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 (Mentioned below).

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]

1) Names: Names of various university and colleges 2) Apps: Number of applications received 3) Accept: Number of applications accepted 4) Enroll: Number of new students enrolled 5) Top10perc: Percentage of new students from top 10% of Higher Secondary class 6) Top25perc: Percentage of new students from top 25% of Higher Secondary class 7) F.Undergrad: Number of full-time undergraduate students 8) P.Undergrad: Number of part-time undergraduate students 9) Outstate: Number of students for whom the particular college or university is Out-of-state tuition 10) Room.Board: Cost of Room and board 11) Books: Estimated book costs for a student 12) Personal: Estimated personal spending for a student 13) PhD: Percentage of faculties with Ph.D.'s 14) Terminal: Percentage of faculties with terminal degree 15) S.F.Ratio: Student/faculty ratio 16) perc.alumni: Percentage of alumni who donate 17) Expend: The Instructional expenditure per student 18) Grad.Rate: Graduation rate Out-of-state tuition a0971307554483957355c187fdf5ac39d14b0307 Names Abilene Christian University Adelphi University Adrian College Agnes Scott College Alaska Pacific University Albertson College Albertus Magnus College Albion College Albright College Alderson-Broaddus College Alfred University Allegheny College Allentown Coll. of St. Francis de Sales Alma College Alverno College American International College Amherst College Anderson University Andrews University Angelo State University Antioch University Appalachian State University Aquinas College Arizona State University Main campus Arkansas College (Lyon College) Arkansas Tech University Assumption College Auburn University-Main Campus Augsburg College Augustana College IL Augustana College Austin College Averett College Baker University Baldwin-Wallace College Barat College Bard College Barnard College Barry University Baylor University Beaver College Bellarmine College Belmont Abbey College Belmont University Beloit College Bemidji State University Benedictine College Bennington College Bentley College Berry College Bethany College Bethel College KS Apps Accept Enroll Top10perc Top25perc F.Undergrad 1660 1232 721 23 52 2885 2186 1924 512 16 29 2683 1428 1097 336 22 50 1036 417 349 137 60 89 510 193 146 55 16 44 249 587 479 158 38 62 678 353 340 103 17 45 416 1899 1720 489 37 68 1594 1038 839 227 30 63 973 582 498 172 21 44 799 1732 1425 472 37 75 1830 2652 1900 484 44 77 1707 1179 780 290 38 64 1130 1267 1080 385 44 73 1306 494 313 157 23 46 1317 1420 1093 220 9 22 1018 4302 992 418 83 96 1593 1216 908 423 19 40 1819 1130 704 322 14 23 1586 3540 2001 1016 24 54 4190 713 661 252 25 44 712 7313 4664 1910 20 63 9940 619 516 219 20 51 1251 12809 10308 3761 24 49 22593 708 334 166 46 74 530 1734 1729 951 12 52 3602 2135 1700 491 23 59 1708 7548 6791 3070 25 57 16262 662 513 257 12 30 2074 1879 1658 497 36 69 1950 761 725 306 21 58 1337 948 798 295 42 74 1120 627 556 172 16 40 777 602 483 206 21 47 958 1690 1366 662 30 61 2718 261 192 111 15 36 453 1910 838 285 50 85 1004 2496 1402 531 53 95 2121 990 784 279 18 45 1811 6075 5349 2367 34 66 9919 1163 850 348 23 56 878 807 707 308 39 63 1198 632 494 129 17 36 709 1220 974 481 28 67 1964 1320 923 284 26 54 1085 1208 877 546 12 36 3796 632 620 222 14 24 702 519 327 114 25 53 457 3466 2330 640 20 60 3095 1858 1221 480 37 68 1620 878 816 200 16 41 706 202 184 122 19 42 537 Page 1 a0971307554483957355c187fdf5ac39d14b0307 Bethel College Bethune Cookman College Birmingham-Southern College Blackburn College Bloomsburg Univ. of Pennsylvania Bluefield College Bluffton College Boston University Bowdoin College Bowling Green State University Bradford College Bradley University Brandeis University Brenau University Brewton-Parker College Briar Cliff College Bridgewater College Brigham Young University at Provo Brown University Bryn Mawr College Bucknell University Buena Vista College Butler University Cabrini College Caldwell College California Lutheran University California Polytechnic-San Luis California State University at Fresno Calvin College Campbell University Campbellsville College Canisius College Capital University Capitol College Carleton College Carnegie Mellon University Carroll College Carson-Newman College Carthage College Case Western Reserve University Castleton State College Catawba College Catholic University of America Cazenovia College Cedar Crest College Cedarville College Centenary College Centenary College of Louisiana Center for Creative Studies Central College Central Connecticut State University Central Missouri State University Central Washington University 502 1646 805 500 6773 377 692 20192 3356 9251 443 3767 4186 367 1436 392 838 7365 12586 1465 6548 860 2362 599 1011 563 7811 4540 1784 2087 848 2853 1747 100 2694 8728 1160 1096 1616 3877 1257 1083 1754 3847 776 1307 369 495 601 1283 4158 4681 2785 384 1150 588 336 3028 358 514 13007 1019 7333 330 3414 2743 274 1228 351 673 5402 3239 810 3813 688 2037 494 604 247 3817 3294 1512 1339 587 2193 1382 90 1579 5201 991 951 1427 3156 940 880 1465 3433 607 1090 312 434 396 1113 2532 4101 2011 Page 2 104 542 287 156 1025 181 209 3810 418 3076 151 1061 740 158 1202 155 292 4615 1462 313 862 285 700 224 213 247 1650 1483 913 657 298 753 449 35 489 1191 352 464 434 713 363 291 505 527 198 616 90 210 203 401 902 1436 1007 11 12 67 25 15 15 20 45 76 14 5 30 48 12 10 16 22 48 87 71 49 32 40 8 17 23 47 5 29 20 25 16 34 10 75 60 19 27 20 71 9 13 24 9 25 25 12 35 1 31 6 10 8 28 30 88 55 55 30 50 80 100 45 36 58 77 41 26 44 53 82 95 95 85 70 68 28 42 52 73 60 56 54 55 34 66 52 93 89 55 62 43 93 22 34 49 35 58 55 46 55 20 65 24 35 65 347 2128 1376 421 5847 653 760 14971 1490 13699 453 4531 2819 917 1320 738 881 27378 5643 1088 3316 1928 2607 1035 693 1427 12911 13494 3401 3191 935 2978 1662 282 1870 4265 1357 1776 1405 3051 1547 915 2159 1010 791 2196 396 775 525 1355 6394 8094 6507 a0971307554483957355c187fdf5ac39d14b0307 Central Wesleyan College Centre College Chapman University Chatham College Chestnut Hill College Christendom College Christian Brothers University Christopher Newport University Claflin College Claremont McKenna College Clark University Clarke College Clarkson University