The datasetEducation - Post 12th Standard.csvis a dataset that contains the names of various colleges. This particular case study is based on various parameters of various institutions. You are expected to do Principal Component Analysis for this case study according to the instructions given in the following rubric. The data dictionary of the 'Education - Post 12th Standard.csv' can be found in the following file:Data Dictionary.xlsx.

2.1)Perform Exploratory Data Analysis [both univariate and multivariate analysis to be performed]. The inferences drawn from this should be properly documented.

2.2) Scale the variables and write the inference for using the type of scaling function for this case study.

2.3) Comment on the comparison between covariance and the correlation matrix.

2.4) Check the dataset for outliers before and after scaling. Draw your inferences from this exercise.

2.5) Build the covariance matrix, eigenvalues, and eigenvector.

2.6)Write the explicit form of the first PC (in terms of Eigen Vectors).

2.7) Discuss the cumulative values of the eigenvalues. How does it help you to decide on the optimum number of principal components? What do the eigenvectors indicate?

Perform PCA and export the data of the Principal Component scores into a data frame.

2.8) Mention the business implication of using the Principal Component Analysis for this case study. [Hint:Write Interpretations of the Principal Components Obtained]

Names Apps Accept Enroll Top10perc Top25perc F.Undergrad P.Undergrad Outstate Room.Board Books Personal PhD Terminal S.F.Ratio perc.alumni Expend Grad.Rate

Abilene Christian University 1660 1232 721 23 52 2885 537 7440 3300 450 2200 70 78 18.1 12 7041 60

Adelphi University 2186 1924 512 16 29 2683 1227 12280 6450 750 1500 29 30 12.2 16 10527 56

Adrian College 1428 1097 336 22 50 1036 99 11250 3750 400 1165 53 66 12.9 30 8735 54

Agnes Scott College 417 349 137 60 89 510 63 12960 5450 450 875 92 97 7.7 37 19016 59

Alaska Pacific University 193 146 55 16 44 249 869 7560 4120 800 1500 76 72 11.9 2 10922 15

Albertson College 587 479 158 38 62 678 41 13500 3335 500 675 67 73 9.4 11 9727 55

Albertus Magnus College 353 340 103 17 45 416 230 13290 5720 500 1500 90 93 11.5 26 8861 63

Albion College 1899 1720 489 37 68 1594 32 13868 4826 450 850 89 100 13.7 37 11487 73

Albright College 1038 839 227 30 63 973 306 15595 4400 300 500 79 84 11.3 23 11644 80

Alderson-Broaddus College 582 498 172 21 44 799 78 10468 3380 660 1800 40 41 11.5 15 8991 52

Alfred University 1732 1425 472 37 75 1830 110 16548 5406 500 600 82 88 11.3 31 10932 73

Allegheny College 2652 1900 484 44 77 1707 44 17080 4440 400 600 73 91 9.9 41 11711 76

Allentown Coll. of St. Francis de Sales 1179 780 290 38 64 1130 638 9690 4785 600 1000 60 84 13.3 21 7940 74

Alma College 1267 1080 385 44 73 1306 28 12572 4552 400 400 79 87 15.3 32 9305 68

Alverno College 494 313 157 23 46 1317 1235 8352 3640 650 2449 36 69 11.1 26 8127 55

American International College 1420 1093 220 9 22 1018 287 8700 4780 450 1400 78 84 14.7 19 7355 69

Amherst College 4302 992 418 83 96 1593 5 19760 5300 660 1598 93 98 8.4 63 21424 100

Anderson University 1216 908 423 19 40 1819 281 10100 3520 550 1100 48 61 12.1 14 7994 59

Andrews University 1130 704 322 14 23 1586 326 9996 3090 900 1320 62 66 11.5 18 10908 46

Angelo State University 3540 2001 1016 24 54 4190 1512 5130 3592 500 2000 60 62 23.1 5 4010 34

Antioch University 713 661 252 25 44 712 23 15476 3336 400 1100 69 82 11.3 35 42926 48

Appalachian State University 7313 4664 1910 20 63 9940 1035 6806 2540 96 2000 83 96 18.3 14 5854 70

Aquinas College 619 516 219 20 51 1251 767 11208 4124 350 1615 55 65 12.7 25 6584 65

Arizona State University Main campus 12809 10308 3761 24 49 22593 7585 7434 4850 700 2100 88 93 18.9 5 4602 48

Arkansas College (Lyon College) 708 334 166 46 74 530 182 8644 3922 500 800 79 88 12.6 24 14579 54

Arkansas Tech University 1734 1729 951 12 52 3602 939 3460 2650 450 1000 57 60 19.6 5 4739 48

Assumption College 2135 1700 491 23 59 1708 689 12000 5920 500 500 93 93 13.8 30 7100 88

Auburn University-Main Campus 7548 6791 3070 25 57 16262 1716 6300 3933 600 1908 85 91 16.7 18 6642 69

Augsburg College 662 513 257 12 30 2074 726 11902 4372 540 950 65 65 12.8 31 7836 58

Augustana College IL 1879 1658 497 36 69 1950 38 13353 4173 540 821 78 83 12.7 40 9220 71

Augustana College 761 725 306 21 58 1337 300 10990 3244 600 1021 66 70 10.4 30 6871 69

Austin College 948 798 295 42 74 1120 15 11280 4342 400 1150 81 95 13 33 11361 71

Averett College 627 556 172 16 40 777 538 9925 4135 750 1350 59 67 22.4 11 6523 48

Baker University 602 483 206 21 47 958 466 8620 4100 400 2250 58 68 11 21 6136 65

Baldwin-Wallace College 1690 1366 662 30 61 2718 1460 10995 4410 1000 1000 68 74 17.6 20 8086 85

Barat College 261 192 111 15 36 453 266 9690 4300 500 500 57 77 9.7 35 9337 71

Bard College 1910 838 285 50 85 1004 15 19264 6206 750 750 98 98 10.4 30 13894 79

Barnard College 2496 1402 531 53 95 2121 69 17926 8124 600 850 83 93 10.3 33 12580 91

Barry University 990 784 279 18 45 1811 3144 11290 5360 600 1800 76 78 12.6 11 9084 72

Baylor University 6075 5349 2367 34 66 9919 484 6450 3920 600 1346 71 76 18.5 38 7503 72

Beaver College 1163 850 348 23 56 878 519 12850 5400 400 800 78 89 12.2 30 8954 73

Bellarmine College 807 707 308 39 63 1198 605 8840 2950 750 1290 74 82 13.1 31 6668 84

Belmont Abbey College 632 494 129 17 36 709 131 9000 4850 300 2480 78 85 13.2 10 7550 52

Belmont University 1220 974 481 28 67 1964 623 7800 3664 650 900 61 61 11.1 19 7614 49

Beloit College 1320 923 284 26 54 1085 81 16304 3616 355 715 87 95 11.1 26 12957 69

Bemidji State University 1208 877 546 12 36 3796 824 4425 2700 660 1800 57 62 19.6 16 3752 46

Benedictine College 632 620 222 14 24 702 501 9550 3850 350 250 64 84 14.1 18 5922 58

Bennington College 519 327 114 25 53 457 2 21700 4100 600 500 35 59 10.1 33 16364 55

Bentley College 3466 2330 640 20 60 3095 1533 13800 5510 630 850 87 87 17.5 20 10941 82

Berry College 1858 1221 480 37 68 1620 49 8050 3940 350 2375 80 80 16.3 17 10511 63

Bethany College 878 816 200 16 41 706 62 8740 3363 550 1700 62 68 11.6 29 7718 48

Bethel College KS 202 184 122 19 42 537 101 8540 3580 500 1400 61 80 8.8 32 8324 56

Bethel College 502 384 104 11 28 347 74 6200 2900 600 800 63 63 11.7 13 7623 35

Bethune Cookman College 1646 1150 542 12 30 2128 82 5188 3396 650 2500 48 48 13.8 9 6817 58

Birmingham-Southern College 805 588 287 67 88 1376 207 11660 4325 400 900 74 79 14 34 8649 72

Blackburn College 500 336 156 25 55 421 27 6500 2700 500 1000 76 76 14.3 53 8377 51

Bloomsburg Univ. of Pennsylvania 6773 3028 1025 15 55 5847 946 7844 2948 500 1680 66 68 18 19 7041 75

Bluefield College 377 358 181 15 30 653 129 7150 4350 450 1500 61 67 17.8 3 6259 53

Bluffton College 692 514 209 20 50 760 81 9900 3990 400 900 76 71 13.3 19 9073 58

Boston University 20192 13007 3810 45 80 14971 3113 18420 6810 475 1025 80 81 11.9 16 16836 72

Bowdoin College 3356 1019 418 76 100 1490 8 19030 5885 1495 875 93 96 11.2 52 20447 96

Bowling Green State University 9251 7333 3076 14 45 13699 1213 7452 3352 600 1700 81 89 21.1 14 6918 67

Bradford College 443 330 151 5 36 453 42 14080 6270 500 900 57 80 10.2 21 15387 46

Bradley University 3767 3414 1061 30 58 4531 643 10870 4440 2000 1522 75 81 14.4 21 7671 85

Brandeis University 4186 2743 740 48 77 2819 62 19380 6750 410 1000 90 97 9.8 24 17150 84

Brenau University 367 274 158 12 41 917 479 9592 5879 500 700 71 80 13.7 12 5935 49

Brewton-Parker College 1436 1228 1202 10 26 1320 822 4371 2370 500 2000 62 62 12.6 10 4900 18

Briar Cliff College 392 351 155 16 44 738 430 10260 3597 600 1500 39 66 13.1 26 8355 58

Bridgewater College 838 673 292 22 53 881 55 10265 4725 560 875 68 73 13.2 24 8655 82

Brigham Young University at Provo 7365 5402 4615 48 82 27378 1253 2340 3580 860 1220 76 76 20.5 40 7916 33

Brown University 12586 3239 1462 87 95 5643 349 19528 5926 720 1100 99 100 7.6 39 20440 97

Bryn Mawr College 1465 810 313 71 95 1088 16 18165 6750 500 1200 100 100 12.3 49 17449 89

