Done using R studio and please share the r script.

Predict the number of applications received Apps using all other variables in the College data set using LASSO model for variable selection:

a. Perform cross-validation on the training data set to choose the best lambda.

b.Estimate the predicted values using the best lambda obtained in part (a) on the test data (using the predict() function) and compute test MSE.

c.Compare the Lasso predicted test MSE with the null model (lambda=infinity) test MSE and least square regression model (lambda=0) test MSE. Provide a brief discussion on the comparison of the three test MSE obtained.

d.Now construct the Lasso model for the entire data set and obtain the Lasso coefficients using the best lambda obtained in part (c) and report the number of non-zero coefficient estimates.

Data link for easier manipulation: https://docs.google.com/spreadsheets/d/1LmbE-yBmUH7dW7klCgc40jGnGKCpchpoq9b8Uclk-Oo/edit?usp=sharing

Private Apps Accept Enroll Top10perc Top25 perc F.Undergra P. Undergra Outstate Room.Boar Books Abilene Ch Yes 1660 1232 721 23 52 2885 537 7440 3300 450 Adelphi Un Yes 2186 1924 512 16 29 2683 1227 12280 6450 750 Personal 2200 1500 29 30 Adrian Coll Yes 1428 1097 336 22 50 1036 99 11250 3750 400 1165 Agnes Scot Yes 417 349 137 60 89 510 63 12960 5450 450 875 92 97 Alaska Paci Yes 193 146 55 16 44 249 869 7560 4120 800 1500 Albertson (Yes 587 479 158 38 62 678 41 13500 3335 500 675 Albertus M Yes 353 340 103 17 45 416 230 13290 5720 500 1500 Albion Coll Yes 1899 1720 489 37 68 1594 32 13868 4826 450 Albright Co Yes 1038 839 227 30 63 973 306 15595 4400 300 850 500 90 89 79 93 100 Alderson-B Yes 582 498 172 21 44 799 78 10468 3380 660 1800 Alfred Univ Yes 1732 1425 472 37 75 1830 110 16548 5406 500 600 Allegheny (Yes 2652 1900 484 44 77 1707 44 17080 4440 400 600 Allentown Yes 1179 780 290 38 64 1130 638 9690 4785 600 1000 Alma Colle Yes 1267 1080 385 44 73 1306 28 12572 4552 400 400 Alverno Co Yes 494 313 157 23 46 1317 1235 8352 3640 650 2449 79 69 American | Yes 1420 1093 220 9 22 1018 287 8700 4780 450 1400 Amherst CoYes 4302 992 418 83 96 1593 5 19760 5300 660 1598 93 98 Anderson Yes 1216 908 423 19 40 1819 281 10100 3520 550 1100 Andrews U Yes 1130 704 322 14 23 1586 326 9996 3090 900 1320 Angelo Sta No 3540 2001 1016 24 54 4190 1512 5130 3592 500 2000 Antioch Un Yes 713 661 252 25 44 712 23 15476 3336 400 1100 Appalachia No 7313 4664 1910 20 63 9940 1035 6806 2540 96 2000 69 96 Aquinas Co Yes 619 516 219 20 51 1251 767 11208 4124 350 1615 Arizona Sta No 12809 10308 3761 24 49 22593 7585 7434 4850 700 2100 Arkansas C Yes 708 334 166 46 74 530 182 8644 3922 500 800 Arkansas T No 1734 1729 951 12 52 3602 939 3460 2650 450 1000 Assumption Yes 2135 1700 491 23 59 1708 689 12000 5920 500 500 Auburn Un No 7548 6791 3070 25 57 16262 1716 6300 3933 600 1908 79 93 93 60 93 91 Augsburg (Yes 662 513 257 12 30 2074 726 11902 4372 540 950 Augustana Yes 1879 1658 497 36 69 1950 38 13353 4173 540 821 Augustana Yes 761 725 306 21 58 1337 300 10990 3244 600 1021 Austin Coll Yes 948 798 295 42 74 1120 15 11280 4342 400 1150 Averett Col Yes 627 556 172 16 40 777 538 9925 4135 750 1350 59 70 95 Baker Univ Yes 602 483 206 21 47 958 466 8620 4100 400 2250 Baldwin-W Yes 1690 1366 662 30 61 2718 1460 10995 4410 1000 1000 Barat Colle Yes 261 192 111 15 36 453 266 9690 4300 500 500 Bard Colleg Yes 1910 838 285 50 85 1004 15 19264 6206 750 750 Barnard Co Yes 2496 1402 531 53 95 2121 69 17926 8124 600 850 98 98 93 Barry Univ Yes 990 784 279 18 45 1811 3144 11290 5360 600 1800 Baylor Univ Yes 6075 5349 2367 34 66 9919 484 6450 3920 600 1346 Beaver Col Yes 1163 850 348 23 56 878 519 12850 5400 400 800 Bellarmine Yes 807 707 308 39 63 1198 605 8840 2950 750 1290 Belmont Al Yes 632 494 129 17 36 709 131 9000 4850 300 2480 Belmont Ui Yes 1220 974 481 28 67 1964 623 7800 3664 650 900 Beloit Colle Yes 1320 923 284 26 54 1085 81 16304 3616 355 715 Bemidji Sta No 1208 877 546 12 36 3796 824 4425 2700 660 1800 Benedictin Yes 632 620 222 14 24 702 501 9550 3850 350 250 Benningtor Yes 519 327 114 25 53 457 2 21700 4100 600 500 Bentley Co Yes 3466 2330 640 20 60 3095 1533 13800 5510 630 850 Berry Colle Yes 1858 1221 480 37 68 1620 49 8050 3940 350 2375 Bethany Co Yes 878 816 200 16 41 706 62 8740 3363 550 1700 Bethel Coll Yes 202 184 122 19 42 537 101 8540 3580 500 Bethel Coll Yes 502 384 104 11 28 347 74 6200 2900 600 1400 800 Bethune Co Yes 1646 1150 542 12 30 2128 82 5188 3396 650 2500 Birminghar Yes 805 588 287 67 88 1376 207 11660 4325 400 900 Blackburn (Yes 500 336 156 25 55 421 27 6500 2700 500 1000 Bloomsbur No 6773 3028 1025 15 55 5847 946 7844 2948 500 1680 Bluefield C Yes 377 358 181 15 30 653 129 7150 4350 450 1500 Bluffton Cc Yes 692 514 209 20 50 760 81 9900 3990 400 900 Boston Uni Yes 20192 13007 3810 45 80 14971 3113 18420 6810 475 1025 Bowdoin C Yes 3356 1019 418 76 100 1490 8 19030 5885 1495 875 93 Bowling Gr No 9251 7333 3076 14 45 13699 1213 7452 3352 600 1700 Bradford C Yes 443 330 151 5 36 453 42 14080 6270 500 900 Bradley Un Yes 3767 3414 1061 30 58 4531 643 10870 4440 2000 1522 Brandeis U Yes 4186 2743 740 48 77 2819 62 19380 6750 410 Brenau Uni Yes 367 274 158 12 41 917 479 9592 5879 500 Brewton-P Yes 1436 1228 1202 10 26 1320 822 4371 2370 500 1000 700 2000 90 Briar Cliff (Yes 392 351 155 16 44 738 430 10260 3597 600 BridgewateYes 838 673 292 22 53 881 55 10265 4725 560 1500 875 39 Brigham Yo Yes 7365 5402 4615 48 82 27378 1253 2340 3580 860 1220 Brown Uni Yes 12586 3239 1462 87 95 5643 349 19528 5926 720 Bryn Mawr Yes 1465 810 313 71 95 1088 16 18165 6750 500 1100 1200 99 Bucknell UiYes 6548 3813 862 49 85 3316 31 18550 4750 800 1200 95 Buena Vist Yes 860 688 285 32 70 1928 442 13306 3797 450 950 Butler Univ Yes 2362 2037 700 40 68 2607 148 13130 4650 500 1600 Cabrini Col Yes 599 494 224 8 28 1035 446 10518 6250 300 300 59 Caldwell C Yes 1011 604 213 17 42 693 868 8900 4600 425 1000 California Yes 563 247 247 23 52 California No 7811 3817 1650 47 73 23 1427 432 12950 5300 612 576 12911 1404 7380 4877 612 2091 California No 4540 3294 1483 5 60 13494 1254 7706 4368 600 1926 90 Calvin Colle Yes 1784 1512 913 29 56 3401 136 10230 3710 400 1210 Campbell Yes 2087 1339 657 20 54 3191 1204 7550 2790 600 500 Campbellsy Yes 848 587 298 25 55 935 184 6060 3070 600 1300 Canisius Cc Yes 2853 2193 753 16 34 2978 434 10750 5340 400 1130 90 Capital Uni Yes 1747 1382 449 34 66 1662 960 13050 4000 500 800 Capitol Col Yes 100 90 90 35 10 52 282 331 8400 2812 300 2134 Carleton C Yes 2694 1579 489 75 93 1870 12 19292 3957 550 550 Carnegie M Yes 8728 5201 1191 60 89 4265 291 17900 5690 450 1250 Carroll Coll Yes 1160 991 352 19 55 1357 737 12200 3880 480 930 Carson-Ne Yes 1096 951 464 27 62 1776 239 8150 3150 400 500 Carthage C Yes 1616 1427 434 20 43 1405 580 13125 3775 500 1300 Case Weste Yes 3877 3156 713 71 93 3051 513 15700 4730 525 1460 95 Castleton S No 1257 940 363 9 22 1547 294 7656 4690 400 700 89 Catawba C Yes 1083 880 291 13 34 915 80 9270 4100 600 1860 Catholic Ur Yes 1754 1465 505 24 49 2159 211 13712 6408 526 1100 90 Cazenovia Yes 3847 3433 527 9 35 1010 12 9384 4840 600 500 Cedar Cres Yes 776 607 198 25 58 791 764 14340 5285 500 1000 Cedarville (Yes 1307 1090 616 25 55 2196 82 7344 4410 570 1000 Centenary Yes 369 312 90 12 46 396 526 11400 5400 500 760 Centenary Yes 495 434 210 35 55 775 44 8950 3490 600 1900 Center for Yes 601 396 203 1 20 525 323 11230 6643 2340 620 Central Col Yes 1283 1113 401 31 65 1355 40 10938 3660 650 600 Central Cor No 4158 2532 902 6 24 6394 3881 5962 4444 500 985 69 Central Mis No 4681 4101 1436 10 35 8094 1596 4620 3288 300 Central Wa No 2785 2011 1007 8 65 6507 898 7242 3603 654 2250 1416 69 Central We Yes 174 146 88 8 29 1047 33 8300 3080 600 600 Centre Coll Yes 1013 888 288 55 82 943 7 11850 4270 600 900 95 Chapman Yes 959 771 351 23 48 1662 209 16624 5895 600 1100 Chatham C Yes 212 197 91 28 56 471 148 13500 5230 400 850 95 Chestnut H Yes 342 254 126 25 64 518 232 10335 5015 700 850 Christendo Yes 81 72 51 33 71 139 3 8730 3600 400 800 92 Christian B Yes 880 