Clemson University Clinch Valley Coll. of the Univ. of Virginia Coe College Coker College Colby College Colgate University College Misericordia College of Charleston College of Mount St. Joseph College of Mount St. Vincent College of Notre Dame College of Notre Dame of Maryland College of Saint Benedict College of Saint Catherine College of Saint Elizabeth College of Saint Rose College of Santa Fe College of St. Joseph College of St. Scholastica College of the Holy Cross College of William and Mary College of Wooster Colorado College Colorado State University Columbia College MO Columbia College Columbia University Concordia College at St. Paul Concordia Lutheran College Concordia University CA Concordia University Connecticut College Converse College Cornell College Creighton University Culver-Stockton College Cumberland College D'Youville College Dana College Daniel Webster College 174 1013 959 212 342 81 880 883 1196 1860 2887 460 2174 8065 689 1006 604 2848 4856 1432 4772 798 946 344 457 938 511 444 983 546 141 672 2994 7117 2100 3207 9478 314 737 6756 281 232 688 528 3035 440 1538 2967 1576 995 866 504 585 146 888 771 197 254 72 520 766 697 767 2059 340 1953 5257 561 742 452 1319 2492 888 3140 620 648 264 356 864 411 359 664 447 118 596 1691 3106 1883 1577 6312 158 614 1930 266 216 497 403 1546 407 1329 2836 1110 789 619 482 508 Page 3 88 288 351 91 126 51 224 428 499 227 457 167 557 2301 250 275 295 456 727 317 1265 238 177 97 177 511 186 122 249 189 55 278 659 1217 553 490 2194 132 242 871 139 106 144 186 438 149 383 876 274 398 157 185 153 8 55 23 28 25 33 16 3 21 71 30 14 35 37 15 29 15 58 46 29 22 14 23 11 35 29 23 34 23 16 12 29 70 68 29 56 29 10 21 78 13 16 30 22 42 35 33 30 24 26 18 10 12 29 82 48 56 64 71 42 37 47 93 61 45 68 65 30 60 47 84 75 58 55 41 46 42 61 62 51 53 57 42 21 60 95 88 65 87 65 28 67 96 29 34 75 56 93 70 68 60 55 47 47 36 30 1047 943 1662 471 518 139 1068 2910 959 887 1928 604 2332 11755 1125 1127 690 1720 2649 1121 6851 1165 707 500 667 1715 1692 493 1698 873 201 1350 2675 5186 1704 1892 15646 690 968 3376 1049 534 641 1168 1630 643 1140 3450 992 1306 1074 550 460 a0971307554483957355c187fdf5ac39d14b0307 Dartmouth College Davidson College Defiance College Delta State University Denison University DePauw University Dickinson College Dickinson State University Dillard University Doane College Dominican College of Blauvelt Dordt College Dowling College Drake University Drew University Drury College Duke University Earlham College East Carolina University East Tennessee State University East Texas Baptist University Eastern College Eastern Connecticut State University Eastern Illinois University Eastern Mennonite College Eastern Nazarene College Eckerd College Elizabethtown College Elmira College Elms College Elon College Embry Riddle Aeronautical University Emory & Henry College Emory University Emporia State University Erskine College Eureka College Evergreen State College Fairfield University Fayetteville State University Ferrum College Flagler College Florida Institute of Technology Florida International University Florida Southern College Florida State University Fontbonne College Fordham University Fort Lewis College Francis Marion University Franciscan University of Steubenville Franklin College Franklin Pierce College 8587 2373 571 967 2762 1994 3014 434 1998 793 360 604 1011 2799 2153 700 13789 1358 9274 3330 379 458 2172 5597 486 516 1422 2417 1457 245 3624 3151 765 8506 1256 659 560 1801 4784 1455 1339 1415 1947 3306 1381 11651 291 4200 3440 1801 553 804 5187 2273 956 461 945 2279 1656 2539 412 1376 709 329 562 829 2573 1580 650 3893 1006 6362 2730 341 369 1493 4253 440 409 1109 1843 1045 208 2786 2584 646 4168 1256 557 454 1101 3346 1064 1107 714 1580 2079 1040 8683 245 2874 2823 1655 452 632 4471 Page 4 1087 452 174 459 533 495 487 319 651 244 108 328 410 839 321 314 1583 274 2435 1303 265 165 564 1565 227 200 366 426 345 125 858 958 226 1236 853 167 113 438 781 452 336 338 523 1071 374 3023 126 942 1123 819 228 281 446 87 77 10 15 32 50 31 10 41 20 4 25 9 34 56 33 90 35 14 15 10 16 14 12 19 17 33 36 27 23 11 14 30 76 43 47 36 14 30 1 12 18 39 42 20 50 16 30 16 13 22 29 3 99 96 26 48 60 80 68 30 88 47 19 50 33 65 84 66 98 63 44 36 36 42 50 38 48 40 65 70 50 46 39 40 60 97 79 74 56 50 66 16 36 52 74 89 44 90 49 55 35 38 49 72 14 3918 1601 645 2806 1835 1983 1889 1376 1539 1022 756 1048 1059 3322 1192 1065 6188 1028 13171 6706 1050 1057 2766 9161 903 1238 1363 1476 1109 544 2933 4772 809 5544 3957 532 484 3065 2984 2632 1051 1345 1863 10208 1506 18906 981 4740 3793 3224 1301 840 1818 a0971307554483957355c187fdf5ac39d14b0307 Freed-Hardeman University Fresno Pacific College Furman University Gannon University Gardner Webb University Geneva College George Fox College George Mason University George Washington University Georgetown College Georgetown University Georgia Institute of Technology Georgia State University Georgian Court College Gettysburg College Goldey Beacom College Gonzaga University Gordon College Goshen College Goucher College Grace College and Seminary Graceland College Grand Valley State University Green Mountain College Greensboro College Greenville College Grinnell College Grove City College Guilford College Gustavus Adolphus College Gwynedd Mercy College Hamilton College Hamline University Hampden - Sydney College Hampton University Hanover College Hardin-Simmons University Harding University Hartwick College Harvard University Harvey Mudd College Hastings College Hendrix College Hillsdale College Hiram College Hobart and William Smith Colleges Hofstra University Hollins College Hood College Hope College Houghton College Huntingdon College Huntington College 895 346 2161 2464 1110 668 809 5653 7875 727 11115 7837 3793 348 3596 633 1886 674 440 1151 548 555 5165 780 608 510 2039 2491 1202 1709 380 3140 1006 817 7178 1006 467 1721 2083 13865 1377 817 823 920 922 2688 7428 602 699 1712 949 608 450 548 274 1951 1908 930 534 726 4326 5062 693 2881 4527 2341 281 2466 468 1524 565 396 813 428 414 3887 628 494 387 1389 1110 1054 1385 237 1783 825 644 3755 837 424 1068 1725 2165 572 708 721 745 729 2081 5860 498 565 1483 786 520 430 Page 5 314 146 685 678 332 237 294 1727 1492 286 1390 2276 1238 127 575 284 526 282 221 248 167 242 1561 198 176 194 432 573 326 634 104 454 328 