Untitled
Priyanka
2022-08-28
mydata <- read.csv("C:/Users/Public/Universities.csv")
mydata## College.Name State
## 1 Alaska Pacific University AK
## 2 University of Alaska at Fairbanks AK
## 3 University of Alaska Southeast AK
## 4 University of Alaska at Anchorage AK
## 5 Alabama Agri. & Mech. Univ. AL
## 6 Faulkner University AL
## 7 University of Montevallo AL
## 8 Alabama State University AL
## 9 Auburn University-Main Campus AL
## 10 Birmingham-Southern College AL
## 11 University of North Alabama AL
## 12 Huntingdon College AL
## 13 Jacksonville State University AL
## 14 Judson College AL
## 15 Livingston University AL
## 16 Miles College AL
## 17 University of Mobile AL
## 18 Oakwood College AL
## 19 Samford University AL
## 20 Spring Hill College AL
## 21 Stillman College AL
## 22 Talladega College AL
## 23 Troy State University at Troy AL
## 24 Tuskegee University AL
## 25 University of Alabama at Tuscaloosa AL
## 26 University of Alabama at Birmingham AL
## 27 University of Alabama at Huntsville AL
## 28 University of South Alabama AL
## 29 Auburn University at Montgomery AL
## 30 University of Arkansas at Monticello AR
## 31 University of Arkansas at Pine Bluff AR
## 32 Arkansas College (Lyon College) AR
## 33 Arkansas Tech University AR
## 34 Arkansas State University AR
## 35 University of Central Arkansas AR
## 36 University of the Ozarks AR
## 37 Henderson State University AR
## 38 Hendrix College AR
## 39 John Brown University AR
## 40 University of Arkansas at Little Rock AR
## 41 Ouachita Baptist University AR
## 42 Philander Smith College AR
## 43 Williams Baptist College AR
## 44 Southern Arkansas University AR
## 45 University of Arkansas at Fayetteville AR
## 46 Harding University AR
## 47 Grand Canyon University AZ
## 48 Arizona State University Main campus AZ
## 49 Northern Arizona University AZ
## 50 University of Arizona AZ
## 51 Prescott College AZ
## 52 Azusa Pacific University CA
## 53 Biola University CA
## 54 California Baptist College CA
## 55 California Institute of Technology CA
## 56 California Lutheran University CA
## 57 California State Univ. at Fullerton CA
## 58 California State Univ. at Hayward CA
## 59 California State Univ. at Long Beach CA
## 60 California State Univ. at Los Angeles CA
## 61 California State Univ. at Dominguez Hills CA
## 62 California State Univ. at San Bernardino CA
## 63 California Polytechnic-San Luis CA
## 64 California Poly-Pomona CA
## 65 California State University at Chico CA
## 66 California State University at Fresno CA
## 67 Humboldt State University CA
## 68 California State University at Sacramento CA
## 69 San Diego State University CA
## 70 California State University at Northridge CA
## 71 San Francisco State University CA
## 72 San Jose State University CA
## 73 Sonoma State University CA
## 74 California State University at Stanislaus CA
## 75 United States International University CA
## 76 Chapman University CA
## 77 Claremont McKenna College CA
## 78 Harvey Mudd College CA
## 79 Pitzer College CA
## 80 Pomona College CA
## 81 Scripps College CA
## 82 College of Notre Dame CA
## 83 Holy Names College CA
## 84 Dominican College of San Rafael CA
## 85 La Sierra University CA
## 86 University of La Verne CA
## 87 Menlo College CA
## 88 Mills College CA
## 89 Mount St. Mary's College CA
## 90 Occidental College CA
## 91 Pacific Christian College CA
## 92 Fresno Pacific College CA
## 93 Pacific Union College CA
## 94 Point Loma Nazarene College CA
## 95 Pepperdine University CA
## 96 Southern California College CA
## 97 St. Mary's College of California CA
## 98 Stanford University CA
## 99 University of California at Berkeley CA
## 100 University of California at Davis CA
## 101 University of California at Irvine CA
## 102 University of California at Los Angeles CA
## 103 University of California at Riverside CA
## 104 University of California at San Diego CA
## 105 University of California at Santa Barbara CA
## 106 University of California at Santa Cruz CA
## 107 University of Redlands CA
## 108 University of San Francisco CA
## 109 Santa Clara University CA
## 110 University of Southern California CA
## 111 University of the Pacific CA
## 112 Westmont College CA
## 113 Whittier College CA
## 114 Woodbury University CA
## 115 University of Judaism CA
## 116 San Francisco Art Institute CA
## 117 California State Univ. at Bakersfield CA
## 118 University of San Diego CA
## 119 Thomas Aquinas College CA
## 120 Loyola Marymount University CA
## 121 Concordia University CA
## 122 Adams State College CO
## 123 Colorado College CO
## 124 University of Northern Colorado CO
## 125 Colorado State University CO
## 126 Fort Lewis College CO
## 127 Mesa State College CO
## 128 Metropolitan State College CO
## 129 Regis University CO
## 130 University of Southern Colorado CO
## 131 United States Air Force Academy CO
## 132 University of Colorado at Boulder CO
## 133 University of Denver CO
## 134 Western State College of Colorado CO
## 135 University of Colorado at Colorado Springs CO
## 136 University of Colorado at Denver CO
## 137 Colorado Christian University CO
## 138 Albertus Magnus College CT
## 139 Central Connecticut State University CT
## 140 Connecticut College CT
## 141 Western Connecticut State University CT
## 142 Fairfield University CT
## 143 University of New Haven CT
## 144 Teikyo Post University CT
## 145 Quinnipiac College CT
## 146 Sacred Heart University CT
## 147 Southern Connecticut State University CT
## 148 Saint Joseph College CT
## 149 Trinity College CT
## 150 United States Coast Guard Academy CT
## 151 University of Bridgeport CT
## 152 University of Hartford CT
## 153 Wesleyan University CT
## 154 Eastern Connecticut State University CT
## 155 Yale University CT
## 156 University of Connecticut at Storrs CT
## 157 American University DC
## 158 Catholic University of America DC
## 159 Gallaudet University DC
## 160 George Washington University DC
## 161 Georgetown University DC
## 162 Howard University DC
## 163 Mount Vernon College DC
## 164 Trinity College DC
## 165 Univ. of the District of Columbia DC
## 166 Delaware State College DE
## 167 Goldey Beacom College DE
## 168 University of Delaware DE
## 169 Wesley College DE
## 170 Wilmington College DE
## 171 Barry University FL
## 172 Bethune Cookman College FL
## 173 St. Thomas University FL
## 174 Florida Institute of Technology FL
## 175 Clearwater Christian College FL
## 176 Embry Riddle Aeronautical University FL
## 177 Florida A&M University FL
## 178 Florida Atlantic University FL
## 179 Florida Memorial College FL
## 180 Eckerd College FL
## 181 Florida Southern College FL
## 182 Florida State University FL
## 183 Jacksonville University FL
## 184 Lynn University FL
## 185 Nova Southeastern University FL
## 186 Rollins College FL
## 187 St. Leo College FL
## 188 Stetson University FL
## 189 University of Florida FL
## 190 University of Miami FL
## 191 University of South Florida FL
## 192 University of Tampa FL
## 193 Webber College FL
## 194 University of Central Florida FL
## 195 University of West Florida FL
## 196 Flagler College FL
## 197 Warner Southern College FL
## 198 Palm Beach Atlantic College FL
## 199 Florida International University FL
## 200 University of North Florida FL
## 201 Agnes Scott College