520 224 16 42 1068 364 9300 3260 600 900 Christophe No 883 766 428 3 37 2910 1749 7860 4750 525 1889 Claflin Coll Yes 1196 697 499 21 47 959 13 4412 2460 500 1000 69 Claremont Yes 1860 767 227 71 93 887 1 17000 6010 500 850 99 Clark Unive Yes 2887 2059 457 30 61 1928 296 17500 4200 500 950 94 Clarke Coll Yes 460 340 167 14 45 604 350 10740 3676 350 900 Clarkson U Yes 2174 1953 557 35 68 2332 53 15960 5580 700 1300 95 Clemson U No 8065 5257 2301 37 65 11755 770 8116 3610 800 1618 Clinch Valle No 689 561 250 15 30 1125 422 7168 3689 600 1900 Coe Colleg Yes 1006 742 275 29 60 1127 205 13925 4390 500 2200 Coker Colle Yes 604 452 295 15 47 690 222 9888 4502 400 1000 Colby Colle Yes 2848 1319 456 58 84 1720 35 18930 5590 500 1000 Colgate Un Yes 4856 2492 727 46 75 2649 25 19510 5565 500 750 95 College Mi Yes 1432 888 317 29 58 1121 493 10860 5760 550 900 College of (No 4772 3140 1265 22 55 6851 1200 6120 3460 666 2316 College of [Yes 798 620 238 14 41 1165 1232 9800 4430 400 1150 College of Yes 946 648 177 23 46 707 432 11790 5770 500 1000 College of [Yes 344 264 97 11 42 500 331 12600 5520 630 2250 College of [Yes 457 356 177 35 61 667 1983 11180 5620 600 700 College of Yes 938 864 511 29 62 1715 103 12247 4221 500 600 College of Yes 511 411 186 23 51 1692 562 12224 4440 450 1000 College of $Yes 444 359 122 34 53 493 968 10900 5250 380 1000 College of $Yes 983 664 249 23 57 1698 894 9990 5666 800 1500 College of Yes 546 447 189 16 42 873 683 11138 4138 600 1200 College of $Yes 141 118 55 12 21 201 173 8300 4850 450 1300 College of Yes 672 596 278 29 60 1350 College of 1 Yes 2994 1691 659 70 95 2675 275 22 11844 3696 450 1146 18000 6300 400 900 92 College of No 7117 3106 1217 68 88 5186 134 11720 4298 600 800 89 College of Yes 2100 1883 553 29 65 1704 1 16240 4690 500 500 Colorado C Yes 3207 1577 490 56 87 1892 7 17142 4190 450 1200 Colorado S No 9478 6312 2194 29 65 15646 1829 8412 4180 470 1800 Columbia (Yes 314 158 132 10 28 690 5346 8294 3700 400 900 Columbia (Yes 737 614 242 21 67 968 237 10425 3975 500 1500 Columbia Yes 6756 1930 871 78 96 3376 55 18624 6664 550 300 97 Concordia Yes 281 266 139 13 29 1049 181 10500 3750 450 950 69 Concordia Yes 232 216 106 16 34 534 172 6900 3800 450 1825 Concordia Yes 688 497 144 30 75 641 101 10800 4440 570 1515 Concordia Yes 528 403 186 22 56 1168 145 9216 4191 400 1000 Connecticu Yes Converse C Yes 3035 1546 438 42 93 1630 232 18740 6300 600 500 440 407 149 35 70 643 80 12050 3700 500 900 Cornell Col Yes 1538 1329 383 33 68 1140 10 15248 4323 550 800 Creighton (Yes 2967 2836 876 30 60 3450 644 10628 4372 650 2055 Culver-Sto Yes 1576 1110 274 24 55 992 112 8000 3700 400 500 Cumberlan Yes 995 789 398 26 47 1306 122 6230 3526 400 600 D'Youville (Yes 866 619 157 18 47 1074 336 8920 4310 680 1320 Dana Colle Yes 504 482 185 10 36 550 84 9130 3322 450 1450 Daniel Web Yes 585 508 153 12 30 460 536 12292 4934 500 Dartmouth Yes 8587 2273 1087 87 99 3918 32 19545 6070 550 500 1100 95 Davidson C Yes 2373 956 452 77 96 1601 6 17295 5070 600 Defiance C Yes 571 461 174 10 26 645 283 10850 3670 400 1011 1159 95 Delta State No 967 945 459 15 48 2806 538 4528 1880 500 1200 49 Denison Ur Yes 2762 2279 533 32 60 1835 14 16900 4720 500 600 DePauw Ur Yes 1994 1656 495 50 80 1983 Dickinson (Yes 3014 2539 487 31 68 1889 36 62 14300 5020 550 950 18700 5000 595 1250 Dickinson No 434 412 319 10 30 1376 237 4486 2146 600 2000 Dillard Uni Yes 1998 1376 651 41 88 1539 45 6700 3650 500 2307 Doane Coll Yes 793 709 244 20 47 1022 411 9570 3000 400 1000 Dominican Yes 360 329 108 4 19 756 863 8310 5500 600 1800 Dordt Colle Yes 604 562 328 25 50 1048 56 9800 2650 450 2800 Dowling Co Yes 1011 829 410 33 1059 2458 9000 3100 450 1413 Drake Univ Yes 2799 2573 839 34 65 3322 726 13420 4770 560 Drew Unive Yes 2153 1580 321 56 84 1192 Drury Colle Yes 700 650 314 33 66 1065 87 48 18432 5616 520 1675 660 93 8730 3523 500 750 Duke Unive Yes 13789 3893 1583 90 98 6188 53 18590 5950 625 1162 95 Earlham Cc Yes 1358 1006 274 35 63 1028 13 15036 4056 600 600 90 East Caroli No 9274 6362 2435 14 44 13171 1687 7248 3240 500 1700 East Tenne No 3330 2730 1303 15 36 6706 2640 5800 3000 600 2200 East Texas Yes 379 341 265 10 36 1050 151 4950 2780 530 1500 Eastern Co Yes 458 369 165 16 42 1057 355 11190 4800 450 1230 Eastern Co No 2172 1493 564 14 50 2766 1531 5962 4316 650 500 Eastern Illi No 5597 4253 1565 12 38 9161 845 5710 3066 120 1730 Eastern Me Yes 486 440 227 19 48 903 59 9650 3800 600 1300 Eastern Na Yes 516 409 200 17 40 1238 30 8770 3500 450 700 Eckerd Coll Yes 1422 1109 366 33 65 1363 23 15360 4080 600 1000 Elizabethto Yes 2417 1843 426 36 70 1476 299 14190 4400 500 750 Elmira Coll Yes 1457 1045 345 27 50 1109 502 14990 4980 450 550 Elms Colleg Yes 245 208 125 23 46 544 436 11800 4765 450 1700 Elon Colleg Yes Embry Ridd Yes 3624 3151 2786 858 11 39 2933 334 9100 3883 490 1777 2584 958 14 40 4772 856 7800 3750 570 3020 Emory & H Yes 765 646 226 30 60 809 32 8578 4408 700 1600 79 Emory Univ Yes 8506 4168 1236 76 97 5544 192 17600 6000 600 870 97 Emporia St No 1256 1256 853 43 79 3957 588 5401 3144 450 1888 Erskine Col Yes 659 557 167 47 74 532 35 10485 3840 475 1246 Eureka Coll Yes 560 454 113 36 56 484 16 10955 3450 330 670 Evergreen No 1801 1101 438 14 50 3065 363 6297 4600 600 1323 Fairfield Ur Yes 4784 3346 781 30 66 2984 1037 15000 6200 700 1100 Fayetteville No 1455 1064 452 1 16 2632 617 6806 2550 350 766 Ferrum Col Yes 1339 1107 336 12 36 1051 82 9400 4200 500 1600 Flagler Coll Yes 1415 714 338 18 52 1345 44 5120 3200 500 2140 Florida Inst Yes 1947 1580 523 39 74 1863 233 13900 4140 750 1500 90 Florida Inte No 3306 2079 1071 42 89 10208 9310 6597 2494 800 3028 Florida Sou Yes Florida Stat No Fontbonne Yes Fordham U Yes Fort Lewis No Francis Ma No Franciscan Yes Franklin Cc Yes 1381 1040 374 20 44 1506 970 8025 4865 400 650 11651 8683 3023 50 90 18906 3242 6680 4060 600 1020 291 245 126 16 49 981 337 8390 4100 350 1500 4200 3440 1801 553 2874 2823 942 30 55 4740 1123 16 35 3793 1646 486 14235 6965 600 1735 6198 3320 500 2500 89 1655 819 13 38 3224 436 5840 3138 400 2430 452 228 22 49 1301 242 9650 4400 600 1000 804 632 281 29 72 840 68 10390 4040 525 1345 Franklin PieYes Freed-Hard Yes Fresno Pac Yes 5187 4471 446 3 14 1818 1197 13320 4630 500 800 895 548 314 20 54 1174 50 5500 3340 600 1600 346 274 146 51 87 704 63 9900 3670 630 1818 59 Furman Un Yes 2161 1951 685 56 82 2371 175 13440 4048 600 1250 92 Gannon Un Yes 2464 1908 678 24 57 2693 691 10970 4280 500 1380 Gardner W Yes 1110 930 332 18 36 1603 374 8180 4270 500 500 Geneva Co Yes 668 534 237 19 39 1306 258 9476 4820 500 1100 George Fox Yes 809 726 294 27 52 1271 43 12500 4130 400 1050 George Ma No 5653 4326 1727 17 29 9528 George Wa Yes 7875 5062 1492 38 71 5471 3822 1470 10800 4840 580 1050 93 17450 6328 700 950 92 Georgetow Yes 727 693 286 30 55 1063 48 8100 3950 550 550 Georgetow Yes Georgia Ins No 11115 2881 1390 71 93 5881 406 7837 4527 2276 89 99 8528 654 18300 6489 7131 670 1700 91 4438 795 1164 92 Georgia Sta No 3793 2341 1238 9 24 7732 9054 6744 2655 720 3450 Georgian CYes 348 281 127 12 52 1095 785 9150 3950 500 800 Gettysburg Yes 3596 2466 575 42 78 1944 46 19964 4328 500 500 94 Goldey Bea Yes 633 468 284 10 27 823 963 6120 2985 531 1830 Gonzaga U Yes 1886 1524 526 31 67 2523 296 13000 4450 600 2400 Gordon Co Yes 674 565 282 25 54 1151 39 12200 4070 400 1200 Goshen ColYes 440 396 221 26 51 910 166 9420 3730 600 1230 Goucher C Yes Grace Colle Yes Graceland Yes Grand Vall No Green Mou Yes Greensbor Yes 1151 813 248 40 64 850 80 15588 6174 500 1200 548 428 167 18 46 618 113 8958 3670 300 1000 555 414 242 14 41 996 2281 9100 3100 550 880 5165 3887 1561 20 60 8234 2619 6108 3800 500 1000 780 628 198 7 20 545 42 11750 2700 400 850 608 494 176 10 31 649 314 8330 3770 550 1300 Greenville Yes 510 387 194 20 46 771 53 10310 4530 400 800 Grinnell Cd Yes 2039 1389 432 56 91 1333 30 15688 4618 400 400 Grove City Yes 2491 1110 573 57 88 2213 35 5224 3048 525 350 Guilford Co Yes Gustavus A Yes Gwynedd NYes 1202 1054 326 18 44 1410 299 13404 5160 450 1050 1709 1385 634 36 72 2281 