Bucknell University 6548 3813 862 49 85 3316 31 18550 4750 800 1200 95 97 14.2 36 13675 93

Buena Vista College 860 688 285 32 70 1928 442 13306 3797 450 950 62 69 8.8 10 6333 78

Butler University 2362 2037 700 40 68 2607 148 13130 4650 500 1600 77 81 10.9 29 9511 83

Cabrini College 599 494 224 8 28 1035 446 10518 6250 300 300 59 76 16.5 36 7117 71

Caldwell College 1011 604 213 17 42 693 868 8900 4600 425 1000 87 96 13.9 25 7922 55

California Lutheran University 563 247 247 23 52 1427 432 12950 5300 612 576 72 74 12.4 17 8985 60

California Polytechnic-San Luis 7811 3817 1650 47 73 12911 1404 7380 4877 612 2091 72 81 19.8 13 8453 59

California State University at Fresno 4540 3294 1483 5 60 13494 1254 7706 4368 600 1926 90 90 21.2 8 7268 61

Calvin College 1784 1512 913 29 56 3401 136 10230 3710 400 1210 75 81 14.8 41 7786 81

Campbell University 2087 1339 657 20 54 3191 1204 7550 2790 600 500 77 77 21.8 34 3739 63

Campbellsville College 848 587 298 25 55 935 184 6060 3070 600 1300 62 66 17.7 13 5391 49

Canisius College 2853 2193 753 16 34 2978 434 10750 5340 400 1130 90 92 14.6 26 7972 64

Capital University 1747 1382 449 34 66 1662 960 13050 4000 500 800 64 69 12.1 27 9557 83

Capitol College 100 90 35 10 52 282 331 8400 2812 300 2134 10 50 12.1 24 7976 52

Carleton College 2694 1579 489 75 93 1870 12 19292 3957 550 550 81 93 10.4 60 17960 91

Carnegie Mellon University 8728 5201 1191 60 89 4265 291 17900 5690 450 1250 86 93 9.2 31 24386 74

Carroll College 1160 991 352 19 55 1357 737 12200 3880 480 930 74 81 17.8 25 7666 79

Carson-Newman College 1096 951 464 27 62 1776 239 8150 3150 400 500 61 62 13.6 16 6716 67

Carthage College 1616 1427 434 20 43 1405 580 13125 3775 500 1300 74 89 15.9 22 7364 62

Case Western Reserve University 3877 3156 713 71 93 3051 513 15700 4730 525 1460 95 95 2.9 29 19733 67

Castleton State College 1257 940 363 9 22 1547 294 7656 4690 400 700 89 91 14.7 8 6318 79

Catawba College 1083 880 291 13 34 915 80 9270 4100 600 1860 75 82 13.5 27 8425 55

Catholic University of America 1754 1465 505 24 49 2159 211 13712 6408 526 1100 90 96 9.3 18 12751 75

Cazenovia College 3847 3433 527 9 35 1010 12 9384 4840 600 500 22 47 14.3 20 7697 118

Cedar Crest College 776 607 198 25 58 791 764 14340 5285 500 1000 58 83 11.7 39 10961 74

Cedarville College 1307 1090 616 25 55 2196 82 7344 4410 570 1000 50 52 15.3 34 6897 64

Centenary College 369 312 90 12 46 396 526 11400 5400 500 760 41 85 9.5 20 9583 24

Centenary College of Louisiana 495 434 210 35 55 775 44 8950 3490 600 1900 86 92 11.3 25 9685 66

Center for Creative Studies 601 396 203 1 20 525 323 11230 6643 2340 620 8 58 6.8 4 13025 47

Central College 1283 1113 401 31 65 1355 40 10938 3660 650 600 76 90 13.5 29 8444 67

Central Connecticut State University 4158 2532 902 6 24 6394 3881 5962 4444 500 985 69 73 16.7 4 4900 49

Central Missouri State University 4681 4101 1436 10 35 8094 1596 4620 3288 300 2250 69 80 19.7 4 5501 50

Central Washington University 2785 2011 1007 8 65 6507 898 7242 3603 654 1416 67 89 18.1 0 6413 51

Central Wesleyan College 174 146 88 8 29 1047 33 8300 3080 600 600 62 62 15.2 18 3365 58

Centre College 1013 888 288 55 82 943 7 11850 4270 600 900 95 99 11.4 60 13118 74

Chapman University 959 771 351 23 48 1662 209 16624 5895 600 1100 72 80 12.8 6 12692 47

Chatham College 212 197 91 28 56 471 148 13500 5230 400 850 95 98 9.3 37 16095 52

Chestnut Hill College 342 254 126 25 64 518 232 10335 5015 700 850 71 71 8.3 29 7729 73

Christendom College 81 72 51 33 71 139 3 8730 3600 400 800 92 92 9.3 17 10922 58

Christian Brothers University 880 520 224 16 42 1068 364 9300 3260 600 900 81 81 11.1 24 8129 63

Christopher Newport University 883 766 428 3 37 2910 1749 7860 4750 525 1889 80 82 21.2 16 4639 48

Claflin College 1196 697 499 21 47 959 13 4412 2460 500 1000 69 69 16.9 31 7083 21

Claremont McKenna College 1860 767 227 71 93 887 1 17000 6010 500 850 99 99 9.6 52 18443 87

Clark University 2887 2059 457 30 61 1928 296 17500 4200 500 950 94 95 10.5 35 11951 79

Clarke College 460 340 167 14 45 604 350 10740 3676 350 900 67 71 11 27 7963 74

Clarkson University 2174 1953 557 35 68 2332 53 15960 5580 700 1300 95 95 15.8 32 11659 77

Clemson University 8065 5257 2301 37 65 11755 770 8116 3610 800 1618 82 88 18 17 7597 73

Clinch Valley Coll. ofthe Univ. of Virginia 689 561 250 15 30 1125 422 7168 3689 600 1900 67 67 18.1 9 4417 46

Coe College 1006 742 275 29 60 1127 205 13925 4390 500 2200 73 86 12.7 32 10141 67

Coker College 604 452 295 15 47 690 222 9888 4502 400 1000 64 77 12.1 39 8741 75

Colby College 2848 1319 456 58 84 1720 35 18930 5590 500 1000 83 94 10.2 41 15954 91

Colgate University 4856 2492 727 46 75 2649 25 19510 5565 500 750 95 98 10.5 45 15494 93

College Misericordia 1432 888 317 29 58 1121 493 10860 5760 550 900 56 62 12.9 23 8604 96

College of Charleston 4772 3140 1265 22 55 6851 1200 6120 3460 666 2316 73 78 17.2 18 4776 51

College of Mount St. Joseph 798 620 238 14 41 1165 1232 9800 4430 400 1150 46 46 11.1 35 6889 100

College of Mount St. Vincent 946 648 177 23 46 707 432 11790 5770 500 1000 75 77 11.9 35 10015 83

College of Notre Dame 344 264 97 11 42 500 331 12600 5520 630 2250 77 80 10.4 7 9773 43

College of Notre Dame of Maryland 457 356 177 35 61 667 1983 11180 5620 600 700 64 64 11.5 32 7477 75

College of Saint Benedict 938 864 511 29 62 1715 103 12247 4221 500 600 70 88 13.1 26 8847 72

College of Saint Catherine 511 411 186 23 51 1692 562 12224 4440 450 1000 63 87 11.5 32 7315 77

College of Saint Elizabeth 444 359 122 34 53 493 968 10900 5250 380 1000 68 70 11.4 23 9447 78

College of Saint Rose 983 664 249 23 57 1698 894 9990 5666 800 1500 66 71 14.3 28 6084 64

College of Santa Fe 546 447 189 16 42 873 683 11138 4138 600 1200 40 74 14 7 8820 80

College of St. Joseph 141 118 55 12 21 201 173 8300 4850 450 1300 53 53 9.5 19 6936 76

College of St. Scholastica 672 596 278 29 60 1350 275 11844 3696 450 1146 54 76 11.6 33 8996 72

College of the Holy Cross 2994 1691 659 70 95 2675 22 18000 6300 400 900 92 96 11.3 55 12138 95

College of William and Mary 7117 3106 1217 68 88 5186 134 11720 4298 600 800 89 92 12.1 31 9534 93

College of Wooster 2100 1883 553 29 65 1704 1 16240 4690 500 500 84 96 11.1 43 14140 69

Colorado College 3207 1577 490 56 87 1892 7 17142 4190 450 1200 85 97 11.3 51 14664 84

Colorado State University 9478 6312 2194 29 65 15646 1829 8412 4180 470 1800 87 89 19.2 10 7850 59

Columbia College MO 314 158 132 10 28 690 5346 8294 3700 400 900 87 87 15.3 2 5015 37

Columbia College 737 614 242 21 67 968 237 10425 3975 500 1500 61 77 14.7 34 8693 76

Columbia University 6756 1930 871 78 96 3376 55 18624 6664 550 300 97 98 5.9 21 30639 99

Concordia College at St. Paul 281 266 139 13 29 1049 181 10500 3750 450 950 69 75 12.8 18 6955 45

Concordia Lutheran College 232 216 106 16 34 534 172 6900 3800 450 1825 67 76 12.1 9 6875 42

Concordia University CA 688 497 144 30 75 641 101 10800 4440 570 1515 55 60 13.1 13 8415 55

Concordia University 528 403 186 22 56 1168 145 9216 4191 400 1000 56 64 12.1 13 7309 75

Connecticut College 3035 1546 438 42 93 1630 232 18740 6300 600 500 86 95 10.7 40 14773 91

Converse College 440 407 149 35 70 643 80 12050 3700 500 900 63 76 10.2 31 10965 75

Cornell College 1538 1329 383 33 68 1140 10 15248 4323 550 800 71 76 12.2 31 10340 64

Creighton University 2967 2836 876 30 60 3450 644 10628 4372 650 2055 85 90 6.5 32 22906 85

Culver-Stockton College 1576 1110 274 24 55 992 112 8000 3700 400 500 51 52 14.1 28 5807 51

Cumberland College 995 789 398 26 47 1306 122 6230 3526 400 600 42 44 13 4 8189 63

D'Youville College 866 619 157 18 47 1074 336 8920 4310 680 1320 68 68 14.6 42 6898 46