307 1433 317 350 806 430 1606 178 262 274 347 244 500 1349 215 176 624 302 127 125 20 51 56 24 18 19 27 17 38 30 71 89 9 12 42 10 31 25 26 40 18 14 20 7 10 20 56 57 18 36 30 40 34 20 25 33 16 35 22 90 95 22 52 35 37 25 25 26 36 37 30 26 20 54 87 82 57 36 39 52 29 71 55 93 99 24 52 78 27 67 54 51 64 46 41 60 20 31 46 91 88 44 72 56 82 73 40 63 65 40 75 49 100 100 52 87 66 66 53 63 58 64 69 70 47 46 1174 704 2371 2693 1603 1306 1271 9528 5471 1063 5881 8528 7732 1095 1944 823 2523 1151 910 850 618 996 8234 545 649 771 1333 2213 1410 2281 716 1646 1362 945 4623 1024 1365 3128 1464 6862 654 935 954 1133 1000 1792 6534 795 710 2505 1210 538 488 a0971307554483957355c187fdf5ac39d14b0307 Huron University Husson College Illinois Benedictine College Illinois College Illinois Institute of Technology Illinois State University Illinois Wesleyan University Immaculata College Incarnate Word College Indiana State University Indiana University at Bloomington Indiana Wesleyan University Iona College Iowa State University Ithaca College James Madison University Jamestown College Jersey City State College John Brown University John Carroll University Johns Hopkins University Johnson State College Judson College Juniata College Kansas State University Kansas Wesleyan University Keene State College Kentucky Wesleyan College Kenyon College Keuka College King's College King College Knox College La Roche College La Salle University Lafayette College LaGrange College Lake Forest College Lakeland College Lamar University Lambuth University Lander University Lawrence University Le Moyne College Lebanon Valley College Lehigh University Lenoir-Rhyne College Lesley College LeTourneau University Lewis and Clark College Lewis University Lincoln Memorial University Lincoln University 600 723 607 894 1756 8681 3050 268 1163 5659 16587 735 4892 8427 7259 11223 472 2957 605 2421 8474 833 313 1005 5880 589 3121 584 2212 461 1456 355 1040 361 2929 4010 544 979 497 2336 831 1166 1243 1470 1386 6397 979 244 477 2774 1154 787 1660 197 652 558 787 1360 6695 1342 253 927 4761 13243 423 3530 7424 5526 5285 410 1423 405 2109 3446 669 228 859 4075 575 2446 497 1538 381 1053 300 845 321 1834 2402 399 638 452 1725 538 1009 947 1199 1060 4304 743 198 417 2092 1050 562 1091 Page 6 124 361 269 262 478 2408 471 103 386 3147 5873 366 913 3441 1368 2082 262 691 284 820 911 279 137 298 2833 148 822 175 408 174 381 142 286 185 622 572 177 271 231 1043 224 510 324 425 320 1092 259 82 204 482 395 363 326 3 10 22 28 42 10 55 16 16 10 25 20 13 26 23 32 14 10 24 27 75 3 10 36 25 16 5 20 44 10 20 34 48 10 20 36 15 31 24 10 15 9 50 21 28 40 25 12 29 35 12 21 15 9 30 47 63 77 35 86 44 49 31 72 48 33 59 52 72 41 30 53 57 94 13 30 55 55 40 19 49 75 43 45 65 77 41 56 59 35 70 47 27 35 33 77 76 56 84 46 33 54 64 31 55 41 392 951 1222 909 1911 15701 1818 494 1685 8596 24763 2448 3906 18676 5612 9652 9950 3817 961 3168 3566 1224 552 1075 14914 474 3480 662 1445 738 500 509 967 650 2738 2018 600 968 887 5438 840 2074 1129 1820 965 4298 1188 1134 1532 1763 2192 925 1196 a0971307554483957355c187fdf5ac39d14b0307 Lindenwood College Linfield College Livingstone College Lock Haven University of Pennsylvania Longwood College Loras College Louisiana College Louisiana State University at Baton Rouge Louisiana Tech University Loyola College Loyola Marymount University Loyola University Loyola University Chicago Luther College Lycoming College Lynchburg College Lyndon State College Macalester College MacMurray College Malone College Manchester College Manhattan College Manhattanville College Mankato State University Marian College of Fond du Lac Marietta College Marist College Marquette University Marshall University Mary Baldwin College Mary Washington College Marymount College Tarrytown Marymount Manhattan College Marymount University Maryville College Maryville University Marywood College Massachusetts Institute of Technology Mayville State University McKendree College McMurry University McPherson College Mercer University Mercyhurst College Meredith College Merrimack College Mesa State College Messiah College Miami University at Oxford Michigan State University Michigan Technological University MidAmerica Nazarene College Millersville University of Penn. 810 1561 900 3570 2747 1641 2013 5996 2397 4076 3768 1891 3579 1549 1286 1756 535 2939 740 874 1004 2432 962 3073 824 1611 4731 5152 4226 499 4350 478 695 941 1464 549 1107 6411 233 1002 578 420 2286 1557 857 1981 1584 1742 9239 18114 2618 331 6011 484 1188 473 2215 1870 1283 1053 4993 2144 3137 2662 1698 2959 1392 1005 1500 502 1496 558 758 802 1730 750 2672 670 960 3171 4600 3666 441 2178 327 535 772 888 397 859 2140 233 555 411 293 1668 1074 772 1541 1456 1382 7788 15096 2288 331 3075 Page 7 356 458 217 651 724 527 212 3079 1525 738 753 719 868 587 363 366 223 452 177 428 239 563 212 1547 337 342 830 1685 2007 199 756 117 239 214 176 169 323 1078 153 119 187 93 564 397 376 514 891 607 3290 6180 1032 225 960 6 48 22 17 12 20 33 29 22 25 42 24 25 38 16 3 6 56 12 21 23 20 21 9 15 27 12 36 14 26 39 9 21 10 26 26 13 96 5 16 25 11 37 15 25 18 6 30 35 23 42 15 22 33 72 47 41 47 39 61 57 45 54 64 80 55 72 37 21 20 86 29 46 63 63 54 29 41 60 31 71 60 52 78 34 30 30 52 51 51 99 12 43 50 32 70 40 58 36 18 64 39 57 77 36 60 2155 1548 621 3390 2874 1663 912 16269 6720 3010 3558 2740 5244 2269 1363 1524 959 1723 628 1605 909 2578 830 9649 1160 1089 3557 7016 7703 846 2997 731 988 1247 624 1343 1452 4481 658 836 880 336 2943 1805 1721 1927 3471 2258 13606 26640 5524 1100 5146 a0971307554483957355c187fdf5ac39d14b0307 Milligan College Millikin University Millsaps College Milwaukee School of Engineering Mississippi College Mississippi State University Mississippi University for Women Missouri Southern State College Missouri Valley College Monmouth College IL Monmouth College Montana College of Mineral Sci. & Tech. Montana State University Montclair State University Montreat-Anderson College Moorhead State University Moravian College Morehouse College Morningside College Morris College Mount Holyoke College Mount Marty College Mount Mary College Mount Mercy College Mount Saint Clare College Mount Saint Mary's College Mount Saint Mary College Mount St. Mary's College Mount Union College Mount Vernon Nazarene College Muhlenberg College Murray State University Muskingum