GA
## 202 Albany State College GA
## 203 Armstrong State College GA
## 204 Clark Atlanta University GA
## 205 Augusta College GA
## 206 Berry College GA
## 207 Brenau University GA
## 208 Brewton-Parker College GA
## 209 Columbus College GA
## 210 Emory University GA
## 211 Fort Valley State College GA
## 212 Georgia Institute of Technology GA
## 213 Southern College of Technology GA
## 214 Georgia Southern University GA
## 215 Georgia Southwestern College GA
## 216 Georgia State University GA
## 217 Kennesaw State College GA
## 218 LaGrange College GA
## 219 Mercer University GA
## 220 Morehouse College GA
## 221 Morris Brown College GA
## 222 North Georgia College GA
## 223 Oglethorpe University GA
## 224 Paine College GA
## 225 Piedmont College GA
## 226 Savannah State College GA
## 227 Shorter College GA
## 228 Spelman College GA
## 229 Toccoa Falls College GA
## 230 University of Georgia GA
## 231 Valdosta State University GA
## 232 Wesleyan College GA
## 233 West Georgia College GA
## 234 Georgia College GA
## 235 Covenant College GA
## 236 Savannah Coll. of Art and Design GA
## 237 Chaminade University of Honolulu HI
## 238 Brigham Young University - Hawaii HI
## 239 University of Hawaii at Manoa HI
## 240 Hawaii Pacific University HI
## 241 University of Hawaii at Hilo HI
## 242 Briar Cliff College IA
## 243 Buena Vista College IA
## 244 Central College IA
## 245 Clarke College IA
## 246 Coe College IA
## 247 Cornell College IA
## 248 Dordt College IA
## 249 Drake University IA
## 250 Graceland College IA
## 251 Grand View College IA
## 252 Grinnell College IA
## 253 Iowa State University IA
## 254 Iowa Wesleyan College IA
## 255 Loras College IA
## 256 Luther College IA
## 257 Teikyo Marycrest University IA
## 258 Morningside College IA
## 259 Mount Mercy College IA
## 260 Mount Saint Clare College IA
## 261 Northwestern College IA
## 262 Simpson College IA
## 263 Saint Ambrose University IA
## 264 University of Northern Iowa IA
## 265 University of Dubuque IA
## 266 University of Iowa IA
## 267 Upper Iowa University IA
## 268 Wartburg College IA
## 269 Teikyo Westmar University IA
## 270 William Penn College IA
## 271 Boise State University ID
## 272 Albertson College ID
## 273 Idaho State University ID
## 274 Lewis-Clark State College ID
## 275 Northwest Nazarene College ID
## 276 University of Idaho ID
## 277 Augustana College IL
## 278 Aurora University IL
## 279 Barat College IL
## 280 Blackburn College IL
## 281 Bradley University IL
## 282 College of Saint Francis IL
## 283 Columbia College IL
## 284 Concordia University IL
## 285 DePaul University IL
## 286 Eastern Illinois University IL
## 287 Eureka College IL
## 288 Greenville College IL
## 289 Illinois College IL
## 290 Illinois Institute of Technology IL
## 291 Illinois State University IL
## 292 Northeastern Illinois University IL
## 293 Chicago State University IL
## 294 Illinois Wesleyan University IL
## 295 Judson College IL
## 296 Kendall College IL
## 297 Knox College IL
## 298 Lake Forest College IL
## 299 Lewis University IL
## 300 Loyola University Chicago IL
## 301 MacMurray College IL
## 302 McKendree College IL
## 303 Millikin University IL
## 304 Monmouth College IL
## 305 National-Louis University IL
## 306 North Central College IL
## 307 North Park College IL
## 308 Northern Illinois University IL
## 309 Northwestern University IL
## 310 Olivet Nazarene University IL
## 311 Principia College IL
## 312 Quincy University IL
## 313 Rockford College IL
## 314 Roosevelt University IL
## 315 Rosary College IL
## 316 Southern Illinois University at Carbondale IL
## 317 Southern Illinois University at Edwardsville IL
## 318 Illinois Benedictine College IL
## 319 Saint Xavier University IL
## 320 Trinity College IL
## 321 University of Chicago IL
## 322 University of Illinois - Urbana IL
## 323 University of Illinois at Chicago IL
## 324 Western Illinois University IL
## 325 Wheaton College IL
## 326 Anderson University IN
## 327 Ball State University IN
## 328 Bethel College IN
## 329 Butler University IN
## 330 DePauw University IN
## 331 Earlham College IN
## 332 University of Evansville IN
## 333 Franklin College IN
## 334 Goshen College IN
## 335 Grace College and Seminary IN
## 336 Hanover College IN
## 337 Huntington College IN
## 338 University of Indianapolis IN
## 339 Indiana Institute of Technology IN
## 340 University of Southern Indiana IN
## 341 Indiana University at Bloomington IN
## 342 Indiana Univ. East IN
## 343 Indiana Univ.-Purdue Univ. at Fort Wayne IN
## 344 Indiana Univ.-Purdue Univ. at Indianapolis IN
## 345 Indiana Univ. at Kokomo IN
## 346 Indiana Univ. Northwest IN
## 347 Indiana Univ. at South Bend IN
## 348 Indiana Univ. Southeast IN
## 349 Manchester College IN
## 350 Marian College IN
## 351 Indiana Wesleyan University IN
## 352 Oakland City College IN
## 353 Purdue University at West Lafayette IN
## 354 Purdue University Calumet IN
## 355 Rose-Hulman Institute of Technology IN
## 356 Saint Francis College IN
## 357 Saint Joseph's College IN
## 358 Calumet College of St. Joseph IN
## 359 Saint Mary-of-the-Woods College IN
## 360 Saint Mary's College IN
## 361 Saint Meinrad College IN
## 362 Taylor University IN
## 363 Tri-State University IN
## 364 University of Notre Dame IN
## 365 Valparaiso University IN
## 366 Wabash College IN
## 367 Indiana State University IN
## 368 Baker University KS
## 369 Bethany College KS
## 370 Bethel College KS
## 371 Fort Hays State University KS
## 372 Friends University KS
## 373 Pittsburg State University KS
## 374 Emporia State University KS
## 375 Kansas State University KS
## 376 Kansas Wesleyan University KS
## 377 McPherson College KS
## 378 Ottawa University KS
## 379 Southwestern College KS
## 380 Saint Mary College KS
## 381 Sterling College KS
## 382 Tabor College KS
## 383 University of Kansas KS
## 384 Washburn University KS
## 385 Wichita State University KS
## 386 MidAmerica Nazarene College KS
## 387 Benedictine College KS
## 388 Alice Lloyd College KY
## 389 Asbury College KY
## 390 Bellarmine College KY
## 391 Berea College KY
## 392 Brescia College KY
## 393 Campbellsville College KY
## 394 Spalding University KY
## 395 Centre College KY
## 396 Cumberland College KY
## 397 Eastern Kentucky University KY
## 398 Georgetown College KY
## 399 Kentucky State University KY
## 400 Kentucky Wesleyan College KY
## 401 Lindsey Wilson College KY
## 402 Morehead State University KY
## 403 Murray State University KY
## 404 Pikeville College KY
## 405 Transylvania University KY
## 406 Union College KY
## 407 University of Kentucky KY
## 408 University of Louisville KY
## 409 Thomas More College KY
## 410 Western Kentucky University KY
## 411 Northern Kentucky University KY
## 412 Centenary College of Louisiana LA
## 413 Dillard University LA
## 414 Nicholls State University LA
## 415 Grambling State University LA
## 416 Louisiana College LA
## 417 Louisiana Tech University LA
## 418 Louisiana State University at Baton Rouge LA
## 419 Louisiana State University at Shreveport LA
## 420 University of New Orleans LA
## 421 Loyola University LA
## 422 McNeese State University LA
## 423 Northeast Louisiana University LA
## 424 Northwestern State University of Louisiana LA
## 425 Our Lady of Holy Cross College LA
## 