Dana College 504 482 185 10 36 550 84 9130 3322 450 1450 46 51 12.6 25 8686 54

Daniel Webster College 585 508 153 12 30 460 536 12292 4934 500 500 61 61 22.2 10 8643 72

Dartmouth College 8587 2273 1087 87 99 3918 32 19545 6070 550 1100 95 99 4.7 49 29619 98

Davidson College 2373 956 452 77 96 1601 6 17295 5070 600 1011 95 97 12 46 17581 94

Defiance College 571 461 174 10 26 645 283 10850 3670 400 1159 58 60 12.8 19 7505 56

Delta State University 967 945 459 15 48 2806 538 4528 1880 500 1200 49 63 17.1 16 5113 58

Denison University 2762 2279 533 32 60 1835 14 16900 4720 500 600 88 97 11.6 45 12423 81

DePauw University 1994 1656 495 50 80 1983 36 14300 5020 550 950 78 94 11.1 31 11525 82

Dickinson College 3014 2539 487 31 68 1889 62 18700 5000 595 1250 87 94 11.2 39 13861 87

Dickinson State University 434 412 319 10 30 1376 237 4486 2146 600 2000 50 64 16.5 28 4525 46

Dillard University 1998 1376 651 41 88 1539 45 6700 3650 500 2307 52 52 14.1 12 7566 61

Doane College 793 709 244 20 47 1022 411 9570 3000 400 1000 67 72 15.1 42 6852 60

Dominican College of Blauvelt 360 329 108 4 19 756 863 8310 5500 600 1800 43 43 12.7 5 5480 54

Dordt College 604 562 328 25 50 1048 56 9800 2650 450 2800 61 60 12.5 17 7325 87

Dowling College 1011 829 410 9 33 1059 2458 9000 3100 450 1413 77 78 12.4 7 11178 42

Drake University 2799 2573 839 34 65 3322 726 13420 4770 560 1675 88 93 15 24 9473 77

Drew University 2153 1580 321 56 84 1192 87 18432 5616 520 660 93 97 10.2 28 14907 83

Drury College 700 650 314 33 66 1065 48 8730 3523 500 750 82 92 13.2 35 9303 67

Duke University 13789 3893 1583 90 98 6188 53 18590 5950 625 1162 95 96 5 44 27206 97

Earlham College 1358 1006 274 35 63 1028 13 15036 4056 600 600 90 94 10.6 46 14634 78

East Carolina University 9274 6362 2435 14 44 13171 1687 7248 3240 500 1700 74 78 13.2 18 9002 58

East Tennessee State University 3330 2730 1303 15 36 6706 2640 5800 3000 600 2200 73 75 14 9 9825 42

East Texas Baptist University 379 341 265 10 36 1050 151 4950 2780 530 1500 62 62 15.7 7 5619 38

Eastern College 458 369 165 16 42 1057 355 11190 4800 450 1230 60 60 13.6 22 8135 54

Eastern Connecticut State University 2172 1493 564 14 50 2766 1531 5962 4316 650 500 71 76 16.9 14 5719 50

Eastern Illinois University 5597 4253 1565 12 38 9161 845 5710 3066 120 1730 62 71 16.2 5 5682 76

Eastern Mennonite College 486 440 227 19 48 903 59 9650 3800 600 1300 46 65 11.4 29 10188 82

Eastern Nazarene College 516 409 200 17 40 1238 30 8770 3500 450 700 58 58 17.3 17 6430 70

Eckerd College 1422 1109 366 33 65 1363 23 15360 4080 600 1000 82 89 12.8 26 15003 59

Elizabethtown College 2417 1843 426 36 70 1476 299 14190 4400 500 750 65 68 12.8 25 9815 81

Elmira College 1457 1045 345 27 50 1109 502 14990 4980 450 550 77 98 21.5 21 7502 64

Elms College 245 208 125 23 46 544 436 11800 4765 450 1700 71 71 11.3 21 8952 86

Elon College 3624 2786 858 11 39 2933 334 9100 3883 490 1777 70 74 18.9 34 6329 63

Embry Riddle Aeronautical University 3151 2584 958 14 40 4772 856 7800 3750 570 3020 37 43 16.5 4 12878 44

Emory & Henry College 765 646 226 30 60 809 32 8578 4408 700 1600 79 88 13.9 51 8061 82

Emory University 8506 4168 1236 76 97 5544 192 17600 6000 600 870 97 98 5 28 28457 96

Emporia State University 1256 1256 853 43 79 3957 588 5401 3144 450 1888 72 75 19.3 4 5527 50

Erskine College 659 557 167 47 74 532 35 10485 3840 475 1246 76 80 13.5 47 7527 67

Eureka College 560 454 113 36 56 484 16 10955 3450 330 670 62 87 10.6 31 9552 53

Evergreen State College 1801 1101 438 14 50 3065 363 6297 4600 600 1323 75 78 18.1 14 8355 68

Fairfield University 4784 3346 781 30 66 2984 1037 15000 6200 700 1100 86 90 15.1 30 11220 94

Fayetteville State University 1455 1064 452 1 16 2632 617 6806 2550 350 766 75 75 15.1 10 6972 24

Ferrum College 1339 1107 336 12 36 1051 82 9400 4200 500 1600 53 58 12.5 9 7967 22

Flagler College 1415 714 338 18 52 1345 44 5120 3200 500 2140 52 60 18.1 9 3930 69

Florida Institute of Technology 1947 1580 523 39 74 1863 233 13900 4140 750 1500 90 90 10.6 7 8923 57

Florida International University 3306 2079 1071 42 89 10208 9310 6597 2494 800 3028 81 96 13.9 20 6722 66

Florida Southern College 1381 1040 374 20 44 1506 970 8025 4865 400 650 65 74 17.4 10 6339 68

Florida State University 11651 8683 3023 50 90 18906 3242 6680 4060 600 1020 80 89 23.1 15 7250 58

Fontbonne College 291 245 126 16 49 981 337 8390 4100 350 1500 45 55 21.5 24 4607 62

Fordham University 4200 2874 942 30 55 4740 1646 14235 6965 600 1735 86 97 14.4 14 10864 80

Fort Lewis College 3440 2823 1123 16 35 3793 486 6198 3320 500 2500 89 97 19.1 6 4362 46

Francis Marion University 1801 1655 819 13 38 3224 436 5840 3138 400 2430 76 76 19.1 8 5039 43

Franciscan University of Steubenville 553 452 228 22 49 1301 242 9650 4400 600 1000 57 69 14.9 8 6336 83

Franklin College 804 632 281 29 72 840 68 10390 4040 525 1345 54 78 12.5 37 11751 60

Franklin Pierce College 5187 4471 446 3 14 1818 1197 13320 4630 500 800 50 56 17.6 16 6418 51

Freed-Hardeman University 895 548 314 20 54 1174 50 5500 3340 600 1600 68 76 16.1 13 6078 62

Fresno Pacific College 346 274 146 51 87 704 63 9900 3670 630 1818 59 59 10.5 14 8095 54

Furman University 2161 1951 685 56 82 2371 175 13440 4048 600 1250 92 95 13.5 28 12940 82

Gannon University 2464 1908 678 24 57 2693 691 10970 4280 500 1380 47 51 13.3 18 7711 65

Gardner Webb University 1110 930 332 18 36 1603 374 8180 4270 500 500 65 58 15.2 12 5664 29

Geneva College 668 534 237 19 39 1306 258 9476 4820 500 1100 67 67 20.1 26 6786 74

George Fox College 809 726 294 27 52 1271 43 12500 4130 400 1050 53 53 13.5 22 7136 52

George Mason University 5653 4326 1727 17 29 9528 3822 10800 4840 580 1050 93 96 19.3 7 6751 46

George Washington University 7875 5062 1492 38 71 5471 1470 17450 6328 700 950 92 93 7.6 15 14745 72

Georgetown College 727 693 286 30 55 1063 48 8100 3950 550 550 73 76 13.3 28 7508 55

Georgetown University 11115 2881 1390 71 93 5881 406 18300 7131 670 1700 91 92 7.2 27 19635 95

Georgia Institute of Technology 7837 4527 2276 89 99 8528 654 6489 4438 795 1164 92 92 19.3 33 11271 70

Georgia State University 3793 2341 1238 9 24 7732 9054 6744 2655 720 3450 87 89 19 10 7762 34

Georgian Court College 348 281 127 12 52 1095 785 9150 3950 500 800 56 59 12.2 27 7348 76

Gettysburg College 3596 2466 575 42 78 1944 46 19964 4328 500 500 94 95 12.1 32 14720 83

Goldey Beacom College 633 468 284 10 27 823 963 6120 2985 531 1830 25 25 27.6 4 6081 36

Gonzaga University 1886 1524 526 31 67 2523 296 13000 4450 600 2400 78 90 14.7 32 9553 69

Gordon College 674 565 282 25 54 1151 39 12200 4070 400 1200 73 82 14.2 32 9226 66

Goshen College 440 396 221 26 51 910 166 9420 3730 600 1230 51 56 9.9 46 10270 72

Goucher College 1151 813 248 40 64 850 80 15588 6174 500 1200 78 90 9.2 34 16623 77

Grace College and Seminary 548 428 167 18 46 618 113 8958 3670 300 1000 53 59 15.3 26 9798 64

Graceland College 555 414 242 14 41 996 2281 9100 3100 550 880 51 61 23.6 24 5609 47

Grand Valley State University 5165 3887 1561 20 60 8234 2619 6108 3800 500 1000 64 66 20.6 9 5063 57

Green Mountain College 780 628 198 7 20 545 42 11750 2700 400 850 77 83 14 24 6475 76

Greensboro College 608 494 176 10 31 649 314 8330 3770 550 1300 64 80 13 31 7949 39

Greenville College 510 387 194 20 46 771 53 10310 4530 400 800 57 61 14.3 16 8222 60

Grinnell College 2039 1389 432 56 91 1333 30 15688 4618 400 400 88 92 9.5 54 18979 83

Grove City College 2491 1110 573 57 88 2213 35 5224 3048 525 350 65 65 18.4 18 4957 100

