 16673 12455 20567 1 2 8112
New Jersey Institute of Technology Newark NJ 7102 0.6139 1282 7489 16898 31918 1 2 15020
Princeton University Princeton NJ 08544-0070 0.0641 1500 5246 47140 47140 2 2 0
Ramapo College of New Jersey Mahwah NJ 07430-1680 0.5736 1146 5314 14080 23214 1 2 9134
Rider University Lawrenceville NJ 08648-3099 0.6712 1097 4042 41310 41310 2 2 0
Rutgers University-Camden Camden NJ 8102 0.6933 1090 5360 14501 29924 1 2 15423
Rutgers University-New Brunswick New Brunswick NJ 08901-1281 0.5780 1295 35296 14638 30579 1 2 15941
Rutgers University-Newark Newark NJ 7102 0.6424 1090 8122 14085 30026 1 2 15941
Saint Peter's University Jersey City NJ 07306-5997 0.9129 1021 2547 36402 36402 2 2 0
Seton Hall University South Orange NJ 07079-2697 0.7316 1222 5717 40588 40588 2 2 0
College of Saint Elizabeth Morristown NJ 07960-6989 0.6457 885 749 33131 33131 2 2 0
Stevens Institute of Technology Hoboken NJ 07030-5991 0.4388 1410 3114 50554 50554 2 2 0
Stockton University Galloway NJ 08205-9441 0.8153 1105 8242 13404 20357 1 2 6953
The College of New Jersey Ewing NJ 08628-7718 0.4753 1250 6850 16149 27578 1 2 11429
William Paterson University of New Jersey Wayne NJ 7470 0.9239 1030 8710 12652 19654 1 2 7002
Eastern New Mexico University-Main Campus Portales NM 88130 0.6045 984 3431 6013 11788 1 6 5775
New Mexico Military Institute Roswell NM 88201-5173 0.4226 1015 419 4318 13301 1 6 8983
New Mexico Institute of Mining and Technology Socorro NM 87801 0.2168 1259 1358 7183 20991 1 6 13808
University of New Mexico-Main Campus Albuquerque NM 87106 0.6704 1103 18912 7448 22038 1 6 14590
New Mexico State University-Main Campus Las Cruces NM 88003-8001 0.6384 1043 11173 6461 21022 1 6 14561
Adelphi University Garden City NY 11530-0701 0.7312 1164 5162 37170 37170 2 2 0
Albany College of Pharmacy and Health Sciences Albany NY 12208-3492 0.7855 1200 886 33621 33621 2 2 0
Alfred University Alfred NY 14802-1205 0.6273 1116 1621 28114 28114 2 2 0
Barnard College New York NY 10027-6598 0.1542 1430 2540 52662 52662 2 2 0
Canisius College Buffalo NY 14208-1098 0.7819 1172 2324 36454 36454 2 2 0
Clarkson University Potsdam NY 13699 0.6571 1247 2991 47950 47950 2 2 0
Colgate University Hamilton NY 13346-1398 0.2814 1443 2854 53980 53980 2 2 0
Columbia University in the City of New York New York NY 10027 0.0661 1488 8170 57208 57208 2 2 0
Concordia College-New York Bronxville NY 10708-1998 0.7553 1041 1086 31600 31600 2 2 0
Cooper Union for the Advancement of Science and Art New York NY 10003-7120 0.1305 1424 854 45100 45100 2 2 0
Cornell University Ithaca NY 14853 0.1267 1477 14815 52853 52853 2 2 0
CUNY Bernard M Baruch College New York NY 10010 0.2925 1270 14903 7062 14452 1 2 7390
CUNY Brooklyn College Brooklyn NY 11210 0.4043 1130 13712 7040 14430 1 2 7390
CUNY City College New York NY 10031 0.4637 1140 12480 6940 14330 1 2 7390
CUNY Hunter College New York NY 10065 0.4018 1205 15820 6982 14372 1 2 7390
CUNY John Jay College of Criminal Justice New York NY 10019 0.3875 1055 12426 7070 14460 1 2 7390
CUNY Lehman College Bronx NY 10468 0.3500 1035 10949 7010 14400 1 2 7390
CUNY Queens College Queens NY 11367 0.4273 1140 15762 7138 14528 1 2 7390
CUNY York College Jamaica NY 11451 0.4447 960 7058 6958 14348 1 2 7390
D'Youville College Buffalo NY 14201-1084 0.9667 938 1664 25870 25870 2 2 0
Dominican College of Blauvelt Orangeburg NY 10962-1210 0.6895 986 1413 28448 28448 2 2 0
Fordham University Bronx NY 10458 0.4644 1337 9403 50986 50986 2 2 0
Hamilton College Clinton NY 13323 0.2422 1452 1885 52770 52770 2 2 0
Hartwick College Oneonta NY 13820-4020 0.8857 1047 1194 44134 44134 2 2 0
Hobart William Smith Colleges Geneva NY 14456 0.6392 1270 2220 53525 53525 2 2 0
Hofstra University Hempstead NY 11549 0.6395 1237 6783 43960 43960 2 2 0
Houghton College Houghton NY 14744 0.9135 1205 1026 31540 31540 2 2 0
Iona College New Rochelle NY 10801-1890 0.9220 1090 2989 37682 37682 2 2 0
Jewish Theological Seminary of America New York NY 10027-4649 0.5268 1396 158 54684 54684 2 2 0
Keuka College Keuka Park NY 14478 0.7003 1066 1640 30946 30946 2 2 0
Le Moyne College Syracuse NY 13214-1301 0.6395 1171 2676 33905 33905 2 2 0
LIU Brooklyn Brooklyn NY 11201-8423 0.8426 1124 3748 36978 36978 2 2 0
Long Island University Brookville NY 11548-1327 0.8269 1154 3133 36978 36978 2 2 0
Manhattan College Riverdale NY 10471-4098 0.7539 1169 3664 41412 41412 2 2 0
Marymount Manhattan College New York NY 10021-4597 0.7953 1149 2109 31950 31950 2 2 0
Medaille College Buffalo NY 14214-2695 0.7453 978 1476 28360 28360 2 2 0
Molloy College Rockville Centre NY 11571-5002 0.7603 1148 3505 30310 30310 2 2 0
Mount Saint Mary College Newburgh NY 12550 0.9338 1081 2030 29920 29920 2 2 0
College of Mount Saint Vincent Bronx NY 10471-1093 0.9109 981 1676 37100 37100 2 2 0
The College of New Rochelle New Rochelle NY 10805-2339 0.6757 982 2521 36618 36618 2 2 0
The New School New York NY 10011-8871 0.6151 1223 6982 47276 47276 2 2 0
New York University New York NY 10012-1091 0.2766 1408 26055 50464 50464 2 2 0
Niagara University Niagara University NY 14109 0.8420 1121 2902 31950 31950 2 2 0
New York Institute of Technology Old Westbury NY 11568-8000 0.7693 1139 3619 35870 35870 2 2 0
New York School of Interior Design New York NY 10021 0.3333 1058 307 23590 23590 2 2 0
Nyack College Nyack NY 10960-3698 0.9840 995 1387 25350 25350 2 2 0
Pace University New York NY 10038-1598 0.7956 1144 8456 43986 43986 2 2 0
Pratt Institute-Main Brooklyn NY 11205 0.5680 1201 3602 50038 50038 2 2 0
Rensselaer Polytechnic Institute Troy NY 12180-3590 0.4317 1405 6314 52305 52305 2 2 0
Roberts Wesleyan College Rochester NY 14624 0.6887 1144 1297 30686 30686 2 2 0
Rochester Institute of Technology Rochester NY 14623-5603 0.5672 1315 12858 40068 40068 2 2 0
University of Rochester Rochester NY 14627-0011 0.3421 1410 6320 52020 52020 2 2 0
St Bonaventure University Saint Bonaventure NY 14778-9800 0.7053 1140 1592 33331 33331 2 2 0
St Francis College Brooklyn Heights NY 11201-4305 0.6321 1043 2267 26188 26188 2 2 0
St Lawrence University Canton NY 13617 0.4833 1301 2373 52990 52990 2 2 0
St. Thomas Aquinas College Sparkill NY 10976-1050 0.7799 1002 1114 30750 30750 2 2 0
Sarah Lawrence College Bronxville NY 10708 0.5319 1342 1355 54010 54010 2 2 0
Skidmore College Saratoga Springs NY 12866 0.2452 1330 2659 52596 52596 2 2 0
St. Joseph's College-New York Brooklyn NY 11205-3688 0.6768 974 924 26550 26550 2 2 0
St. Joseph's College-Long Island Patchogue NY 11772 0.7077 1121 3037 26560 26560 2 2 0
Saint John Fisher College Rochester NY 14618-3597 0.6453 1158 2724 33120 33120 2 2 0
St John's University-New York Queens NY 11439 0.6773 1171 11756 40520 40520 2 2 0
SUNY College of Technology at Alfred Alfred NY 14802 0.6766 1049 3665 8327 8327 1 2 0
SUNY College of Technology at Canton Canton NY 13617-1098 0.7859 986 3067 8130 12320 1 2 4190
SUNY College of Agriculture and Technology at Cobleskill Cobleskill NY 12043 0.9427 975 2270 8139 17789 1 2 9650
Farmingdale State College Farmingdale NY 11735-1021 0.5903 1061 9005 8076 17726 1 2 9650
SUNY Morrisville Morrisville NY 13408 0.7152 1013 2815 8249 17899 1 2 9650
SUNY at Albany Albany NY 12222 0.5401 1173 13320 9490 24370 1 2 14880
Binghamton University Vestal NY 13850-6000 0.4036 1365 13702 9523 24403 1 2 14880
University at Buffalo Buffalo NY 14260-1660 0.5734 1197 20735 9828 27068 1 2 17240
Stony Brook University Stony Brook NY 11794 0.4219 1322 17215 9257 26767 1 2 17510
SUNY College of Environmental Science and Forestry Syracuse NY 13210 0.5215 1235 1790 8543 18193 1 2 9650
SUNY Polytechnic Institute Utica NY 13502 0.6247 1150 2052 7998 17648 1 2 9650
SUNY College at Brockport Brockport NY 14420-2919 0.5318 1099 7134 8154 17804 1 2 9650
SUNY Buffalo State Buffalo NY 14222 0.5756 975 8395 7976 17626 1 2 9650
SUNY Cortland Cortland NY 13045-0900 0.4793 1137 6333 8300 17950 1 2 9650
SUNY at Fredonia Fredonia NY 14063-1136 0.6491 1103 4366 8286 17936 1 2 9650
SUNY College at Geneseo Geneseo NY 14454-1465 0.7236 1229 5522 8408 18026 1 2 9618