426 Southeastern Louisiana University LA
## 427 Southern University at New Orleans LA
## 428 Tulane University LA
## 429 University of Southwestern Louisiana LA
## 430 Xavier University of Louisiana LA
## 431 Southern University and A & M College LA
## 432 American International College MA
## 433 Amherst College MA
## 434 Anna Maria College MA
## 435 Assumption College MA
## 436 Merrimack College MA
## 437 Babson College MA
## 438 Bentley College MA
## 439 Berklee College of Music MA
## 440 Boston College MA
## 441 Boston University MA
## 442 Bradford College MA
## 443 Brandeis University MA
## 444 Clark University MA
## 445 Elms College MA
## 446 College of the Holy Cross MA
## 447 Curry College MA
## 448 Eastern Nazarene College MA
## 449 Emerson College MA
## 450 Endicott College MA
## 451 Gordon College MA
## 452 Harvard University MA
## 453 Lasell College MA
## 454 Lesley College MA
## 455 University of Massachusetts at Lowell MA
## 456 Massachusetts Institute of Technology MA
## 457 Bridgewater State College MA
## 458 Fitchburg State College MA
## 459 Framingham State College MA
## 460 North Adams State College MA
## 461 Salem State College MA
## 462 Westfield State College MA
## 463 Worcester State College MA
## 464 Mount Holyoke College MA
## 465 Mount Ida College MA
## 466 Nichols College MA
## 467 Northeastern University MA
## 468 Pine Manor College MA
## 469 Regis College MA
## 470 Simmons College MA
## 471 Smith College MA
## 472 University of Massachusetts at Dartmouth MA
## 473 Springfield College MA
## 474 Stonehill College MA
## 475 Suffolk University MA
## 476 Tufts University MA
## 477 University of Massachusetts at Amherst MA
## 478 University of Massachusetts at Boston MA
## 479 Wellesley College MA
## 480 Western New England College MA
## 481 Wheaton College MA
## 482 Wheelock College MA
## 483 Williams College MA
## 484 Worcester Polytechnic Institute MA
## 485 Hampshire College MA
## 486 Simon's Rock College of Bard MA
## 487 Wentworth Institute of Technology MA
## 488 Capitol College MD
## 489 Bowie State University MD
## 490 College of Notre Dame of Maryland MD
## 491 Columbia Union College MD
## 492 Coppin State College MD
## 493 Frostburg State University MD
## 494 Goucher College MD
## 495 Hood College MD
## 496 Johns Hopkins University MD
## 497 Loyola College MD
## 498 Morgan State University MD
## 499 Mount Saint Mary's College MD
## 500 Salisbury State University MD
## 501 St. John's College MD
## 502 St. Mary's College of Maryland MD
## 503 Towson State University MD
## 504 United States Naval Academy MD
## 505 University of Maryland at College Park MD
## 506 University of Maryland at Baltimore County MD
## 507 University of Maryland Eastern Shore MD
## 508 Villa Julie College MD
## 509 Washington College MD
## 510 Western Maryland College MD
## 511 University of Maine at Presque Isle ME
## 512 Bates College ME
## 513 Bowdoin College ME
## 514 Colby College ME
## 515 University of Maine at Farmington ME
## 516 University of Maine at Fort Kent ME
## 517 Husson College ME
## 518 University of New England ME
## 519 Saint Joseph's College ME
## 520 Thomas College ME
## 521 University of Maine at Orono ME
## 522 University of Maine at Machias ME
## 523 Unity College ME
## 524 University of Southern Maine ME
## 525 Adrian College MI
## 526 Albion College MI
## 527 Alma College MI
## 528 Andrews University MI
## 529 Aquinas College MI
## 530 Calvin College MI
## 531 Central Michigan University MI
## 532 Concordia College MI
## 533 William Tyndale College MI
## 534 Eastern Michigan University MI
## 535 Ferris State University MI
## 536 Grand Valley State University MI
## 537 Hillsdale College MI
## 538 Hope College MI
## 539 Kalamazoo College MI
## 540 Lawrence Technological University MI
## 541 Madonna University MI
## 542 Marygrove College MI
## 543 Michigan State University MI
## 544 Michigan Technological University MI
## 545 Lake Superior State University MI
## 546 Northern Michigan University MI
## 547 Oakland University MI
## 548 Olivet College MI
## 549 Saginaw Valley State University MI
## 550 Siena Heights College MI
## 551 Spring Arbor College MI
## 552 University of Detroit Mercy MI
## 553 University of Michigan at Dearborn MI
## 554 University of Michigan at Flint MI
## 555 Wayne State University MI
## 556 Western Michigan University MI
## 557 Baker College of Flint MI
## 558 Center for Creative Studies MI
## 559 Northwood University MI
## 560 University of Michigan at Ann Arbor MI
## 561 Augsburg College MN
## 562 Bemidji State University MN
## 563 Carleton College MN
## 564 College of Saint Benedict MN
## 565 College of Saint Catherine MN
## 566 College of St. Scholastica MN
## 567 University of St. Thomas MN
## 568 Concordia College-Moorhead MN
## 569 Concordia College at St. Paul MN
## 570 Gustavus Adolphus College MN
## 571 Hamline University MN
## 572 Macalester College MN
## 573 Mankato State University MN
## 574 Moorhead State University MN
## 575 Northwestern College MN
## 576 Southwest State University MN
## 577 Saint Cloud State University MN
## 578 Saint John's University MN
## 579 Saint Mary's College of Minnesota MN
## 580 Saint Olaf College MN
## 581 University of Minnesota at Duluth MN
## 582 University of Minnesota at Morris MN
## 583 Winona State University MN
## 584 University of Minnesota Twin Cities MN
## 585 Bethel College MN
## 586 Avila College MO
## 587 Central Methodist College MO
## 588 Central Missouri State University MO
## 589 Columbia College MO
## 590 Culver-Stockton College MO
## 591 Drury College MO
## 592 Fontbonne College MO
## 593 Kansas City Art Institute MO
## 594 Lincoln University MO
## 595 Lindenwood College MO
## 596 Maryville University MO
## 597 Missouri Southern State College MO
## 598 Missouri Valley College MO
## 599 Missouri Western State College MO
## 600 Northeast Missouri State University MO
## 601 Northwest Missouri State University MO
## 602 Park College MO
## 603 Rockhurst College MO
## 604 College of the Ozarks MO
## 605 Southeast Missouri State University MO
## 606 Southwest Baptist University MO
## 607 Southwest Missouri State University MO
## 608 Saint Louis University MO
## 609 Stephens College MO
## 610 University of Missouri at Columbia MO
## 611 University of Missouri at Rolla MO
## 612 University of Missouri at Kansas City MO
## 613 University of Missouri at Saint Louis MO
## 614 Washington University MO
## 615 Webster University MO
## 616 Westminster College MO
## 617 William Jewell College MO
## 618 William Woods University MO
## 619 Missouri Baptist College MO
## 620 Hannibal-LaGrange College MO
## 621 Alcorn State University MS
## 622 Belhaven College MS
## 623 Blue Mountain College MS
## 624 Delta State University MS
## 625 Jackson State University MS
## 626 Millsaps College MS
## 627 Mississippi College MS
## 628 Mississippi University for Women MS
## 629 Mississippi State University MS
## 630 Mississippi Valley State University MS
## 631 Rust College MS
## 632 Tougaloo College MS
## 633 University of Mississippi MS
## 634 University of Southern Mississippi MS
## 635 William Carey College MS
## 636 Carroll College MT
## 637 College of Great Falls MT
## 638 Montana State University-Billings MT
## 639 Montana College of Mineral Sci. & Tech. MT MT
## 640 Montana