College National-Louis University Nazareth College of Rochester New Jersey Institute of Technology New Mexico Institute of Mining and Tech. New York University Newberry College Niagara University North Adams State College North Carolina A. & T. State University North Carolina State University at Raleigh North Carolina Wesleyan College North Central College North Dakota State University North Park College Northeast Missouri State University Northeastern University Northern Arizona University Northern Illinois University Northwest Missouri State University Northwest Nazarene College 610 1444 905 1217 594 4255 480 1576 1310 601 2707 572 3500 5220 263 2442 1232 3708 586 882 1800 279 235 368 325 1321 1170 657 1310 510 2519 2225 1109 513 947 1879 787 13594 872 2220 1563 4809 10634 812 1127 2968 465 6040 11901 5891 10706 2729 616 461 1261 834 1088 385 3277 405 1326 983 503 1881 544 2836 2128 223 2164 955 1678 533 730 1314 276 217 317 284 1159 695 537 1086 485 1836 1910 922 347 798 1216 601 7244 722 1796 1005 3089 7064 689 884 2297 361 4577 8492 4931 7219 2535 514 Page 8 189 456 319 496 307 1609 380 913 316 204 478 320 1779 865 103 1189 303 722 239 330 526 126 121 159 95 328 238 113 458 334 462 1190 375 279 266 483 233 2505 154 467 240 1429 3176 195 308 1610 176 1620 2517 1973 2397 1257 385 26 29 32 36 36 18 19 13 5 28 14 45 15 19 10 12 23 41 16 2 47 17 12 20 16 15 14 37 26 18 30 29 24 23 36 27 40 70 14 65 1 12 39 7 30 13 19 36 16 23 12 8 29 52 62 61 69 57 57 46 50 35 57 34 72 42 53 24 37 58 66 36 13 79 37 32 49 33 36 48 90 61 36 61 55 46 48 68 62 73 86 36 99 19 33 78 24 64 47 39 72 42 48 37 29 52 685 1788 1073 1773 1695 10094 1673 3689 1057 671 1893 1470 8730 6411 316 5983 1241 2852 950 926 1891 600 931 806 364 1243 1170 1039 1365 1114 1656 5968 1115 2508 1274 3311 1017 12408 601 1919 1380 6162 16505 646 1310 7368 879 5640 11160 11249 14826 4787 1115 a0971307554483957355c187fdf5ac39d14b0307 Northwestern College Northwestern University Norwich University Notre Dame College Oakland University Oberlin College Occidental College Oglethorpe University Ohio Northern University Ohio University Ohio Wesleyan University Oklahoma Baptist University Oklahoma Christian University Oklahoma State University Otterbein College Ouachita Baptist University Our Lady of the Lake University Pace University Pacific Lutheran University Pacific Union College Pacific University Pembroke State University Pennsylvania State Univ. Main Campus Pepperdine University Peru State College Pfeiffer College Philadelphia Coll. of Textiles and Sci. Phillips University Piedmont College Pikeville College Pitzer College Point Loma Nazarene College Point Park College Polytechnic University Prairie View A. and M. University Presbyterian College Princeton University Providence College Purdue University at West Lafayette Queens College Quincy University Quinnipiac College Radford University Ramapo College of New Jersey Randolph-Macon College Randolph-Macon Woman's College Reed College Regis College Rensselaer Polytechnic Institute Rhodes College Rider University Ripon College Rivier College 860 12289 1743 379 3041 4778 2324 792 2936 11023 2190 758 776 4522 1496 910 2308 8256 1603 940 943 944 19315 3821 701 838 1538 692 663 404 1133 809 875 1132 2405 1082 13218 5139 21804 516 1025 3712 5702 2088 1771 696 1966 427 4996 2302 3586 587 484 811 5200 1625 324 2581 2767 1319 649 2342 8298 1700 681 765 3913 1205 773 1336 3750 1392 668 849 774 10344 2037 501 651 1259 576 562 400 630 687 744 847 2234 832 2042 3346 18744 392 707 2153 4894 957 1325 616 1436 385 4165 1831 2424 501 386 Page 9 366 1902 626 107 1173 678 370 186 669 3183 458 484 351 2181 428 450 295 1522 504 385 288 440 3450 680 458 159 468 174 127 169 220 428 207 302 1061 302 1153 973 5874 154 297 806 1742 362 306 169 327 143 936 391 730 211 141 22 85 8 15 16 50 52 56 35 21 36 35 22 29 26 31 22 37 31 20 41 14 48 86 10 11 19 19 20 28 37 20 7 58 10 34 90 20 29 32 22 17 15 6 21 35 47 18 53 58 16 28 6 56 98 29 37 56 89 81 87 62 54 65 59 44 57 57 73 46 70 68 48 71 34 93 96 40 25 42 50 40 48 73 43 38 89 22 63 98 55 60 62 66 45 37 29 46 66 80 38 82 82 31 52 28 1040 7450 1862 500 6441 2587 1686 769 2502 14861 1780 1707 1419 12830 1648 1310 1202 5809 2580 1316 1041 2174 28938 2488 959 654 1664 597 641 797 750 1889 1173 1379 4564 1133 4540 3717 26213 630 1070 2677 8077 2745 1071 653 1199 581 4291 1345 2748 735 590 a0971307554483957355c187fdf5ac39d14b0307 Roanoke College Rockhurst College Rocky Mountain College Roger Williams University Rollins College Rosary College Rowan College of New Jersey Rutgers at New Brunswick Rutgers State University at Camden Rutgers State University at Newark Sacred Heart University Saint Ambrose University Saint Anselm College Saint Cloud State University Saint Francis College IN Saint Francis College Saint John's University Saint Joseph's College IN Saint Joseph's College Saint Joseph's University Saint Joseph College Saint Louis University Saint Mary's College Saint Mary's College of Minnesota Saint Mary-of-the-Woods College Saint Michael's College Saint Olaf College Saint Peter's College Saint Vincent College Saint Xavier University Salem-Teikyo University Salem College Salisbury State University Samford University San Diego State University Santa Clara University Sarah Lawrence College Savannah Coll. of Art and Design Schreiner College Scripps College Seattle Pacific University Seattle University Seton Hall University Seton Hill College Shippensburg University of Penn. Shorter College Siena College Siena Heights College Simmons College Simpson College Sioux Falls College Skidmore College Smith College 2227 935 560 3304 1777 434 3820 48094 3366 5785 2307 897 2095 3971 213 1046 933 920 833 2519 292 3294 888 876 150 1910 2248 1606 700 785 489 335 4216 1680 9402 4019 1380 1109 584 855 1183 2115 4576 936 5818 540 2961 464 1003 1016 437 4293 2925 1790 858 392 2804 1151 321 1431 26330 1752 2690 1896 718 1553 3306 166 824 800 684 682 2003 241 2855 734 802 130 1380 1673 1413 595 647 384 284 2290 1395 7020 2779 768 688 413 632 1016 1540 3565 794 3281 445 1932 419 782 872 400 2728 1598 Page 10 437 345 270 679 382 141 695 4520 232 499 509 276 514 1921 85 284 444 225 217 776 96 956 393 367 88 463 745 530 278 295 120 132 736 691 2151 888 263 386 131 139 411 494 1000 197 1116 165 628 183 295 300 211 591 632 