State University of New York at New Paltz New Paltz NY 12561-2443 0.4430 1191 6616 7775 17625 1 2 9850
SUNY Oneonta Oneonta NY 13820-4015 0.5952 1124 5923 8166 17816 1 2 9650
SUNY College at Oswego Oswego NY 13126 0.5365 1162 7090 8191 17841 1 2 9650
SUNY at Purchase College Purchase NY 10577-1400 0.7401 1119 3968 8498 18148 1 2 9650
SUNY College at Old Westbury Old Westbury NY 11568-0210 0.7822 1028 4481 7883 17533 1 2 9650
SUNY College at Plattsburgh Plattsburgh NY 12901-2681 0.5290 1126 5272 8148 17798 1 2 9650
SUNY Maritime College Throggs Neck NY 10465-4198 0.6950 1179 1633 8074 17724 1 2 9650
Syracuse University Syracuse NY 13244 0.4688 1277 14788 46755 46755 2 2 0
United States Merchant Marine Academy Kings Point NY 11024-1634 0.2216 1269 954 1020 1020 1 0 0
United States Military Academy West Point NY 10996-1905 0.0956 1262 4491 0 0 1 0 0
Vassar College Poughkeepsie NY 12604 0.2378 1429 2323 55210 55210 2 2 0
Webb Institute Glen Cove NY 11542-1398 0.3491 1483 98 48775 48775 2 2 0
Yeshiva University New York NY 10033-3299 0.6282 1272 2703 42000 42000 2 2 0
Appalachian State University Boone NC 28608 0.7000 1198 16888 7302 22109 1 5 14807
Barton College Wilson NC 27893-7000 0.3891 1045 877 29998 29998 2 5 0
Belmont Abbey College Belmont NC 28012-1802 0.9919 1065 1501 18500 18500 2 5 0
Bennett College Greensboro NC 27401-3239 0.8893 851 409 18513 18513 2 5 0
Cabarrus College of Health Sciences Concord NC 28025-3959 0.8421 1038 411 12626 12626 2 5 0
Campbell University Buies Creek NC 27506 0.8058 1113 4328 31190 31190 2 5 0
Catawba College Salisbury NC 28144 0.4240 1030 1321 29920 29920 2 5 0
Chowan University Murfreesboro NC 27855 0.6004 859 1494 24480 24480 2 5 0
Davidson College Davidson NC 28035 0.2024 1423 1800 49949 49949 2 5 0
Duke University Durham NC 27708 0.0986 1488 6552 53500 53500 2 5 0
East Carolina University Greenville NC 27858-4353 0.7902 1105 22598 7143 23420 1 5 16277
Elizabeth City State University Elizabeth City NC 27909 0.5981 936 1301 4986 18130 1 5 13144
Elon University Elon NC 27244-2010 0.6653 1262 6045 34273 34273 2 5 0
Fayetteville State University Fayetteville NC 28301-4298 0.6756 955 4817 5183 16791 1 5 11608
Gardner-Webb University Boiling Springs NC 28017-0997 0.5270 1102 2210 30700 30700 2 5 0
Greensboro College Greensboro NC 27401-1875 0.4069 1023 821 29120 29120 2 5 0
High Point University High Point NC 27268 0.8066 1161 4407 34005 34005 2 5 0
John Wesley University High Point NC 27265-3115 0.4464 1025 134 11230 11230 2 5 0
Johnson C Smith University Charlotte NC 28216-5398 0.3810 868 1392 18236 18236 2 5 0
Lenoir-Rhyne University Hickory NC 28601 0.7390 1070 1573 35350 35350 2 5 0
Livingstone College Salisbury NC 28144 0.3724 822 1143 17763 17763 2 5 0
Louisburg College Louisburg NC 27549-2399 0.8104 825 620 18581 18581 2 5 0
Mars Hill University Mars Hill NC 28754 0.5822 1010 1255 31804 31804 2 5 0
Meredith College Raleigh NC 27607-5298 0.6891 1111 1638 35916 35916 2 5 0
Methodist University Fayetteville NC 28311-1420 0.5720 1050 1908 32860 32860 2 5 0
Montreat College Montreat NC 28757-1267 0.6515 1040 695 25730 25730 2 5 0
University of Mount Olive Mount Olive NC 28365-0919 0.4910 988 3061 19700 19700 2 5 0
North Carolina A & T State University Greensboro NC 27411 0.6223 1010 10011 6526 19416 1 5 12890
University of North Carolina at Asheville Asheville NC 28804-8510 0.8039 1191 3496 7145 23868 1 5 16723
University of North Carolina at Chapel Hill Chapel Hill NC 27599 0.2440 1393 18658 9005 34588 1 5 25583
University of North Carolina at Charlotte Charlotte NC 28223-0001 0.6584 1187 23622 6832 20266 1 5 13434
University of North Carolina at Greensboro Greensboro NC 27402-6170 0.7804 1114 15988 7250 22409 1 5 15159
North Carolina Central University Durham NC 27707 0.8281 967 5939 6399 19106 1 5 12707
University of North Carolina School of the Arts Winston-Salem NC 27127-2738 0.3264 1198 867 9338 25081 1 5 15743
North Carolina State University at Raleigh Raleigh NC 27695-7001 0.5136 1331 22801 9058 27406 1 5 18348
North Carolina Wesleyan College Rocky Mount NC 27804 0.5297 967 2086 29900 29900 2 5 0
University of North Carolina Wilmington Wilmington NC 28403-5963 0.6652 1225 14183 7000 21065 1 5 14065
William Peace University Raleigh NC 27604-1194 0.5908 1033 927 28700 28700 2 5 0
University of North Carolina at Pembroke Pembroke NC 28372-1510 0.8074 999 5308 6014 17605 1 5 11591
Pfeiffer University Misenheimer NC 28109-0960 0.6602 997 813 29574 29574 2 5 0
Queens University of Charlotte Charlotte NC 28274-0001 0.7916 1132 1602 33532 33532 2 5 0
Mid-Atlantic Christian University Elizabeth City NC 27909-4054 0.5344 980 192 14080 14080 2 5 0
Saint Augustine's University Raleigh NC 27610-2298 0.7611 834 974 17890 17890 2 5 0
Salem College Winston-Salem NC 27101 0.5684 1211 813 28566 28566 2 5 0
St. Andrews University Laurinburg NC 28352 0.4123 1005 612 25874 25874 2 5 0
Warren Wilson College Swannanoa NC 28778-2099 0.7936 1275 582 35244 35244 2 5 0
Wingate University Wingate NC 28174-0159 0.9324 1045 2586 31120 31120 2 5 0
Winston-Salem State University Winston-Salem NC 27110-0001 0.6657 943 4570 5941 16188 1 5 10247
Western Carolina University Cullowhee NC 28723-9646 0.3884 1095 9234 6897 17290 1 5 10393
Dickinson State University Dickinson ND 58601-4896 0.9897 1042 1153 6554 9226 1 4 2672
University of Jamestown Jamestown ND 58405 0.6525 1075 896 21158 21158 2 4 0
University of Mary Bismarck ND 58504 0.7635 1160 2064 18224 18224 2 4 0
Mayville State University Mayville ND 58257-1299 0.4810 1045 825 6456 9084 1 4 2628
Minot State University Minot ND 58707 0.6897 1090 2466 6810 6810 1 4 0
University of North Dakota Grand Forks ND 58202-8193 0.8348 1165 10351 8447 20047 1 4 11600
North Dakota State University-Main Campus Fargo ND 58108-6050 0.9159 1166 11687 8666 20692 1 4 12026
Trinity Bible College and Graduate School Ellendale ND 58436-7105 0.4236 1070 183 16140 16140 2 4 0
Valley City State University Valley City ND 58072 0.7630 1045 1010 7406 16579 1 4 9173
University of Akron Main Campus Akron OH 44325-4702 0.9255 1125 15047 10270 18801 1 3 8531
Art Academy of Cincinnati Cincinnati OH 45202-1706 0.4544 990 174 31290 31290 2 3 0
Ashland University Ashland OH 44805 0.7351 1121 3660 20700 20700 2 3 0
Aultman College of Nursing and Health Sciences Canton OH 44710-1797 0.8824 1085 375 18000 18000 2 3 0
Bluffton University Bluffton OH 45817-2104 0.4884 1057 703 31672 31672 2 3 0
Bowling Green State University-Main Campus Bowling Green OH 43403 0.7320 1088 13790 11057 18593 1 3 7536
Capital University Columbus OH 43209-2394 0.6865 1195 2573 34600 34600 2 3 0
Case Western Reserve University Cleveland OH 44106 0.3312 1441 5020 47500 47500 2 3 0
Cedarville University Cedarville OH 45314-0601 0.7145 1246 3132 29156 29156 2 3 0
Central State University Wilberforce OH 45384-1004 0.4801 868 1772 6246 8096 1 3 1850
The Christ College of Nursing and Health Sciences Cincinnati OH 45219-2989 0.5144 1105 912 16477 16477 2 3 0
Cincinnati Christian University Cincinnati OH 45204-3200 0.8811 960 547 17028 17028 2 3 0
University of Cincinnati-Main Campus Cincinnati OH 45221-0063 0.7649 1230 25523 11000 27334 1 3 16334
Cleveland Institute of Art Cleveland OH 44106-1710 0.5423 1144 630 40655 40655 2 3 0
Cleveland State University Cleveland OH 44115-2214 0.9006 1104 11647 9778 13829 1 3 4051
University of Dayton Dayton OH 45469 0.7168 1254 8422 41750 41750 2 3 0
Defiance College Defiance OH 43512 0.5648 1003 581 32190 32190 2 3 0
Denison University Granville OH 43023 0.3724 1335 2321 50440 50440 2 3 0
The University of Findlay Findlay OH 45840-3653 0.7508 1171 2637 33320 33320 2 3 0
Good Samaritan College of Nursing and Health Science Cincinnati OH 45220-2489 0.4464 1065 413 15470 15470 2 3 0
Heidelberg University Tiffin OH 44883-2462 0.7606 1088 1049 30200 30200 2 3 0
Hiram College Hiram OH 44234-0067 0.6353 1066 967 34300 34300 2 3 0
John Carroll University University Heights OH 44118-4581 0.8503 1161 2972 39990 39990 2 3 0
Kent State University at Kent Kent OH 44242-0001 0.8751 1142 22403 10012 18544 1 3 8532
Kenyon College Gambier OH 43022 0.3384 1403 1661 53560 53560 2 3 0