State University MT
## 641 Montana State University, Northern MT
## 642 Rocky Mountain College MT
## 643 University of Montana MT
## 644 Western Montana College MT
## 645 North Carolina A. & T. State University NC
## 646 Appalachian State University NC
## 647 University of North Carolina at Asheville NC
## 648 Barton College NC
## 649 Barber Scotia College NC
## 650 Belmont Abbey College NC
## 651 Bennett College NC
## 652 Campbell University NC
## 653 Catawba College NC
## 654 Davidson College NC
## 655 Duke University NC
## 656 East Carolina University NC
## 657 Elizabeth City State University NC
## 658 Elon College NC
## 659 Fayetteville State University NC
## 660 Gardner Webb University NC
## 661 Greensboro College NC
## 662 Guilford College NC
## 663 High Point University NC
## 664 Johnson C. Smith University NC
## 665 Lees-McRae College NC
## 666 Lenoir-Rhyne College NC
## 667 Livingstone College NC
## 668 Mars Hill College NC
## 669 Meredith College NC
## 670 Methodist College NC
## 671 Montreat-Anderson College NC
## 672 North Carolina Central University NC
## 673 North Carolina Wesleyan College NC
## 674 Pembroke State University NC
## 675 Pfeiffer College NC
## 676 Queens College NC
## 677 Salem College NC
## 678 Shaw University NC
## 679 St. Andrews Presbyterian College NC
## 680 St. Augustine's College NC
## 681 North Carolina State University at Raleigh NC
## 682 University of North Carolina at Chapel Hill NC
## 683 University of North Carolina at Charlotte NC
## 684 University of North Carolina at Greensboro NC
## 685 Wake Forest University NC
## 686 Warren Wilson College NC
## 687 Western Carolina University NC
## 688 University of North Carolina at Wilmington NC
## 689 Wingate College NC
## 690 Winston-Salem State University NC
## 691 Dickinson State University ND
## 692 Jamestown College ND
## 693 University of Mary ND
## 694 Mayville State University ND
## 695 Minot State University ND
## 696 University of North Dakota ND
## 697 Valley City State University ND
## 698 North Dakota State University ND
## 699 Chadron State College NE
## 700 College of Saint Mary NE
## 701 Concordia College NE
## 702 Creighton University NE
## 703 Dana College NE
## 704 Doane College NE
## 705 Hastings College NE
## 706 University of Nebraska at Kearney NE
## 707 Midland Lutheran College NE
## 708 University of Nebraska at Omaha NE
## 709 Nebraska Wesleyan University NE
## 710 Peru State College NE
## 711 Union College NE
## 712 University of Nebraska at Lincoln NE
## 713 Wayne State College NE
## 714 Bellevue University NE
## 715 Colby-Sawyer College NH
## 716 Dartmouth College NH
## 717 Franklin Pierce College NH
## 718 New England College NH
## 719 New Hampshire College NH
## 720 Notre Dame College NH
## 721 Rivier College NH
## 722 Saint Anselm College NH
## 723 University of New Hampshire NH
## 724 Keene State College NH
## 725 Plymouth State College NH
## 726 Daniel Webster College NH
## 727 Thomas More Coll. of Liberal Arts NH
## 728 Bloomfield College NJ
## 729 Caldwell College NJ
## 730 Centenary College NJ
## 731 College of Saint Elizabeth NJ
## 732 Drew University NJ
## 733 Georgian Court College NJ
## 734 Rowan College of New Jersey NJ
## 735 Felician College NJ
## 736 Jersey City State College NJ
## 737 Monmouth College NJ
## 738 Montclair State University NJ
## 739 New Jersey Institute of Technology NJ
## 740 Kean College of New Jersey NJ
## 741 William Paterson College of New Jersey NJ
## 742 Princeton University NJ
## 743 Rider University NJ
## 744 Rutgers State University at Newark NJ
## 745 Seton Hall University NJ
## 746 Saint Peter's College NJ
## 747 Stevens Institute of Technology NJ
## 748 Trenton State College NJ
## 749 Upsala College NJ
## 750 Rutgers State University at Camden NJ
## 751 Rutgers at New Brunswick NJ
## 752 Fairleigh Dickinson University NJ
## 753 Ramapo College of New Jersey NJ
## 754 Stockton College of New Jersey NJ
## 755 Saint John's College NM
## 756 College of Santa Fe NM
## 757 College of the Southwest NM
## 758 Eastern New Mexico University NM
## 759 New Mexico Highlands University NM
## 760 New Mexico Institute of Mining and Tech. NM
## 761 New Mexico State University NM
## 762 Western New Mexico University NM
## 763 Univ. of New Mexico-Main Campus NM
## 764 University of Nevada at Reno NV
## 765 University of Nevada-Las Vegas NV
## 766 Sierra Nevada College NV
## 767 Adelphi University NY
## 768 Dowling College NY
## 769 Alfred University NY
## 770 Bard College NY
## 771 Canisius College NY
## 772 Cazenovia College NY
## 773 CUNY-Brooklyn College NY
## 774 CUNY - City College NY
## 775 CUNY-Hunter College NY
## 776 CUNY - Queens College NY
## 777 Clarkson University NY
## 778 Colgate University NY
## 779 College of Mount St. Vincent NY
## 780 College of New Rochelle NY
## 781 College of Saint Rose NY
## 782 Columbia University NY
## 783 Barnard College NY
## 784 Concordia College NY
## 785 Cooper Union NY
## 786 Cornell University NY
## 787 D'Youville College NY
## 788 Dominican College of Blauvelt NY
## 789 Elmira College NY
## 790 Fordham University NY
## 791 Hamilton College NY
## 792 Hartwick College NY
## 793 Hobart and William Smith Colleges NY
## 794 Hofstra University NY
## 795 Houghton College NY
## 796 Hilbert College NY
## 797 Iona College NY
## 798 Ithaca College NY
## 799 Keuka College NY
## 800 King's College NY
## 801 Le Moyne College NY
## 802 Manhattan College NY
## 803 Manhattanville College NY
## 804 Marist College NY
## 805 Marymount College Tarrytown NY
## 806 Marymount Manhattan College NY
## 807 Mercy College NY
## 808 Molloy College NY
## 809 Medaille College NY
## 810 Mount Saint Mary College NY
## 811 Nazareth College of Rochester NY
## 812 New York University NY
## 813 Niagara University NY
## 814 Nyack College NY
## 815 Pace University NY
## 816 Polytechnic University NY
## 817 Pratt Institute NY
## 818 Rensselaer Polytechnic Institute NY
## 819 Roberts Wesleyan College NY
## 820 Rochester Institute of Technology NY
## 821 Daemen College NY
## 822 Sage Colleges NY
## 823 Sarah Lawrence College NY
## 824 Skidmore College NY
## 825 Siena College NY
## 826 St. Bonaventure University NY
## 827 St. Francis College NY
## 828 St. John Fisher College NY
## 829 St. John's University NY
## 830 St. Joseph's College NY
## 831 St. Lawrence University NY
## 832 St. Thomas Aquinas College NY
## 833 SUNY at Albany NY
## 834 SUNY at Binghamton NY
## 835 SUNY at Stony Brook NY
## 836 SUNY College at Brockport NY
## 837 SUNY College at Buffalo NY
## 838 SUNY College at Cortland NY
## 839 SUNY College at Fredonia NY
## 840 SUNY College at Geneseo NY
## 841 SUNY College at New Paltz NY
## 842 SUNY College at Oneonta NY
## 843 SUNY College at Oswego NY
## 844 SUNY College at Plattsburgh NY
## 845 SUNY College at Potsdam NY
## 846 Syracuse University NY
## 847 Utica College of Syracuse University NY
## 848 Union College NY
## 849 United States Merchant Marine Academy NY
## 850 United States Military Academy NY
## 851 University of Rochester NY
## 852 Vassar College NY
## 853 Wagner College NY
## 854 Wells College NY
## 855 Yeshiva University NY
## 856 CUNY-York College NY
## 857 CUNY- Baruch College NY
## 858 Long Island University at Brooklyn NY
## 859 New York Institute of Technology NY
## 860 SUNY College