27 22 11 10 31 28 21 36 27 26 19 12 15 10 13 21 18 24 12 39 20 44 26 14 23 16 38 23 19 15 23 28 20 34 20 40 57 20 19 60 42 28 16 24 14 23 24 10 23 27 13 25 51 54 50 31 20 55 53 70 79 79 62 51 48 40 34 36 45 45 42 33 71 52 67 60 35 50 64 73 38 35 65 52 69 52 76 70 73 82 65 51 83 82 72 36 56 53 70 68 31 53 57 35 62 88 1460 1127 743 2111 1668 624 5303 21401 2585 4005 1707 1345 1873 11493 513 1223 1691 815 716 2473 543 4576 1433 1263 341 1715 2888 1921 1035 1670 700 534 4296 2959 16407 3891 1000 1897 521 569 1922 2993 4384 752 5268 1115 2669 686 1144 1116 614 2322 2479 a0971307554483957355c187fdf5ac39d14b0307 South Dakota State University Southeast Missouri State University Southeastern Oklahoma State Univ. Southern California College Southern Illinois University at Edwardsville Southern Methodist University Southwest Baptist University Southwest Missouri State University Southwest State University Southwestern Adventist College Southwestern College Southwestern University Spalding University Spelman College Spring Arbor College St. Bonaventure University St. John's College St. John Fisher College St. Lawrence University St. Martin's College St. Mary's College of California St. Mary's College of Maryland St. Mary's University of San Antonio St. Norbert College St. Paul's College St. Thomas Aquinas College Stephens College Stetson University Stevens Institute of Technology Stockton College of New Jersey Stonehill College SUNY at Albany SUNY at Binghamton SUNY at Buffalo SUNY at Stony Brook SUNY College at Brockport SUNY College at Oswego SUNY College at Buffalo SUNY College at Cortland SUNY College at Fredonia SUNY College at Geneseo SUNY College at New Paltz SUNY College at Plattsburgh SUNY College at Potsdam SUNY College at Purchase Susquehanna University Sweet Briar College Syracuse University Tabor College Talladega College Taylor University Tennessee Wesleyan College Texas A&M Univ. at College Station 2807 2281 818 385 2540 4301 1093 6118 1047 321 213 1244 283 3713 372 1489 323 1368 2753 191 2643 1340 1243 1334 651 861 450 1557 1768 4019 3646 13528 14463 15039 12512 7294 8000 5318 7888 4877 8598 8399 5549 3150 2119 2096 462 10477 257 4414 1769 232 14474 2589 1870 700 340 2195 3455 1093 5254 938 318 155 912 201 1237 362 1313 278 1064 1820 165 1611 695 1020 1243 581 609 405 1227 1249 1579 2300 9198 6166 9649 6969 3564 4556 3515 3519 2798 4562 3609 3583 2289 1264 1512 402 7260 183 1500 1092 182 10519 Page 11 1701 1408 447 193 994 1166 642 3204 511 172 75 352 97 443 181 375 122 354 505 63 465 285 414 568 243 215 194 489 380 710 585 1843 1757 3087 1724 904 1464 1025 1036 814 1143 656 853 650 390 465 146 2442 109 335 437 99 6392 13 18 20 18 13 41 12 15 13 11 28 44 10 47 15 13 31 19 31 5 36 42 33 30 8 10 17 37 51 23 25 16 60 36 27 7 17 8 6 13 56 19 9 16 5 27 36 28 19 30 41 7 49 37 43 50 38 40 69 32 37 33 27 66 77 45 83 32 45 51 51 56 25 80 73 60 56 17 27 34 69 93 65 69 61 94 100 66 34 70 29 40 48 93 53 40 51 33 59 68 67 41 60 80 29 85 7000 6553 2962 784 6063 4892 1770 13131 2091 620 504 1177 589 1971 1501 1688 393 1687 1801 494 2615 1315 2149 1946 617 1117 614 1964 1263 4365 2022 10168 8544 13963 9744 5758 6943 7626 5011 4123 5060 4658 5004 3598 2478 1442 527 10142 396 908 1757 402 31643 a0971307554483957355c187fdf5ac39d14b0307 Texas A&M University at Galveston Texas Christian University Texas Lutheran College Texas Southern University Texas Wesleyan University The Citadel Thiel College Tiffin University Transylvania University Trenton State College Tri-State University Trinity College CT Trinity College DC Trinity College VT Trinity University Tulane University Tusculum College Tuskegee University Union College KY Union College NY Univ. of Wisconsin at OshKosh University of Alabama at Birmingham University of Arkansas at Fayetteville University of California at Berkeley University of California at Irvine University of Central Florida University of Charleston University of Chicago University of Cincinnati University of Connecticut at Storrs University of Dallas University of Dayton University of Delaware University of Denver University of Detroit Mercy University of Dubuque University of Evansville University of Florida University of Georgia University of Hartford University of Hawaii at Manoa University of Illinois - Urbana University of Illinois at Chicago University of Indianapolis University of Kansas University of La Verne University of Louisville University of Maine at Farmington University of Maine at Machias University of Maine at Presque Isle University of Maryland at Baltimore County University of Maryland at College Park University of Massachusetts at Amherst 529 4095 497 4345 592 1500 1154 845 759 5042 1262 3058 247 222 2425 7033 626 2267 484 3495 4800 1797 3235 19873 15698 6986 682 6348 6855 9735 681 6361 14446 2974 927 576 2096 12445 11220 5081 3580 14939 8384 1487 8579 1597 4777 1208 441 461 4269 14292 14438 481 3079 423 3245 501 1242 951 734 729 2312 1102 1798 189 185 1818 5125 372 1827 384 1712 2900 1260 3108 8252 10775 2959 535 2999 5553 7187 588 5293 10516 2001 731 558 1626 8836 7871 4040 2603 11652 5727 1276 5561 969 3057 803 369 381 2594 10315 12414 Page 12 243 1195 215 2604 279 611 253 254 244 944 276 478 100 91 601 1223 145 611 177 528 1515 938 2133 3215 2478 1918 204 922 2408 2064 246 1507 3252 580 415 137 694 3623 3320 1194 1627 5705 2710 388 3681 226 1823 438 172 235 985 3409 3816 22 33 27 15 19 12 15 5 57 55 14 46 19 16 62 47 12 20 9 49 14 24 25 95 85 25 22 68 26 23 44 26 22 29 24 11 35 54 43 11 36 52 22 26 25 16 16 20 17 10 27 22 12 47 64 57 85 44 36 31 21 81 94 40 84 49 41 93 75 34 59 45 84 48 35 65 100 100 60 43 94 57 63 74 51 57 60 50 39 67 85 79 26 69 88 50 51 50 38 33 48 45 40 57 53 39 1206 5064 895 5584 1204 2024 791 662 867 5167 978 1737 309 484 2110 4941 983 2825 634 1915 7764 6960 9978 19532 12677 12330 771 3340 11036 12478 1058 5889 14130 2666 2149 662 2551 24470 19553 3768 11028 25422 13518 1417 17880 1431 9844 1906 633 974 6476 19340 16282 a0971307554483957355c187fdf5ac39d14b0307 University of Massachusetts at Dartmouth University of Miami University of Michigan at Ann Arbor University of Minnesota at Duluth University of Minnesota at Morris University of Minnesota Twin Cities University of Mississippi University of Missouri at Columbia University of Missouri at Rolla University of Missouri