Kettering College Kettering OH 45429-1299 0.2836 1138 615 12408 12408 2 3 0
Lake Erie College Painesville OH 44077-3389 0.6045 1036 750 30862 30862 2 3 0
Lourdes University Sylvania OH 43560-2898 0.9667 1059 1036 21540 21540 2 3 0
Malone University Canton OH 44709-3308 0.6599 1082 1200 29900 29900 2 3 0
Marietta College Marietta OH 45750 0.6703 1117 964 36040 36040 2 3 0
Miami University-Oxford Oxford OH 45056 0.6820 1332 16816 14958 34211 1 3 19253
Mount Carmel College of Nursing Columbus OH 43222-1504 0.9932 1065 878 13442 13442 2 3 0
University of Mount Union Alliance OH 44601-3993 0.8109 1121 2049 29890 29890 2 3 0
Mount Vernon Nazarene University Mount Vernon OH 43050-9500 0.7674 1102 1623 28090 28090 2 3 0
Mount Saint Joseph University Cincinnati OH 45233-1670 0.7325 1097 1177 29100 29100 2 3 0
Muskingum University New Concord OH 43762 0.7439 1077 1525 27646 27646 2 3 0
Notre Dame College Cleveland OH 44121-4293 0.8948 994 1500 29300 29300 2 3 0
Oberlin College Oberlin OH 44074 0.3372 1388 2827 53460 53460 2 3 0
Ohio Dominican University Columbus OH 43219 0.7716 1086 1077 31080 31080 2 3 0
Ohio Northern University Ada OH 45810-1599 0.6610 1215 2111 30990 30990 2 3 0
Ohio State University-Main Campus Columbus OH 43210 0.4806 1359 44853 10592 29696 1 3 19104
Ohio University-Main Campus Athens OH 45701-2979 0.7393 1183 22936 11896 21360 1 3 9464
Otterbein University Westerville OH 43081 0.7640 1179 2367 31874 31874 2 3 0
Shawnee State University Portsmouth OH 45662 0.6891 1068 3099 7439 13247 1 3 5808
Franciscan University of Steubenville Steubenville OH 43952-1763 0.8318 1209 2071 26430 26430 2 3 0
University of Toledo Toledo OH 43606-3390 0.9435 1142 15109 9547 18885 1 3 9338
Urbana University Urbana OH 43078-2091 0.7105 1025 548 22452 22452 2 3 0
Ursuline College Pepper Pike OH 44124 0.9333 1068 607 31150 31150 2 3 0
Walsh University North Canton OH 44720-3396 0.7923 1140 1929 29150 29150 2 3 0
Wilberforce University Wilberforce OH 45384-1001 0.4829 872 593 13250 13250 2 3 0
Wilmington College Wilmington OH 45177 0.8415 1086 1167 25000 25000 2 3 0
The College of Wooster Wooster OH 44691 0.5644 1280 1970 48600 48600 2 3 0
Wright State University-Main Campus Dayton OH 45435-0001 0.9677 1107 11251 8730 17098 1 3 8368
Wright State University-Lake Campus Celina OH 45822-2952 0.9946 1041 828 5842 14210 1 3 8368
Xavier University Cincinnati OH 45207-1092 0.7391 1195 4571 37230 37230 2 3 0
Youngstown State University Youngstown OH 44555-0001 0.6363 1104 10039 8451 8811 1 3 360
Bacone College Muskogee OK 74403-1597 0.7285 890 934 17700 17700 2 6 0
Oklahoma Wesleyan University Bartlesville OK 74006-6299 0.6231 1048 1006 26090 26090 2 6 0
University of Central Oklahoma Edmond OK 73034 0.7552 1085 14267 7100 17447 1 6 10347
East Central University Ada OK 74820-6999 0.4802 1045 2860 6600 15720 1 6 9120
Randall University Moore OK 73160 0.4057 1010 300 13640 13640 2 6 0
Northeastern State University Tahlequah OK 74464-2399 0.9569 1083 6401 6327 14022 1 6 7695
Northwestern Oklahoma State University Alva OK 73717-2799 0.8304 1025 1735 7066 14183 1 6 7117
Oklahoma Christian University Edmond OK 73013 0.6281 1146 1883 21670 21670 2 6 0
Oklahoma State University-Main Campus Stillwater OK 74078-1015 0.7428 1206 20743 8738 23776 1 6 15038
Oklahoma Baptist University Shawnee OK 74804 0.6472 1126 1852 26840 26840 2 6 0
Oklahoma City University Oklahoma City OK 73106-1402 0.7170 1219 1692 30726 30726 2 6 0
University of Oklahoma-Norman Campus Norman OK 73019-3072 0.7400 1254 21536 11538 26919 1 6 15381
Oral Roberts University Tulsa OK 74171 0.9334 1133 3068 26792 26792 2 6 0
University of Science and Arts of Oklahoma Chickasha OK 73018-5322 0.5214 1063 852 7200 17550 1 6 10350
Southeastern Oklahoma State University Durant OK 74701-3347 0.7240 1045 2937 6750 15390 1 6 8640
Southwestern Christian University Bethany OK 73008 0.7704 957 610 13880 13880 2 6 0
Southwestern Oklahoma State University Weatherford OK 73096-3001 0.9197 1065 4358 7005 13905 1 6 6900
University of Tulsa Tulsa OK 74104-3189 0.3895 1335 3316 41509 41509 2 6 0
Concordia University-Portland Portland OR 97211-6099 0.4864 1048 1353 30270 30270 2 8 0
Eastern Oregon University La Grande OR 97850 0.9773 1043 2526 8362 19682 1 8 11320
George Fox University Newberg OR 97132 0.8189 1167 2678 35016 35016 2 8 0
Lewis & Clark College Portland OR 97219-7899 0.7137 1330 2021 46988 46988 2 8 0
Linfield College-McMinnville Campus McMinnville OR 97128-6894 0.8077 1126 1503 41682 41682 2 8 0
Northwest Christian University Eugene OR 97401-3745 0.6880 1028 571 28680 28680 2 8 0
Oregon Institute of Technology Klamath Falls OR 97601-8801 0.6142 1141 3543 9982 28367 1 8 18385
Oregon State University Corvallis OR 97331 0.7884 1197 24921 10797 29457 1 8 18660
University of Oregon Eugene OR 97403 0.8281 1193 19163 11931 34611 1 8 22680
Pacific University Forest Grove OR 97116 0.8449 1180 1809 42594 42594 2 8 0
Portland State University Portland OR 97201 0.9244 1105 18585 8783 26130 1 8 17347
University of Portland Portland OR 97203-5798 0.6954 1239 3851 44026 44026 2 8 0
Reed College Portland OR 97202-8199 0.3563 1427 1415 54200 54200 2 8 0
Southern Oregon University Ashland OR 97520 0.7848 1049 4399 9287 24630 1 8 15343
Corban University Salem OR 97317-9392 0.3299 1145 963 31640 31640 2 8 0
Bryn Athyn College of the New Church Bryn Athyn PA 19009-0711 0.8755 1045 323 21126 21126 2 2 0
Allegheny College Meadville PA 16335-3902 0.6789 1238 1764 45970 45970 2 2 0
DeSales University Center Valley PA 18034-9568 0.7379 1137 2291 35900 35900 2 2 0
Alvernia University Reading PA 19607-1799 0.7081 1052 2231 33640 33640 2 2 0
Arcadia University Glenside PA 19038-3295 0.6229 1160 2233 42330 42330 2 2 0
Bloomsburg University of Pennsylvania Bloomsburg PA 17815 0.7325 1063 8276 10500 21980 1 2 11480
Bryn Mawr College Bryn Mawr PA 19010 0.3801 1415 1328 50500 50500 2 2 0
Bucknell University Lewisburg PA 17837 0.3108 1353 3588 53986 53986 2 2 0
Cabrini University Radnor PA 19087-3698 0.7321 1073 1536 31350 31350 2 2 0
California University of Pennsylvania California PA 15419-1394 0.9610 1005 5435 10840 15326 1 2 4486
Carlow University Pittsburgh PA 15213-3165 0.9164 1005 1339 28596 28596 2 2 0
Carnegie Mellon University Pittsburgh PA 15213-3890 0.2220 1506 6434 53910 53910 2 2 0
Cedar Crest College Allentown PA 18104-6196 0.6333 1069 1413 38092 38092 2 2 0
Chestnut Hill College Philadelphia PA 19118-2693 0.9572 1060 1317 35180 35180 2 2 0
Clarion University of Pennsylvania Clarion PA 16214 0.9549 1024 4214 10890 15636 1 2 4746
Delaware Valley University Doylestown PA 18901-2697 0.6640 1070 1908 38000 38000 2 2 0
Drexel University Philadelphia PA 19104 0.7904 1269 15335 52002 52002 2 2 0
Duquesne University Pittsburgh PA 15282 0.7170 1221 5930 36394 36394 2 2 0
East Stroudsburg University of Pennsylvania East Stroudsburg PA 18301-2999 0.8356 1018 5972 10098 21778 1 2 11680
Eastern University Saint Davids PA 19087-3696 0.6561 1106 1837 32145 32145 2 2 0
Edinboro University of Pennsylvania Edinboro PA 16444-0001 0.9253 1029 4229 10282 14668 1 2 4386
Elizabethtown College Elizabethtown PA 17022-2298 0.7402 1181 1647 45350 45350 2 2 0
Gannon University Erie PA 16541-0001 0.7990 1119 2616 30932 30932 2 2 0
Geneva College Beaver Falls PA 15010-3599 0.6901 1110 1330 26070 26070 2 2 0
Grove City College Grove City PA 16127-2104 0.7987 1212 2327 17254 17254 2 2 0
Gwynedd Mercy University Gwynedd Valley PA 19437-0901 0.9377 1021 1987 33600 33600 2 2 0
Haverford College Haverford PA 19041-1392 0.2005 1472 1291 52994 52994 2 2 0
Holy Family University Philadelphia PA 19114-2009 0.7075 1005 1904 30346 30346 2 2 0
Immaculata University Immaculata PA 19345 0.8294 1053 1383 27350 27350 2 2 0
Indiana University of Pennsylvania-Main Campus Indiana PA 15705-1098 0.9082 1016 9965 12119 17271 1 2 5152
Kutztown University of Pennsylvania Kutztown PA 19530-0730 0.8314 1056 7443 9987 13975 1 2 3988
La Roche University Pittsburgh PA 15237-5898 0.9657 1045 1312 27720 27720 2 2 0
Lafayette College Easton PA 18042-1768 0.3081 1363 2567 51600 51600 2 2 0