Guilford College 1202 1054 326 18 44 1410 299 13404 5160 450 1050 78 86 15.6 30 9114 65

Gustavus Adolphus College 1709 1385 634 36 72 2281 50 14125 3600 400 700 79 89 12.5 58 9907 80

Gwynedd Mercy College 380 237 104 30 56 716 1108 11000 5550 500 500 36 41 7.8 22 7483 96

Hamilton College 3140 1783 454 40 82 1646 24 19700 5050 300 800 91 96 9.6 60 17761 91

Hamline University 1006 825 328 34 73 1362 102 13252 4194 450 550 89 93 13 33 10296 65

Hampden - Sydney College 817 644 307 20 40 945 1 13218 4773 660 600 95 97 13.3 53 12263 69

Hampton University 7178 3755 1433 25 63 4623 740 7161 3518 600 2000 60 64 14 9 6791 70

Hanover College 1006 837 317 33 65 1024 15 8200 3485 500 1200 84 84 10.6 26 9248 64

Hardin-Simmons University 467 424 350 16 40 1365 334 6300 2980 700 2140 75 79 13.7 10 7054 38

Harding University 1721 1068 806 35 75 3128 213 5504 3528 700 910 71 77 17.7 37 6466 73

Hartwick College 2083 1725 430 22 49 1464 67 17480 4780 500 700 75 87 12.3 32 11625 73

Harvard University 13865 2165 1606 90 100 6862 320 18485 6410 500 1920 97 97 9.9 52 37219 100

Harvey Mudd College 1377 572 178 95 100 654 5 17230 6690 700 900 100 100 8.2 46 21569 100

Hastings College 817 708 262 22 52 935 37 9376 3272 500 1902 57 63 13 17 7335 52

Hendrix College 823 721 274 52 87 954 6 8800 3195 500 1200 82 99 13.1 26 8588 63

Hillsdale College 920 745 347 35 66 1133 42 11090 4700 400 750 80 80 12 31 12639 79

Hiram College 922 729 244 37 66 1000 275 14067 4560 400 1000 75 95 10.6 34 12165 79

Hobart and William Smith Colleges 2688 2081 500 25 53 1792 5 19029 5841 600 600 99 99 12.1 37 13040 79

Hofstra University 7428 5860 1349 25 63 6534 1350 11600 5920 1000 1000 81 90 13.9 10 10093 60

Hollins College 602 498 215 26 58 795 74 13470 5515 500 850 78 91 11.1 48 13957 72

Hood College 699 565 176 36 64 710 399 13960 6040 450 690 82 88 14.4 34 12434 72

Hope College 1712 1483 624 37 69 2505 208 12275 4341 465 1100 72 81 12.5 40 9284 72

Houghton College 949 786 302 30 70 1210 26 9990 3550 500 1500 85 90 15 24 8187 67

Huntingdon College 608 520 127 26 47 538 126 8080 3920 500 1100 63 72 11.4 9 7703 44

Huntington College 450 430 125 20 46 488 43 9950 3920 300 1300 76 76 11.8 25 9466 47

Huron University 600 197 124 3 9 392 69 7260 3090 600 1840 31 35 12.9 4 9249 21

Husson College 723 652 361 10 30 951 706 7800 4000 350 1500 36 44 22 4 4923 84

Illinois Benedictine College 607 558 269 22 47 1222 519 10500 4348 650 1500 81 91 11.6 29 8324 75

Illinois College 894 787 262 28 63 909 28 8050 3850 600 1000 75 75 15.6 30 7348 52

Illinois Institute of Technology 1756 1360 478 42 77 1911 626 14550 4620 500 700 80 88 12.3 26 12851 56

Illinois State University 8681 6695 2408 10 35 15701 1823 7799 3403 537 2605 77 84 21 16 5569 54

Illinois Wesleyan University 3050 1342 471 55 86 1818 23 14360 4090 400 650 77 92 12.9 34 9605 83

Immaculata College 268 253 103 16 44 494 1305 10000 5364 500 1000 56 64 11.2 33 7305 69

Incarnate Word College 1163 927 386 16 49 1685 556 8840 4689 750 2775 67 69 11.4 21 6095 95

Indiana State University 5659 4761 3147 10 31 8596 1949 6892 3706 600 2500 72 76 16.6 8 6996 40

Indiana University at Bloomington 16587 13243 5873 25 72 24763 2717 9766 3990 600 2000 77 88 21.3 24 8686 68

Indiana Wesleyan University 735 423 366 20 48 2448 707 9210 3782 700 1000 49 51 39.8 15 6562 34

Iona College 4892 3530 913 13 33 3906 1446 10690 6790 570 1150 66 83 16 14 8107 66

Iowa State University 8427 7424 3441 26 59 18676 1715 7550 3224 640 2055 81 88 19.2 22 8420 65

Ithaca College 7259 5526 1368 23 52 5612 166 14424 6192 634 1000 58 79 11.5 25 9812 75

James Madison University 11223 5285 2082 32 72 9652 742 7994 4544 500 732 77 81 17.9 29 5212 98

Jamestown College 472 410 262 14 41 9950 71 7620 3050 400 400 51 53 17 21 3186 54

Jersey City State College 2957 1423 691 10 30 3817 1394 3946 4800 400 1500 63 67 14.9 10 8367 26

John Brown University 605 405 284 24 53 961 99 6398 3672 400 1350 68 68 13.3 19 8118 75

John Carroll University 2421 2109 820 27 57 3168 392 11700 5550 600 450 89 90 14.5 28 7738 89

Johns Hopkins University 8474 3446 911 75 94 3566 1569 18800 6740 500 1040 96 97 3.3 38 56233 90

Johnson State College 833 669 279 3 13 1224 345 7656 4690 500 624 80 91 14.4 15 6564 36

Judson College 313 228 137 10 30 552 67 9414 4554 500 1700 34 55 10.6 30 7840 56

Juniata College 1005 859 298 36 55 1075 43 14850 4460 450 420 97 97 12.7 37 12067 80

Kansas State University 5880 4075 2833 25 55 14914 2246 6995 3120 600 2000 76 86 18.5 22 6122 54

Kansas Wesleyan University 589 575 148 16 40 474 258 8400 3250 500 1400 63 55 12.4 14 6535 68

Keene State College 3121 2446 822 5 19 3480 776 7870 4157 500 1150 73 73 16.1 13 6195 61

Kentucky Wesleyan College 584 497 175 20 49 662 121 8000 4150 500 1300 57 65 11.3 32 7058 62

Kenyon College 2212 1538 408 44 75 1445 1 19240 3690 750 480 95 95 11.1 46 14067 88

Keuka College 461 381 174 10 43 738 55 9600 4550 600 750 55 94 13.3 43 7863 51

King's College 1456 1053 381 20 45 500 541 10910 5160 400 1795 66 72 15.6 37 7649 87

King College 355 300 142 34 65 509 44 8664 3350 600 3000 65 68 10.7 25 8954 65

Knox College 1040 845 286 48 77 967 24 15747 4062 400 800 88 95 12.7 33 13224 79

La Roche College 361 321 185 10 41 650 819 8842 4782 600 1100 57 73 14.2 14 7022 52

La Salle University 2929 1834 622 20 56 2738 1662 12600 5610 450 3160 90 90 15.1 9 9084 84

Lafayette College 4010 2402 572 36 59 2018 226 18730 5740 600 1000 93 96 10.5 38 15365 92

LaGrange College 544 399 177 15 35 600 363 6987 3585 750 1500 77 83 12.5 12 9067 75

Lake Forest College 979 638 271 31 70 968 20 16880 3970 920 1320 91 94 10.7 19 15687 77

Lakeland College 497 452 231 24 47 887 1957 9400 4005 500 1000 49 65 17.2 25 4054 57

Lamar University 2336 1725 1043 10 27 5438 4058 4752 3040 508 1463 48 82 18.4 12 5879 26

Lambuth University 831 538 224 15 35 840 325 5170 3430 600 1590 61 61 16.1 10 5531 60

Lander University 1166 1009 510 9 33 2074 341 4938 2987 528 1702 67 77 17 11 6119 51

Lawrence University 1243 947 324 50 77 1129 74 17163 3891 525 975 76 92 10.1 57 13965 77

Le Moyne College 1470 1199 425 21 76 1820 558 11040 4840 400 900 89 92 13.3 28 8118 94

Lebanon Valley College 1386 1060 320 28 56 965 502 13850 4755 400 1125 84 84 12.3 30 8196 85

Lehigh University 6397 4304 1092 40 84 4298 132 18700 5580 750 1130 96 99 12.5 43 14665 91

Lenoir-Rhyne College 979 743 259 25 46 1188 166 10100 4000 400 1000 88 92 12 20 8539 66

Lesley College 244 198 82 12 33 1134 336 11700 5300 550 805 71 88 27.8 18 8694 58

LeTourneau University 477 417 204 29 54 1532 77 8840 4240 600 1400 58 70 20.8 23 6863 56

Lewis and Clark College 2774 2092 482 35 64 1763 59 15800 4790 450 950 97 98 12.3 21 12999 69

Lewis University 1154 1050 395 12 31 2192 1423 10560 4520 500 1200 36 48 14.3 10 7701 61

Lincoln Memorial University 787 562 363 21 55 925 605 5950 2890 600 1300 67 72 14.6 35 5177 53

Lincoln University 1660 1091 326 15 41 1196 33 4818 3400 350 1400 71 72 12.6 8 10912 45

Lindenwood College 810 484 356 6 33 2155 191 9200 4800 1000 4200 65 85 24.1 9 3480 100

Linfield College 1561 1188 458 48 72 1548 840 13380 4210 500 900 89 91 17.8 34 8747 81

Livingstone College 900 473 217 22 47 621 11 4400 3400 800 900 53 93 10.4 16 9268 92

Lock Haven University of Pennsylvania 3570 2215 651 17 41 3390 325 7352 3620 225 500 47 55 16.1 14 6374 63

Longwood College 2747 1870 724 12 47 2874 118 7920 3962 550 2200 74 80 18.4 23 5553 62

Loras College 1641 1283 527 20 39 1663 170 11200 4000 500 1200 61 62 14.2 24 7578 70