50 14125 3600 400 700 79 380 237 104 30 56 716 1108 11000 5550 500 500 Hamilton C Yes Hamline Ur Yes 3140 1783 454 40 82 1646 24 19700 5050 300 800 91 1006 825 328 34 73 1362 102 13252 4194 450 550 89 Hampden-Yes Hampton Yes Hanover C Yes Hardin-Sim Yes 817 644 307 20 40 945 1 13218 4773 660 600 95 7178 3755 1433 25 63 4623 740 7161 3518 600 2000 1006 837 317 33 65 1024 15 8200 3485 500 1200 467 424 350 16 40 1365 334 6300 2980 700 2140 Harding Ur Yes 1721 1068 806 35 75 3128 213 5504 3528 700 910 Hartwick C Yes 2083 1725 430 22 49 1464 67 17480 4780 500 700 Harvard Ur Yes Harvey Mu Yes 13865 2165 1606 90 100 6862 320 18485 6410 500 1920 97 1377 572 178 95 100 654 5 17230 6690 700 900 Hastings C Yes Hendrix Co Yes 817 823 708 262 22 52 935 31 37 9376 3272 500 1902 721 274 52 87 954 Hillsdale C Yes 920 745 347 35 66 1133 42 62 8800 3195 500 1200 11090 4700 400 750 Hiram Coll Yes 922 729 244 37 66 1000 275 14067 4560 400 1000 Hobart and Yes 2688 2081 500 25 53 1792 5 19029 5841 600 600 99 Hofstra Un Yes 7428 5860 1349 25 63 6534 1350 11600 5920 1000 1000 Hollins Coll Yes 602 498 215 26 58 795 74 13470 5515 500 850 Hood Colle Yes 699 565 176 36 64 710 399 13960 6040 450 690 Hope Colle Yes 1712 1483 624 37 69 2505 208 12275 4341 465 1100 Houghton (Yes 949 786 302 30 70 1210 26 9990 3550 500 1500 Huntingdoi Yes 608 520 127 26 47 538 126 8080 3920 500 1100 Huntingtor Yes 450 430 125 20 46 488 43 9950 3920 300 1300 Huron Univ Yes 600 197 124 3 9 392 69 7260 3090 600 1840 Husson Col Yes 723 652 361 10 30 951 706 7800 4000 350 1500 Illinois Ben Yes 607 558 269 22 47 1222 519 10500 4348 650 1500 Illinois Coll Yes 894 787 262 28 63 909 28 8050 Illinois Inst Yes 1756 1360 478 42 77 1911 626 14550 3850 4620 600 1000 500 700 Illinois Stat No 8681 6695 2408 10 35 15701 1823 7799 3403 537 2605 Illinois Wes Yes 3050 1342 471 55 86 1818 23 Immaculat Yes 268 253 103 16 44 494 1305 14360 10000 4090 400 650 5364 500 1000 Incarnate Yes 1163 927 386 16 49 1685 556 8840 4689 750 2775 Indiana Sta No Indiana Un No Indiana We Yes 5659 16587 4761 3147 10 31 8596 1949 6892 3706 600 2500 13243 5873 25 72 24763 2717 9766 735 423 366 20 48 2448 707 9210 3990 3782 600 2000 700 1000 49 Iona Colleg Yes 4892 3530 913 13 33 3906 1446 10690 6790 570 1150 Iowa State No Ithaca ColleYes James Mad No Jamestown 8427 7424 3441 26 59 18676 1715 7550 3224 640 2055 7259 5526 1368 23 52 5612 166 14424 6192 634 1000 11223 5285 2082 32 72 9652 742 7994 4544 500 732 Yes 472 410 262 14 41 9950 71 7620 3050 400 400 Jersey City No 2957 1423 691 10 30 3817 1394 3946 4800 400 1500 John Brown Yes 605 405 284 24 53 961 99 6398 3672 400 1350 John Carro Yes 2421 2109 820 27 57 3168 392 11700 5550 600 450 89 Johns Hopk Yes Johnson St, No 8474 3446 911 75 94 3566 1569 18800 6740 500 1040 96 833 669 279 3 13 1224 345 7656 4690 500 624 Judson Coll Yes 313 228 137 10 30 552 67 9414 4554 500 1700 Juniata Col Yes 1005 859 298 36 55 1075 43 14850 4460 450 420 97 Kansas Stat No 5880 4075 2833 25 55 14914 2246 6995 3120 600 2000 Kansas We Yes 589 575 148 16 40 474 258 8400 3250 500 1400 Keene Stat No Kentucky V Yes 3121 2446 822 5 19 3480 776 7870 4157 500 1150 584 497 175 20 49 662 121 8000 4150 500 1300 Kenyon Col Yes 2212 1538 408 44 75 1445 1 19240 3690 750 480 95 Keuka Colle Yes 461 381 174 10 43 738 55 9600 4550 600 750 King's Colle Yes 1456 1053 381 20 45 500 541 10910 5160 400 1795 King Colleg Yes 355 300 142 34 65 509 44 8664 3350 600 3000 Knox Colleg Yes 1040 845 286 48 77 967 24 15747 4062 400 800 La Roche C Yes 361 321 185 10 41 650 819 8842 4782 600 1100 La Salle Un Yes Lafayette CYes LaGrange (Yes 2929 1834 622 20 56 2738 1662 12600 5610 450 3160 90 4010 2402 572 36 59 2018 226 18730 5740 600 1000 93 544 399 177 15 35 600 363 6987 3585 750 1500 Lake Forest Yes 979 638 271 31 70 968 20 16880 3970 920 1320 91 Lakeland C Yes 497 452 231 24 47 887 1957 9400 4005 500 1000 49 Lamar Univ No 2336 1725 1043 10 27 5438 4058 4752 3040 508 1463 Lambuth U Yes 831 538 224 15 35 840 325 5170 3430 600 1590 Lander Uni No 1166 1009 510 9 33 2074 341 4938 2987 528 1702 Lawrence Yes 1243 947 324 50 77 1129 74 17163 3891 525 975 Le Moyne (Yes 1470 1199 425 21 76 1820 558 11040 4840 400 900 89 Lebanon VaYes 1386 1060 320 28 56 965 502 13850 4755 400 1125 Lehigh Uni Yes 6397 4304 1092 40 84 4298 132 18700 5580 750 1130 96 Lenoir-Rhy Yes 979 743 259 25 46 1188 166 10100 4000 400 1000 Lesley ColleYes LeTournea Yes Lewis and (Yes Lewis Univ Yes 244 198 82 12 33 1134 336 11700 5300 550 805 477 417 204 29 54 1532 77 8840 4240 600 1400 2774 2092 482 35 64 1763 59 15800 4790 450 950 97 1154 1050 395 12 31 2192 1423 10560 4520 500 1200 Lincoln Me Yes 787 562 363 21 55 925 605 5950 2890 600 1300 Lincoln Uni No Lindenwoo Yes Linfield Col Yes 1660 1091 326 15 41 1196 33 4818 3400 350 1400 810 484 356 6 33 2155 191 9200 4800 1000 4200 1561 1188 458 48 72 1548 840 13380 4210 500 900 89 Livingstone Yes 900 473 217 22 47 621 11 4400 3400 800 900 Lock Haver No 3570 2215 651 17 41 3390 325 7352 3620 225 500 Longwood No 2747 1870 724 12 47 2874 118 7920 3962 550 2200 Loras Colle Yes 1641 1283 527 20 39 1663 170 11200 4000 500 1200 Louisiana (Yes 2013 1053 212 33 61 912 158 5150 3036 500 1655 Louisiana S No 5996 4993 3079 29 57 16269 3757 5925 2980 600 2242 Louisiana T No 2397 2144 1525 22 45 6720 1822 3957 2325 618 1656 Loyola Coll Yes 4076 3137 738 25 54 3010 184 12990 6300 600 900 Loyola Mar Yes 3768 2662 753 42 64 3558 436 13592 5916 545 1328 Loyola UnivYes 1891 1698 719 24 80 2740 761 11100 5870 600 750 Loyola Univ Yes 3579 2959 868 25 55 5244 3417 11500 5330 700 2000 94 Luther Coll Yes 1549 1392 587 38 72 2269 85 13240 3560 600 400 Lycoming (Yes 1286 1005 363 16 37 1363 74 13900 4300 500 900 Lynchburg Yes 1756 1500 366 3 21 1524 280 12450 5400 450 870 Lyndon Sta No 535 502 223 Macalester Yes 2939 1496 452 56 MacMurra Yes 740 558 177 Malone Co Yes 874 758 428 Mancheste Yes 1004 802 239 Manhattan Yes 2432 1730 563 Manhattan Yes Mankato Si No 962 750 212 3073 2672 1547 Marian Col Yes 824 670 337 Marietta C Yes 1611 960 342 Marist Coll Yes 4731 3171 830 Marquette Yes 5152 4600 1685 Marshall U Yes 4226 3666 2007 Mary Baldy Yes 499 441 199 Mary Wash No 4350 2178 756 662232271223223 20 959 150 7320 4640 500 600 86 1723 113 15909 4772 500 700 29 628 63 9620 3750 550 950 49 46 1605 246 9858 3700 450 1200 63 909 51 10440 3850 525 1450 20 63 2578 254 12370 6800 500 1800 92 54 830 150 14700 6550 450 400 97 9 29 9649 1792 4300 2643 450 1660 15 41 1160 653 9400 3400 500 1100 60 1089 210 13850 3920 470 810 31 3557 658 10700 5925 550 1200 71 7016 804 11610 4760 600 1950 14 60 7703 2339 5094 4010 700 1560 52 846 377 11200 7400 600 1300 39 78 2997 736 6490 4942 650 2102 Marymoun Yes 478 327 117 9 34 731 370 11510 6450 575 1075 Marymoun Yes 695 535 239 21 30 988 785 10200 7000 350 1100 Marymoun Yes 941 772 214 10 30 1247 776 11390 5280 500 750 Maryville (Yes 1464 888 176 26 52 624 128 11200 4208 500 1642 Maryville Yes 549 397 169 26 51 1343 1751 9250 4550 425 1350 Marywood Yes 1107 859 323 13 51 1452 402 11040 4500 600 700 Massachus Yes 6411 2140 1078 96 99 4481 28 20100 5975 725 1600 99 Mayville St No 233 233 153 5 12 658 58 4486 2516 600 1900 McKendree Yes McMurry Yes 1002 555 119 16 43 836 684 7680 3740 500 800 578 411 187 25 50 880 477 6930 3452 400 1525 McPhersor Yes 420 293 93 11 32 336 80 7950 3750 600 2740 Mercer Un Yes 2286 1668 564 37 70 2943 1260 11985 4081 400 1500 93 Mercyhurs Yes 1557 1074 397 15 40 1805 433 9813 4050 425 1000 Meredith Yes 857 772 376 25 58 1721 470 6720 3250 450 1520 Merrimack Yes 1981 1541 514 18 36 1927 1084 12500 6200 375 1000 Mesa State No 1584 1456 891 6 18 3471 911 5016 3798 540 2256 Messiah Co Yes 1742 1382 607 30 64 2258 53 10300 5080 475 1200 Miami Univ No Michigan S No 9239 7788 3290 35 39 13606 807 8856 3960 500 1382 18114 15096 6180 23 57 26640 4120 10658 3734 504 600 93 Michigan T No 2618 2288 1032 42 77 5524 414 8127 3978 900 1200 MidAmeric Yes 331 331 225 15 36 1100 166 6840 3720 1100 4913 Millersville No 6011 3075 960 22 60 5146 1532 7844 3830 450 1258 Milligan Co Yes Millikin Un Yes