Lancaster Bible College Lancaster PA 17601-5036 0.7181 1070 1647 22580 22580 2 2 0
Lebanon Valley College Annville PA 17003-1400 0.7300 1162 1658 42180 42180 2 2 0
Lehigh University Bethlehem PA 18015 0.2515 1382 5057 50740 50740 2 2 0
Lincoln University Lincoln University PA 19352-0999 0.7968 970 1994 11379 17151 1 2 5772
Lock Haven University Lock Haven PA 17745-2390 0.8904 1004 3425 10576 20056 1 2 9480
Lycoming College Williamsport PA 17701-5192 0.6403 1105 1192 38618 38618 2 2 0
Manor College Jenkintown PA 19046-3399 0.9255 885 602 17029 17029 2 2 0
Mansfield University of Pennsylvania Mansfield PA 16933 0.8919 1035 1770 12316 22008 1 2 9692
Marywood University Scranton PA 18509-1598 0.7512 1033 1835 33940 33940 2 2 0
Messiah College Mechanicsburg PA 17055 0.7701 1212 2670 34160 34160 2 2 0
Millersville University of Pennsylvania Millersville PA 17551-0302 0.7949 1065 6613 11858 21560 1 2 9702
Misericordia University Dallas PA 18612-1098 0.7879 1127 2100 31660 31660 2 2 0
Moore College of Art and Design Philadelphia PA 19103-1179 0.5407 1140 373 39833 39833 2 2 0
Moravian College Bethlehem PA 18018-6650 0.7597 1121 2007 42024 42024 2 2 0
Mount Aloysius College Cresson PA 16630-1999 0.6087 1030 1185 22430 22430 2 2 0
Muhlenberg College Allentown PA 18104 0.4836 1270 2329 50830 50830 2 2 0
Neumann University Aston PA 19014-1298 0.9628 978 1997 30050 30050 2 2 0
Pennsylvania State University-Penn State Erie-Behrend College Erie PA 16563-0001 0.8891 1158 4283 15190 23692 1 2 8502
Pennsylvania State University-Penn State New Kensington New Kensington PA 15068-1765 0.7676 1086 573 13694 21328 1 2 7634
Pennsylvania State University-Penn State Shenango Sharon PA 16146-1537 0.7428 1029 345 13324 20810 1 2 7486
Pennsylvania State University-Penn State Wilkes-Barre Lehman PA 18627-0217 0.8245 1078 404 13568 21202 1 2 7634
Pennsylvania State University-Penn State Scranton Dunmore PA 18512-1602 0.7792 1037 1003 14460 22378 1 2 7918
Pennsylvania State University-Penn State Lehigh Valley Center Valley PA 18034-8447 0.8534 1105 823 14460 22378 1 2 7918
Pennsylvania State University-Penn State Altoona Altoona PA 16601-3777 0.9225 1099 3451 15190 23692 1 2 8502
Pennsylvania State University-Penn State Beaver Monaca PA 15061-2764 0.8131 1101 598 13694 21328 1 2 7634
Pennsylvania State University-Penn State Berks Reading PA 19610-1016 0.8570 1094 2635 15190 23692 1 2 8502
Pennsylvania State University-Penn State Harrisburg Middletown PA 17057-4846 0.8375 1154 4223 15190 23692 1 2 8502
Pennsylvania State University-Penn State Brandywine Media PA 19063-5522 0.8703 1083 1366 14460 22378 1 2 7918
Pennsylvania State University-Penn State DuBois DuBois PA 15801-2549 0.8387 1095 497 13632 21266 1 2 7634
Pennsylvania State University-Penn State Fayette- Eberly Lemont Furnace PA 15456-1025 0.8214 1037 649 13632 21266 1 2 7634
Pennsylvania State University-Penn State Hazleton Hazleton PA 18202-8025 0.9352 1040 699 14460 22378 1 2 7918
Pennsylvania State University-Main Campus University Park PA 16802-1503 0.5031 1269 40553 18436 33664 1 2 15228
Pennsylvania State University-Penn State Greater Allegheny McKeesport PA 15132-7644 0.8187 1074 488 13694 21328 1 2 7634
Pennsylvania State University-Penn State Mont Alto Mont Alto PA 17237-9700 0.7476 1072 759 13694 21328 1 2 7634
Pennsylvania State University-Penn State Abington Abington PA 19001-3918 0.8523 1097 3674 14516 22558 1 2 8042
Pennsylvania State University-Penn State Schuylkill Schuylkill Haven PA 17972-2202 0.7555 1007 695 14398 22316 1 2 7918
Pennsylvania State University-Penn State York York PA 17403-3326 0.8250 1161 899 14460 22378 1 2 7918
University of Pennsylvania Philadelphia PA 19104-6303 0.0930 1506 10660 53534 53534 2 2 0
Jefferson (Philadelphia University + Thomas Jefferson University) Philadelphia PA 19144-5497 0.5966 1136 2669 39280 39280 2 2 0
Cairn University-Langhorne Langhorne PA 19047-2990 0.9855 1046 757 26493 26493 2 2 0
University of the Sciences Philadelphia PA 19104-4495 0.6076 1227 1268 39994 39994 2 2 0
University of Pittsburgh-Bradford Bradford PA 16701 0.5436 1077 1296 13900 25144 1 2 11244
University of Pittsburgh-Greensburg Greensburg PA 15601-5860 0.7327 1101 1521 13870 25114 1 2 11244
University of Pittsburgh-Johnstown Johnstown PA 15904 0.7598 1105 2776 13876 25120 1 2 11244
University of Pittsburgh-Pittsburgh Campus Pittsburgh PA 15260 0.5971 1349 19134 19080 30642 1 2 11562
University of Pittsburgh-Titusville Titusville PA 16354 0.6311 955 292 11788 21532 1 2 9744
Point Park University Pittsburgh PA 15222-1984 0.6486 1091 3230 30130 30130 2 2 0
Reading Hospital School of Health Sciences Reading PA 19611 0.2679 989 288 10095 10095 2 2 0
Robert Morris University Moon Township PA 15108-1189 0.8332 1127 4213 29420 29420 2 2 0
Rosemont College Rosemont PA 19010-1699 0.6961 993 609 19486 19486 2 2 0
Saint Francis University Loretto PA 15940 0.7574 1147 1676 35066 35066 2 2 0
Saint Joseph's University Philadelphia PA 19131-1395 0.7718 1209 5040 43880 43880 2 2 0
Saint Vincent College Latrobe PA 15650-2690 0.6193 1122 1616 34430 34430 2 2 0
University of Scranton Scranton PA 18510-4699 0.7479 1198 3695 43310 43310 2 2 0
Shippensburg University of Pennsylvania Shippensburg PA 17257-2299 0.8355 1049 5464 12086 20186 1 2 8100
Slippery Rock University of Pennsylvania Slippery Rock PA 16057-1383 0.7149 1081 7539 10205 14193 1 2 3988
Swarthmore College Swarthmore PA 19081 0.1070 1473 1565 50822 50822 2 2 0
Thiel College Greenville PA 16125-2181 0.6287 1012 736 30830 30830 2 2 0
Ursinus College Collegeville PA 19426-1000 0.7821 1234 1485 50360 50360 2 2 0
Villanova University Villanova PA 19085-1699 0.3600 1409 6886 51284 51284 2 2 0
Waynesburg University Waynesburg PA 15370-1257 0.9534 1065 1371 24010 24010 2 2 0
West Chester University of Pennsylvania West Chester PA 19383 0.6850 1131 14223 10111 21591 1 2 11480
Westminster College New Wilmington PA 16172 0.7248 1124 1174 36276 36276 2 2 0
Widener University Chester PA 19013-5792 0.6543 1104 3224 44166 44166 2 2 0
Wilkes University Wilkes-Barre PA 18766 0.7531 1137 2379 34896 34896 2 2 0
Wilson College Chambersburg PA 17201-1285 0.5877 1032 697 24452 24452 2 2 0
York College of Pennsylvania York PA 17403-3651 0.6990 1101 4079 19430 19430 2 2 0
Brown University Providence RI 2912 0.0849 1494 6670 53419 53419 2 1 0
Providence College Providence RI 02918-0001 0.5152 1274 4011 48764 48764 2 1 0
Rhode Island College Providence RI 2908 0.7359 984 6900 8776 21289 1 1 12513
University of Rhode Island Kingston RI 2881 0.7006 1152 14008 13792 30042 1 1 16250
Rhode Island School of Design Providence RI 02903-2784 0.3193 1276 1976 48370 48370 2 1 0
Anderson University Anderson SC 29621-4035 0.7907 1149 2776 26970 26970 2 5 0
Charleston Southern University Charleston SC 29406-9121 0.5632 1061 3034 24840 24840 2 5 0
College of Charleston Charleston SC 29424-0001 0.8045 1176 9599 12422 30810 1 5 18388
Citadel Military College of South Carolina Charleston SC 29409 0.8107 1123 2814 12056 33819 1 5 21763
Claflin University Orangeburg SC 29115-4498 0.4117 958 1990 16480 16480 2 5 0
Clemson University Clemson SC 29634 0.4718 1338 19172 15116 36058 1 5 20942
Coker College Hartsville SC 29550 0.6170 999 1012 28684 28684 2 5 0
Columbia International University Columbia SC 29203-1513 0.2825 1008 491 22390 22390 2 5 0
Columbia College Columbia SC 29203 0.8682 1009 1378 19500 19500 2 5 0
Converse College Spartanburg SC 29302-0006 0.7126 1112 916 17680 17680 2 5 0
Erskine College Due West SC 29639 0.5452 1061 575 34560 34560 2 5 0
Francis Marion University Florence SC 29506 0.6005 1003 3079 10742 20918 1 5 10176
Furman Greenville SC 29613-6162 0.6118 1319 2728 48348 48348 2 5 0
Lander University Greenwood SC 29649-2099 0.4757 1022 2722 11700 21300 1 5 9600
Limestone College Gaffney SC 29340-3799 0.5045 1019 2491 25025 25025 2 5 0
Newberry College Newberry SC 29108 0.5833 1017 1173 25900 25900 2 5 0
North Greenville University Tigerville SC 29688-1892 0.6085 1136 2167 19150 19150 2 5 0
Presbyterian College Clinton SC 29325 0.6517 1159 947 37842 37842 2 5 0