Louisiana College 2013 1053 212 33 61 912 158 5150 3036 500 1655 64 74 10.5 11 7547 59

Louisiana State University at Baton Rouge 5996 4993 3079 29 57 16269 3757 5925 2980 600 2242 83 87 15.9 11 6741 37

Louisiana Tech University 2397 2144 1525 22 45 6720 1822 3957 2325 618 1656 66 77 20 13 4546 45

Loyola College 4076 3137 738 25 54 3010 184 12990 6300 600 900 86 88 14.7 27 9448 80

Loyola Marymount University 3768 2662 753 42 64 3558 436 13592 5916 545 1328 84 88 14.2 10 11677 84

Loyola University 1891 1698 719 24 80 2740 761 11100 5870 600 750 77 88 11.7 14 9456 53

Loyola University Chicago 3579 2959 868 25 55 5244 3417 11500 5330 700 2000 94 95 6.2 15 13009 65

Luther College 1549 1392 587 38 72 2269 85 13240 3560 600 400 73 85 13.8 38 8949 77

Lycoming College 1286 1005 363 16 37 1363 74 13900 4300 500 900 75 81 14 32 8024 72

Lynchburg College 1756 1500 366 3 21 1524 280 12450 5400 450 870 62 66 12.4 24 8832 70

Lyndon State College 535 502 223 6 20 959 150 7320 4640 500 600 48 65 12.6 15 7114 51

Macalester College 2939 1496 452 56 86 1723 113 15909 4772 500 700 85 91 11.9 37 14213 77

MacMurray College 740 558 177 12 29 628 63 9620 3750 550 950 49 55 10.8 33 10642 59

Malone College 874 758 428 21 46 1605 246 9858 3700 450 1200 42 45 17.6 16 4796 55

Manchester College 1004 802 239 23 63 909 51 10440 3850 525 1450 63 72 11.8 20 7940 64

Manhattan College 2432 1730 563 20 63 2578 254 12370 6800 500 1800 92 92 13.6 25 10062 79

Manhattanville College 962 750 212 21 54 830 150 14700 6550 450 400 97 97 11.3 24 11291 70

Mankato State University 3073 2672 1547 9 29 9649 1792 4300 2643 450 1660 57 68 19 11 5801 68

Marian College of Fond du Lac 824 670 337 15 41 1160 653 9400 3400 500 1100 37 37 8.4 21 5352 59

Marietta College 1611 960 342 27 60 1089 210 13850 3920 470 810 80 97 13.2 30 10223 96

Marist College 4731 3171 830 12 31 3557 658 10700 5925 550 1200 74 81 17.6 34 8408 69

Marquette University 5152 4600 1685 36 71 7016 804 11610 4760 600 1950 86 94 13.5 25 9982 77

Marshall University 4226 3666 2007 14 60 7703 2339 5094 4010 700 1560 77 86 16.6 10 6203 50

Mary Baldwin College 499 441 199 26 52 846 377 11200 7400 600 1300 66 79 6.8 50 10819 90

Mary Washington College 4350 2178 756 39 78 2997 736 6490 4942 650 2102 75 80 17.6 30 5358 84

Marymount College Tarrytown 478 327 117 9 34 731 370 11510 6450 575 1075 71 93 10.3 30 10502 77

Marymount Manhattan College 695 535 239 21 30 988 785 10200 7000 350 1100 63 76 11.7 20 10622 68

Marymount University 941 772 214 10 30 1247 776 11390 5280 500 750 77 82 10.6 17 8575 55

Maryville College 1464 888 176 26 52 624 128 11200 4208 500 1642 80 90 11.1 43 8317 51

Maryville University 549 397 169 26 51 1343 1751 9250 4550 425 1350 52 58 13.1 13 5925 61

Marywood College 1107 859 323 13 51 1452 402 11040 4500 600 700 65 76 11.8 30 9034 66

Massachusetts Institute of Technology 6411 2140 1078 96 99 4481 28 20100 5975 725 1600 99 99 10.1 35 33541 94

Mayville State University 233 233 153 5 12 658 58 4486 2516 600 1900 68 68 15.7 11 6971 51

McKendree College 1002 555 119 16 43 836 684 7680 3740 500 800 70 74 17.7 21 6652 52

McMurry University 578 411 187 25 50 880 477 6930 3452 400 1525 57 64 11 11 6383 32

McPherson College 420 293 93 11 32 336 80 7950 3750 600 2740 54 54 9.8 45 9754 48

Mercer University 2286 1668 564 37 70 2943 1260 11985 4081 400 1500 93 95 9.2 15 8995 91

Mercyhurst College 1557 1074 397 15 40 1805 433 9813 4050 425 1000 45 63 16.7 29 7307 78

Meredith College 857 772 376 25 58 1721 470 6720 3250 450 1520 77 82 13.9 33 6881 82

Merrimack College 1981 1541 514 18 36 1927 1084 12500 6200 375 1000 73 75 16.8 22 8707 80

Mesa State College 1584 1456 891 6 18 3471 911 5016 3798 540 2256 48 48 28.8 12 3871 59

Messiah College 1742 1382 607 30 64 2258 53 10300 5080 475 1200 68 75 14.1 30 7762 89

Miami University at Oxford 9239 7788 3290 35 39 13606 807 8856 3960 500 1382 81 89 17.6 20 7846 85

Michigan State University 18114 15096 6180 23 57 26640 4120 10658 3734 504 600 93 95 14 9 10520 71

Michigan Technological University 2618 2288 1032 42 77 5524 414 8127 3978 900 1200 82 82 17 25 7473 65

MidAmerica Nazarene College 331 331 225 15 36 1100 166 6840 3720 1100 4913 33 33 15.4 20 5524 49

Millersville University of Penn. 6011 3075 960 22 60 5146 1532 7844 3830 450 1258 72 74 16.8 20 7832 71

Milligan College 610 461 189 26 52 685 49 8200 3300 550 1000 63 69 12 16 8128 64

Millikin University 1444 1261 456 29 62 1788 95 11910 4378 450 965 60 77 11.4 25 8149 75

Millsaps College 905 834 319 32 61 1073 179 11320 4402 550 1350 82 89 12.7 38 11218 58

Milwaukee School of Engineering 1217 1088 496 36 69 1773 884 11505 3255 1000 2075 35 46 16.7 23 7140 67

Mississippi College 594 385 307 36 57 1695 721 5580 2830 600 700 77 79 16.5 18 6170 61

Mississippi State University 4255 3277 1609 18 57 10094 1621 9866 3084 480 1479 77 77 15.9 20 6223 53

Mississippi University for Women 480 405 380 19 46 1673 1014 4386 2217 600 1500 49 54 15.8 8 5704 63

Missouri Southern State College 1576 1326 913 13 50 3689 2200 3840 2852 200 400 52 54 20.3 9 4172 100

Missouri Valley College 1310 983 316 5 35 1057 175 8550 5050 400 900 35 67 17.4 16 4333 27

Monmouth College IL 601 503 204 28 57 671 11 13000 4100 400 460 91 91 11.6 43 11087 56

Monmouth College 2707 1881 478 14 34 1893 847 12480 5290 530 1740 70 85 14.2 15 9492 54

Montana College of Mineral Sci. & Tech. 572 544 320 45 72 1470 416 6073 3400 550 1400 71 71 16.4 31 6112 74

Montana State University 3500 2836 1779 15 42 8730 993 5552 3710 550 2300 75 83 17.6 8 6324 37

Montclair State University 5220 2128 865 19 53 6411 3186 3648 4834 700 950 82 87 21.5 9 6717 58

Montreat-Anderson College 263 223 103 10 24 316 20 8438 3372 500 2958 42 50 11.1 4 11989 15

Moorhead State University 2442 2164 1189 12 37 5983 1075 4426 2664 600 1000 76 81 18.1 19 4795 60

Moravian College 1232 955 303 23 58 1241 485 14990 4730 550 1250 86 92 15.2 28 9566 74

Morehouse College 3708 1678 722 41 66 2852 153 7050 5490 250 600 71 74 17.8 10 8122 83

Morningside College 586 533 239 16 36 950 228 10520 3678 500 1000 48 68 13 32 8111 56

Morris College 882 730 330 2 13 926 12 4515 2550 850 2100 53 60 18.6 34 6990 60

Mount Holyoke College 1800 1314 526 47 79 1891 40 19300 5700 750 750 79 91 9 51 18359 84

Mount Marty College 279 276 126 17 37 600 435 6844 2980 500 500 45 55 11.7 38 5073 44

Mount Mary College 235 217 121 12 32 931 487 8950 3119 550 1125 51 51 10.7 26 7016 78

Mount Mercy College 368 317 159 20 49 806 542 10500 3555 500 2285 44 50 11.3 30 6695 64

Mount Saint Clare College 325 284 95 16 33 364 88 9900 3650 500 1200 32 37 13.6 43 6525 21

Mount Saint Mary's College 1321 1159 328 15 36 1243 79 12850 6200 550 900 77 82 12.8 36 8536 80

Mount Saint Mary College 1170 695 238 14 48 1170 429 7470 4600 250 1400 74 75 15.3 23 6898 88

Mount St. Mary's College 657 537 113 37 90 1039 466 12474 5678 630 1278 53 71 11.9 19 10613 72

Mount Union College 1310 1086 458 26 61 1365 144 12250 3530 400 1150 85 87 16.7 35 7215 81

Mount Vernon Nazarene College 510 485 334 18 36 1114 94 7400 3346 600 600 57 57 19.8 7 6869 58

Muhlenberg College 2519 1836 462 30 61 1656 352 16975 4565 600 850 76 86 12.8 39 10888 83

Murray State University 2225 1910 1190 29 55 5968 955 4738 3110 700 940 72 76 20.2 27 5972 52

Muskingum College 1109 922 375 24 46 1115 70 13240 3914 600 800 73 85 13.4 27 9333 73

National-Louis University 513 347 279 23 48 2508 505 9090 4500 650 500 62 65 18.3 2 7905 71

Nazareth College of Rochester 947 798 266 36 68 1274 471 10850 5150 550 800 77 93 13.6 24 8797 61

New Jersey Institute of Technology 1879 1216 483 27 62 3311 1646 8832 5376 700 1850 92 98 13.5 19 12529 72