at Purchase NY
## 861 CUNY-Lehman College NY
## 862 SUNY College at Old Westbury NY
## 863 SUNY at Buffalo NY
## 864 CUNY- Medgar Evers College NY
## 865 SUNY Empire State College NY
## 866 New School for Social Research NY
## 867 CUNY-College of Staten Island NY
## 868 Art Academy of Cincinnati OH
## 869 Ashland University OH
## 870 Baldwin-Wallace College OH
## 871 Bluffton College OH
## 872 Bowling Green State University OH
## 873 Capital University OH
## 874 Case Western Reserve University OH
## 875 Cedarville College OH
## 876 Central State University OH
## 877 Cleveland State University OH
## 878 College of Mount St. Joseph OH
## 879 Franciscan University of Steubenville OH
## 880 College of Wooster OH
## 881 Defiance College OH
## 882 Denison University OH
## 883 University of Findlay OH
## 884 Franklin University OH
## 885 Heidelberg College OH
## 886 Hiram College OH
## 887 John Carroll University OH
## 888 Kent State University OH
## 889 Kenyon College OH
## 890 Lourdes College OH
## 891 Malone College OH
## 892 Marietta College OH
## 893 Mount Union College OH
## 894 Muskingum College OH
## 895 Notre Dame College of Ohio OH
## 896 Oberlin College OH
## 897 Ohio Northern University OH
## 898 Ohio University OH
## 899 Ohio Wesleyan University OH
## 900 Otterbein College OH
## 901 Tiffin University OH
## 902 University of Akron OH
## 903 University of Cincinnati OH
## 904 University of Dayton OH
## 905 University of Toledo OH
## 906 Urbana University OH
## 907 Ursuline College OH
## 908 Walsh University OH
## 909 Wilberforce University OH
## 910 Wilmington College OH
## 911 Wittenberg University OH
## 912 Xavier University OH
## 913 Youngstown State University OH
## 914 Ohio State University at Columbus OH
## 915 Mount Vernon Nazarene College OH
## 916 Miami University at Oxford OH
## 917 Antioch University OH
## 918 Wright State University OH
## 919 Shawnee State University OH
## 920 Southern Nazarene University OK
## 921 Cameron University OK
## 922 Bartlesville Wesleyan College OK
## 923 University of Central Oklahoma OK
## 924 East Central University OK
## 925 Langston University OK
## 926 Northeastern State University OK
## 927 Northwestern Oklahoma State University OK
## 928 Oklahoma Baptist University OK
## 929 Oklahoma Christian University OK
## 930 Oklahoma City University OK
## 931 University of Sci. and Arts of Oklahoma OK
## 932 Oklahoma State University OK
## 933 Oklahoma Panhandle State University OK
## 934 Phillips University OK
## 935 Southeastern Oklahoma State Univ. OK
## 936 Southwestern Oklahoma State Univ. OK
## 937 University of Oklahoma OK
## 938 University of Tulsa OK
## 939 Oral Roberts University OK
## 940 Western Baptist College OR
## 941 Concordia College OR
## 942 Eastern Oregon State College OR
## 943 George Fox College OR
## 944 Lewis and Clark College OR
## 945 Linfield College OR
## 946 Northwest Christian College OR
## 947 Western Oregon State College OR
## 948 Oregon State University OR
## 949 Oregon Institute of Technology OR
## 950 Pacific University OR
## 951 Portland State University OR
## 952 Reed College OR
## 953 Southern Oregon State College OR
## 954 University of Oregon OR
## 955 University of Portland OR
## 956 Warner Pacific College OR
## 957 Willamette University OR
## 958 Albright College PA
## 959 Allegheny College PA
## 960 Alvernia College PA
## 961 Beaver College PA
## 962 Bryn Mawr College PA
## 963 Bucknell University PA
## 964 Cabrini College PA
## 965 Carnegie Mellon University PA
## 966 Cedar Crest College PA
## 967 Chatham College PA
## 968 Chestnut Hill College PA
## 969 College Misericordia PA
## 970 Delaware Valley College PA
## 971 Dickinson College PA
## 972 Drexel University PA
## 973 Duquesne University PA
## 974 Eastern College PA
## 975 Elizabethtown College PA
## 976 Franklin and Marshall College PA
## 977 Gannon University PA
## 978 Geneva College PA
## 979 Gettysburg College PA
## 980 Grove City College PA
## 981 Gwynedd Mercy College PA
## 982 Haverford College PA
## 983 Holy Family College PA
## 984 Immaculata College PA
## 985 Indiana University of Pennsylvania PA
## 986 Juniata College PA
## 987 King's College PA
## 988 Lafayette College PA
## 989 La Salle University PA
## 990 Lebanon Valley College PA
## 991 Lehigh University PA
## 992 Lincoln University PA
## 993 Lycoming College PA
## 994 Marywood College PA
## 995 Mercyhurst College PA
## 996 Messiah College PA
## 997 Moravian College PA
## 998 Carlow College PA
## 999 Muhlenberg College PA
## 1000 Widener University PA
## 1001 Bloomsburg Univ. of Pennsylvania PA
## 1002 California University of Pennsylvania PA
## 1003 Cheyney University of Penn. PA
## 1004 East Stroudsburg University of Penn. PA
## 1005 Edinboro University of Penn. PA
## 1006 Kutztown University of Penn. PA
## 1007 Lock Haven University of Pennsylvania PA
## 1008 Mansfield University of Penn. PA
## 1009 Millersville University of Penn. PA
## 1010 Shippensburg University of Penn. PA
## 1011 Slippery Rock University of Penn. PA
## 1012 West Chester University of Penn. PA
## 1013 University of the Arts PA
## 1014 Philadelphia Coll. of Textiles and Sci. PA
## 1015 Point Park College PA
## 1016 Robert Morris College PA
## 1017 Seton Hill College PA
## 1018 Saint Francis College PA
## 1019 Saint Joseph's University PA
## 1020 Saint Vincent College PA
## 1021 Susquehanna University PA
## 1022 Swarthmore College PA
## 1023 Temple University PA
## 1024 Thiel College PA
## 1025 University of Pennsylvania PA
## 1026 University of Pittsburgh-Main Campus PA
## 1027 University of Scranton PA
## 1028 Ursinus College PA
## 1029 Villanova University PA
## 1030 Washington and Jefferson College PA
## 1031 Waynesburg College PA
## 1032 Westminster College PA
## 1033 Wilkes University PA
## 1034 Wilson College PA
## 1035 York College of Pennsylvania PA
## 1036 Allentown Coll. of St. Francis de Sales PA
## 1037 La Roche College PA
## 1038 Neumann College PA
## 1039 Pennsylvania State Univ. Main Campus PA
## 1040 Clarion University of Pennsylvania PA
## 1041 Brown University RI
## 1042 Bryant College RI
## 1043 Providence College RI
## 1044 Rhode Island College RI
## 1045 Rhode Island School of Design RI
## 1046 Salve Regina University RI
## 1047 University of Rhode Island RI
## 1048 Roger Williams University RI
## 1049 Charleston Southern University SC
## 1050 Benedict College SC
## 1051 Central Wesleyan College SC
## 1052 The Citadel SC
## 1053 Claflin College SC
## 1054 Clemson University SC
## 1055 Coker College SC
## 1056 College of Charleston SC
## 1057 Columbia College SC
## 1058 Converse College SC
## 1059 Erskine College SC
## 1060 Furman University SC
## 1061 Lander University SC
## 1062 Limestone College SC
## 1063 Morris College SC
## 1064 Newberry College SC
## 1065 Presbyterian College SC
## 1066 South Carolina State University SC
## 1067 University of South Carolina at Columbia SC
## 1068 University of South Carolina at Aiken SC
## 1069 Coastal Carolina University SC
## 1070 Voorhees College SC
## 1071 Winthrop University SC
## 1072 Wofford College SC
## 1073 Univ. of South Carolina at Spartanburg SC
## 1074 Francis Marion University SC
## 1075 Augustana College SD
## 1076 Black Hills State University SD
## 1077 Dakota Wesleyan University SD
## 1078 Dakota State