at Saint Louis University of Mobile University of Montevallo University of Nebraska at Lincoln University of New England University of New Hampshire University of North Carolina at Asheville University of North Carolina at Chapel Hill University of North Carolina at Charlotte University of North Carolina at Greensboro University of North Carolina at Wilmington University of North Dakota University of North Florida University of North Texas University of Northern Colorado University of Northern Iowa University of Notre Dame University of Oklahoma University of Oregon University of Pennsylvania University of Pittsburgh-Main Campus University of Portland University of Puget Sound University of Rhode Island University of Richmond University of Rochester University of San Diego University of San Francisco University of Sci. and Arts of Oklahoma University of Scranton University of South Carolina at Aiken University of South Carolina at Columbia University of South Florida University of Southern California University of Southern Colorado University of Southern Indiana University of Southern Mississippi University of St. Thomas MN University of St. Thomas TX University of Tennessee at Knoxville University of Texas at Arlington University of Texas at Austin University of Texas at San Antonio University of the Arts 3347 7122 19152 4192 1458 11054 3844 6574 1877 1618 452 1351 6277 1209 9750 1757 14596 5803 5191 6071 2777 1800 4418 5530 4144 7700 4743 8631 12394 8586 1758 4044 9643 5892 8766 3934 2306 285 4471 848 7693 7589 12229 1401 2379 2850 2057 374 7473 3281 14752 4217 974 2597 5386 12940 3126 874 6397 3383 4637 1826 1141 331 892 6003 750 7640 979 5985 4441 4134 3856 2249 1253 2737 4007 3379 3700 3970 6732 5232 6383 1485 2826 7751 2718 5498 2735 1721 280 2942 560 5815 4676 8498 1239 2133 2044 1807 280 5372 2559 9572 3100 704 Page 13 1006 1643 4893 1656 588 3524 1669 2940 823 479 269 570 3526 265 2529 394 3331 1730 1500 1449 1652 560 2049 1697 1853 1906 2233 2546 2464 2503 419 688 1968 756 1243 886 538 208 910 377 2328 1876 2477 605 1292 1046 828 185 3013 1448 5329 1686 290 10 42 66 15 56 26 26 32 49 18 17 18 33 19 24 32 75 19 15 15 20 44 23 12 18 79 32 25 85 25 27 51 12 46 56 40 23 21 29 14 30 29 45 10 8 20 26 45 27 19 48 17 5 37 69 92 45 86 55 47 62 77 54 54 78 63 54 62 74 92 62 44 67 54 85 51 37 52 96 63 61 100 59 58 83 40 72 75 70 48 43 60 24 66 63 71 34 25 50 53 77 53 43 85 46 22 4664 7760 22045 5887 1846 16502 7524 14782 3926 4793 1417 2385 16454 820 10358 2033 14609 10099 7532 6635 8334 3876 14047 8463 10135 7671 13436 11669 9205 13138 2041 2738 8894 2854 5071 3698 4309 1140 3674 1855 12594 14770 13259 3716 4283 9260 4106 995 15749 10975 30017 9375 1145 a0971307554483957355c187fdf5ac39d14b0307 University of the Pacific University of the South University of Tulsa University of Utah University of Vermont University of Virginia University of Washington University of West Florida University of Wisconsin-Stout University of Wisconsin-Superior University of Wisconsin-Whitewater University of Wisconsin at Green Bay University of Wisconsin at Madison University of Wisconsin at Milwaukee University of Wyoming Upper Iowa University Ursinus College Ursuline College Valley City State University Valparaiso University Vanderbilt University Vassar College Villanova University Virginia Commonwealth University Virginia State University Virginia Tech Virginia Union University Virginia Wesleyan College Viterbo College Voorhees College Wabash College Wagner College Wake Forest University Walsh University Warren Wilson College Wartburg College Washington and Jefferson College Washington and Lee University Washington College Washington State University Washington University Wayne State College Waynesburg College Webber College Webster University Wellesley College Wells College Wentworth Institute of Technology Wesley College Wesleyan University West Chester University of Penn. West Liberty State College West Virginia Wesleyan College 2459 1445 1712 5095 7663 15849 12749 1558 2593 910 4400 2409 14901 5244 2029 663 1399 325 368 2075 7791 3550 7759 4963 2996 15712 1847 1470 647 1465 800 1416 5661 1092 440 1231 1305 3315 1209 6540 7654 1373 1190 280 665 2895 318 1480 980 4772 6502 1164 1566 1997 966 1557 4491 6008 5384 7025 1254 1966 910 3719 1939 10932 3782 1516 452 1026 260 344 1727 4690 1877 5588 3497 2440 11719 1610 900 518 1006 623 1015 2392 890 311 1074 1100 1096 942 5839 5259 1373 978 143 462 1249 240 1257 807 1973 3539 1062 1400 Page 14 582 326 696 2400 1735 2678 3343 472 1030 342 1472 759 4631 1930 1073 192 308 86 212 520 1499 653 1477 1567 704 4277 453 287 271 188 256 417 903 477 112 345 334 425 214 2440 1254 724 324 79 226 579 130 452 350 712 1372 478 483 36 46 41 27 18 74 40 20 9 14 12 17 36 12 23 10 44 21 5 49 71 53 30 18 2 29 19 20 17 10 41 10 75 27 25 34 42 68 31 31 62 6 12 5 17 80 40 6 10 60 11 12 28 66 83 68 53 51 95 81 57 32 53 38 50 80 37 46 35 77 47 27 81 92 87 68 45 30 53 59 49 43 30 76 44 88 92 49 66 64 93 60 70 93 21 30 27 44 96 85 25 25 86 51 25 55 2664 1129 2936 13894 7353 11278 20356 3754 6038 1434 7804 3819 23945 11561 7535 1481 1131 699 863 2501 5500 2164 6362 10262 3006 18511 1298 1130 1014 703 801 1324 3499 847 466 1295 1098 1584 822 14445 4879 2754 1280 327 1739 2195 416 2961 872 2714 7484 2138 1509 a0971307554483957355c187fdf5ac39d14b0307 Western Carolina University Western Maryland College Western Michigan University Western New England College Western State College of Colorado Western Washington University Westfield State College Westminster College MO Westminster College Westminster College of Salt Lake City Westmont College Wheaton College IL Westminster College PA Wheeling Jesuit College Whitman College Whittier College Whitworth College Widener University Wilkes University Willamette University William Jewell College William Woods University Williams College Wilson College Wingate College Winona State University Winthrop University Wisconsin Lutheran College Wittenberg University Wofford College Worcester Polytechnic Institute Worcester State College Xavier University Xavier University of Louisiana Yale University York College of Pennsylvania 3224 1205 9167 1650 2702 5548 3100 662 996 917 950 1432 1738 903 1861 1681 1121 2139 1631 1658 663 469 4186 167 1239 3325 2320 152 1979 1501 2768 2197 1959 2097 10705 