New Mexico Institute of Mining and Tech. 787 601 233 40 73 1017 411 5376 3214 600 1100 99 100 13.7 11 9241 34

New York University 13594 7244 2505 70 86 12408 2814 17748 7262 450 1000 87 98 7.8 16 21227 71

Newberry College 872 722 154 14 36 601 36 10194 2600 500 1500 57 63 11.4 32 5788 83

Niagara University 2220 1796 467 65 99 1919 334 10320 4762 450 650 68 100 14.2 20 7788 65

North Adams State College 1563 1005 240 1 19 1380 136 5542 4330 500 1000 65 71 14.2 17 6562 57

North Carolina A. & T. State University 4809 3089 1429 12 33 6162 871 6806 1780 600 1651 72 72 16.7 9 7090 44

North Carolina State University at Raleigh 10634 7064 3176 39 78 16505 5481 8400 6540 600 1300 92 98 17.5 21 9670 62

North Carolina Wesleyan College 812 689 195 7 24 646 84 8242 4230 600 1295 77 77 12.7 11 10090 52

North Central College 1127 884 308 30 64 1310 766 11718 7398 450 1800 73 87 16.4 33 8871 76

North Dakota State University 2968 2297 1610 13 47 7368 1128 5834 2744 600 2000 79 83 17 24 6310 42

North Park College 465 361 176 19 39 879 156 12580 4345 400 970 76 79 13.1 24 10889 74

Northeast Missouri State University 6040 4577 1620 36 72 5640 266 4856 3416 400 1100 69 72 15.7 13 6601 76

Northeastern University 11901 8492 2517 16 42 11160 10221 13380 7425 600 1750 73 82 12.9 17 9563 46

Northern Arizona University 5891 4931 1973 23 48 11249 2682 6746 3728 620 2342 78 83 21.7 7 6157 41

Northern Illinois University 10706 7219 2397 12 37 14826 1979 7799 3296 470 1750 73 78 17.3 11 6086 56

Northwest Missouri State University 2729 2535 1257 8 29 4787 472 3735 3136 250 1630 62 65 21.7 23 5284 54

Northwest Nazarene College 616 514 385 29 52 1115 60 9840 2820 450 822 59 59 14.8 20 6261 58

Northwestern College 860 811 366 22 56 1040 52 9900 3075 300 1800 68 68 14.9 34 6357 68

Northwestern University 12289 5200 1902 85 98 7450 45 16404 5520 759 1585 96 100 6.8 25 26385 92

Norwich University 1743 1625 626 8 29 1862 382 14134 5270 500 800 71 74 13.1 22 9209 63

Notre Dame College 379 324 107 15 37 500 311 9990 4900 400 600 44 47 12.1 26 4948 33

Oakland University 3041 2581 1173 16 56 6441 3982 9114 4030 400 650 88 90 19.7 13 6637 53

Oberlin College 4778 2767 678 50 89 2587 120 19670 5820 575 1119 77 96 10.1 47 16593 83

Occidental College 2324 1319 370 52 81 1686 35 16560 5140 558 1152 91 93 10.5 30 16196 79

Oglethorpe University 792 649 186 56 87 769 377 12900 4340 600 4110 91 95 13.1 27 8568 67

Ohio Northern University 2936 2342 669 35 62 2502 66 15990 4080 600 825 73 78 14.5 31 9979 83

Ohio University 11023 8298 3183 21 54 14861 1310 7629 4095 550 2300 79 87 20.4 13 8811 64

Ohio Wesleyan University 2190 1700 458 36 65 1780 48 16732 5650 550 550 93 93 12.1 32 12011 75

Oklahoma Baptist University 758 681 484 35 59 1707 705 5390 3140 515 1290 63 71 15.1 18 5511 50

Oklahoma Christian University 776 765 351 22 44 1419 228 6400 3150 500 1900 58 64 16.2 8 6578 45

Oklahoma State University 4522 3913 2181 29 57 12830 1658 5336 3344 800 3100 84 92 15.3 14 6433 48

Otterbein College 1496 1205 428 26 57 1648 936 12888 4440 420 840 62 68 13.9 30 8802 87

Ouachita Baptist University 910 773 450 31 73 1310 61 6530 2800 500 1500 63 67 13.3 10 6413 65

Our Lady of the Lake University 2308 1336 295 22 46 1202 942 8530 3644 616 1576 56 64 14.9 25 7114 37

Pace University 8256 3750 1522 37 70 5809 4379 11000 5160 660 1115 90 95 13.8 10 10059 62

Pacific Lutheran University 1603 1392 504 31 68 2580 302 13312 4488 600 1516 78 78 11 23 9431 83

Pacific Union College 940 668 385 20 48 1316 139 11925 3825 630 1926 48 87 12.3 12 9157 69

Pacific University 943 849 288 41 71 1041 35 14210 3994 450 1100 76 76 10.9 22 11216 42

Pembroke State University 944 774 440 14 34 2174 529 6360 2760 550 1498 77 77 15 5 6443 48

Pennsylvania State Univ. Main Campus 19315 10344 3450 48 93 28938 2025 10645 4060 512 2394 77 96 18.1 19 8992 63

Pepperdine University 3821 2037 680 86 96 2488 625 18200 6770 500 700 95 98 11.6 13 16185 66

Peru State College 701 501 458 10 40 959 457 2580 2624 500 900 48 100 20.1 24 4870 44

Pfeiffer College 838 651 159 11 25 654 162 8640 3700 400 1915 62 62 12.2 13 7634 48

Philadelphia Coll. of Textiles and Sci. 1538 1259 468 19 42 1664 1042 11690 5062 600 1664 48 80 12.9 15 8028 68

Phillips University 692 576 174 19 50 597 83 10500 3860 600 940 58 64 11.6 19 8990 39

Piedmont College 663 562 127 20 40 641 63 5640 3620 600 750 89 89 13.2 17 7309 31

Pikeville College 404 400 169 28 48 797 100 6000 3000 500 500 48 57 13.4 14 5557 61

Pitzer College 1133 630 220 37 73 750 30 17688 5900 650 850 100 100 10.4 11 14820 73

Point Loma Nazarene College 809 687 428 20 43 1889 217 10178 4190 800 750 71 71 16.1 19 7895 54

Point Park College 875 744 207 7 38 1173 1402 9700 4830 400 1200 45 90 14.5 10 7652 66

Polytechnic University 1132 847 302 58 89 1379 214 16200 4200 436 2486 90 90 10.4 14 14329 62

Prairie View A. and M. University 2405 2234 1061 10 22 4564 448 4290 3500 598 1582 55 93 19.4 1 5967 35

Presbyterian College 1082 832 302 34 63 1133 30 11859 3635 554 1429 80 85 13.4 42 8354 85

Princeton University 13218 2042 1153 90 98 4540 146 19900 5910 675 1575 91 96 8.4 54 28320 99

Providence College 5139 3346 973 20 55 3717 1358 14400 6200 450 1100 66 74 18.4 35 8135 96

Purdue University at West Lafayette 21804 18744 5874 29 60 26213 4065 9556 3990 570 1060 86 86 18.2 15 8604 67

Queens College 516 392 154 32 62 630 549 11020 4970 610 1900 73 75 14 36 9315 58

Quincy University 1025 707 297 22 66 1070 72 10100 4140 450 1080 69 71 16.3 32 6880 80

Quinnipiac College 3712 2153 806 17 45 2677 714 12030 6140 1000 500 63 73 12 33 8847 86

Radford University 5702 4894 1742 15 37 8077 472 6684 4110 500 900 73 83 19.6 9 4519 62

Ramapo College of New Jersey 2088 957 362 6 29 2745 1938 4449 4860 600 1655 74 95 17.8 8 7333 47

Randolph-Macon College 1771 1325 306 21 46 1071 27 13840 3735 400 900 77 80 10.7 38 11080 74

Randolph-Macon Woman's College 696 616 169 35 66 653 56 13970 6110 370 920 88 97 9.2 24 16358 68

Reed College 1966 1436 327 47 80 1199 61 19960 5490 500 450 90 90 11.8 37 15886 68

Regis College 427 385 143 18 38 581 533 12700 5800 450 700 81 85 10.3 37 11758 84

Rensselaer Polytechnic Institute 4996 4165 936 53 82 4291 16 17475 5976 1230 1100 94 98 15.4 21 15605 70

Rhodes College 2302 1831 391 58 82 1345 59 15200 4768 550 1500 90 96 10.8 47 13388 77

Rider University 3586 2424 730 16 31 2748 1309 13250 5420 700 3100 84 92 12.3 23 11299 70

Ripon College 587 501 211 28 52 735 28 15200 4100 350 650 87 90 9.4 49 12472 64

Rivier College 484 386 141 6 28 590 1196 9870 4860 600 1100 59 59 12.2 19 6744 81

Roanoke College 2227 1790 437 27 54 1460 239 13425 4425 450 1200 85 89 13 26 9405 72

Rockhurst College 935 858 345 22 50 1127 754 9490 4100 500 1500 60 79 10.7 21 7519 79

Rocky Mountain College 560 392 270 11 31 743 118 8734 3362 600 625 56 78 11.3 27 6422 68

Roger Williams University 3304 2804 679 10 20 2111 1489 12520 6050 500 730 44 54 16.4 8 7957 61

Rollins College 1777 1151 382 31 55 1668 1052 16425 5220 955 750 81 85 13.3 23 11561 90

Rosary College 434 321 141 28 53 624 269 10950 4600 550 950 79 82 12.9 30 9264 81

Rowan College of New Jersey 3820 1431 695 21 70 5303 3942 4356 4830 800 800 76 81 22.1 6 7252 51

Rutgers at New Brunswick 48094 26330 4520 36 79 21401 3712 7410 4748 690 2009 90 95 19.5 19 10474 77

Rutgers State University at Camden 3366 1752 232 27 79 2585 1300 7411 4748 690 2009 90 95 18.6 12 10134 57

Rutgers State University at Newark 5785 2690 499 26 62 4005 1886 7410 4748 690 2009 90 95 17.4 16 11878 58

Sacred Heart University 2307 1896 509 19 51 1707 1889 11070 5780 400 600 71 73 14.8 16 7120 82