Millsaps Co Yes 610 461 189 26 52 685 49 8200 3300 550 1000 1444 1261 456 29 62 1788 95 11910 4378 450 965 905 834 319 32 61 1073 179 11320 4402 550 1350 Milwaukee Yes 1217 1088 496 36 69 1773 884 11505 3255 1000 2075 Mississippi Yes 594 385 307 36 57 1695 721 5580 2830 600 700 Mississippi No 4255 3277 1609 18 57 10094 1621 9866 3084 480 1479 Mississippi No 480 405 380 19 46 1673 1014 4386 2217 600 1500 49 Missouri So No 1576 1326 913 13 50 3689 2200 3840 2852 200 400 Missouri V Yes 1310 983 316 5 35 1057 175 8550 5050 400 900 Monmouth Yes Monmouth Yes Montana CNo 601 503 204 28 57 671 11 13000 4100 400 460 91 2707 1881 478 14 34 1893 847 12480 5290 530 1740 572 544 320 45 72 1470 416 6073 3400 550 1400 Montana S No 3500 2836 1779 15 42 8730 993 5552 3710 550 2300 Montclair No Montreat-/Yes Moorhead No 5220 2128 865 19 53 6411 3186 3648 4834 700 950 263 223 103 10 24 316 20 8438 3372 500 2958 2442 2164 1189 12 37 5983 1075 4426 2664 600 1000 Moravian (Yes 1232 955 303 23 58 1241 485 14990 4730 550 1250 86 Morehouse Yes 3708 1678 722 41 66 2852 153 7050 5490 250 600 71 2232152222222222222883522435526-258423172727246222653271852232222222222822752222222222227675272255761224222222222226226243562457UP6862312222225226552875528455582822826757832527228224825FF0322212222322-5242264268527663322722522225235SFS585226525625772842222222256672-7277662F767553822222232255652423757756422227-226-623775526227721675776224387276576722528257347778-32326823757232077221 28622238-725-2562225228225225667733222225562222222227867-22222226228826-27-2628822-62222222222222222222227262575862722624787222773722222222228452222265522862226227823222222285755222777887222272282272522262552253632212222222252256225252222226227228622222222222222222266785282-566222522525522222222252172222222222222252672782252265257222876-2628222222267772627272523767242F556257258-27 Terminal S.F.Ratio 18.1 perc.alumr Expend Grad.Rate 12 7041 60 12.2 16 10527 56 12.9 30 8735 54 7.7 37 19016 59 11.9 2 10922 15 9.4 11 9727 55 11.5 26 8861 63 13.7 37 11487 73 11.3 23 11644 80 11.5 15 8991 52 11.3 31 10932 73 91 9.9 41 11711 76 13.3 21 7940 74 15.3 32 9305 68 11.1 26 8127 55 14.7 19 7355 69 8.4 63 21424 100 12.1 14 7994 59 11.5 18 10908 46 23.1 5 4010 34 11.3 35 42926 48 18.3 14 5854 70 12.7 25 6584 65 18.9 5 4602 48 12.6 24 14579 54 19.6 5 4739 48 13.8 30 7100 88 16.7 18 6642 69 12.8 31 7836 58 12.7 40 9220 71 10.4 30 6871 69 13 33 11361 71 22.4 11 6523 48 11 21 6136 65 17.6 20 8086 85 9.7 35 9337 71 10.4 30 13894 79 10.3 33 12580 91 12.6 11 9084 72 18.5 38 7503 72 89 12.2 30 8954 73 13.1 31 6668 84 13.2 10 7550 52 11.1 19 7614 49 95 11.1 26 12957 69 19.6 16 3752 46 14.1 18 5922 58 59 10.1 33 16364 55 17.5 20 10941 82 80 16.3 17 10511 63 11.6 29 7718 48 80 8.8 32 8324 56 11.7 13 7623 35 13.8 9 6817 58 79 14 34 8649 72 14.3 53 8377 51 18 19 7041 75 17.8 3 6259 53 13.3 19 9073 58 11.9 16 16836 72 96 11.2 52 20447 96 89 21.1 14 6918 67 80 10.2 21 15387 46 97 14.4 9.8 21 7671 85 24 17150 84 80 13.7 12 5935 49 12.6 10 4900 18 13.1 26 8355 58 13.2 24 8655 82 20.5 40 7916 33 100 7.6 39 20440 97 100 12.3 49 17449 89 97 14.2 36 13675 93 69 8.8 10 6333 78 10.9 29 9511 83 16.5 36 7117 71 96 13.9 25 7922 55 12.4 17 8985 60 19.8 13 8453 59 90 21.2 8 7268 61 14.8 41 7786 81 21.8 34 3739 63 17.7 13 5391 49 92 14.6 26 7972 64 69 12.1 27 9557 83 50 12.1 24 7976 52 93 10.4 60 17960 91 93 9.2 31 24386 74 17.8 25 7666 79 13.6 16 6716 67 89 15.9 22 7364 62 95 2.9 29 19733 67 91 14.7 8 6318 79 13.5 27 8425 55 96 9.3 18 12751 75 14.3 20 7697 118 11.7 39 10961 74 15.3 34 6897 64 9.5 20 9583 24 92 11.3 25 9685 66 6.8 4 13025 47 90 13.5 29 8444 67 16.7 80 19.7 89 18.1 15.2 99 11.4 60 4 1080 4 4900 5501 49 50 6413 51 3365 58 13118 74 80 12.8 6 12692 47 98 9.3 37 16095 52 8.3 29 7729 73 92 9.3 17 10922 58 11.1 24 8129 63 21.2 16 4639 48 69 16.9 31 7083 21 99 9.6 52 18443 87 95 10.5 35 11951 79 11 27 7963 74 95 15.8 32 11659 77 18 17 7597 73 18.1 9 4417 46 12.7 32 10141 67 12.1 39 8741 75 94 98 10.2 10.5 41 15954 91 45 15494 93 12.9 23 8604 96 17.2 18 4776 51 11.1 35 6889 100 11.9 35 10015 83 80 10.4 7 9773 43 11.5 32 7477 75 13.1 26 8847 72 11.5 32 7315 77 70 11.4 23 9447 78 14.3 28 6084 64 14 7 8820 80 9.5 19 6936 76 11.6 33 8996 72 96 92 11.3 12.1 55 12138 95 31 9534 93 96 97 11.1 11.3 43 14140 69 51 14664 84 89 19.2 10 7850 59 15.3 14.7 2 5015 37 34 8693 76 98 5.9 12.8 21 30639 99 18 6955 45 12.1 9 6875 42 60 13.1 13 8415 55 12.1 13 7309 75 95 10.7 10.2 40 14773 91 31 10965 75 12.2 31 10340 64 90 6.5 32 22906 85 14.1 28 5807 51 13 4 8189 63 14.6 42 6898 46 12.6 25 8686 54 22.2 10 8643 72 99 4.7 49 29619 98 97 60 12 12.8 46 17581 94 19 7505 56 17.1 16 5113 58 97 11.6 45 12423 81 94 11.1 31 11525 82 94 11.2 39 16.5 28 13861 4525 87 46 14.1 12 7566 61 15.1 42 6852 60 12.7 5 5480 54 60 12.5 17 7325 87 12.4 7 11178 42 93 15 24 9473 77 97 10.2 28 14907 83 92 13.2 35 9303 67 96 5 44 27206 97 94 10.6 46 14634 78 13.2 18 9002 58 14 15.7 9 9825 42 7 5619 38 60 13.6 22 8135 54 16.9 14 5719 50 16.2 5 5682 76 11.4 29 10188 82 17.3 17 6430 70 89 12.8 26 15003 59 12.8 25 9815 81 98 21.5 21 7502 64 11.3 21 8952 86 18.9 34 6329 63 16.5 4 12878 44 13.9 51 8061 82 98 5 28 28457 96 19.3 4 5527 50 80 13.5 47 7527 67 10.6 31 9552 53 18.1 14 8355 68 90 15.1 30 11220 94 15.1 10 6972 24 12.5 9 7967 22 60 18.1 9 3930 69 90 10.6 7 8923 57 96 13.9 20 6722 66 17.4 10 6339 68 89 23.1 15 7250 58 21.5 24 4607 62 97 14.4 14 10864 80 97 19.1 6 4362 46 19.1 8 5039 43 69 14.9 8 6336 83 12.5 37 11751 60 17.6 16 6418 51 16.1 13 6078 62 59 10.5 14 8095 54 95 13.5 28 12940 82 13.3 18 7711 65 15.2 12 5664 29 20.1 26 6786 74 13.5 22 7136 52 96 19.3 7 6751 46 93 7.6 15 14745 72 13.3 28 7508 55 92 7.2 27 19635 95 92 19.3 33 11271 70 89 19 59 12.2 95 12.1 27.6 90 14.7 14.2 9.9 90 9.2 59 15.3 23.6 20.6 80 76 66929236643 10 7762 34 27 7348 76 32 14720 83 4 6081 36 32 9553 69 32 9226 66 46 10270 72 34 16623 77 26 9798 64 24 5609 47 9 5063 57 24 6475 76 31 7949 39 14.3 16 8222 60 92 9.5 54 18979 83 18.4 18 4957 100 15.6 30 9114 65 89 12.5 58 9907 80 7.8 22 7483 96 96 9.6 60 17761 91 93 13 33 10296 65 97 13.3 53 12263 69 14 10.6 79 13.7 467 9 6791 70 26 9248 64 10 7054 38 17.7 37 6466 73 12.3 32 11625 73 97 9.9 52 37219 100 100 8.2 46 21569 100 13 17 7335 52 99 13.1 26 8588 63 80 12 31 12639 79 95 10.6 34 12165 79 99 12.1 37 13040 79 90 13.9 10 10093 60 91 11.1 48 13957 72 14.4 34 12434 72 12.5 40 9284 72 90 15 24 8187 67 11.4 9 7703 44 11.8 25 9466 47 12.9 22 92 4 9249 21 4 4923 84 91 11.6 29 8324 75 15.6 30 7348 52 12.3 26 12851 56 21 16 5569 54 92 12.9 34 9605 83 11.2 33 7305 69 69 11.4 21 6095 95 16.6 8 6996 40 21.3 24 8686 68 39.8 15 6562 34 16 14 8107 66 19.2 22 8420 65 79 11.5 25 9812 75 17.9 29 5212 98 17 21 3186 54 14.9 10 8367 26 13.3 19 8118 75 90 14.5 28 7738 89 97 3.3 38 56233 90 91 14.4 15 6564 36 10.6 30 7840 56 97 12.7 37 12067 80 18.5 22 6122 54 12.4 14 6535 68 16.1 13 6195 61 11.3 32 7058 62 95 11.1 46 14067 88 94 13.3 43 7863 51 15.6 37 7649 87 10.7 25 8954 65 95 12.7 33 13224 79 14.2 14 7022 52 90 15.1 9 9084 84 96 10.5 38 15365 92 12.5 12 9067 75 94 10.7 19 15687 77 17.2 25 18.4 16.1 320 4054 57 12 5879 26 10 5531 60 17 11 6119 51 92 10.1 57 13965 77 92 13.3 28 8118 94 12.3 30 8196 85 99 12.5 43 14665 91 92 12 20 8539 66 27.8 18 8694 58 70 20.8 23 6863 56 98 12.3 21 12999 69 14.3 10 7701 61 14.6 35 5177 53 12.6 8 10912 45 24.1 9 3480 100 91 17.8 34 8747 81 93 10.4 16 9268 92 16.1 14 6374 63 80 18.4 23 5553 62 14.2 24 7578 70 10.5 11 7547 59 15.9 11 6741 37 20 13 4546 45 14.7 27 9448 80 14.2 10 11677 84 11.7 14 9456 53 95 6.2 15 13009 65 13.8 38 8949 77 14 32 8024 72 12.4 24 8832 70 12.6 15 7114 51 91 11.9 37 14213 77 10.8 33 10642 59 17.6 16 4796 55 11.8 20 7940 64 92 13.6 25 10062 79 97 11.3 24 11291 70 19 11 5801 68 8.4 21 5352 59 97 13.2 30 10223 96 17.6 34 8408 69 94 13.5 25 9982 77 16.6 10 6203 50 79 6.8 50 10819 90 80 17.6 30 5358 84 93 10.3 30 10502 77 11.7 20 10622 68 10.6 17 8575 55 90 11.1 43 8317 51 13.1 13 5925 61 11.8 30 9034 66 99 10.1 35 33541 94 15.7 11 6971 51 17.7 21 6652 52 11 11 6383 32 9.8 45 9754 48 95 9.2 15 8995 91 16.7 