University of South Carolina-Aiken Aiken SC 29801 0.5294 1033 3029 10502 20702 1 5 10200
University of South Carolina-Beaufort Bluffton SC 29909 0.6445 1010 2011 10647 21423 1 5 10776
University of South Carolina-Columbia Columbia SC 29208 0.7231 1282 25550 11862 31962 1 5 20100
University of South Carolina-Lancaster Lancaster SC 29720-0889 0.6476 991 813 6948 17328 1 5 10380
University of South Carolina-Salkehatchie Allendale SC 29810-0617 0.5882 875 549 6948 17328 1 5 10380
University of South Carolina-Sumter Sumter SC 29150-2498 0.6933 984 633 6948 17328 1 5 10380
University of South Carolina-Union Union SC 29379-0729 0.7453 887 284 6948 17328 1 5 10380
Coastal Carolina University Conway SC 29526 0.6119 1089 9546 11200 25872 1 5 14672
South Carolina State University Orangeburg SC 29117-0001 0.7826 898 2489 10740 21120 1 5 10380
University of South Carolina-Upstate Spartanburg SC 29303-4999 0.5784 1010 5149 11520 22848 1 5 11328
Spartanburg Methodist College Spartanburg SC 29301-5899 0.6110 919 790 16860 16860 2 5 0
Winthrop University Rock Hill SC 29733 0.7339 1101 4710 15220 29136 1 5 13916
Wofford College Spartanburg SC 29303-3663 0.6907 1312 1675 41955 41955 2 5 0
Augustana University Sioux Falls SD 57197-0001 0.6780 1245 1704 31960 31960 2 4 0
Black Hills State University Spearfish SD 57799-9500 0.8695 1065 2736 8602 11602 1 4 3000
Dakota State University Madison SD 57042-1799 0.8436 1123 2024 9147 12077 1 4 2930
Dakota Wesleyan University Mitchell SD 57301-4398 0.7604 1096 774 27030 27030 2 4 0
Mount Marty College Yankton SD 57078-3724 0.6652 1085 566 26310 26310 2 4 0
Northern State University Aberdeen SD 57401-7198 0.8783 1083 1488 8280 11210 1 4 2930
Presentation College Aberdeen SD 57401-1280 0.9628 1019 749 19830 19830 2 4 0
South Dakota School of Mines and Technology Rapid City SD 57701-3995 0.8339 1267 2295 10400 14580 1 4 4180
South Dakota State University Brookings SD 57007-1898 0.9137 1144 9704 8441 11689 1 4 3248
University of Sioux Falls Sioux Falls SD 57105-1699 0.9201 1124 1174 27980 27980 2 4 0
University of South Dakota Vermillion SD 57069-2390 0.8691 1125 6171 8772 12019 1 4 3247
Austin Peay State University Clarksville TN 37044 0.9013 1085 9090 7913 23153 1 5 15240
Baptist Memorial College of Health Sciences Memphis TN 38104 0.5372 1155 1050 11542 11542 2 5 0
Belmont University Nashville TN 37212-3757 0.8119 1256 6443 32820 32820 2 5 0
Bethel University McKenzie TN 38201 0.9359 970 3975 16552 16552 2 5 0
Bryan College-Dayton Dayton TN 37321 0.5434 1137 892 25600 25600 2 5 0
Carson-Newman University Jefferson City TN 37760 0.6736 1130 1633 27400 27400 2 5 0
Christian Brothers University Memphis TN 38104 0.5263 1180 1521 31870 31870 2 5 0
Cumberland University Lebanon TN 37087 0.5408 1066 1658 21810 21810 2 5 0
Lipscomb University Nashville TN 37204-3951 0.6043 1239 2973 30932 30932 2 5 0
East Tennessee State University Johnson City TN 37614 0.8547 1122 10881 8679 26463 1 5 17784
Fisk University Nashville TN 37208-4501 0.4541 1014 664 21480 21480 2 5 0
Freed-Hardeman University Henderson TN 38340-2399 0.9532 1208 1319 21950 21950 2 5 0
Hiwassee College Madisonville TN 37354-4001 0.6364 970 302 16469 16469 2 5 0
Johnson University Knoxville TN 37998 0.9798 1107 808 14920 14920 2 5 0
King University Bristol TN 37620-2699 0.5141 1084 1736 28572 28572 2 5 0
Lane College Jackson TN 38301-4598 0.4847 845 1420 10690 10690 2 5 0
Le Moyne-Owen College Memphis TN 38126-6595 1.0000 845 862 11196 11196 2 5 0
Lee University Cleveland TN 37311 0.8504 1176 4265 16730 16730 2 5 0
Lincoln Memorial University Harrogate TN 37752-9900 0.6534 1098 1821 21410 21410 2 5 0
Martin Methodist College Pulaski TN 38478-2799 0.9870 1045 845 23800 23800 2 5 0
Maryville College Maryville TN 37804-5907 0.4927 1138 1151 34196 34196 2 5 0
Memphis College of Art Memphis TN 38104-2764 0.5404 1125 277 33130 33130 2 5 0
University of Memphis Memphis TN 38152 0.8482 1106 15901 9317 21029 1 5 11712
Middle Tennessee State University Murfreesboro TN 37132 0.5935 1124 18600 8612 26348 1 5 17736
O'More College of Design Franklin TN 37064 0.3146 1030 148 29880 29880 2 5 0
Rhodes College Memphis TN 38112-1690 0.5105 1362 1975 46504 46504 2 5 0
Tennessee Wesleyan University Athens TN 37303 0.5991 1059 928 23800 23800 2 5 0
The University of Tennessee-Chattanooga Chattanooga TN 37403-2598 0.8279 1164 10097 8664 24782 1 5 16118
The University of Tennessee-Knoxville Knoxville TN 37996 0.7697 1280 22151 12970 31390 1 5 18420
The University of Tennessee-Martin Martin TN 38238 0.6151 1125 5522 9236 14996 1 5 5760
Tennessee Technological University Cookeville TN 38505-0001 0.6440 1192 9084 8513 24377 1 5 15864
Trevecca Nazarene University Nashville TN 37210 0.7038 1121 2112 25100 25100 2 5 0
Tusculum University Greeneville TN 37743 0.8864 1029 1484 23700 23700 2 5 0
Union University Jackson TN 38305-3697 0.5998 1243 2099 31510 31510 2 5 0
Vanderbilt University Nashville TN 37240 0.1085 1515 6856 47664 47664 2 5 0
Abilene Christian University Abilene TX 79699 0.5806 1145 3655 33330 33330 2 6 0
Angelo State University San Angelo TX 76909 0.7359 1003 5726 7201 17161 1 6 9960
Austin College Sherman TX 75090-4400 0.5216 1255 1214 38800 38800 2 6 0
Baylor University Waco TX 76798 0.3895 1320 14284 43790 43790 2 6 0
Concordia University Texas Austin TX 78726 0.8878 1063 1703 30600 30600 2 6 0
Texas A & M University-Corpus Christi Corpus Christi TX 78412-5503 0.6046 983 10170 8750 18925 1 6 10175
Dallas Baptist University Dallas TX 75211-9299 0.3942 1122 3053 27480 27480 2 6 0
Dallas Christian College Dallas TX 75234-7299 0.4009 1026 228 18734 18734 2 6 0
University of Dallas Irving TX 75062-4736 0.4745 1278 1440 38716 38716 2 6 0
East Texas Baptist University Marshall TX 75670-1498 0.5442 1045 1298 25470 25470 2 6 0
Texas A&M University-Texarkana Texarkana TX 75503 0.5385 1071 1593 6963 18375 1 6 11412
Texas A & M University-Commerce Commerce TX 75428-3011 0.3454 1050 8473 8434 20884 1 6 12450
Hardin-Simmons University Abilene TX 79698-0001 0.8177 1074 1670 27440 27440 2 6 0
Houston Baptist University Houston TX 77074-3298 0.6901 1114 2302 31730 31730 2 6 0
University of Houston-Clear Lake Houston TX 77058-1002 0.7225 1119 5781 6718 19270 1 6 12552
University of Houston-Downtown Houston TX 77002-1014 0.8408 997 12310 6470 16430 1 6 9960
University of Houston Houston TX 77204-2018 0.6111 1202 35985 9706 22066 1 6 12360
Howard Payne University Brownwood TX 76801-2794 0.5917 1036 919 27690 27690 2 6 0
Huston-Tillotson University Austin TX 78702-2795 0.2981 947 1052 14346 14346 2 6 0
University of the Incarnate Word San Antonio TX 78209 0.9385 1028 5807 29990 29990 2 6 0
Lamar University Beaumont TX 77705 0.8165 1045 8928 8314 18274 1 6 9960
Texas A & M International University Laredo TX 78041-1900 0.4959 996 6780 7143 17411 1 6 10268
LeTourneau University Longview TX 75602 0.4708 1190 1802 29320 29320 2 6 0
Lubbock Christian University Lubbock TX 79407-2099 0.9407 1091 1439 21794 21794 2 6 0
University of Mary Hardin-Baylor Belton TX 76513-2599 0.7884 1108 3275 27600 27600 2 6 0
McMurry University Abilene TX 79697 0.4335 1015 1031 26887 26887 2 6 0
Midwestern State University Wichita Falls TX 76308-2099 0.8140 1034 5329 8694 10644 1 6 1950
University of North Texas Denton TX 76203-1277 0.7241 1167 31448 10544 20504 1 6 9960
Our Lady of the Lake University San Antonio TX 78207-4689 0.9130 1000 1320 28192 28192 2 6 0
The University of Texas Rio Grande Valley Edinburg TX 78539-2999 0.8048 1020 24142 7587 17547 1 6 9960
Paul Quinn College Dallas TX 75241 0.5431 843 515 8495 8495 2 6 0
Prairie View A & M University Prairie View TX 77446 0.7893 956 7975 9959 23488 1 6 13529
Rice University Houston TX 77005-1827 0.1586 1535 3970 45608 45608 2 6 0
Saint Edward's University Austin TX 78704-6489 0.8418 1186 3930 43300 43300 2 6 0
University of St Thomas Houston TX 77006-4696 0.8094 1160 1765 32660 32660 2 6 0
Sam Houston State University Huntsville TX 77340 0.7439 1068 18416 8062 18022 1 6 9960
Schreiner University Kerrville TX 78028-5697 0.9236 1062 1185 26900 26900 2 6 0