University SD
## 1079 Huron University SD
## 1080 Mount Marty College SD
## 1081 Northern State University SD
## 1082 Sioux Falls College SD
## 1083 South Dakota School of Mines and Tech. SD
## 1084 South Dakota State University SD
## 1085 University of South Dakota SD
## 1086 Austin Peay State University TN
## 1087 Belmont University TN
## 1088 Bethel College TN
## 1089 Carson-Newman College TN
## 1090 Christian Brothers University TN
## 1091 Cumberland University TN
## 1092 David Lipscomb University TN
## 1093 East Tennessee State University TN
## 1094 Fisk University TN
## 1095 Freed-Hardeman University TN
## 1096 King College TN
## 1097 Knoxville College TN
## 1098 Lambuth University TN
## 1099 Lee College TN
## 1100 LeMoyne-Owen College TN
## 1101 Lincoln Memorial University TN
## 1102 Maryville College TN
## 1103 University of Memphis TN
## 1104 Middle Tennessee State University TN
## 1105 Milligan College TN
## 1106 Southern Coll. of Seventh-day Adventists TN
## 1107 Rhodes College TN
## 1108 Tennessee State University TN
## 1109 Tennessee Technological University TN
## 1110 Tennessee Wesleyan College TN
## 1111 Trevecca Nazarene College TN
## 1112 Tusculum College TN
## 1113 Union University TN
## 1114 University of Tennessee at Chattanooga TN
## 1115 University of Tennessee at Knoxville TN
## 1116 University of Tennessee at Martin TN
## 1117 University of the South TN
## 1118 Vanderbilt University TN
## 1119 Bryan College TN
## 1120 Abilene Christian University TX
## 1121 Angelo State University TX
## 1122 Austin College TX
## 1123 Concordia Lutheran College TX
## 1124 Dallas Baptist University TX
## 1125 East Texas Baptist University TX
## 1126 East Texas State University TX
## 1127 Hardin-Simmons University TX
## 1128 Howard Payne University TX
## 1129 Houston Baptist University TX
## 1130 Huston-Tillotson College TX
## 1131 Incarnate Word College TX
## 1132 Lamar University TX
## 1133 LeTourneau University TX
## 1134 Lubbock Christian University TX
## 1135 University of Mary Hardin-Baylor TX
## 1136 McMurry University TX
## 1137 Midwestern State University TX
## 1138 University of North Texas TX
## 1139 Our Lady of the Lake University TX
## 1140 University of Texas-Pan American TX
## 1141 Rice University TX
## 1142 Sam Houston State University TX
## 1143 Schreiner College TX
## 1144 Southern Methodist University TX
## 1145 Southwest Texas State University TX
## 1146 Southwestern Adventist College TX
## 1147 Southwestern University TX
## 1148 St. Edward's University TX
## 1149 St. Mary's University of San Antonio TX
## 1150 Stephen F. Austin State University TX
## 1151 Sul Ross State University TX
## 1152 Prairie View A. and M. University TX
## 1153 Tarleton State University TX
## 1154 Texas Christian University TX
## 1155 Jarvis Christian College TX
## 1156 Texas College TX
## 1157 Texas A&M University at Kingsville TX
## 1158 Texas Lutheran College TX
## 1159 Texas Southern University TX
## 1160 Texas Tech University TX
## 1161 Texas Wesleyan University TX
## 1162 Texas Woman's University TX
## 1163 Trinity University TX
## 1164 University of Dallas TX
## 1165 University of Houston-Main Campus TX
## 1166 University of St. Thomas TX
## 1167 University of Texas at Arlington TX
## 1168 University of Texas at Austin TX
## 1169 University of Texas at El Paso TX
## 1170 Wayland Baptist University TX
## 1171 West Texas A&M University TX
## 1172 Baylor University TX
## 1173 University of Texas at Dallas TX
## 1174 Univ. of Texas of the Permian Basin TX
## 1175 University of Texas at San Antonio TX
## 1176 Texas A&M University at Galveston TX
## 1177 Texas A&M Univ. at College Station TX
## 1178 University of Houston - Downtown TX
## 1179 Ambassador University TX
## 1180 Brigham Young University at Provo UT
## 1181 University of Utah UT
## 1182 Utah State University UT
## 1183 Southern Utah University UT
## 1184 Weber State University UT
## 1185 Westminster College of Salt Lake City UT
## 1186 Averett College VA
## 1187 Bluefield College VA
## 1188 Bridgewater College VA
## 1189 College of William and Mary VA
## 1190 Christopher Newport University VA
## 1191 Eastern Mennonite College VA
## 1192 Emory & Henry College VA
## 1193 Ferrum College VA
## 1194 Hampden - Sydney College VA
## 1195 Hampton University VA
## 1196 Hollins College VA
## 1197 Longwood College VA
## 1198 Lynchburg College VA
## 1199 James Madison University VA
## 1200 Mary Baldwin College VA
## 1201 Marymount University VA
## 1202 Old Dominion University VA
## 1203 Radford University VA
## 1204 Randolph-Macon College VA
## 1205 Randolph-Macon Woman's College VA
## 1206 Virginia Commonwealth University VA
## 1207 Roanoke College VA
## 1208 Shenandoah University VA
## 1209 St. Paul's College VA
## 1210 Sweet Briar College VA
## 1211 University of Richmond VA
## 1212 Mary Washington College VA
## 1213 Clinch Valley Coll. of the Univ. of Virginia VA
## 1214 George Mason University VA
## 1215 Virginia Intermont College VA
## 1216 Virginia Military Institute VA
## 1217 Virginia Tech VA
## 1218 Virginia State University VA
## 1219 Norfolk State University VA
## 1220 Virginia Union University VA
## 1221 Virginia Wesleyan College VA
## 1222 Washington and Lee University VA
## 1223 University of Virginia VA
## 1224 Liberty University VA
## 1225 Christendom College VA
## 1226 Bennington College VT
## 1227 Castleton State College VT
## 1228 College of St. Joseph VT
## 1229 Goddard College VT
## 1230 Green Mountain College VT
## 1231 Johnson State College VT
## 1232 Lyndon State College VT
## 1233 Marlboro College VT
## 1234 Middlebury College VT
## 1235 Norwich University VT
## 1236 Southern Vermont College VT
## 1237 Saint Michael's College VT
## 1238 Trinity College VT
## 1239 University of Vermont VT
## 1240 Central Washington University WA
## 1241 Eastern Washington University WA
## 1242 Heritage College WA
## 1243 Gonzaga University WA
## 1244 Pacific Lutheran University WA
## 1245 Seattle Pacific University WA
## 1246 Seattle University WA
## 1247 St. Martin's College WA
## 1248 University of Puget Sound WA
## 1249 University of Washington WA
## 1250 Walla Walla College WA
## 1251 Washington State University WA
## 1252 Western Washington University WA
## 1253 Whitman College WA
## 1254 Whitworth College WA
## 1255 Evergreen State College WA
## 1256 Alverno College WI
## 1257 Beloit College WI
## 1258 Carroll College WI
## 1259 Carthage College WI
## 1260 Concordia University Wisconsin WI
## 1261 Lakeland College WI
## 1262 Lawrence University WI
## 1263 Marian College of Fond du Lac WI
## 1264 Marquette University WI
## 1265 Milwaukee School of Engineering WI
## 1266 Mount Mary College WI
## 1267 Northland College WI
## 1268 Ripon College WI
## 1269 St. Norbert College WI
## 1270 University of Wisconsin at Madison WI
## 1271 University of Wisconsin at Milwaukee WI
## 1272 University of Wisconsin at Green Bay WI
## 1273 Viterbo College WI
## 1274 University of Wisconsin-Stout WI
## 1275 Univ. of Wisconsin at Eau Claire WI
## 1276 Univ. of Wisconsin at La Crosse WI
## 1277 Univ. of Wisconsin at Platteville WI
## 1278 Univ. of Wisconsin at River Falls WI
## 1279 Univ. of Wisconsin at Stevens Point WI
## 1280 University of Wisconsin-Superior WI
## 1281 University of Wisconsin-Whitewater WI
## 1282 University of Wisconsin at Parkside WI
## 1283 Univ. of Wisconsin at OshKosh WI
## 1284 Wisconsin Lutheran College WI
## 1285 Alderson-Broaddus College WV
## 1286 Bethany College WV
## 1287 Bluefield State College WV
## 1288 Concord College WV
## 1289 Davis & Elkins College WV
## 1290 Fairmont State College WV
## 1291 Glenville State College WV
## 1292 Marshall University WV
## 1293 University of Charleston WV
## 1294 Salem-Teikyo University WV
## 1295 Shepherd College WV
## 1296 West Liberty State College WV
## 1297 West Virginia Institute of Technology WV
## 1298 West Virginia State College WV
## 1299 West Virginia University WV
## 1300 West Virginia Wesleyan College WV
## 1301 Wheeling Jesuit College WV
## 1302 University of Wyoming WY
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## 1300 2025 NA 450 1100 58