29 7307 78 13.9 33 6881 82 16.8 22 8707 80 28.8 12 3871 59 14.1 30 7762 89 89 17.6 20 7846 85 95 14 9 10520 71 17 25 7473 65 15.4 20 5524 49 16.8 20 7832 71 69 12 16 8128 64 11.4 25 8149 75 89 12.7 38 11218 58 16.7 23 7140 67 79 16.5 18 6170 61 15.9 20 6223 53 15.8 8 5704 63 20.3 17.4 91 11.6 43 14.2 16.4 16351 4172 100 4333 27 11087 56 9492 54 6112 74 17.6 8 6324 37 21.5 9 6717 58 50 11.1 4 11989 15 18.1 19 4795 60 92 15.2 28 9566 74 17.8 10 8122 83 Private Apps Accept Enroll Morningsic Yes 586 533 239 Morris Coll Yes 882 730 330 Mount Hol Yes 1800 1314 526 47 Mount MaiYes 279 276 126 17 Mount MaiYes 235 217 121 12 Mount Mei Yes 368 317 159 20 Mount Sair Yes 325 284 95 16 Mount Sair Yes 1321 1159 328 15 Mount Sair Yes 1170 695 238 14 Mount St. Yes 657 537 113 37 Mount Uni Yes 1310 1086 458 26 Mount Ver Yes 510 485 334 18 Muhlenber Yes 2519 1836 462 30 Murray Sta No 2225 1910 1190 29 Muskingun Yes 1109 922 375 24 National-Lo Yes 513 347 279 23 Nazareth C Yes 947 798 266 36 New Jersey No 1879 1216 483 27 New Mexic No 787 601 233 40 New York Yes 13594 7244 2505 70 Newberry (Yes 872 722 154 14 Niagara UnYes 2220 1796 467 65 North Adar No 1563 1005 240 North Caro No 4809 3089 1429 North Caro No 10634 7064 3176 North Caro Yes 812 689 195 1 12 39 7 North Cent Yes 1127 884 308 30 North Dako No 2968 2297 1610 13 North Park Yes 465 361 176 19 Northeast | No 6040 4577 1620 36 Northeaste Yes 11901 8492 2517 16 Northern A No 5891 4931 1973 23 Northern II No 10706 7219 2397 12 Northwest No 2729 2535 1257 8 Northwest Yes 616 514 385 29 Northwest Yes 860 811 366 22 Northwest Yes 12289 5200 1902 85 Norwich Ui Yes 1743 1625 626 8 Notre Dam Yes 379 324 107 Oakland Ur No 3041 2581 1173 Oberlin Col Yes 4778 2767 678 15 16 50 Occidental Yes 2324 1319 370 52 Oglethorpe Yes 792 649 186 56 Ohio North Yes 2936 2342 669 35 Ohio Unive No 11023 8298 3183 21 Ohio Wesle Yes 2190 1700 458 36 Oklahoma Yes 758 681 484 35 Oklahoma Yes 776 765 351 22 Oklahoma No 4522 3913 2181 29 Otterbein (Yes 1496 1205 428 26 Ouachita B Yes 910 773 450 31 Our Lady o Yes 2308 1336 295 22 Pace Unive Yes 8256 3750 1522 37 Pacific Luth Yes 1603 1392 504 31 Pacific Uni Yes 940 668 385 20 Pacific Univ Yes 943 849 288 41 Pembroke No 944 774 440 14 Pennsylvar No 19315 10344 3450 48 Pepperdine Yes 3821 2037 680 Peru State No 701 501 458 86 10 Pfeiffer Col Yes 838 651 159 11 Philadelphi Yes 1538 1259 468 19 Phillips Uni Yes 692 576 174 19 Piedmont (Yes 663 562 127 20 Pikeville Co Yes 404 400 169 28 Pitzer Colle Yes 1133 630 220 37 Point Loma Yes 809 687 428 20 Point Park Yes 875 744 207 7 Polytechnic Yes 1132 847 302 58 Prairie View No 2405 2234 1061 10 Presbyteria Yes 1082 832 302 34 Princeton Yes 13218 2042 1153 90 Providence Yes 5139 3346 973 20 Purdue Uni No 21804 18744 5874 29 Queens Co Yes 516 392 154 Quincy Uni Yes 1025 707 297 32 22 Quinnipiac Yes 3712 2153 806 17 Radford Ur No 5702 4894 1742 15 Ramapo Co No 2088 957 362 6 Randolph-Yes 1771 1325 306 21 Randolph-Yes 696 616 169 35 Reed Colle Yes 1966 1436 327 47 Regis Colle Yes 427 385 143 18 Rensselaer Yes 4996 4165 936 53 Rhodes Col Yes 2302 1831 391 58 Rider Unive Yes 3586 2424 730 16 Ripon Colle Yes 587 501 211 28 Rivier Colle Yes 484 386 141 6 Roanoke C Yes 2227 1790 437 27 Rockhurst (Yes 935 858 345 22 Rocky Mou Yes 560 392 270 11 Roger Willi Yes 3304 2804 679 10 Rollins Coll Yes 1777 1151 382 31 Rosary Coll Yes 434 321 141 28 Rowan Coll No 3820 1431 695 21 Rutgers at No 48094 26330 4520 36 Rutgers Sta No 3366 1752 232 27 Rutgers Sta No 5785 2690 499 26 Sacred Hea Yes 2307 1896 509 19 Saint Ambr Yes 897 718 276 12 Saint Ansel Yes 2095 1553 514 Saint Cloud No 3971 3306 1921 15 10 Saint Franc Yes 213 166 85 13 Saint Frand Yes 1046 824 284 21 Saint John' Yes 933 800 444 18 Saint Josep Yes 920 684 225 24 Saint Josep Yes 833 682 217 12 Saint Josep Yes 2519 2003 776 39 Saint Josep Yes 292 241 96 20 Saint Louis Yes 3294 2855 956 44 Saint Mary Yes 888 734 393 26 Saint Mary Yes 876 802 367 14 Saint Mary Yes 150 130 88 23 Saint Mich Yes 1910 1380 463 16 Saint Olaf (Yes 2248 1673 745 38 Saint Peter Yes 1606 1413 530 23 Saint Vince Yes 700 595 278 Saint Xavie Yes 785 647 295 19 15 Salem-Teik Yes 489 384 120 23 Salem Colle Yes 335 284 132 28 Salisbury S No 4216 2290 736 20 Samford UiYes 1680 1395 691 34 San Diego $ No 9402 7020 2151 20 Santa Clara Yes 4019 2779 888 40 Sarah Lawr Yes 1380 768 263 57 Savannah (Yes 1109 688 386 20 Schreiner (Yes 584 413 131 19 Scripps Col Yes 855 632 139 60 Seattle Pac Yes 1183 1016 411 42 Seattle Uni Yes 2115 1540 494 28 Seton Hall Yes 4576 3565 1000 16 Seton Hill (Yes 936 794 197 24 Shippensby No 5818 3281 1116 14 Shorter Col Yes 540 445 165 23 Siena Colle Yes 2961 1932 628 24 Siena Heigl Yes 464 419 183 10 Simmons C Yes 1003 782 295 23 Simpson Co Yes 1016 872 300 27 Sioux Falls Yes 437 400 211 13 Skidmore C Yes 4293 2728 591 25 Smith Colle Yes 2925 1598 632 51 South Dako No 2807 2589 1701 13 Southeast No 2281 1870 1408 18 Southeaste No 818 700 447 20 Southern C Yes 385 340 193 18 Southern II No 2540 2195 994 13 Southern N Yes 4301 3455 1166 41 Southwest Yes 1093 1093 642 12 Southwest No 6118 5254 3204 15 Southwest No 1047 938 511 13 Southwest Yes 321 318 172 11 Southwest Yes 213 155 75 28 Southwest Yes 1244 912 352 44 Spalding U Yes 283 201 97 10 Spelman C Yes 3713 1237 443 47 Spring Arb Yes 372 362 181 15 St. Bonaver Yes 1489 1313 375 13 St. John's C Yes 323 278 122 31 St. John Fis Yes 1368 1064 354 19 St. Lawren Yes 2753 1820 505 31 St. Martin's Yes 191 165 63 5 St. Mary's (Yes 2643 1611 465 36 St. Mary's (No 1340 695 285 St. Mary's (Yes 1243 1020 414 33 St. Norbert Yes 1334 1243 568 30 St. Paul's C Yes 651 581 243 St. Thomas Yes 861 609 215 10 Stephens C Yes 450 405 194 17 Stetson Un Yes 1557 1227 489 37 Stevens Ins Yes 1768 Stockton C No 4019 1249 1579 380 710 Stonehill C Yes 3646 2300 585 SUNY at All No 13528 9198 1843 16 SUNY at Bir No 14463 6166 1757 60 SUNY at Bu No 15039 9649 3087 36 SUNY at St No 12512 6969 1724 27 SUNY Colle No 7294 3564 904 SUNY Colle No 8000 4556 1464 17 SUNY Colle No 5318 3515 1025 SUNY Colle No 7888 3519 1036 SUNY Colle No 4877 2798 814 13 SUNY Colle No 8598 4562 1143 SUNY Colle No 8399 3609 656 SUNY Colle No 5549 SUNY Colle No 3150 3583 2289 853 650 SUNY Colle No 2119 Susquehan Yes Sweet Bria Yes Syracuse U Yes 2096 462 10477 1264 1512 390 465 Tabor Colle Yes 257 Talladega (Yes 4414 402 7260 183 1500 146 2442 109 Taylor Univ Yes 1769 1092 335 437 Tennessee Yes Texas A&M No 232 182 99 14474 10519 6392 Texas A&M No Texas Chris Yes 529 481 243 4095 3079 1195 Texas Luth Yes 497 423 215 Texas Sout| No Texas Wesl Yes 4345 3245 2604 592 501 279 The Citadel No 1500 1242 611 Thiel Colle Yes 1154 951 253 22388222522482212 8 6362965262287772322222 100 7 19 16 19 30 41 49 15 19 12 15 Tiffin Unive Yes 845 734 254 5 Transylvan Yes 759 729 244 Trenton Sta No 5042 2312 944 Tri-State U Yes 1262 1102 276 Trinity Coll Yes 3058 1798 478 Trinity Coll Yes 247 189 100 Trinity Coll Yes 222 185 91 Trinity Uni Yes 2425 1818 601 Tulane Uni Yes 7033 5125 1223 Tusculum (Yes 626 372 145 Tuskegee Yes 2267 1827 611 20 Union Colle Yes 484 384 177 Union Colle Yes 3495 1712 528 Univ. of Wi No 4800 2900 1515 University No 1797 1260 938 University No 3235 3108 2133 University No University No University No University Yes University Yes 19873 15698 8252 10775 3215 6986 2959 2478 1918 682 535 204 University No University No University Yes University Yes 6348 6855 9735 2999 5553 922 2408 7187 2064 681 588 246 University Yes University Yes 6361 14446 5293 10516 1507 3252 2974 2001 580 University Yes 927 731 415 University Yes 576 558 137 University Yes 2096 1626 694 University No University No University Yes 12445 11220 8836 3623 7871 3320 5081 4040 1194 University No University No University No University Yes University No University Yes University No University No University No University No University No University No University No University No University Yes University No 3580 14939 8384 2603 1627 11652 5705 5727 2710 1487 8579 1276 5561 388 3681 1597 4777 969 226 3057 1823 1208 803 438 20 441 369 172 461 