St. Mary's University San Antonio TX 78228 0.7990 1139 2310 29300 29300 2 6 0
Southern Methodist University Dallas TX 75275-0221 0.4877 1382 6427 52498 52498 2 6 0
Southwestern Assemblies of God University Waxahachie TX 75165 0.2788 1021 1730 19994 19994 2 6 0
Southwestern University Georgetown TX 78626 0.4314 1230 1387 40560 40560 2 6 0
Stephen F Austin State University Nacogdoches TX 75961 0.6543 1077 10655 7716 17676 1 6 9960
Texas State University San Marcos TX 78666 0.7298 1121 34180 9985 21605 1 6 11620
Southwestern Adventist University Keene TX 76059 0.6237 1040 780 20732 20732 2 6 0
Sul Ross State University Alpine TX 79832 0.9963 946 2208 8072 20522 1 6 12450
Tarleton State University Stephenville TX 76401-0000 0.5038 1042 11283 7367 17111 1 6 9744
Texas A & M University-Kingsville Kingsville TX 78363 0.8413 1021 5694 8462 22102 1 6 13640
Texas A & M University-College Station College Station TX 77843-1248 0.7054 1277 52568 11234 36606 1 6 25372
The University of Texas at Arlington Arlington TX 76013 0.7122 1163 32955 9952 25152 1 6 15200
The University of Texas at Austin Austin TX 78712 0.3649 1359 39965 10398 36744 1 6 26346
The University of Texas at Dallas Richardson TX 75080-3021 0.7603 1340 18375 11528 29656 1 6 18128
The University of Texas at El Paso El Paso TX 79968-0691 1.0000 1011 21216 7851 21596 1 6 13745
The University of Texas at Tyler Tyler TX 75799-6699 0.6499 1160 6699 7822 20872 1 6 13050
Texas Christian University Fort Worth TX 76129 0.4108 1285 8983 44760 44760 2 6 0
Texas Lutheran University Seguin TX 78155-5999 0.4853 1068 1341 29960 29960 2 6 0
The University of Texas of the Permian Basin Odessa TX 79762-0001 0.8946 1025 3730 5782 6622 1 6 840
The University of Texas at San Antonio San Antonio TX 78249-1644 0.7946 1122 25709 7969 19168 1 6 11199
Texas Southern University Houston TX 77004 0.6666 846 7967 9173 21623 1 6 12450
Texas Tech University Lubbock TX 79409-5005 0.6918 1176 30330 8860 18652 1 6 9792
Texas Wesleyan University Fort Worth TX 76105-1536 0.3427 1049 1656 27800 27800 2 6 0
Texas Woman's University Denton TX 76204 0.8571 1002 9417 7486 17446 1 6 9960
Trinity University San Antonio TX 78212-7200 0.3844 1353 2393 41344 41344 2 6 0
Wayland Baptist University Plainview TX 79072 0.9876 1009 3549 18510 18510 2 6 0
West Texas A & M University Canyon TX 79016-0001 0.6136 1069 7383 7846 9117 1 6 1271
Brigham Young University-Provo Provo UT 84602 0.5240 1364 31233 5460 5460 2 7 0
Brigham Young University-Hawaii Laie HI 96762-1294 0.3677 1182 2855 5400 5400 2 8 0
Southern Utah University Cedar City UT 84720 0.7580 1156 6849 6676 20288 1 7 13612
Utah State University Logan UT 84322-1400 0.8908 1177 21473 7870 21520 1 7 13650
University of Utah Salt Lake City UT 84112-9008 0.6615 1234 23402 8884 28127 1 7 19243
Westminster College Salt Lake City UT 84105 0.9271 1187 2002 33860 33860 2 7 0
Castleton University Castleton VT 5735 0.8154 1025 1757 11970 27522 1 1 15552
Champlain College Burlington VT 5401 0.7504 1210 3771 39818 39818 2 1 0
Northern Vermont University Johnson VT 05656-9464 0.8695 1022 1317 11730 24690 1 1 12960
Lyndon State College Lyndonville VT 05851-0919 0.9727 1034 1011 11730 23898 1 1 12168
Middlebury College Middlebury VT 5753 0.1710 1446 2532 52496 52496 2 1 0
College of St Joseph Rutland VT 05701-3899 0.5411 1003 220 24000 24000 2 1 0
University of Vermont Burlington VT 05405-0160 0.6720 1280 10513 17740 41356 1 1 23616
Averett University Danville VA 24541 0.6102 959 908 33350 33350 2 5 0
Bluefield College Bluefield VA 24605 0.9112 986 874 24800 24800 2 5 0
Bridgewater College Bridgewater VA 22812-1599 0.5198 1073 1874 33820 33820 2 5 0
College of William and Mary Williamsburg VA 23187-8795 0.3592 1406 6243 22044 43670 1 5 21626
Regent University Virginia Beach VA 23464 0.7830 1081 4087 17288 17288 2 5 0
Jefferson College of Health Sciences Roanoke VA 24013 0.3922 1058 771 25850 25850 2 5 0
Emory & Henry College Emory VA 24327-0947 0.7223 1089 977 33700 33700 2 5 0
Eastern Mennonite University Harrisonburg VA 22802-2462 0.5373 1102 1089 35800 35800 2 5 0
Ferrum College Ferrum VA 24088-9000 0.7193 962 1122 33025 33025 2 5 0
George Mason University Fairfax VA 22030-4444 0.8132 1210 24395 11924 34370 1 5 22446
Hampden-Sydney College Hampden-Sydney VA 23943-0128 0.5505 1165 1046 43940 43940 2 5 0
Hampton University Hampton VA 23668-0099 0.3620 1083 3786 25441 25441 2 5 0
Hollins University Roanoke VA 24020 0.4838 1212 628 38285 38285 2 5 0
James Madison University Harrisonburg VA 22807 0.7520 1194 19666 10830 27230 1 5 16400
Liberty University Lynchburg VA 24515 0.2979 1157 45364 21310 21310 2 5 0
Longwood University Farmville VA 23909 0.9183 1049 4230 12720 27660 1 5 14940
University of Lynchburg Lynchburg VA 24501-3113 0.7455 1089 1979 37690 37690 2 5 0
Mary Baldwin University Staunton VA 24401 0.9470 1093 1058 31110 31110 2 5 0
University of Mary Washington Fredericksburg VA 22401-5300 0.7350 1178 4366 12128 27374 1 5 15246
Marymount University Arlington VA 22207-4299 0.9226 1058 2241 30876 30876 2 5 0
Norfolk State University Norfolk VA 23504-8000 0.9013 946 4641 9036 20478 1 5 11442
Old Dominion University Norfolk VA 23529 0.8572 1089 19364 10050 27900 1 5 17850
Randolph-Macon College Ashland VA 23005-5505 0.6223 1152 1439 40000 40000 2 5 0
Randolph College Lynchburg VA 24503-1555 0.8644 1079 651 38155 38155 2 5 0
University of Richmond University of Richmond VA 23173 0.3297 1394 3165 50910 50910 2 5 0
Roanoke College Salem VA 24153-3794 0.6719 1154 1990 42819 42819 2 5 0
Shenandoah University Winchester VA 22601-5195 0.8325 1115 2055 31920 31920 2 5 0
Southern Virginia University Buena Vista VA 24416 0.5616 992 877 15900 15900 2 5 0
Sweet Briar College Sweet Briar VA 24595-9998 0.9280 1117 281 37155 37155 2 5 0
The University of Virginia's College at Wise Wise VA 24293-4400 0.7751 1028 1249 9825 27055 1 5 17230
Virginia Polytechnic Institute and State University Blacksburg VA 24061-0131 0.7006 1284 27120 13230 31014 1 5 17784
Virginia Commonwealth University Richmond VA 23284-2512 0.8390 1168 22393 13624 33656 1 5 20032
University of Virginia-Main Campus Charlottesville VA 22903-2628 0.2735 1415 16207 16853 47273 1 5 30420
Virginia Military Institute Lexington VA 24450-0304 0.5314 1204 1722 18214 43902 1 5 25688
Virginia State University Petersburg VA 23806 0.9111 914 4265 8726 19572 1 5 10846
Virginia Union University Richmond VA 23220 0.4392 922 1211 17448 17448 2 5 0
Virginia Wesleyan University Virginia Beach VA 23455 0.6988 1063 1369 36660 36660 2 5 0
Washington and Lee University Lexington VA 24450-2116 0.2200 1449 1819 50170 50170 2 5 0
Central Washington University Ellensburg WA 98926-7501 0.8634 1012 11468 7903 22010 1 8 14107
Eastern Washington University Cheney WA 99004-2496 0.9620 995 10500 7109 23862 1 8 16753
The Evergreen State College Olympia WA 98505-0001 0.9628 1095 3560 7591 25051 1 8 17460
Gonzaga University Spokane WA 99258-0001 0.6485 1295 5119 41330 41330 2 8 0
Northwest University Kirkland WA 98083-0579 0.9744 1122 911 30320 30320 2 8 0
Pacific Lutheran University Tacoma WA 98447-0003 0.7539 1162 2672 40722 40722 2 8 0
Saint Martin's University Lacey WA 98503-7500 0.9751 1081 1259 35656 35656 2 8 0
Seattle Pacific University Seattle WA 98119-1997 0.9087 1173 2900 40893 40893 2 8 0
Seattle University Seattle WA 98122-4340 0.7380 1250 4547 42885 42885 2 8 0
Washington State University Pullman WA 99164-5910 0.7306 1127 24797 11391 25817 1 8 14426
University of Washington-Seattle Campus Seattle WA 98195-4550 0.4642 1331 30295 10974 35538 1 8 24564
Western Washington University Bellingham WA 98225-9008 0.8479 1190 14876 8183 22695 1 8 14512
Whitman College Walla Walla WA 99362 0.5173 1329 1468 49780 49780 2 8 0
Whitworth University Spokane WA 99251 0.8901 1217 2227 42186 42186 2 8 0
Alderson Broaddus University Philippi WV 26416-2035 0.4063 1028 935 26610 26610 2 5 0
Appalachian Bible College Mount Hope WV 25880-9557 0.5895 1096 157 14290 14290 2 5 0
Bethany College Bethany WV 26032 0.9404 1012 597 28454 28454 2 5 0