## 1301 2445 NA 600 600 66
## 1302 1960 300 600 1500 91
## stud..fac..ratio Graduation.rate
## 1 11.9 15
## 2 10.0 NA
## 3 9.5 39
## 4 13.7 NA
## 5 14.3 40
## 6 32.8 55
## 7 18.9 51
## 8 18.7 15
## 9 16.7 69
## 10 14.0 72
## 11 19.4 76
## 12 11.4 44
## 13 20.1 33
## 14 17.9 43
## 15 18.8 36
## 16 16.7 15
## 17 16.6 52
## 18 14.5 NA
## 19 14.7 61
## 20 14.4 70
## 21 14.3 47
## 22 15.5 46
## 23 23.0 48
## 24 12.2 65
## 25 17.3 50
## 26 6.7 33
## 27 12.7 38
## 28 13.3 43
## 29 18.1 42
## 30 42.6 NA
## 31 16.2 NA
## 32 12.6 54
## 33 19.6 48
## 34 20.0 39
## 35 20.5 36
## 36 12.8 NA
## 37 19.0 68
## 38 13.1 63
## 39 13.3 75
## 40 14.7 19
## 41 13.3 65
## 42 18.1 NA
## 43 18.0 NA
## 44 17.0 33
## 45 14.8 39
## 46 17.7 73
## 47 14.2 81
## 48 18.9 48
## 49 21.7 41
## 50 19.6 49
## 51 2.3 NA
## 52 12.8 NA
## 53 16.6 36
## 54 13.0 43
## 55 6.5 83
## 56 12.4 60
## 57 19.9 56
## 58 20.5 47
## 59 20.3 48
## 60 20.4 49
## 61 18.1 24
## 62 20.3 49
## 63 19.8 59
## 64 18.5 50
## 65 18.9 63
## 66 21.2 61
## 67 16.4 65
## 68 19.2 47
## 69 19.5 41
## 70 20.3 43
## 71 17.4 55
## 72 17.4 46
## 73 16.1 40
## 74 15.3 NA
## 75 15.7 23
## 76 12.8 47
## 77 9.6 87
## 78 8.2 100
## 79 10.4 73
## 80 8.9 91
## 81 8.2 73
## 82 10.4 43
## 83 7.8 44
## 84 11.6 50
## 85 12.6 49
## 86 14.1 47
## 87 15.4 NA
## 88 10.3 64
## 89 11.9 72
## 90 10.5 79
## 91 10.7 67
## 92 10.5 54
## 93 12.3 69
## 94 16.1 54
## 95 11.6 66
## 96 18.6 43
## 97 16.1 78
## 98 9.7 96
## 99 15.8 78
## 100 14.5 76
## 101 16.1 66
## 102 11.8 77
## 103 13.4 62
## 104 13.9 66
## 105 18.9 69
## 106 21.3 59
## 107 8.9 73
## 108 13.6 62
## 109 13.9 100
## 110 11.4 68
## 111 11.2 65
## 112 14.9 87
## 113 13.6 52
## 114 13.5 54
## 115 7.2 55
## 116 14.4 30
## 117 13.4 24
## 118 15.6 66
## 119 10.9 71
## 120 14.2 84
## 121 13.1 55
## 122 27.9 60
## 123 11.3 84
## 124 21.5 40
## 125 19.2 59
## 126 19.1 46
## 127 28.8 59
## 128 21.1 25
## 129 14.8 53
## 130 19.4 36
## 131 8.2 88
## 132 19.9 66
## 133 15.9 67
## 134 19.4 52
## 135 15.0 NA
## 136 18.1 24
## 137 8.6 NA
## 138 11.5 63
## 139 16.7 49
## 140 10.7 91
## 141 15.5 NA
## 142 15.1 94
## 143 15.6 79
## 144 12.2 NA
## 145 12.0 86
## 146 14.8 82
## 147 15.8 45
## 148 11.2 76
## 149 10.4 91
## 150 8.3 71
## 151 7.9 51
## 152 10.7 66
## 153 12.1 92
## 154 16.9 50
## 155 5.8 99
## 156 16.0 71
## 157 13.6 69
## 158 9.3 75
## 159 6.6 NA
## 160 7.6 72
## 161 7.2 95
## 162 7.5 46
## 163 5.7 NA
## 164 8.3 96
## 165 11.7 NA
## 166 13.7 26
## 167 27.6 36
## 168 18.3 75
## 169 14.4 84
## 170 12.5 56
## 171 12.6 72
## 172 13.8 58
## 173 23.2 33
## 174 10.6 57
## 175 15.1 NA
## 176 16.5 44
## 177 11.8 NA
## 178 15.6 48
## 179 17.1 35
## 180 12.8 59
## 181 17.4 68
## 182 23.1 58
## 183 12.1 NA
## 184 19.0 65
## 185 20.4 23
## 186 13.3 90
## 187 72.4 NA
## 188 12.5 73
## 189 13.4 66
## 190 5.9 59
## 191 17.0 47
## 192 13.9 NA
## 193 15.1 90
## 194 22.2 46
## 195 23.4 53
## 196 18.1 69
## 197 14.4 42
## 198 19.0 38
## 199 13.9 66
## 200 17.8 47
## 201 7.7 59
## 202 17.0 62
## 203 10.5 88
## 204 14.9 53
## 205 18.9 38
## 206 16.3 63
## 207 13.7 49
## 208 12.6 18
## 209 16.5 32
## 210 5.0 96
## 211 13.9 39
## 212 19.3 70
## 213 17.3 36
## 214 19.7 46
## 215 18.1 26
## 216 19.0 34
## 217 19.8 21
## 218 12.5 75
## 219 9.2 91
## 220 17.8 83
## 221 15.7 21
## 222 17.5 53
## 223 13.1 67
## 224 10.9 27
## 225 13.2 31
## 226 19.0 48
## 227 13.2 58
## 228 12.5 65
## 229 16.8 54
## 230 14.7 63
## 231 20.0 45
## 232 7.6 52
## 233 19.2 40
## 234 21.4 52
## 235 19.0 56
## 236 16.1 55
## 237 14.1 NA
## 238 16.8 NA
## 239 11.8 54
## 240 23.3 NA
## 241 15.8 31
## 242 13.1 58
## 243 8.8 78
## 244 13.5 67
## 245 11.0 74
## 246 12.7 67
## 247 12.2 64
## 248 12.5 87
## 249 15.0 77
## 250 23.6 47
## 251 12.6 32
## 252 9.5 83
## 253 19.2 65
## 254 17.2 NA
## 255 14.2 70
## 256 13.8 77
## 257 12.3 69
## 258 13.0 56
## 259 11.3 64
## 260 13.6 21
## 261 14.9 68
## 262 15.8 70
## 263 14.1 70
## 264 16.3 77
## 265 16.5 45
## 266 13.1 62
## 267 17.4 78
## 268 12.4 67
## 269 12.0 51
## 270 13.3 40
## 271 17.0 25
## 272 9.4 55
## 273 16.5 33
## 274 12.1 44
## 275 14.8 58
## 276 13.5 45
## 277 12.7 71
## 278 9.1 56
## 279 9.7 71
## 280 14.3 51
## 281 14.4 85
## 282 17.5 80
## 283 13.4 41
## 284 12.1 75
## 285 16.1 63
## 286 16.2 76
## 287 10.6 53
## 288 14.3 60
## 289 15.6 52
## 290 12.3 56
## 291 21.0 54
## 292 15.1 21
## 293 15.6 18
## 294 12.9 83
## 295 10.6 56
## 296 15.9 80
## 297 12.7 79
## 298 10.7 77
## 299 14.3 61
## 300 6.2 65
## 301 10.8 59
## 302 17.7 52
## 303 11.4 75
## 304 11.6 56
## 305 18.3 71
## 306 16.4 76
## 307 13.1 74
## 308 17.3 56
## 309 6.8 92
## 310 14.6 54
## 311 9.6 90
## 312 16.3 80
## 313 12.3 NA
## 314 12.2 77
## 315 12.9 81
## 316 14.9 44
## 317 16.5 43
## 318 11.6 75
## 319 13.7 55
## 320 21.9 28
## 321 5.3 90
## 322 17.4 81
## 323 10.0 34
## 324 17.2 55
## 325 12.7 85
## 326 12.1 59
## 327 17.7 51
## 328 14.6 NA
## 329 10.9 83
## 330 11.1 82
## 331 10.6 78
## 332 15.8 77
## 333 12.5 60
## 334 9.9 72
## 335 15.3 64
## 336 10.6 64
## 337 11.8 47
## 338 11.1 69
## 339 15.4 NA
## 340 22.0 38
## 341 21.3 68
## 342 13.8 24
## 343 16.0 41
## 344 10.4 25
## 345 14.7 23
## 346 18.2 33
## 347 14.4 33
## 348 16.7 33
## 349 11.8 64
## 350 10.4 61
## 351 39.8 34
## 352 11.5 62
## 353 18.2 67
## 354 NA NA
## 355 13.6 97
## 356 12.5 48
## 357 14.8 67
## 358 10.6 NA
## 359 10.2 75
## 360 9.9 98
## 361 4.9 NA
## 362 14.2 98
## 363 12.8 65
## 364 13.1 97
## 365 14.2 95
## 366 9.9 72
## 367 16.6 40
## 368 11.0 65
## 369 11.6 48
## 370 8.8 56
## 371 18.1 44
## 372 25.0 49
## 373 23.2 58
## 374 19.3 50
## 375 18.5 54
## 376 12.4 68
## 377 9.8 48
## 378 14.5 46
## 379 11.8 52
## 380 8.2 53
## 381 16.1 36
## 382 10.0 53
## 383 13.7 57
## 384 13.8 53
## 385 20.4 32
## 386 15.4 49
## 387 14.1 58
## 388 19.4 31
## 389 12.1 NA
## 390 13.1 84
## 391 13.2 57
## 392 10.1 56
## 393 17.7 49
## 394 10.6 89
## 395 11.4 74
## 396 13.0 63
## 397 19.8 39
## 398 13.3 55
## 399 15.0 19
## 400 11.3 62
## 401 19.3 NA
## 402 19.9 52
## 403 20.2 52
## 404 13.4 61
## 405 12.1 70
## 406 14.1 64
## 407 12.2 52
## 408 11.1 31
## 409 10.5 66
## 410 19.1 45
## 411 17.7 52
## 412 11.3 66
## 413 14.1 61
## 414 21.8 36
## 415 24.6 58
## 416 10.5 59
## 417 20.0 45
## 418 15.9 37
## 419 18.1 35
## 420 17.9 19
## 421 11.7 53
## 422 21.1 34
## 423 20.6 21
## 424 29.5 33
## 425 16.1 73
## 426 24.3 29
## 427 19.6 35
## 428 9.1 74
## 429 22.7 30
## 430 14.4 49
## 431 15.9 33
## 432 14.7 69
## 433 8.4 100
## 434 11.7 82
## 435 13.8 88
## 436 16.8 80