381 235 10 4269 14292 14438 2594 985 10315 12414 3409 3816 3347 2597 1006 10 University No 7122 19152 4192 5386 1643 12940 4893 3126 1656 University No University No University No 1458 874 588 11054 6397 3524 3844 3383 1669 University No 6574 4637 2940 University No University No 1877 1826 823 1618 1141 479 University Yes 452 331 269 University No University No 1351 6277 892 570 6003 3526 University Yes University No 1209 750 265 9750 7640 2529 University No University No 1757 979 394 14596 5985 3331 University No 5803 4441 1730 University No 5191 4134 1500 University No 6071 3856 1449 University No 2777 2249 1652 20 University No University 1800 1253 560 No 4418 2737 2049 University No 5530 4007 1697 University No 4144 3379 1853 University Yes University No 7700 4743 3700 1906 3970 2233 University No University Yes University 8631 6732 2546 12394 5232 2464 No 8586 6383 2503 University Yes University Yes 1758 1485 419 4044 2826 688 University No 9643 7751 1968 University Yes 5892 2718 756 University Yes University Yes 8766 5498 1243 3934 2735 886 University Yes 2306 1721 538 University No 285 280 208 University Yes 4471 2942 910 University No 848 560 377 University No 7693 5815 2328 University No 7589 4676 1876 University Yes University 12229 8498 2477 No 1401 1239 605 University No 2379 2133 1292 University No 2850 2044 1046 University Yes 2057 1807 828 University Yes 374 280 185 University No 7473 5372 3013 University No 3281 2559 1448 University No 14752 9572 5329 University No 4217 3100 1686 University Yes 974 704 290 University Yes 2459 1997 582 University Yes 1445 966 326 University Yes 1712 1557 696 University No 5095 4491 2400 University No 7663 6008 1735 University No University No University No 15849 5384 2678 12749 7025 3343 1558 1254 472 University No 2593 1966 1030 University No 910 910 342 University No 4400 3719 1472 University No 2409 1939 759 University No 14901 10932 4631 University No 5244 3782 1930 University No 2029 1516 1073 Upper lowa Yes 663 452 192 Ursinus Co Yes 1399 1026 308 Ursuline Co Yes 325 260 86 Valley City No 368 344 212 Valparaiso Yes 2075 1727 520 Vanderbilt Yes 7791 4690 1499 Vassar Coll Yes 3550 1877 653 Villanova UYes 7759 5588 1477 Virginia Co No 4963 3497 1567 Virginia Sta No 2996 2440 704 Virginia Te No 15712 11719 4277 Virginia Un Yes 1847 1610 453 Virginia WeYes 1470 900 287 Viterbo Col Yes 647 518 271 Voorhees (Yes 1465 1006 188 Wabash Cd Yes 800 623 256 Wagner Co Yes 1416 1015 417 Wake Fore: Yes 5661 2392 903 Walsh Univ Yes 1092 890 477 Warren Wi Yes 440 311 112 Wartburg (Yes 1231 1074 345 Washingto Yes 1305 1100 334 Washingto Yes 3315 1096 425 Washingto Yes 1209 942 214 Washingto No 6540 5839 2440 Washingto Yes 7654 5259 1254 Wayne Stat No 1373 1373 724 WaynesburYes Webber Ca Yes Webster U Yes Wellesley (Yes Wells Colle Yes Wentworth Yes Wesley Col Yes 1190 978 324 280 143 79 665 462 226 2895 1249 579 318 240 130 1480 1257 452 980 807 350 Wesleyan Yes 4772 1973 712 West Chest No 6502 3539 1372 West Liber No 1164 1062 478 West Virgir Yes 1566 1400 483 Western Ca No 3224 2519 1057 5519296722922225522823122222377-622222222222227675222727232222271272222222225246232212272*2242222421722792 INNO23242522322222222702222726-766252826982222 100 100 40 30 10 20 40 20 9 14 12 17 12 10 44 21 71 18 19 17 10 41 10 31 31 12 17 10 11 12 11 Western M Yes 1205 984 278 31 Western MNO 9167 7191 2738 24 Western N Yes 1650 1471 409 7 Western St No 2702 1623 604 7 Western W No 5548 3563 1549 30 Westfield S No 3100 2150 825 3 Westminst Yes 662 553 184 20 Westminst Yes 996 866 377 29 Westminst Yes 917 720 213 21 Westmont No Wheaton C Yes 950 713 351 42 1432 920 548 56 Westminst Yes 1738 1373 417 21 Wheeling J Yes 903 755 213 15 Whitman CYes 1861 998 359 45 Whittier Co Yes 1681 1069 344 35 Whitworth Yes 1121 926 372 43 Widener U Yes 2139 1492 502 24 Wilkes Uni Yes 1631 1431 434 15 Willamette Yes William Jev Yes William W Yes Williams C Yes 1658 1327 395 49 663 547 315 32 469 435 227 17 4186 1245 526 81 Wilson Coll Yes 167 130 46 16 Wingate CoYes Winona Sta No 1239 1017 383 10 3325 2047 1301 20 Winthrop No 2320 1805 769 24 Wisconsin Yes 152 128 75 17 Wittenberg Yes 1979 1739 575 42 Wofford Co Yes 1501 935 273 51 Worcester Yes 2768 2314 682 49 Worcester No 2197 1515 543 4 Xavier Univ Yes 1959 1805 695 24 Xavier Univ Yes 2097 1915 695 34 Yale Univer Yes 10705 2453 1317 95 York Colleg Yes 2989 1855 691 28 888 &g8888&gNgg= gerahu8v> & -88&88& &N&ga-8-N =e=&&&=g8&8c68g"& u b p=a&&=& -g&&tguan&R8&gu 8 &ugg-t-ggg 8 & &&u8>&ua ene& gt8b888u8 gg 8 8 Top10perc Top25 perc F.Undergra P.UndergraOutstate 16 2 Room.Boar Books Personal PhD Terminal S.F.Ratio perc.alumr Expend Grad.Rate 950 228 10520 3678 500 1000 48 68 926 12 4515 2550 850 2100 53 60 13 18.6 32 8111 56 34 6990 60 1891 40 19300 5700 750 750 79 91 600 931 435 6844 2980 500 500 45 55 11.7 16 9 51 18359 84 38 5073 44 487 8950 3119 550 1125 51 51 10.7 26 7016 78 806 542 10500 3555 500 2285 44 50 11.3 30 6695 64 364 88 9900 3650 500 1200 32 37 13.6 43 6525 21 1243 79 12850 6200 550 900 77 82 12.8 36 8536 80 1170 429 7470 4600 250 1400 74 75 15.3 23 6898 88 1039 466 12474 5678 630 1278 53 71 11.9 19 10613 72 1365 144 12250 3530 400 1150 85 87 16.7 35 7215 81 1114 94 7400 3346 600 600 57 57 19.8 7 6869 58 1656 352 16975 4565 600 850 76 86 12.8 39 10888 83 5968 955 4738 3110 700 940 72 76 20.2 27 5972 52 1115 70 13240 3914 600 800 73 85 13.4 27 9333 73 2508 505 9090 4500 650 500 62 65 18.3 2 7905 71 1274 471 10850 5150 550 800 77 93 13.6 24 8797 61 3311 1646 8832 5376 700 1850 92 98 13.5 19 12529 72 1017 411 5376 3214 600 1100 99 100 13.7 11 9241 34 12408 2814 17748 7262 450 1000 87 98 7.8 16 21227 71 601 36 10194 2600 500 1500 57 63 11.4 32 5788 83 1919 334 10320 4762 450 650 68 100 14.2 20 7788 65 1380 136 5542 4330 500 1000 65 71 14.2 17 6562 57 6162 16505 871 6806 1780 600 1651 72 72 16.7 9 7090 44 5481 8400 6540 600 1300 92 98 17.5 21 9670 62 646 84 8242 4230 600 1295 77 77 12.7 11 10090 52 1310 766 11718 7398 450 1800 73 87 16.4 33 8871 76 7368 1128 5834 2744 600 2000 79 83 17 24 6310 42 879 156 12580 4345 400 970 76 79 13.1 24 10889 74 5640 266 4856 3416 400 1100 69 72 15.7 13 6601 76 11160 10221 13380 7425 600 1750 73 82 12.9 17 9563 46 11249 2682 6746 3728 620 2342 78 83 21.7 7 6157 41 14826 1979 7799 3296 470 1750 73 78 17.3 11 6086 56 4787 472 3735 3136 250 1630 62 65 21.7 23 5284 54 1115 60 9840 2820 450 822 59 59 14.8 20 6261 58 1040 52 9900 3075 300 1800 68 68 14.9 34 6357 68 7450 45 16404 5520 759 1585 96 100 6.8 1862 382 14134 5270 500 800 71 74 13.1 500 6441 2587 311 9990 4900 400 600 44 47 12.1 26 526 26385 92 9209 63 4948 33 3982 9114 4030 400 650 88 90 19.7 13 6637 53 120 19670 5820 575 1119 77 96 10.1 47 16593 83 1686 35 16560 5140 558 1152 91 93 10.5 30 16196 79 769 377 12900 4340 600 4110 91 95 13.1 27 8568 67 2502 66 15990 4080 600 825 73 78 14.5 31 9979 83 14861 1310 7629 4095 550 2300 79 87 20.4 13 8811 64 1780 48 16732 5650 550 550 93 93 12.1 32 12011 75 1707 705 5390 3140 515 1290 63 71 15.1 18 5511 50 1419 228 6400 3150 500 1900 58 64 16.2 8 6578 45 12830 1658 5336 3344 800 3100 84 92 15.3 14 6433 48 1648 936 12888 4440 420 840 62 68 13.9 30 8802 87 1310 61 6530 2800 500 1500 63 67 13.3 10 6413 65 1202 942 8530 3644 616 1576 56 64 14.9 25 7114 37 5809 4379 11000 5160 660 1115 90 95 13.8 10 10059 62 2580 302 13312 4488 600 1516 78 78 11 23 9431 83 1316 139 11925 3825 630 1926 48 87 12.3 12 9157 69 1041 35 14210 3994 450 1100 76 76 10.9 2174 529 6360 2760 550 1498 77 77 15 95 22 11216 42 5 6443 48 28938 2488 2025 10645 4060 512 2394 77 96 18.1 19 8992 63 625 18200 6770 500 700 95 98 11.6 13 16185 66 959 457 2580 2624 500 900 48 100 20.1 24 4870 44 654 162 8640 3700 400 1915 62 62 12.2 13 7634 48 1664 1042 11690 5062 600 1664 48 80 12.9 15 8028 68 597 83 10500 3860 600 940 58 64 11.6 19 8990 39 641 63 5640 3620 600 750 89 89 13.2 17 7309 31 797 100 6000 3000 500 500 48 57 13.4 14 5557 61 750 30 17688 5900 650 850 100 100 10.4 11 14820 73 1889 217 10178 4190 800 750 71 71 16.1 19 1173 1402 9700 4830 400 1200 45 90 14.5 10 96 7895 54 7652 66 