Bluefield State College Bluefield WV 24701 0.8146 994 1363 6728 13032 1 5 6304
University of Charleston Charleston WV 25304 0.6449 1014 1810 30400 30400 2 5 0
Concord University Athens WV 24712 0.9019 1038 1830 7732 16812 1 5 9080
Davis & Elkins College Elkins WV 26241-3996 0.4161 1007 791 28992 28992 2 5 0
Fairmont State University Fairmont WV 26554-2470 0.7061 1044 3488 6950 14666 1 5 7716
Marshall University Huntington WV 25755 0.9019 1099 8554 7798 17856 1 5 10058
Ohio Valley University Vienna WV 26105-8000 0.2859 1043 424 21250 21250 2 5 0
Shepherd University Shepherdstown WV 25443 0.8913 1074 2956 7328 17869 1 5 10541
West Virginia State University Institute WV 25112-1000 0.9758 1007 1905 7546 16550 1 5 9004
West Liberty University West Liberty WV 26074 0.7176 1024 1994 7380 15020 1 5 7640
West Virginia University Institute of Technology Beckley WV 25801 0.5291 1165 1256 6960 17544 1 5 10584
West Virginia Wesleyan College Buckhannon WV 26201-2994 0.7064 1091 1304 30752 30752 2 5 0
West Virginia University Morgantown WV 26506 0.7190 1159 21703 8376 23616 1 5 15240
Wheeling Jesuit University Wheeling WV 26003 0.5140 1063 694 28110 28110 2 5 0
Bellin College Green Bay WI 54311 0.8889 1195 354 20500 20500 2 3 0
Cardinal Stritch University Milwaukee WI 53217-3985 0.7835 1044 1284 28844 28844 2 3 0
Carroll University Waukesha WI 53186 0.7082 1163 2895 31144 31144 2 3 0
Carthage College Kenosha WI 53140-1994 0.6787 1179 2723 41950 41950 2 3 0
Concordia University-Wisconsin Mequon WI 53097-2402 0.6319 1145 3533 28600 28600 2 3 0
Edgewood College Madison WI 53711-1997 0.7111 1145 1521 28500 28500 2 3 0
Lakeland University Plymouth WI 53073 0.5166 1008 1835 27760 27760 2 3 0
Lawrence University Appleton WI 54911 0.6135 1343 1441 46101 46101 2 3 0
Maranatha Baptist University Watertown WI 53094 0.7300 1132 686 14910 14910 2 3 0
Marian University Fond Du Lac WI 54935-4699 0.6758 1010 1495 27400 27400 2 3 0
Marquette University Milwaukee WI 53233 0.8933 1262 8093 39900 39900 2 3 0
Milwaukee School of Engineering Milwaukee WI 53202-3109 0.6284 1305 2605 39429 39429 2 3 0
Mount Mary University Milwaukee WI 53222-4597 0.5599 990 676 29510 29510 2 3 0
Ripon College Ripon WI 54971-0248 0.6753 1145 740 41835 41835 2 3 0
Saint Norbert College De Pere WI 54115-2099 0.7922 1199 2041 36593 36593 2 3 0
University of Wisconsin Colleges Madison WI 53708 0.7946 1025 9321 5172 12743 1 3 7571
Viterbo University La Crosse WI 54601-8804 0.6145 1162 1767 27150 27150 2 3 0
University of Wisconsin-Whitewater Whitewater WI 53190-1790 0.7035 1105 10543 7662 16235 1 3 8573
University of Wisconsin-Eau Claire Eau Claire WI 54701 0.7567 1165 10070 8816 16736 1 3 7920
University of Wisconsin-Green Bay Green Bay WI 54311-7001 0.7553 1125 5503 7878 15728 1 3 7850
University of Wisconsin-La Crosse La Crosse WI 54601-9959 0.7337 1185 9436 9096 17765 1 3 8669
Wisconsin Lutheran College Milwaukee WI 53226-4699 0.9025 1145 982 29140 29140 2 3 0
University of Wisconsin-Oshkosh Oshkosh WI 54901 0.6309 1105 9162 7587 15160 1 3 7573
University of Wisconsin-Parkside Kenosha WI 53144 0.6077 1045 4056 7389 15378 1 3 7989
University of Wisconsin-Stout Menomonie WI 54751 0.8718 1105 7955 9456 17423 1 3 7967
University of Wisconsin-Superior Superior WI 54880-4500 0.7618 1045 2241 8109 15682 1 3 7573
University of Wisconsin-Madison Madison WI 53706-1380 0.5381 1361 29930 10533 34783 1 3 24250
University of Wisconsin-Milwaukee Milwaukee WI 53211 0.7248 1125 19436 9565 20844 1 3 11279
University of Wisconsin-Platteville Platteville WI 53818-3099 0.7971 1165 7496 7536 15386 1 3 7850
University of Wisconsin-River Falls River Falls WI 54022-5001 0.7452 1125 5515 8013 15586 1 3 7573
University of Wisconsin-Stevens Point Stevens Point WI 54481-3897 0.8356 1125 7768 8209 16476 1 3 8267
University of Wyoming Laramie WY 82071 0.9682 1195 9623 5217 16827 1 7 11610
University of Puerto Rico-Aguadilla Aguadilla PR 00604-6150 0.7098 1049 3385 2082 4070 1 9 1988
University of the Virgin Islands Charlotte Amalie VI 00802-9990 0.9844 913 1763 5235 14496 1 9 9261
Stanford University Stanford CA 94305 0.0473 1489 7056 49617 49617 2 8 0
Purdue University-Main Campus West Lafayette IN 47907-2040 0.5747 1293 31887 9992 28794 1 3 18802
St. John's College Santa Fe NM 87505-4599 0.6316 1283 322 52320 52320 2 6 0
New College of Florida Sarasota FL 34243-2109 0.6896 1296 835 6916 29944 1 5 23028
California State University-San Marcos San Marcos CA 92096-0001 0.5676 1041 14516 7653 19533 1 8 11880
University of Washington-Bothell Campus Bothell WA 98011-8246 0.8011 1129 5329 10911 35475 1 8 24564
University of Washington-Tacoma Campus Tacoma WA 98402-3100 0.8385 1083 4412 11046 35610 1 8 24564
Watkins College of Art Design & Film Nashville TN 37228 0.4213 1104 199 23700 23700 2 5 0
Soka University of America Aliso Viejo CA 92656-8081 0.3722 1318 412 31776 31776 2 8 0
Arizona State University-West Glendale AZ 85306 0.7965 1132 3563 10301 26038 1 6 15737
California State University-Monterey Bay Seaside CA 93955-8001 0.5320 1068 6557 7043 18923 1 8 11880
Southeast Missouri Hospital College of Nursing and Health Sciences Cape Girardeau MO 63703-4507 0.7647 1105 204 17580 17580 2 4 0
Arizona State University-Polytechnic Mesa AZ 85212 0.7628 1193 4224 10301 26038 1 6 15737
Florida Gulf Coast University Fort Myers FL 33965-6565 0.6426 1141 13636 6118 25162 1 5 19044
University of Connecticut-Waterbury Campus Waterbury CT 6702 0.9588 1086 851 12838 34906 1 1 22068
University of Connecticut-Avery Point Groton CT 06340-6097 0.9416 1111 619 12838 34906 1 1 22068
University of Connecticut-Stamford Stamford CT 06901-2315 0.8232 1085 1670 12848 34916 1 1 22068
The King's University Southlake TX 76092 0.5190 1100 398 14400 14400 2 6 0
Oregon State University-Cascades Campus Bend OR 97702 0.6753 1131 917 9774 28749 1 8 18975
Franklin W Olin College of Engineering Needham MA 02492-1200 0.1337 1522 345 51936 51936 2 1 0
University of California-Merced Merced CA 95343-5603 0.6979 1114 7375 13598 41612 1 8 28014
Ave Maria University Ave Maria FL 34142-9505 0.4212 1142 1052 19970 19970 2 5 0
University of South Florida-St Petersburg St. Petersburg FL 33701-9807 0.3993 1165 4162 5821 16735 1 5 10914
Arizona State University-Downtown Phoenix Phoenix AZ 85004 0.7721 1165 8898 10792 27372 1 6 16580
Visible Music College Memphis TN 38103 1.0000 984 123 19500 19500 2 5 0
University of South Florida-Sarasota-Manatee Sarasota FL 34243-2049 0.3930 1177 1868 5587 16501 1 5 10914
The King's College New York NY 10004 0.4090 1246 533 35400 35400 2 2 0
University of Minnesota-Rochester Rochester MN 55904 0.5130 1186 459 13352 13352 1 4 0
Compass College of Cinematic Arts Grand Rapids MI 49503 0.7945 1051 134 15300 15300 2 3 0
Texas A&M University-San Antonio San Antonio TX 78224 0.3464 981 5376 8216 20404 1 6 12188
John Paul the Great Catholic University Escondido CA 92025 0.9502 1126 260 24900 24900 2 8 0
University of Connecticut-Hartford Campus Hartford CT 6103 0.9597 1101 1244 12828 34896 1 1 22068
Pennsylvania State University-World Campus University Park PA 16802-1503 0.6679 1106 8108 13988 13988 1 2 0
Augusta University Augusta GA 30912 0.7459 1006 4978 8604 23606 1 5 15002
Middle Georgia State University Macon GA 31206 0.9397 954 6609 3924 11092 1 5 7168
University of North Georgia Dahlonega GA 30597 0.7807 1058 17067 4421 12834 1 5 8413
Florida Polytechnic University Lakeland FL 33805-8531 0.5531 1272 1438 4940 4940 1 5 0
University of Florida-Online Gainesville FL 32611 0.6802 1235 2735 3876 16580 1 5 12704
University of North Texas at Dallas Dallas TX 75241 0.7397 978 2663 7848 20088 1 6 12240
Kennesaw State University Kennesaw GA 30144 0.6063 1163 32309 6347 17329 1 5 10982
Milligan College Milligan College TN 37682 0.5776 1184 806 32500 32500 2 5 0
Emory University-Oxford College Oxford GA 30054 0.2894 1420 979 48502 48502 2 5 0
Husson University Bangor ME 04401-2929 0.8627 1048 2652 17561 17561 2 1 0
Piedmont International University Winston-Salem NC 27101 0.3633 919 336 9480 9480 2 5 0
Purdue University Northwest Hammond IN 46323 0.3467 1082 8665 7582 17129 1 3 9547