2989 2519 984 7191 1471 1623 3563 2150 553 866 720 713 920 1373 755 998 1069 926 1492 1431 1327 547 435 1245 130 1017 2047 1805 128 1739 935 2314 1515 1805 1915 2453 1855 Page 15 1057 278 2738 409 604 1549 825 184 377 213 351 548 417 213 359 344 372 502 434 395 315 227 526 46 383 1301 769 75 575 273 682 543 695 695 1317 691 11 31 24 7 7 30 3 20 29 21 42 56 21 15 45 35 43 24 15 49 32 17 81 16 10 20 24 17 42 51 49 4 24 34 95 28 31 50 53 21 24 71 20 43 58 60 72 84 55 49 77 63 70 64 36 80 67 39 96 50 34 45 61 41 68 83 86 26 47 61 99 63 5000 1071 15739 1803 2315 8909 3234 665 1411 979 1276 2200 1335 971 1220 1235 1270 2186 1803 1595 1279 851 1988 199 1207 5800 3395 282 1980 1059 2802 3089 2849 2793 5217 2988 a0971307554483957355c187fdf5ac39d14b0307 P.Undergrad Outstate Room.Board Books Personal PhD Terminal S.F.Ratio perc.alumni 537 7440 3300 450 2200 70 78 18.1 12 1227 12280 6450 750 1500 29 30 12.2 16 99 11250 3750 400 1165 53 66 12.9 30 63 12960 5450 450 875 92 97 7.7 37 869 7560 4120 800 1500 76 72 11.9 2 41 13500 3335 500 675 67 73 9.4 11 230 13290 5720 500 1500 90 93 11.5 26 32 13868 4826 450 850 89 100 13.7 37 306 15595 4400 300 500 79 84 11.3 23 78 10468 3380 660 1800 40 41 11.5 15 110 16548 5406 500 600 82 88 11.3 31 44 17080 4440 400 600 73 91 9.9 41 638 9690 4785 600 1000 60 84 13.3 21 28 12572 4552 400 400 79 87 15.3 32 1235 8352 3640 650 2449 36 69 11.1 26 287 8700 4780 450 1400 78 84 14.7 19 5 19760 5300 660 1598 93 98 8.4 63 281 10100 3520 550 1100 48 61 12.1 14 326 9996 3090 900 1320 62 66 11.5 18 1512 5130 3592 500 2000 60 62 23.1 5 23 15476 3336 400 1100 69 82 11.3 35 1035 6806 2540 96 2000 83 96 18.3 14 767 11208 4124 350 1615 55 65 12.7 25 7585 7434 4850 700 2100 88 93 18.9 5 182 8644 3922 500 800 79 88 12.6 24 939 3460 2650 450 1000 57 60 19.6 5 689 12000 5920 500 500 93 93 13.8 30 1716 6300 3933 600 1908 85 91 16.7 18 726 11902 4372 540 950 65 65 12.8 31 38 13353 4173 540 821 78 83 12.7 40 300 10990 3244 600 1021 66 70 10.4 30 15 11280 4342 400 1150 81 95 13 33 538 9925 4135 750 1350 59 67 22.4 11 466 8620 4100 400 2250 58 68 11 21 1460 10995 4410 1000 1000 68 74 17.6 20 266 9690 4300 500 500 57 77 9.7 35 15 19264 6206 750 750 98 98 10.4 30 69 17926 8124 600 850 83 93 10.3 33 3144 11290 5360 600 1800 76 78 12.6 11 484 6450 3920 600 1346 71 76 18.5 38 519 12850 5400 400 800 78 89 12.2 30 605 8840 2950 750 1290 74 82 13.1 31 131 9000 4850 300 2480 78 85 13.2 10 623 7800 3664 650 900 61 61 11.1 19 81 16304 3616 355 715 87 95 11.1 26 824 4425 2700 660 1800 57 62 19.6 16 501 9550 3850 350 250 64 84 14.1 18 2 21700 4100 600 500 35 59 10.1 33 1533 13800 5510 630 850 87 87 17.5 20 49 8050 3940 350 2375 80 80 16.3 17 62 8740 3363 550 1700 62 68 11.6 29 101 8540 3580 500 1400 61 80 8.8 32 Page 16 a0971307554483957355c187fdf5ac39d14b0307 74 82 207 27 946 129 81 3113 8 1213 42 643 62 479 822 430 55 1253 349 16 31 442 148 446 868 432 1404 1254 136 1204 184 434 960 331 12 291 737 239 580 513 294 80 211 12 764 82 526 44 323 40 3881 1596 898 6200 5188 11660 6500 7844 7150 9900 18420 19030 7452 14080 10870 19380 9592 4371 10260 10265 2340 19528 18165 18550 13306 13130 10518 8900 12950 7380 7706 10230 7550 6060 10750 13050 8400 19292 17900 12200 8150 13125 15700 7656 9270 13712 9384 14340 7344 11400 8950 11230 10938 5962 4620 7242 2900 3396 4325 2700 2948 4350 3990 6810 5885 3352 6270 4440 6750 5879 2370 3597 4725 3580 5926 6750 4750 3797 4650 6250 4600 5300 4877 4368 3710 2790 3070 5340 4000 2812 3957 5690 3880 3150 3775 4730 4690 4100 6408 4840 5285 4410 5400 3490 6643 3660 4444 3288 3603 600 650 400 500 500 450 400 475 1495 600 500 2000 410 500 500 600 560 860 720 500 800 450 500 300 425 612 612 600 400 600 600 400 500 300 550 450 480 400 500 525 400 600 526 600 500 570 500 600 2340 650 500 300 654 800 2500 900 1000 1680 1500 900 1025 875 1700 900 1522 1000 700 2000 1500 875 1220 1100 1200 1200 950 1600 300 1000 576 2091 1926 1210 500 1300 1130 800 2134 550 1250 930 500 1300 1460 700 1860 1100 500 1000 1000 760 1900 620 600 985 2250 1416 Page 17 63 48 74 76 66 61 76 80 93 81 57 75 90 71 62 39 68 76 99 100 95 62 77 59 87 72 72 90 75 77 62 90 64 10 81 86 74 61 74 95 89 75 90 22 58 50 41 86 8 76 69 69 67 63 48 79 76 68 67 71 81 96 89 80 81 97 80 62 66 73 76 100 100 97 69 81 76 96 74 81 90 81 77 66 92 69 50 93 93 81 62 89 95 91 82 96 47 83 52 85 92 58 90 73 80 89 11.7 13.8 14 14.3 18 17.8 13.3 11.9 11.2 21.1 10.2 14.4 9.8 13.7 12.6 13.1 13.2 20.5 7.6 12.3 14.2 8.8 10.9 16.5 13.9 12.4 19.8 21.2 14.8 21.8 17.7 14.6 12.1 12.1 10.4 9.2 17.8 13.6 15.9 2.9 14.7 13.5 9.3 14.3 11.7 15.3 9.5 11.3 6.8 13.5 16.7 19.7 18.1 13 9 34 53 19 3 19 16 52 14 21 21 24 12 10 26 24 40 39 49 36 10 29 36 25 17 13 8 41 34 13 26 27 24 60 31 25 16 22 29 8 27 18 20 39 34 20 25 4 29 4 4 0 a0971307554483957355c187fdf5ac39d14b0307 33 7 209 148 232 3 364 1749 13 1 296 350 53 770 422 205 222 35 25 493 1200 1232 432 331 1983 103 562 968 894 683 173 275 22 134 1 7 1829 5346 237 55 181 172 101 145 232 80 10 644 112 122 336 84 536 8300 11850 16624 13500 10335 8730 9300 7860 4412 17000 17500 10740 15960 8116 7168 13925 9888 18930 19510 10860 6120 9800 11790 12600 11180 12247 12224 10900 9990 11138 8300 11844 18000 11720 16240 17142 8412 8294 10425 18624 10500 6900 10800 9216 18740 12050 15248 10628 8000 6230 8920 9130 12292 3080 4270 5895 5230 5015 3600 3260 4750 2460 6010 4200 3676 5580 3610 3689 4390 4502 5590 5565 5760 3460 4430 5770 5520 5620 4221 4440 5250 5666 4138 4850 3696 6300 4298 4690 4190 4180 3700 3975 6664 3750 3800 4440 4191 6300 3700 4323 4372 3700 3526 4310 3322 4934 600 600 600 400 700 400 600 525 500 500 500 350 700 800 600 500 400 500 500 550 666 400 500 630 600 500 450 380 800 600 450 450 400 600 500 450 470 400 500 550 450 450 570 400 600 500 550 650 400 400 680 450 500 600 900 1100 850 850 800 900 1889 1000 850 950 900 1300 1618 1900 2200 1000 1000 750 900 2316 1150 1000 2250 700 600 1000 1000 1500 1200 1300 1146 900 800 500 1200 1800 900 1500 300 950 1825 1515 1000 500 900 800 2055 500 600 1320 1450 500 Page 18 62 95 72 95 71 92 81 80 69 99 94 67 95 82 67 73 64 83 95 56 73 46 75 77 64 70 63 68 66 40 53 54 92 89 84 85 87 87 61 97 69 67 55 56 86 63 71 85 51 42 68 46 61 62 99 80 98 71 92 81 82 69 99 95 71 95 88 67 86 77 94 98 62 78 46 77 80 64 88 87 70 71 74 53 76 96 92 96 97 89 87 77 98 75 76 60 64 95 76 76 90 52 44 68 51 61 15.2 11.4 12.8 