1379 214 16200 4200 436 2486 90 90 10.4 14 14329 62 4564 448 4290 3500 598 1582 55 93 19.4 1 5967 35 1133 30 11859 3635 554 1429 80 85 13.4 42 8354 85 4540 146 19900 5910 675 1575 91 96 8.4 54 28320 99 3717 1358 14400 6200 450 1100 66 74 18.4 35 8135 96 26213 630 4065 549 9556 3990 570 1060 86 86 18.2 15 8604 67 11020 4970 610 1900 73 75 14 36 9315 58 1070 72 10100 4140 450 1080 69 71 2677 714 12030 6140 1000 500 63 73 19 16.3 32 6880 80 12 33 8847 86 8077 472 6684 4110 500 900 73 83 19.6 9 4519 62 2745 1938 4449 4860 600 1655 74 95 17.8 8 7333 47 1071 27 13840 3735 400 900 77 80 10.7 38 11080 74 653 56 13970 6110 370 920 88 97 9.2 24 16358 68 1199 61 19960 5490 500 450 90 90 11.8 37 15886 68 581 533 12700 5800 450 700 81 85 10.3 37 11758 84 4291 16 17475 5976 1230 1100 94 98 15.4 21 15605 70 1345 59 15200 4768 550 1500 90 96 10.8 47 13388 77 2748 1309 13250 5420 700 3100 84 92 12.3 23 11299 70 735 28 15200 4100 350 650 87 90 9.4 49 12472 64 590 1196 9870 4860 600 1100 59 59 12.2 19 6744 81 1460 239 13425 4425 450 1200 85 89 13 26 9405 72 1127 754 9490 4100 500 1500 60 79 10.7 21 7519 79 743 118 8734 3362 600 625 56 78 11.3 27 6422 68 2111 1489 12520 6050 500 730 44 54 16.4 8 7957 61 1668 1052 16425 5220 955 750 81 85 13.3 23 11561 90 624 269 10950 4600 550 950 79 82 12.9 30 5303 3942 4356 4830 800 800 76 81 22.1 21401 3712 7410 4748 690 2009 90 95 19.5 19 669 9264 81 7252 51 10474 77 2585 1300 7411 4748 690 2009 90 95 18.6 12 10134 57 4005 1886 7410 4748 690 2009 90 95 17.4 16 11878 58 1707 1889 11070 5780 400 600 71 73 14.8 16 7120 82 1345 390 10450 4020 500 1500 56 56 14.1 16 7444 70 1873 94 12950 5400 450 1120 70 82 14.5 29 6719 97 11493 2206 4259 2625 350 1884 70 75 18.9 10 4629 58 513 247 8670 3820 450 1000 43 78 12.5 4 7440 48 1223 451 10880 5050 400 1235 64 64 19.3 24 24 7344 69 1691 72 12247 4081 500 600 76 85 12 38 9853 70 815 222 11200 4250 600 950 55 60 14.8 19 7360 67 716 2196 9985 5180 500 800 53 89 27.2 8 4322 85 2473 1314 12750 6350 350 1690 84 90 17.4 13 8243 83 543 712 12200 4600 650 950 87 90 11.2 32 8680 76 4576 1140 11690 4730 800 6800 84 94 4.6 19 18367 67 1433 27 12730 4514 500 1525 74 95 9.9 31 11165 98 1263 118 10800 3600 400 820 68 74 18.8 19 5081 78 341 768 10300 4130 500 1700 44 58 10.2 37 9678 75 1715 106 13030 5860 500 750 79 88 14.5 34 10190 84 2888 105 14350 3750 550 550 82 88 10 31 12502 83 1921 1154 9408 5520 500 450 78 78 12.1 22 7669 53 1035 1670 182 10850 3936 500 900 62 64 12.3 31 8534 88 726 10860 4624 600 794 87 100 13.7 15 8953 55 700 45 10575 3952 400 620 46 24 13 9 8946 98 534 216 10475 6300 500 2000 68 68 11.2 46 9599 60 4296 1027 5130 4690 600 1450 73 75 17.9 18 5125 56 2959 402 8236 3700 569 1650 74 75 14.7 17 9533 61 16407 5550 8384 5110 612 2400 87 93 19.5 7 7930 41 3891 128 13584 5928 630 1278 88 92 13.9 19 10872 100 1000 105 19300 6694 600 700 89 93 6.1 18 14779 83 1897 208 8325 5000 1200 1600 14 98 16.1 26 6874 55 521 99 8955 5900 500 1488 51 56 11.8 23 8545 52 569 7 17238 7350 600 800 95 100 8.2 41 18372 73 1922 704 12669 4875 600 1250 83 85 16.8 20 10368 66 2993 347 12825 4375 500 1500 85 85 12.2 16 10175 89 4384 1530 12000 6484 650 1000 81 84 14.4 15 10080 64 752 210 11240 4180 350 2000 71 71 11.2 37 5268 300 7844 3504 450 1700 80 83 18.8 13 13 10065 6719 71 72 1115 111 7210 3600 500 2000 62 65 13.2 18 7356 58 2669 616 10800 5100 575 1090 71 82 14.1 42 8189 100 686 287 9240 3880 475 1090 29 49 7.2 17 9431 47 1144 160 16160 6950 500 1200 74 81 8.9 33 14086 79 1116 602 11250 4980 550 1400 66 73 15.8 36 7411 70 614 271 8990 3064 500 1700 73 73 14.8 7 7881 48 2322 263 18710 5970 500 700 87 92 12.7 29 14837 81 2479 95 18820 6390 500 1050 85 97 10.3 44 21199 90 7000 1103 3811 2190 500 1970 62 65 15 29 5084 67 6553 1246 4680 3540 200 2150 75 76 17.1 8 5916 45 2962 651 3738 2619 450 1022 55 59 19.6 9 4444 53 784 127 9520 4124 630 1818 63 65 18.6 11 8219 43 6063 2550 5472 3598 221 2216 76 81 16.5 8 7498 43 4892 387 12772 5078 576 1802 74 88 13.5 17 12726 72 1770 967 7070 2500 400 1000 52 54 15.9 13 4718 71 13131 3374 4740 2590 500 1360 70 75 19.9 11 4632 56 2091 546 4285 2750 600 1800 58 75 16.5 31 6591 51 620 280 7536 3736 430 1651 44 77 13 12 5309 36 504 147 7200 3532 550 1500 56 56 11.8 12 7818 52 1177 43 11850 4675 600 1050 83 89 11.3 35 12995 67 589 263 8400 2800 600 900 50 56 10.6 40 6860 89 1971 107 7000 5565 660 2400 73 80 12.5 18 9988 65 1501 353 8600 3550 385 665 48 48 15.4 9 10938 49 1688 131 10456 4927 500 1050 91 91 17.7 32 9828 78 393 4 16150 5450 275 800 63 72 7.2 26 15622 64 1687 677 10570 5600 400 800 86 81 14.5 29 7908 66 1801 45 18720 5730 650 825 90 94 11.5 38 14980 85 494 574 11550 4270 300 500 43 77 14.5 8 9209 40 2615 248 13332 6354 630 1584 88 89 16.1 17 9619 78 1315 209 6800 4730 675 1250 84 89 11.6 23 2149 418 8678 3858 700 1736 82 83 16.2 1946 95 12140 4450 425 1100 74 78 15.1 617 34 5000 3650 600 600 45 45 14 1117 815 8650 5700 500 1750 69 73 614 388 13900 5200 450 2150 46 63 16.1 10.9 13 17 37 6837 10357 7651 8595 63 72 88 8426 45 6534 9995 67 59 1964 81 12315 4565 600 1365 85 90 12.5 24 1263 11 16900 5680 450 750 89 89 19 33 10307 12837 73 79 4365 765 3040 4351 711 1125 78 92 19.5 7 5599 64 2022 926 12170 6172 480 800 79 79 13 13 30 7495 97 10168 1231 6550 4355 700 1560 93 96 17.4 16 9075 74 8544 671 6550 4598 700 1000 83 100 18 15 8055 80 13963 3124 6550 4731 708 957 90 97 13.6 15 11177 56 9744 1351 6550 4712 600 1200 91 96 10.5 7 5758 1363 6550 4460 500 705 79 83 19 14 13705 6632 57 49 6943 869 6550 4810 500 1500 69 85 22 21 5280 63 7626 2091 6550 4040 550 1230 71 78 18.7 12 2 7511 42 5011 4123 5060 346 6550 4680 630 1274 82 85 17.8 17 5563 53 298 6550 4420 620 1481 82 90 16.3 10 6442 66 146 6550 4170 600 650 79 84 19.1 25 5716 76 4658 1478 6550 4240 550 1500 85 93 15.3 8 6608 53 5004 475 6550 4176 600 1380 80 90 17.9 16 6174 65 3598 234 6840 4660 500 1000 71 75 15.1 17 6436 59 2478 1441 6550 4760 1125 1362 80 100 14.9 8 8170 46 1442 166 16130 4710 400 800 83 86 13.9 37 10554 90 527 10142 41 14500 6000 500 600 91 99 6.5 48 18953 61 117 15150 6870 635 960 73 84 11.3 13 14231 67 396 38 7850 3410 400 1500 55 70 10 15 7233 53 908 119 5666 2964 1000 1400 56 58 15.5 7 5970 46 1757 81 10965 4000 450 1250 60 61 14.2 32 8294 98 402 237 7070 3640 400 3158 59 65 8.9 10 16 6286 36 31643 2798 5130 3412 600 2144 89 91 23.1 29 8471 69 1206 134 4860 3122 600 650 103 88 17.4 16 6415 43 5064 660 8490 3320 650 2400 81 93 14.8 23 9158 64 895 429 7850 3410 490 1700 54 58 13.8 24 7002 50 5584 3101 7860 3360 600 1700 65 75 18.2 21 3605 10 1204 392 6400 3484 600 1800 80 83 14.5 10 7936 43 2024 292 7070 791 140 11172 2439 4958 400 779 95 94 17.1 17 700 1350 68 76 11.6 16 76 7744 84 9186 60 662 351 867 51 7600 10900 3800 4450 600 500 1200 59 74 19 40 5096 39 1000 81 91 12.1 41 10219 70 5167 902 5391 5411 700 1000 81 87 14.4 6 8504 81 978 98 9456 4350 468 1323 53 53 12.8 24 7603 65 1737 244 18810 5690 500 680 91 96 10.4 48 18034 91 309 484 2110 639 541 95 11412 6430 500 900 89 93 8.3 11010 5208 550 500 58 78 10.4 34 37 11806 96 26 9586 78 12240 5150 500 490 94 96 9.6 20 14703 93 4941 1534 19040 5950 350 800 98 98 9.1 21 16920 74 983 40 7700 3400 450 800 70 70 21.9 28 4933 52 2825 144 6735 3395 600 1425 70 74 12.2 7 10872 65 634 78 7800 2950 500 600 60 88 14.1 9 6864 64 1915 123 18732 6204 450 1024 94 96 11.5 49 15411 88 7764 1472 6874 2394 518 1890 73 78 19.2 14 5901 56 6960 4698 4440 5175 750 2200 96 96 6.7 16 16352 33 9978 1530 5028 3300 500 2000 73 89 14.8 10 6820 39 19532 2061 11648 6246 636 1933 93 97 15.8 10 13919 78 12677 12330 864 12024 5302 790 1818 96 96 16.1 11 15934 66 7152 6618 4234 700 1600 80 98 22.2 9 6742 46 771 3340 611 9500 3540 400 750 26 58 2.5 10 7683 57 39 18930 6380 500 1254 99 99 5.3 36 36854 90 11036 2011 8907 4697 556 1851 89 95 10.8 6 13889 54 12478 1660 11656 5072 700 2300 89 95 16 16 10178 71 1058 73 10760 6230 500 1200 85 93 13.4 26 8731 63 5889 14130 2666 665 4522 11380 4220 500 900 81 85 14.8 25 8894 93 10220 4230 530 1300 82 87 18.3 15 10650 75 2149 554 2217 15192 4695 400 1350 84 91 15.9 21 11762 67 11130 3996 600 2166 72 79 13.5 14 10891 51 