count()

How many colleges are in each region?

colleges_clean |>
  count(REGION)
REGION n
0 4
1 89
2 244
3 215
4 155
5 357
6 98
7 32
8 114
9 2

How many colleges of each type are in each region?

colleges_clean |>
  rename(TYPE = CONTROL) |> 
  count(REGION, TYPE)
REGION TYPE n
0 1 4
1 1 31
1 2 58
2 1 95
2 2 149
3 1 68
3 2 147
4 1 44
4 2 111
5 1 146
5 2 211
6 1 51
6 2 47
7 1 23
7 2 9
8 1 47
8 2 67
9 1 2

group_by() + friends

group_by() + slice_max()

For each REGION, find the college with the largest number of undergraduate students.

colleges_clean |> 
  group_by(REGION) |> 
  slice_max(order_by = UGDS)


INSTNM CITY STATE REGION
United States Naval Academy Annapolis MD 0
University of Massachusetts-Amherst Amherst MA 1
Pennsylvania State University-Main Campus University Park PA 2
Ohio State University-Main Campus Columbus OH 3
University of Minnesota-Twin Cities Minneapolis MN 4
University of Central Florida Orlando FL 5
Texas A & M University-College Station College Station TX 6
Brigham Young University-Idaho Rexburg ID 7
California State University-Northridge Northridge CA 8
University of Puerto Rico-Aguadilla Aguadilla PR 9

group_by() + summarize()

For each REGION and TYPE, find the mean SAT score.

colleges_clean |> 
  rename(TYPE = CONTROL) |> 
  group_by(REGION, TYPE) |> 
  summarize(
    mean_sat = mean(SAT_AVG, na.rm = TRUE)
    ) 
`summarise()` has grouped output by 'REGION'. You can override using the
`.groups` argument.
REGION TYPE mean_sat
0 1 1281.250
1 1 1102.871
1 2 1224.483
2 1 1099.895
2 2 1170.658
3 1 1122.706
3 2 1139.871
4 1 1147.318
4 2 1129.892
5 1 1110.979
5 2 1092.758
6 1 1086.804
6 2 1123.383
7 1 1142.000
7 2 1182.333
8 1 1136.638
8 2 1189.045
9 1 981.000

What happened?

  • The default for summarize() is to drop the last variable after the subsequent operation is taken.

  • Meaning, in group_by(REGION, TYPE) the TYPE group was dropped after the summary statistic was calculated.

  • But, REGION was not dropped and the resulting data frame is still grouped.

How do I ungroup?

Option 1 - Use the .groups argument of summarize()

colleges_clean |> 
  group_by(REGION, CONTROL) |> 
  summarize(
    mean_sat = mean(SAT_AVG, na.rm = TRUE), 
    .groups = "drop"
    )

Option 2 - Use the ungroup() function after summarize()

colleges_clean |> 
  group_by(REGION, CONTROL) |> 
  summarize(
    mean_sat = mean(SAT_AVG, na.rm = TRUE)
    ) |> 
  ungroup()

case_when()

Moving beyond the binary setting of if_else()

For each type of college, change the CONTROL code to describe the type of university.

colleges_clean |> 
  mutate(TYPE = case_when(CONTROL == 1 ~ "Public", 
                          CONTROL == 2 ~ "Private, Non-Profit", 
                          CONTROL == 3 ~ "Private, For Profit")
         )

Calculate a Summary Statistic for Many Columns

Mean Admission, SAT, Enrollment & Tuition

For each region of colleges, calculate the mean admissions, SAT, tuition, and enrollment.

colleges_clean |> 
  group_by(REGION) |> 
  summarize(mean_adm = mean(ADM_RATE), 
            mean_sat = mean(SAT_AVG), 
            mean_tuition_in = mean(TUITIONFEE_IN), 
            mean_tuition_out = mean(TUITIONFEE_OUT), 
            mean_undergrads = mean(UGDS)
            )

Does this seem like the most efficient way we could do this?

across()

Performing the same function across() multiple columns


The across() function has two main arguments:

  • .cols – to specify the columns to apply functions to.
  • .fns – to specify the function(s) to apply.

Calculate the mean() across() multiple columns

colleges_clean |> 
  group_by(REGION) |> 
  summarize(
    across(
      .cols = c(ADM_RATE, SAT_AVG, TUITIONFEE_IN, TUITIONFEE_OUT, UGDS), 
      .fns = ~ mean(.x)
      )
    )

The column names need to be specified as a vector. Meaning they need to be contained in the c() function.

Also, the column names do not need to be quoted!

The notation for specifying a function must have a ~ before the function name (e.g., ~ mean (.x)!

.x is a placeholder (alias) for the variables being passed into the function.

Handling Missing Values

If missing values were present, we would need to remove them when calculating the mean!

colleges_clean |> 
  group_by(REGION) |> 
  summarize(
    across(
      .cols = c(ADM_RATE, SAT_AVG, TUITIONFEE_IN, TUITIONFEE_OUT, UGDS), 
      .fns = ~ mean(.x, na.rm = TRUE)
            )
    )

Notice that I’ve added an argument to the mean() function not to the across() function!

across() Friends

if_any() & if_all()

These functions are used with filter() to select rows based on a logical statement applied to multiple columns

  • if_any() – returns a logical vector (one element for each row) that is TRUE if the logical statement is true for any column in the supplied columns

  • if_all() – returns a logical vector (one element for each row) that is TRUE if the logical statement is true for all columns in the supplied columns

if_any() Example

Remember, you got warnings in PA3 when converting some columns to numeric? If you look at the original data, you can see this is because missing values were indicated with the string "NULL".

We could drop these rows before converting the columns to numeric if desired, using if_any():

colleges_clean <- colleges_clean |> 
  filter(
    !if_any(.cols = ADM_RATE:TUITIONFEE_OUT, 
            .fns = ~ .x == "NULL")
    )

Tip

Note that there is no named function here (e.g., mean()). Instead, I’m making my own function that checks if a value is equal to (==) a null value ("NULL").

Connection to ggplot()

Plot the out of state tuition for each type of university in each region.

Code for Plot

colleges_clean |> 
  rename(TYPE = CONTROL) |> 
  filter(TYPE != 3) |> 
  mutate(REGION = case_when(REGION == 0 ~ "Military", 
                            REGION == 1 ~ "New England", 
                            REGION == 2 ~ "Mid Atlantic",
                            REGION == 3 ~ "Great Lakes", 
                            REGION == 4 ~ "Plains", 
                            REGION == 5 ~ "South", 
                            REGION == 6 ~ "Southwest", 
                            REGION == 7 ~ "West", 
                            REGION == 8 ~ "Pacific"), 
         TYPE = if_else(TYPE == 1, 
                        "Public",
                        "Private"
                        )
         ) |> 
  drop_na(TYPE, REGION) |> 
  ggplot(mapping = aes(y = REGION, 
                       x = TUITIONFEE_OUT, 
                       fill = TYPE)) +
  geom_density_ridges(alpha = 0.5) +
  labs(title = "Cost of Out of State Tuition Across Different Regions of the US", 
       x = "Out of State Tuition", 
       y = "", 
       fill = "School Type") +
  theme_bw() +
  theme(legend.position = "top") +
  scale_x_continuous(labels = scales::label_currency())

Using kable() for formatting in labs

  • When printing rows of a data frame or tibble
  • need to load the knitr package at the beginning of your file
  • kable() outputs a markdown version of your data
  • should only be used to nicely format data you are printing

Using kable() for formatting in labs

Correct

colleges_clean |> 
  group_by(REGION) |> 
  slice_max(order_by = TUITION_DIFF, n = 5) |> 
  kable()

Not Correct

colleges_clean <- colleges_clean |> 
  group_by(REGION) |> 
  slice_max(order_by = TUITION_DIFF, n = 5) |> 
  kable()

To do…

  • Lab 3: Student Evaluations of Teaching
    • Due Monday, 10/6 at 5pm
  • Challenge 3: Extending Teaching Evaluation Investigations
    • Due Monday, 10/6 at 5pm
  • Week 4: Data Joins and Transformations
    • Check-in 4.1 + 4.2 + 4.3 due Tuesday 10/7 at 8am