Saint Ambrose University 897 718 276 12 48 1345 390 10450 4020 500 1500 56 56 14.1 16 7444 70

Saint Anselm College 2095 1553 514 15 40 1873 94 12950 5400 450 1120 70 82 14.5 29 6719 97

Saint Cloud State University 3971 3306 1921 10 34 11493 2206 4259 2625 350 1884 70 75 18.9 10 4629 58

Saint Francis College IN 213 166 85 13 36 513 247 8670 3820 450 1000 43 78 12.5 4 7440 48

Saint Francis College 1046 824 284 21 45 1223 451 10880 5050 400 1235 64 64 19.3 24 7344 69

Saint John's University 933 800 444 18 45 1691 72 12247 4081 500 600 76 85 12 38 9853 70

Saint Joseph's College IN 920 684 225 24 42 815 222 11200 4250 600 950 55 60 14.8 19 7360 67

Saint Joseph's College 833 682 217 12 33 716 2196 9985 5180 500 800 53 89 27.2 8 4322 85

Saint Joseph's University 2519 2003 776 39 71 2473 1314 12750 6350 350 1690 84 90 17.4 13 8243 83

Saint Joseph College 292 241 96 20 52 543 712 12200 4600 650 950 87 90 11.2 32 8680 76

Saint Louis University 3294 2855 956 44 67 4576 1140 11690 4730 800 6800 84 94 4.6 19 18367 67

Saint Mary's College 888 734 393 26 60 1433 27 12730 4514 500 1525 74 95 9.9 31 11165 98

Saint Mary's College of Minnesota 876 802 367 14 35 1263 118 10800 3600 400 820 68 74 18.8 19 5081 78

Saint Mary-of-the-Woods College 150 130 88 23 50 341 768 10300 4130 500 1700 44 58 10.2 37 9678 75

Saint Michael's College 1910 1380 463 16 64 1715 106 13030 5860 500 750 79 88 14.5 34 10190 84

Saint Olaf College 2248 1673 745 38 73 2888 105 14350 3750 550 550 82 88 10 31 12502 83

Saint Peter's College 1606 1413 530 23 38 1921 1154 9408 5520 500 450 78 78 12.1 22 7669 53

Saint Vincent College 700 595 278 19 35 1035 182 10850 3936 500 900 62 64 12.3 31 8534 88

Saint Xavier University 785 647 295 15 65 1670 726 10860 4624 600 794 87 100 13.7 15 8953 55

Salem-Teikyo University 489 384 120 23 52 700 45 10575 3952 400 620 46 24 13 9 8946 98

Salem College 335 284 132 28 69 534 216 10475 6300 500 2000 68 68 11.2 46 9599 60

Salisbury State University 4216 2290 736 20 52 4296 1027 5130 4690 600 1450 73 75 17.9 18 5125 56

Samford University 1680 1395 691 34 76 2959 402 8236 3700 569 1650 74 75 14.7 17 9533 61

San Diego State University 9402 7020 2151 20 70 16407 5550 8384 5110 612 2400 87 93 19.5 7 7930 41

Santa Clara University 4019 2779 888 40 73 3891 128 13584 5928 630 1278 88 92 13.9 19 10872 100

Sarah Lawrence College 1380 768 263 57 82 1000 105 19300 6694 600 700 89 93 6.1 18 14779 83

Savannah Coll. of Art and Design 1109 688 386 20 65 1897 208 8325 5000 1200 1600 14 98 16.1 26 6874 55

Schreiner College 584 413 131 19 51 521 99 8955 5900 500 1488 51 56 11.8 23 8545 52

Scripps College 855 632 139 60 83 569 7 17238 7350 600 800 95 100 8.2 41 18372 73

Seattle Pacific University 1183 1016 411 42 82 1922 704 12669 4875 600 1250 83 85 16.8 20 10368 66

Seattle University 2115 1540 494 28 72 2993 347 12825 4375 500 1500 85 85 12.2 16 10175 89

Seton Hall University 4576 3565 1000 16 36 4384 1530 12000 6484 650 1000 81 84 14.4 15 10080 64

Seton Hill College 936 794 197 24 56 752 210 11240 4180 350 2000 71 71 11.2 37 10065 71

Shippensburg University of Penn. 5818 3281 1116 14 53 5268 300 7844 3504 450 1700 80 83 18.8 13 6719 72

Shorter College 540 445 165 23 70 1115 111 7210 3600 500 2000 62 65 13.2 18 7356 58

Siena College 2961 1932 628 24 68 2669 616 10800 5100 575 1090 71 82 14.1 42 8189 100

Siena Heights College 464 419 183 10 31 686 287 9240 3880 475 1090 29 49 7.2 17 9431 47

Simmons College 1003 782 295 23 53 1144 160 16160 6950 500 1200 74 81 8.9 33 14086 79

Simpson College 1016 872 300 27 57 1116 602 11250 4980 550 1400 66 73 15.8 36 7411 70

Sioux Falls College 437 400 211 13 35 614 271 8990 3064 500 1700 73 73 14.8 7 7881 48

Skidmore College 4293 2728 591 25 62 2322 263 18710 5970 500 700 87 92 12.7 29 14837 81

Smith College 2925 1598 632 51 88 2479 95 18820 6390 500 1050 85 97 10.3 44 21199 90

South Dakota State University 2807 2589 1701 13 37 7000 1103 3811 2190 500 1970 62 65 15 29 5084 67

Southeast Missouri State University 2281 1870 1408 18 43 6553 1246 4680 3540 200 2150 75 76 17.1 8 5916 45

Southeastern Oklahoma State Univ. 818 700 447 20 50 2962 651 3738 2619 450 1022 55 59 19.6 9 4444 53

Southern California College 385 340 193 18 38 784 127 9520 4124 630 1818 63 65 18.6 11 8219 43

Southern Illinois University at Edwardsville 2540 2195 994 13 40 6063 2550 5472 3598 221 2216 76 81 16.5 8 7498 43

Southern Methodist University 4301 3455 1166 41 69 4892 387 12772 5078 576 1802 74 88 13.5 17 12726 72

Southwest Baptist University 1093 1093 642 12 32 1770 967 7070 2500 400 1000 52 54 15.9 13 4718 71

Southwest Missouri State University 6118 5254 3204 15 37 13131 3374 4740 2590 500 1360 70 75 19.9 11 4632 56

Southwest State University 1047 938 511 13 33 2091 546 4285 2750 600 1800 58 75 16.5 31 6591 51

Southwestern Adventist College 321 318 172 11 27 620 280 7536 3736 430 1651 44 77 13 12 5309 36

Southwestern College 213 155 75 28 66 504 147 7200 3532 550 1500 56 56 11.8 12 7818 52

Southwestern University 1244 912 352 44 77 1177 43 11850 4675 600 1050 83 89 11.3 35 12995 67

Spalding University 283 201 97 10 45 589 263 8400 2800 600 900 50 56 10.6 40 6860 89

Spelman College 3713 1237 443 47 83 1971 107 7000 5565 660 2400 73 80 12.5 18 9988 65

Spring Arbor College 372 362 181 15 32 1501 353 8600 3550 385 665 48 48 15.4 9 10938 49

St. Bonaventure University 1489 1313 375 13 45 1688 131 10456 4927 500 1050 91 91 17.7 32 9828 78

St. John's College 323 278 122 31 51 393 4 16150 5450 275 800 63 72 7.2 26 15622 64

St. John Fisher College 1368 1064 354 19 51 1687 677 10570 5600 400 800 86 81 14.5 29 7908 66

St. Lawrence University 2753 1820 505 31 56 1801 45 18720 5730 650 825 90 94 11.5 38 14980 85

St. Martin's College 191 165 63 5 25 494 574 11550 4270 300 500 43 77 14.5 8 9209 40

St. Mary's College of California 2643 1611 465 36 80 2615 248 13332 6354 630 1584 88 89 16.1 17 9619 78

St. Mary's College of Maryland 1340 695 285 42 73 1315 209 6800 4730 675 1250 84 89 11.6 23 10357 63

St. Mary's University of San Antonio 1243 1020 414 33 60 2149 418 8678 3858 700 1736 82 83 16.2 7 7651 72

St. Norbert College 1334 1243 568 30 56 1946 95 12140 4450 425 1100 74 78 15.1 36 8595 88

St. Paul's College 651 581 243 8 17 617 34 5000 3650 600 600 45 45 14 8 8426 45

St. Thomas Aquinas College 861 609 215 10 27 1117 815 8650 5700 500 1750 69 73 16.1 13 6534 67

Stephens College 450 405 194 17 34 614 388 13900 5200 450 2150 46 63 10.9 17 9995 59

Stetson University 1557 1227 489 37 69 1964 81 12315 4565 600 1365 85 90 12.5 24 10307 73

Stevens Institute of Technology 1768 1249 380 51 93 1263 11 16900 5680 450 750 89 89 19 33 12837 79

Stockton College of New Jersey 4019 1579 710 23 65 4365 765 3040 4351 711 1125 78 92 19.5 7 5599 64

Stonehill College 3646 2300 585 25 69 2022 926 12170 6172 480 800 79 79 13 30 7495 97

SUNY at Albany 13528 9198 1843 16 61 10168 1231 6550 4355 700 1560 93 96 17.4 16 9075 74

SUNY at Binghamton 14463 6166 1757 60 94 8544 671 6550 4598 700 1000 83 100 18 15 8055 80

SUNY at Buffalo 15039 9649 3087 36 100 13963 3124 6550 4731 708 957 90 97 13.6 15 11177 56

SUNY at Stony Brook 12512 6969 1724 27 66 9744 1351 6550 4712 600 1200 91 96 10.5 7 13705 57

SUNY Collegeat Brockport 7294 3564 904 7 34 5758 1363 6550 4460 500 705 79 83 19 14 6632 49

SUNY Collegeat Oswego 8000 4556 1464 17 70 6943 869 6550 4810 500 1500 69 85 22 21 5280 63

SUNY College at Buffalo 5318 3515 1025 8 29 7626 2091 6550 4040 550 1230 71 78 18.7 12 7511 42