662 131 10430 3620 400 1500 85 98 16.5 18 8767 45 2551 407 11800 4340 700 960 60 81 15.8 26 7780 77 24470 3286 7090 4180 630 1530 88 97 13.4 20 14737 66 19553 3768 2748 1415 5697 3600 525 1755 88 95 14.7 14220 6000 500 1440 61 76 10.7 11028 2411 4460 3038 687 1281 85 87 11.8 25422 911 7560 4574 500 1982 87 90 17.4 13518 2916 7230 5088 630 3228 82 84 10 1417 1646 11120 4080 525 1405 55 56 11.1 296363 7881 63 10625 66 12833 54 8559 81 13883 34 17880 1673 6994 3384 700 2681 88 94 13.7 17 6735 9657 69 57 1431 1522 13540 5050 630 2298 66 68 14.1 23 10139 47 9844 6198 6540 3600 530 2440 84 92 11.1 24 10207 31 1906 344 6810 3970 450 1647 67 75 15.9 26 5712 59 633 317 6600 3680 600 400 46 46 15.1 4 5935 64 974 503 6600 3630 400 1675 67 67 15.2 11 6408 35 6476 19340 2592 8594 4408 494 2768 82 88 18.4 6 7618 55 3991 8723 5146 550 1550 89 92 18.1 12 9021 63 16282 4664 1940 8566 3897 500 1400 88 92 16.7 15 10276 68 1630 6919 4500 500 1250 74 90 15 20 7462 56 7760 876 16500 6526 630 1985 82 94 5.9 17 17500 59 22045 1339 15732 4659 476 1600 90 98 11.5 26 14847 87 5887 1254 8828 3474 753 2610 79 91 19 11 6393 53 1846 154 9843 3180 600 1500 74 78 14.6 16 6716 51 16502 21836 8949 3744 714 2910 88 90 12.2 37 16122 45 7524 804 4916 3810 600 550 81 86 20.3 14 6971 53 14782 1583 9057 3485 600 1983 87 87 12.7 15 10145 58 3926 561 9057 3600 700 1435 88 88 14.4 23 9699 49 4793 4552 7246 3964 500 4288 71 73 13.4 15 6433 48 1417 301 6150 3680 550 1200 59 63 16.6 4 5412 52 2385 16454 331 3171 4440 3030 300 600 72 72 18.9 8 5883 51 5595 3145 500 2070 86 92 15.1 48 6813 53 820 159 11450 5045 900 2500 72 75 11.4 13 9718 64 10358 1338 11180 3862 650 2450 89 87 2033 1078 5972 3420 600 750 77 83 73 17.5 16 7855 75 13 14609 1100 8400 4200 550 1200 88 93 8.9 39 11 7011 37 23 15893 83 10099 3255 7248 3109 600 1900 79 91 16.8 7 6227 62 7532 1847 8677 3505 600 1300 75 94 15.5 17 7392 53 6635 8334 1145 7558 3680 500 1500 82 85 19.1 15 6005 55 1435 5634 2703 450 1200 97 97 15.9 16 3876 3588 6634 4360 600 2604 82 85 17.8 64 9424 49 6104 47 14047 8463 5134 4104 3579 450 1700 86 94 22.6 6 5657 35 1498 7731 4128 540 2286 75 75 21.5 8 6309 40 10135 1448 6197 2930 595 2380 78 82 16.3 26 6333 77 7671 30 16850 4400 600 1350 96 92 13.1 46 13936 97 13436 2582 5173 3526 765 3176 86 90 11.5 11 10244 44 11669 1605 10602 3660 570 1530 79 87 19.7 13 8020 54 100 9205 531 17020 7270 500 1544 95 96 13138 4289 10786 4560 400 900 93 93 19 6.3 7.8 2041 174 12040 2738 138 16230 4100 4500 600 1100 92 96 13.2 382 38 25765 93 10 13789 66 17 9060 72 630 1800 79 86 15 17 11217 63 8894 2456 10330 5558 500 1250 84 89 16.6 7 9158 63 2854 594 14500 3285 700 1125 75 89 11.7 5071 438 17840 6582 500 882 93 99 5.9 3698 217 13600 5940 630 1820 93 96 15.6 13 4309 549 13226 6452 750 2450 86 86 13.6 2338 11984 100 26037 80 10813 66 10074 62 1140 473 3687 1920 600 1800 67 77 23.6 3 3864 43 3674 493 11584 5986 650 800 83 83 14.1 41 9131 92 1855 1412 5800 3066 500 1500 62 62 14.8 3 5035 48 12594 3661 8074 3522 495 2941 84 88 16.9 18 8246 63 14770 10962 6760 3776 500 2180 84 89 17 7 11020 47 13259 3716 1429 17230 6482 600 2210 90 94 11.4 10 17007 68 675 7100 4380 540 2948 63 88 19.4 0 5389 36 4283 2973 4973 3192 500 1425 56 65 22 21 4078 38 9260 1387 4652 2470 500 500 78 99 18.7 23 5917 45 4106 982 11712 4037 500 800 80 80 13.8 13 8546 89 995 408 8550 4050 500 1344 75 75 12.6 17 7237 62 15749 3237 5764 3262 750 3300 86 92 16.5 22 8612 53 10975 8431 4422 2780 500 2850 73 73 21 4 4696 29 30017 5189 5130 3309 650 3140 91 99 19.7 11 7837 65 9375 5457 4104 5376 452 1200 94 100 25.3 3 4329 50 1145 39 12520 3860 1300 700 16 59 7.5 9 11641 57 2664 299 16320 5326 646 1171 87 94 11.2 14 13706 65 1129 24 15350 4080 450 810 89 93 10.3 52 18784 82 2936 433 11750 4160 1200 2350 94 96 11.5 10 11743 47 13894 8374 6857 3975 858 3093 89 93 12.8 9 9275 37 7353 1674 15516 4928 500 990 87 90 9.9 11278 114 12212 3792 500 1000 90 92 9.5 20356 4582 8199 4218 708 2172 96 94 959 10 12646 79 22 13597 95 10 16527 65 3754 2477 6172 3994 541 1387 83 87 23.4 12 8488 53 6038 579 6704 2592 376 1750 78 78 21 17 6254 65 1434 417 7032 2780 550 1960 75 81 15.2 15 6490 36 7804 1552 6950 2500 300 1200 90 95 23.1 16 5559 67 3819 1347 6900 2800 475 1200 81 89 22.2 1 5968 46 23945 2200 9096 4290 535 1545 93 96 11.5 20 11006 72 11561 7443 8786 2964 570 1980 79 87 15.9 8 8094 38 7535 1488 5988 3422 600 1500 91 94 15.1 13 8745 45 1481 1160 8840 3060 500 1000 69 75 17.4 19 3733 78 1131 17 14900 5160 500 800 82 85 11.6 40 12082 79 699 717 9600 4202 450 750 39 69 10.5 15 7164 68 863 189 4286 2570 600 2000 39 41 14.9 25 4958 40 2501 198 11800 3260 500 800 87 89 14.2 23 9681 95 5500 90 17865 6525 630 952 93 98 5.8 26 23850 83 2164 77 18920 5950 600 800 90 98 9.7 39 17089 90 6362 1292 15925 6507 400 300 89 90 13.4 24 10458 96 10262 5065 10217 4182 500 3630 81 87 8.7 11 11183 45 3006 338 5587 4845 500 600 61 63 16 11 5733 31 18511 604 10260 3176 740 2200 85 89 13.8 20 8944 73 1298 67 7384 3494 500 1763 51 67 13.7 8 6757 30 1130 417 10900 5100 500 550 70 81 15.7 14 7804 68 1014 387 9140 3365 500 2245 51 65 10.7 31 8050 73 703 20 4450 2522 500 1200 43 43 22.9 3 5861 58 801 5 12925 4195 500 635 78 85 9.9 55 14904 72 1324 117 13500 5800 585 1700 67 78 13.2 23 9006 75 3499 172 13850 4360 500 1250 95 97 4.3 37 41766 89 847 497 8670 4180 500 1450 42 58 11.3 33 5738 68 466 7 10000 3052 400 1100 65 75 11.4 20 9430 63 1295 105 11600 3610 400 850 66 91 12.4 37 7735 67 1098 151 16260 4005 300 500 91 91 12.1 40 10162 86 1584 3 13750 4619 680 1115 81 96 9.6 45 15736 90 822 46 15276 5318 500 300 79 86 11.2 37 10830 65 14445 1344 8200 4210 800 2719 84 87 16.9 30 10912 56 4879 1274 18350 5775 768 1512 91 98 3.9 31 45702 90 2754 474 2700 2660 540 1660 60 68 20.3 29 4550 52 1280 61 8840 3620 500 1200 57 58 16.2 26 6563 63 327 110 5590 2900 650 1952 53 63 15.1 4 4839 90 1739 1550 9160 4340 500 500 68 68 20.6 2195 156 18345 5995 500 700 94 98 10.6 416 19 14900 5550 600 500 93 98 8.3 14 6951 48 51 21409 91 42 13935 69 2961 572 9850 6050 850 920 10 68 15.4 8 17858 64 872 448 9890 4674 500 1350 52 57 14.4 15 6243 84 2714 27 19130 5600 1400 1400 90 94 12.1 39 16262 92 7484 1904 7844 4108 400 2000 76 79 15.3 16 6773 52 2138 227 4470 2890 600 1210 33 33 16.3 10 4249 60 1509 170 14200 3775 450 1100 58 81 16.4 42 8080 67 5000 706 6390 2380 110 1622 67 78 14.6 9 6554 55 1071 98 14510 5340 500 1400 84 91 12.5 39 15739 4278 6940 4100 500 1700 80 84 24.7 11 1803 1116 8994 5500 498 2065 74 97 15.4 215 10026 60 5983 55 8409 59 2315 146 5918 3755 500 2050 76 79 19.4 4 4599 52 8909 506 8124 4144 639 2385 83 89 22.7 10 7203 61 3234 941 5542 3788 500 1300 75 79 15.7 20 4222 65 665 37 10720 4050 600 1650 66 70 12.5 20 7925 62 1411 72 12065 3615 430 685 62 78 12.5 41 8596 80 979 743 8820 4050 600 2025 68 83 10.5 34 7170 50 1276 9 14320 5304 490 1410 77 77 14.9 17 8837 87 2200 56 11480 4200 530 1400 81 83 12.7 40 11916 85 1335 30 18460 5970 700 850 92 96 13.2 41 22704 71 971 305 10500 4545 600 600 66 71 14.1 27 7494 72 1220 46 16670 4900 750 800 80 83 10.5 51 13198 72 1235 30 16249 5699 500 1998 84 92 13.6 29 11778 52 1270 160 12660 4500 678 2424 80 80 16.9 20 8328 80 2186 2171 12350 5370 500 1350 88 86 12.6 19 9603 63 1803 603 11150 5130 550 1260 78 92 13.3 24 8543 67 1595 159 14800 4620 400 790 91 94 13.3 37 10779 68 1279 75 10060 2970 500 2600 74 80 11.2 19 7885 59 851 120 10535 4365 550 3700 39 66 12.9 16 7438 52 1988 29 19629 5790 500 1200 94 99 9 64 22014 99 199 676 11428 5084 450 475 67 76 8.3 43 10291 67 1207 157 7820 3400 550 1550 69 81 13.9 8 7264 91 5800 872 4200 2700 300 1200 53 60 20.2 18 5318 58 3395 670 6400 3392 580 2150 71 80 12.8 26 6729 59 282 22 9100 3700 500 1400 48 48 8.5 26 8960 50 1980 144 15948 4404 400 800 82 95 12.8 29 10414 78 1059 34 12680 4150 605 1440 91 92 15.3 42 7875 75 2802 86 15884 5370 530 730 92 94 15.2 34 10774 82 3089 2029 6797 3900 500 1200 60 60 21 14 4469 40 2849 1107 11520 4960 600 1250 73 75 13.3 31 9189 83 2793 166 6900 4200 617 781 67 75 14.4 20 8323 49 5217 83 19840 6510 630 2115 96 96 5.8 49 40386 99 2988 1726 4990 3560 500 1250 75 75 18.1 28 4509 99