9.3 8.3 9.3 11.1 21.2 16.9 9.6 10.5 11 15.8 18 18.1 12.7 12.1 10.2 10.5 12.9 17.2 11.1 11.9 10.4 11.5 13.1 11.5 11.4 14.3 14 9.5 11.6 11.3 12.1 11.1 11.3 19.2 15.3 14.7 5.9 12.8 12.1 13.1 12.1 10.7 10.2 12.2 6.5 14.1 13 14.6 12.6 22.2 18 60 6 37 29 17 24 16 31 52 35 27 32 17 9 32 39 41 45 23 18 35 35 7 32 26 32 23 28 7 19 33 55 31 43 51 10 2 34 21 18 9 13 13 40 31 31 32 28 4 42 25 10 a0971307554483957355c187fdf5ac39d14b0307 32 6 283 538 14 36 62 237 45 411 863 56 2458 726 87 48 53 13 1687 2640 151 355 1531 845 59 30 23 299 502 436 334 856 32 192 588 35 16 363 1037 617 82 44 233 9310 970 3242 337 1646 486 436 242 68 1197 19545 17295 10850 4528 16900 14300 18700 4486 6700 9570 8310 9800 9000 13420 18432 8730 18590 15036 7248 5800 4950 11190 5962 5710 9650 8770 15360 14190 14990 11800 9100 7800 8578 17600 5401 10485 10955 6297 15000 6806 9400 5120 13900 6597 8025 6680 8390 14235 6198 5840 9650 10390 13320 6070 5070 3670 1880 4720 5020 5000 2146 3650 3000 5500 2650 3100 4770 5616 3523 5950 4056 3240 3000 2780 4800 4316 3066 3800 3500 4080 4400 4980 4765 3883 3750 4408 6000 3144 3840 3450 4600 6200 2550 4200 3200 4140 2494 4865 4060 4100 6965 3320 3138 4400 4040 4630 550 600 400 500 500 550 595 600 500 400 600 450 450 560 520 500 625 600 500 600 530 450 650 120 600 450 600 500 450 450 490 570 700 600 450 475 330 600 700 350 500 500 750 800 400 600 350 600 500 400 600 525 500 1100 1011 1159 1200 600 950 1250 2000 2307 1000 1800 2800 1413 1675 660 750 1162 600 1700 2200 1500 1230 500 1730 1300 700 1000 750 550 1700 1777 3020 1600 870 1888 1246 670 1323 1100 766 1600 2140 1500 3028 650 1020 1500 1735 2500 2430 1000 1345 800 Page 19 95 95 58 49 88 78 87 50 52 67 43 61 77 88 93 82 95 90 74 73 62 60 71 62 46 58 82 65 77 71 70 37 79 97 72 76 62 75 86 75 53 52 90 81 65 80 45 86 89 76 57 54 50 99 97 60 63 97 94 94 64 52 72 43 60 78 93 97 92 96 94 78 75 62 60 76 71 65 58 89 68 98 71 74 43 88 98 75 80 87 78 90 75 58 60 90 96 74 89 55 97 97 76 69 78 56 4.7 12 12.8 17.1 11.6 11.1 11.2 16.5 14.1 15.1 12.7 12.5 12.4 15 10.2 13.2 5 10.6 13.2 14 15.7 13.6 16.9 16.2 11.4 17.3 12.8 12.8 21.5 11.3 18.9 16.5 13.9 5 19.3 13.5 10.6 18.1 15.1 15.1 12.5 18.1 10.6 13.9 17.4 23.1 21.5 14.4 19.1 19.1 14.9 12.5 17.6 49 46 19 16 45 31 39 28 12 42 5 17 7 24 28 35 44 46 18 9 7 22 14 5 29 17 26 25 21 21 34 4 51 28 4 47 31 14 30 10 9 9 7 20 10 15 24 14 6 8 8 37 16 a0971307554483957355c187fdf5ac39d14b0307 50 63 175 691 374 258 43 3822 1470 48 406 654 9054 785 46 963 296 39 166 80 113 2281 2619 42 314 53 30 35 299 50 1108 24 102 1 740 15 334 213 67 320 5 37 6 42 275 5 1350 74 399 208 26 126 43 5500 9900 13440 10970 8180 9476 12500 10800 17450 8100 18300 6489 6744 9150 19964 6120 13000 12200 9420 15588 8958 9100 6108 11750 8330 10310 15688 5224 13404 14125 11000 19700 13252 13218 7161 8200 6300 5504 17480 18485 17230 9376 8800 11090 14067 19029 11600 13470 13960 12275 9990 8080 9950 3340 3670 4048 4280 4270 4820 4130 4840 6328 3950 7131 4438 2655 3950 4328 2985 4450 4070 3730 6174 3670 3100 3800 2700 3770 4530 4618 3048 5160 3600 5550 5050 4194 4773 3518 3485 2980 3528 4780 6410 6690 3272 3195 4700 4560 5841 5920 5515 6040 4341 3550 3920 3920 600 630 600 500 500 500 400 580 700 550 670 795 720 500 500 531 600 400 600 500 300 550 500 400 550 400 400 525 450 400 500 300 450 660 600 500 700 700 500 500 700 500 500 400 400 600 1000 500 450 465 500 500 300 1600 1818 1250 1380 500 1100 1050 1050 950 550 1700 1164 3450 800 500 1830 2400 1200 1230 1200 1000 880 1000 850 1300 800 400 350 1050 700 500 800 550 600 2000 1200 2140 910 700 1920 900 1902 1200 750 1000 600 1000 850 690 1100 1500 1100 1300 Page 20 68 59 92 47 65 67 53 93 92 73 91 92 87 56 94 25 78 73 51 78 53 51 64 77 64 57 88 65 78 79 36 91 89 95 60 84 75 71 75 97 100 57 82 80 75 99 81 78 82 72 85 63 76 76 59 95 51 58 67 53 96 93 76 92 92 89 59 95 25 90 82 56 90 59 61 66 83 80 61 92 65 86 89 41 96 93 97 64 84 79 77 87 97 100 63 99 80 95 99 90 91 88 81 90 72 76 16.1 10.5 13.5 13.3 15.2 20.1 13.5 19.3 7.6 13.3 7.2 19.3 19 12.2 12.1 27.6 14.7 14.2 9.9 9.2 15.3 23.6 20.6 14 13 14.3 9.5 18.4 15.6 12.5 7.8 9.6 13 13.3 14 10.6 13.7 17.7 12.3 9.9 8.2 13 13.1 12 10.6 12.1 13.9 11.1 14.4 12.5 15 11.4 11.8 13 14 28 18 12 26 22 7 15 28 27 33 10 27 32 4 32 32 46 34 26 24 9 24 31 16 54 18 30 58 22 60 33 53 9 26 10 37 32 52 46 17 26 31 34 37 10 48 34 40 24 9 25 a0971307554483957355c187fdf5ac39d14b0307 69 706 519 28 626 1823 23 1305 556 1949 2717 707 1446 1715 166 742 71 1394 99 392 1569 345 67 43 2246 258 776 121 1 55 541 44 24 819 1662 226 363 20 1957 4058 325 341 74 558 502 132 166 336 77 59 1423 605 33 7260 7800 10500 8050 14550 7799 14360 10000 8840 6892 9766 9210 10690 7550 14424 7994 7620 3946 6398 11700 18800 7656 9414 14850 6995 8400 7870 8000 19240 9600 10910 8664 15747 8842 12600 18730 6987 16880 9400 4752 5170 4938 17163 11040 13850 18700 10100 11700 8840 15800 10560 5950 4818 3090 4000 4348 3850 4620 3403 4090 5364 4689 3706 3990 3782 6790 3224 6192 4544 3050 4800 3672 5550 6740 4690 4554 4460 3120 3250 4157 4150 3690 4550 5160 3350 4062 4782 5610 5740 3585 3970 4005 3040 3430 2987 3891 4840 4755 5580 4000 5300 4240 4790 4520 2890 3400 600 350 650 600 500 537 400 500 750 600 600 700 570 640 634 500 400 400 400 600 500 500 500 450 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28 38 15 30 37 22 14 13 32 46 43 37 25 33 14 9 38 12 19 25 12 10 11 57 28 30 43 20 18 23 21 10 35 8 a0971307554483957355c187fdf5ac39d14b0307 191 840 11 325 118 170 158 3757 1822 184 436 761 3417 85 74 280 150 113 63 246 51 254 150 1792 653 210 658 804 2339 377 736 370 785 776 128 1751 402 28 58 684 477 80 1260 433 470 1084 911 53 807 4120 414 166 1532 9200 13380 4400 7352 7920 11200 5150 5925 3957 12990 13592 11100 11500 13240 13900 12450 7320 15909 9620 9858 10440 12370 14700 4300 9400 13850 10700 11610 5094 11200 6490 11510 10200 11390 11200 9250 11040 20100 4486 7680 6930 7950 11985 9813 6720 12500 5016 10300 8856 10658 8127 6840 7844 4800 4210 3400 3620 3962 4000 3036 2980 2325 6300 5916 5870 5330 3560 4300 5400 4640 4772 3750 3700 3850 6800 6550 2643 3400 3920 5925 4760 4010 7400 4942 6450 7000 5280 4208 4550 4500 5975 2516 3740 3452 3750 4081 4050 3250 6200 3798 5080 3960 3734 3978 3720 3830 1000 500 800 225 550 500 500 600 618 600 545 600 700 600 500 450 500 500 550 450 525 500 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