SUNY College at Cortland 7888 3519 1036 6 40 5011 346 6550 4680 630 1274 82 85 17.8 17 5563 53

SUNY College at Fredonia 4877 2798 814 13 48 4123 298 6550 4420 620 1481 82 90 16.3 10 6442 66

SUNY College at Geneseo 8598 4562 1143 56 93 5060 146 6550 4170 600 650 79 84 19.1 25 5716 76

SUNY College at New Paltz 8399 3609 656 19 53 4658 1478 6550 4240 550 1500 85 93 15.3 8 6608 53

SUNY College at Plattsburgh 5549 3583 853 9 40 5004 475 6550 4176 600 1380 80 90 17.9 16 6174 65

SUNY College at Potsdam 3150 2289 650 16 51 3598 234 6840 4660 500 1000 71 75 15.1 17 6436 59

SUNY College at Purchase 2119 1264 390 5 33 2478 1441 6550 4760 1125 1362 80 100 14.9 8 8170 46

Susquehanna University 2096 1512 465 27 59 1442 166 16130 4710 400 800 83 86 13.9 37 10554 90

Sweet Briar College 462 402 146 36 68 527 41 14500 6000 500 600 91 99 6.5 48 18953 61

Syracuse University 10477 7260 2442 28 67 10142 117 15150 6870 635 960 73 84 11.3 13 14231 67

Tabor College 257 183 109 19 41 396 38 7850 3410 400 1500 55 70 10 15 7233 53

Talladega College 4414 1500 335 30 60 908 119 5666 2964 1000 1400 56 58 15.5 7 5970 46

Taylor University 1769 1092 437 41 80 1757 81 10965 4000 450 1250 60 61 14.2 32 8294 98

Tennessee Wesleyan College 232 182 99 7 29 402 237 7070 3640 400 3158 59 65 8.9 16 6286 36

Texas A&M Univ. at College Station 14474 10519 6392 49 85 31643 2798 5130 3412 600 2144 89 91 23.1 29 8471 69

Texas A&M University at Galveston 529 481 243 22 47 1206 134 4860 3122 600 650 103 88 17.4 16 6415 43

Texas Christian University 4095 3079 1195 33 64 5064 660 8490 3320 650 2400 81 93 14.8 23 9158 64

Texas Lutheran College 497 423 215 27 57 895 429 7850 3410 490 1700 54 58 13.8 24 7002 50

Texas Southern University 4345 3245 2604 15 85 5584 3101 7860 3360 600 1700 65 75 18.2 21 3605 10

Texas Wesleyan University 592 501 279 19 44 1204 392 6400 3484 600 1800 80 83 14.5 10 7936 43

The Citadel 1500 1242 611 12 36 2024 292 7070 2439 400 779 95 94 17.1 17 7744 84

Thiel College 1154 951 253 15 31 791 140 11172 4958 700 1350 68 76 11.6 16 9186 60

Tiffin University 845 734 254 5 21 662 351 7600 3800 600 1200 59 74 19 40 5096 39

Transylvania University 759 729 244 57 81 867 51 10900 4450 500 1000 81 91 12.1 41 10219 70

Trenton State College 5042 2312 944 55 94 5167 902 5391 5411 700 1000 81 87 14.4 6 8504 81

Tri-State University 1262 1102 276 14 40 978 98 9456 4350 468 1323 53 53 12.8 24 7603 65

Trinity College CT 3058 1798 478 46 84 1737 244 18810 5690 500 680 91 96 10.4 48 18034 91

Trinity College DC 247 189 100 19 49 309 639 11412 6430 500 900 89 93 8.3 37 11806 96

Trinity College VT 222 185 91 16 41 484 541 11010 5208 550 500 58 78 10.4 26 9586 78

Trinity University 2425 1818 601 62 93 2110 95 12240 5150 500 490 94 96 9.6 20 14703 93

Tulane University 7033 5125 1223 47 75 4941 1534 19040 5950 350 800 98 98 9.1 21 16920 74

Tusculum College 626 372 145 12 34 983 40 7700 3400 450 800 70 70 21.9 28 4933 52

Tuskegee University 2267 1827 611 20 59 2825 144 6735 3395 600 1425 70 74 12.2 7 10872 65

Union College KY 484 384 177 9 45 634 78 7800 2950 500 600 60 88 14.1 9 6864 64

Union College NY 3495 1712 528 49 84 1915 123 18732 6204 450 1024 94 96 11.5 49 15411 88

Univ. of Wisconsin at OshKosh 4800 2900 1515 14 48 7764 1472 6874 2394 518 1890 73 78 19.2 14 5901 56

University of Alabama at Birmingham 1797 1260 938 24 35 6960 4698 4440 5175 750 2200 96 96 6.7 16 16352 33

University of Arkansas at Fayetteville 3235 3108 2133 25 65 9978 1530 5028 3300 500 2000 73 89 14.8 10 6820 39

University of California at Berkeley 19873 8252 3215 95 100 19532 2061 11648 6246 636 1933 93 97 15.8 10 13919 78

University of California at Irvine 15698 10775 2478 85 100 12677 864 12024 5302 790 1818 96 96 16.1 11 15934 66

University of Central Florida 6986 2959 1918 25 60 12330 7152 6618 4234 700 1600 80 98 22.2 9 6742 46

University of Charleston 682 535 204 22 43 771 611 9500 3540 400 750 26 58 2.5 10 7683 57

University of Chicago 6348 2999 922 68 94 3340 39 18930 6380 500 1254 99 99 5.3 36 36854 90

University of Cincinnati 6855 5553 2408 26 57 11036 2011 8907 4697 556 1851 89 95 10.8 6 13889 54

University of Connecticut at Storrs 9735 7187 2064 23 63 12478 1660 11656 5072 700 2300 89 95 16 16 10178 71

University of Dallas 681 588 246 44 74 1058 73 10760 6230 500 1200 85 93 13.4 26 8731 63

University of Dayton 6361 5293 1507 26 51 5889 665 11380 4220 500 900 81 85 14.8 25 8894 93

University of Delaware 14446 10516 3252 22 57 14130 4522 10220 4230 530 1300 82 87 18.3 15 10650 75

University of Denver 2974 2001 580 29 60 2666 554 15192 4695 400 1350 84 91 15.9 21 11762 67

University of Detroit Mercy 927 731 415 24 50 2149 2217 11130 3996 600 2166 72 79 13.5 14 10891 51

University of Dubuque 576 558 137 11 39 662 131 10430 3620 400 1500 85 98 16.5 18 8767 45

University of Evansville 2096 1626 694 35 67 2551 407 11800 4340 700 960 60 81 15.8 26 7780 77

University of Florida 12445 8836 3623 54 85 24470 3286 7090 4180 630 1530 88 97 13.4 20 14737 66

University of Georgia 11220 7871 3320 43 79 19553 2748 5697 3600 525 1755 88 95 14.7 22 7881 63

University of Hartford 5081 4040 1194 11 26 3768 1415 14220 6000 500 1440 61 76 10.7 9 10625 66

University of Hawaii at Manoa 3580 2603 1627 36 69 11028 2411 4460 3038 687 1281 85 87 11.8 6 12833 54

University of Illinois - Urbana 14939 11652 5705 52 88 25422 911 7560 4574 500 1982 87 90 17.4 13 8559 81

University of Illinois at Chicago 8384 5727 2710 22 50 13518 2916 7230 5088 630 3228 82 84 10 6 13883 34

University of Indianapolis 1487 1276 388 26 51 1417 1646 11120 4080 525 1405 55 56 11.1 23 6735 69

University of Kansas 8579 5561 3681 25 50 17880 1673 6994 3384 700 2681 88 94 13.7 17 9657 57

University of La Verne 1597 969 226 16 38 1431 1522 13540 5050 630 2298 66 68 14.1 23 10139 47

University of Louisville 4777 3057 1823 16 33 9844 6198 6540 3600 530 2440 84 92 11.1 24 10207 31

University of Maine at Farmington 1208 803 438 20 48 1906 344 6810 3970 450 1647 67 75 15.9 26 5712 59

University of Maine at Machias 441 369 172 17 45 633 317 6600 3680 600 400 46 46 15.1 4 5935 64

University of Maine at Presque Isle 461 381 235 10 40 974 503 6600 3630 400 1675 67 67 15.2 11 6408 35

University of Maryland at Baltimore County 4269 2594 985 27 57 6476 2592 8594 4408 494 2768 82 88 18.4 6 7618 55

University of Maryland at College Park 14292 10315 3409 22 53 19340 3991 8723 5146 550 1550 89 92 18.1 12 9021 63

University of Massachusetts at Amherst 14438 12414 3816 12 39 16282 1940 8566 3897 500 1400 88 92 16.7 15 10276 68

University of Massachusetts at Dartmouth 3347 2597 1006 10 37 4664 1630 6919 4500 500 1250 74 90 15 20 7462 56

University of Miami 7122 5386 1643 42 69 7760 876 16500 6526 630 1985 82 94 5.9 17 17500 59

University of Michigan at Ann Arbor 19152 12940 4893 66 92 22045 1339 15732 4659 476 1600 90 98 11.5 26 14847 87

University of Minnesota at Duluth 4192 3126 1656 15 45 5887 1254 8828 3474 753 2610 79 91 19 11 6393 53

University of Minnesota at Morris 1458 874 588 56 86 1846 154 9843 3180 600 1500 74 78 14.6 16 6716 51

University of Minnesota Twin Cities 11054 6397 3524 26 55 16502 21836 8949 3744 714 2910 88 90 12.2 37 16122 45

University of Mississippi 3844 3383 1669 26 47 7524 804 4916 3810 600 550 81 86 20.3 14 6971 53

University of Missouri at Columbia 6574 4637 2940 32 62 14782 1583 9057 3485 600 1983 87 87 12.7 15 10145 58

University of Missouri at Rolla 1877 1826 823 49 77 3926 561 9057 3600 700 1435 88 88 14.4 23 9699 49

University of Missouri at Saint Louis 1618 1141 479 18 54 4793 4552 7246 3964 500 4288 71 73 13.4 15 6433 48

University of Mobile 452 331 269 17 54 1417 301 6150 3680 550 1200 59 63 16.6 4 5412 52