## 437 16.8 94
## 438 17.5 82
## 439 10.2 38
## 440 16.6 90
## 441 11.9 72
## 442 10.2 46
## 443 9.8 84
## 444 10.5 79
## 445 11.3 86
## 446 11.3 95
## 447 8.7 58
## 448 17.3 70
## 449 18.0 62
## 450 12.3 NA
## 451 14.2 66
## 452 9.9 100
## 453 9.1 NA
## 454 27.8 58
## 455 16.1 53
## 456 10.1 94
## 457 17.1 51
## 458 14.7 57
## 459 21.2 NA
## 460 14.2 57
## 461 21.0 45
## 462 15.7 65
## 463 21.0 40
## 464 9.0 84
## 465 13.5 77
## 466 27.7 NA
## 467 12.9 46
## 468 8.9 67
## 469 10.3 84
## 470 8.9 79
## 471 10.3 90
## 472 15.0 56
## 473 12.8 76
## 474 13.0 97
## 475 13.3 60
## 476 10.3 92
## 477 16.7 68
## 478 14.5 41
## 479 10.6 91
## 480 15.4 59
## 481 13.2 71
## 482 9.6 74
## 483 9.0 99
## 484 15.2 82
## 485 11.4 62
## 486 8.2 84
## 487 15.4 64
## 488 12.1 52
## 489 22.0 17
## 490 11.5 75
## 491 13.9 63
## 492 16.3 NA
## 493 17.8 54
## 494 9.2 77
## 495 14.4 72
## 496 3.3 90
## 497 14.7 80
## 498 18.2 29
## 499 12.8 80
## 500 17.9 56
## 501 7.2 64
## 502 11.6 63
## 503 17.6 60
## 504 6.8 94
## 505 18.1 63
## 506 18.4 55
## 507 17.8 35
## 508 10.2 72
## 509 11.2 65
## 510 12.5 60
## 511 15.2 35
## 512 9.8 93
## 513 11.2 96
## 514 10.2 91
## 515 15.9 59
## 516 15.0 38
## 517 22.0 84
## 518 11.4 64
## 519 27.2 85
## 520 21.8 75
## 521 14.5 56
## 522 15.1 64
## 523 11.4 44
## 524 14.6 NA
## 525 12.9 54
## 526 13.7 73
## 527 15.3 68
## 528 11.5 46
## 529 12.7 65
## 530 14.8 81
## 531 20.4 70
## 532 11.6 84
## 533 12.9 16
## 534 20.6 49
## 535 18.2 57
## 536 20.6 57
## 537 12.0 79
## 538 12.5 72
## 539 12.4 74
## 540 15.8 45
## 541 14.7 57
## 542 10.6 23
## 543 14.0 71
## 544 17.0 65
## 545 19.9 51
## 546 22.0 51
## 547 19.7 53
## 548 16.0 51
## 549 18.2 40
## 550 7.2 47
## 551 15.4 49
## 552 13.5 51
## 553 18.0 63
## 554 17.7 64
## 555 10.9 41
## 556 24.7 55
## 557 38.2 NA
## 558 6.8 47
## 559 91.8 35
## 560 11.5 87
## 561 12.8 58
## 562 19.6 46
## 563 10.4 91
## 564 13.1 72
## 565 11.5 77
## 566 11.6 72
## 567 13.8 89
## 568 13.4 69
## 569 12.8 45
## 570 12.5 80
## 571 13.0 65
## 572 11.9 77
## 573 19.0 68
## 574 18.1 60
## 575 14.5 NA
## 576 16.5 51
## 577 18.9 58
## 578 12.0 70
## 579 18.8 78
## 580 10.0 83
## 581 19.0 53
## 582 14.6 51
## 583 20.2 58
## 584 12.2 45
## 585 12.1 68
## 586 10.6 54
## 587 15.1 49
## 588 19.7 50
## 589 15.3 37
## 590 14.1 51
## 591 13.2 67
## 592 21.5 62
## 593 9.4 58
## 594 14.4 NA
## 595 24.1 100
## 596 13.1 61
## 597 20.3 100
## 598 17.4 27
## 599 19.0 40
## 600 15.7 76
## 601 21.7 54
## 602 18.4 49
## 603 10.7 79
## 604 14.3 87
## 605 17.1 45
## 606 15.9 71
## 607 19.9 56
## 608 4.6 67
## 609 10.9 59
## 610 12.7 58
## 611 14.4 49
## 612 11.6 44
## 613 13.4 48
## 614 3.9 90
## 615 20.6 48
## 616 12.5 62
## 617 11.2 59
## 618 12.9 52
## 619 17.9 32
## 620 11.9 NA
## 621 14.1 35
## 622 15.8 NA
## 623 11.3 66
## 624 17.1 58
## 625 15.4 41
## 626 12.7 58
## 627 16.5 61
## 628 15.8 63
## 629 15.9 53
## 630 18.6 56
## 631 19.6 49
## 632 14.5 53
## 633 20.3 53
## 634 18.7 45
## 635 13.6 19
## 636 14.1 58
## 637 11.8 NA
## 638 18.5 40
## 639 16.4 74
## 640 17.6 37
## 641 10.6 NA
## 642 11.3 68
## 643 21.7 30
## 644 16.4 59
## 645 16.7 44
## 646 18.3 70
## 647 13.0 37
## 648 13.7 67
## 649 13.5 34
## 650 13.2 52
## 651 12.1 44
## 652 21.8 63
## 653 13.5 55
## 654 12.0 94
## 655 5.0 97
## 656 13.2 58
## 657 14.1 51
## 658 18.9 63
## 659 15.1 24
## 660 15.2 29
## 661 13.0 39
## 662 15.6 65
## 663 17.8 62
## 664 14.2 37
## 665 13.2 NA
## 666 12.0 66
## 667 10.4 92
## 668 11.9 69
## 669 13.9 82
## 670 11.4 56
## 671 11.1 15
## 672 15.4 40
## 673 12.7 52
## 674 15.0 48
## 675 12.2 48
## 676 14.0 58
## 677 11.2 60
## 678 14.4 69
## 679 13.8 56
## 680 14.0 56
## 681 17.5 62
## 682 8.9 83
## 683 16.8 62
## 684 15.5 53
## 685 4.3 89
## 686 11.4 63
## 687 14.6 55
## 688 19.1 55
## 689 13.9 91
## 690 13.5 46
## 691 16.5 46
## 692 17.0 54
## 693 18.0 48
## 694 15.7 51
## 695 20.1 NA
## 696 15.9 49
## 697 14.9 40
## 698 17.0 42
## 699 25.0 80
## 700 8.9 47
## 701 11.1 80
## 702 6.5 85
## 703 12.6 54
## 704 15.1 60
## 705 13.0 52
## 706 19.0 55
## 707 14.5 56
## 708 19.7 19
## 709 13.5 NA
## 710 20.1 44
## 711 8.5 48
## 712 15.1 53
## 713 20.3 52
## 714 17.6 NA
## 715 12.9 72
## 716 4.7 98
## 717 17.6 51
## 718 9.5 59
## 719 38.4 76
## 720 12.1 33
## 721 12.2 81
## 722 14.5 97
## 723 17.5 75
## 724 16.1 61
## 725 18.8 NA
## 726 22.2 72
## 727 11.8 60
## 728 14.4 38
## 729 13.9 55
## 730 9.5 24
## 731 11.4 78
## 732 10.2 83
## 733 12.2 76
## 734 22.1 51
## 735 11.2 NA
## 736 14.9 26
## 737 14.2 54
## 738 21.5 58
## 739 13.5 72
## 740 17.2 40
## 741 23.5 38
## 742 8.4 99
## 743 12.3 70
## 744 17.4 58
## 745 14.4 64
## 746 12.1 53
## 747 19.0 79
## 748 14.4 81
## 749 14.0 43
## 750 18.6 57
## 751 19.5 77
## 752 16.7 60
## 753 17.8 47
## 754 19.5 64
## 755 9.8 61
## 756 14.0 80
## 757 14.3 20
## 758 19.6 34
## 759 17.4 28
## 760 13.7 34
## 761 19.6 40
## 762 15.5 47
## 763 14.3 34
## 764 15.4 54
## 765 14.8 37
## 766 7.5 29
## 767 12.2 56
## 768 12.4 42
## 769 11.3 73
## 770 10.4 79
## 771 14.6 64
## 772 14.3 118
## 773 15.6 43
## 774 12.8 34
## 775 14.1 39
## 776 12.5 46
## 777 15.8 77
## 778 10.5 93
## 779 11.9 83
## 780 37.5 NA
## 781 14.3 64
## 782 5.9 99
## 783 10.3 91
## 784 9.5 53
## 785 8.1 95
## 786 6.9 93
## 787 14.6 46
## 788 12.7 54
## 789 21.5 64
## 790 14.4 80
## 791 9.6 91
## 792 12.3 73
## 793 12.1 79
## 794 13.9 60
## 795 15.0 67
## 796 14.3 NA
## 797 16.0 66
## 798 11.5 75
## 799 13.3 51
## 800 7.0 NA
## 801 13.3 94
## 802 13.6 79
## 803 11.3 70
## 804 17.6 69
## 805 10.3 77
## 806 11.7 68
## 807 13.8 NA
## 808 9.7 80
## 809 16.2 NA
## 810 15.3 88
## 811 13.6 61
## 812 7.8 71
## 813 14.2 65
## 814 11.6 55
## 815 13.8 62
## 816 10.4 62
## 817 10.8 58
## 818 15.4 70
## 819 13.4 46
## 820 10.8 68
## 821 23.8 NA
## 822 8.2 64
## 823 6.1 83
## 824 12.7 81
## 825 14.1 100
## 826 17.7 78
## 827 19.3 45
## 828 14.5 66
## 829 29.3 65
## 830 13.6 74
## 831 11.5 85
## 832 16.1 67
## 833 17.4 74
## 834 18.0 80
## 835 10.5 57
## 836 19.0 49
## 837 18.7 42
## 838 17.8 53
## 839 16.3 66
## 840 19.1 76
## 841 15.3 53
## 842 17.1 60
## 843 22.0 63
## 844 17.9 65
## 845 15.1 59
## 846 11.3 67
## 847 12.3 65
## 848 11.5 88
## 849 12.8 71
## 850 8.8 95
## 851 5.9 80
## 852 9.7 90
## 853 13.2 75
## 854 8.3 69
## 855 5.2 63
## 856 18.9 26
## 857 18.2 47
## 858 21.6 61
## 859 18.6 53
## 860 14.9 46
## 861 15.3 30
## 862 25.3 22
## 863 13.6 56
## 864 16.5 36
## 865 15.1 NA
## 866 10.2 59
## 867 17.6 48
## 868 7.5 NA
## 869 17.4 66
## 870 17.6 85
## 871 13.3 58
## 872 21.1 67
## 873 12.1 83
## 874 2.9 67
## 875 15.3 64
## 876 21.1 NA
## 877 18.5 35
## 878 11.1 100
## 879 14.9 83
## 880 11.1 69
## 881 12.8 56
## 882 11.6 81
## 883 12.4 NA
## 884 19.6 33
## 885 12.5 65
## 886 10.6 79
## 887 14.5 89
## 888 20.8 46
## 889 11.1 88
## 890 9.6 46
## 891 17.6 55
## 892 13.2 96
## 893 16.7 81
## 894 13.4 73
## 895 8.7 NA
## 896 10.1 83
## 897 14.5 83
## 898 20.4 64
## 899 12.1 75
## 900 13.9 87
## 901 19.0 39
## 902 16.7 43
## 903 10.8 54
## 904 14.8 93
## 905 20.4 48
## 906 15.0 NA
## 907 10.5 68
## 908 11.3 68
## 909 13.4 NA
## 910 13.3 67
## 911 12.8 78
## 912 13.3 83
## 913 18.0 50
## 914 13.1 56
## 915 19.8 58
## 916 17.6 85
## 917 11.3 48
## 918 8.1 NA
## 919 17.3 NA
## 920 20.8 44
## 921 19.9 36
## 922 8.4 NA
## 923 22.8 31
## 924 18.5 NA
## 925 41.7 NA
## 926 20.2 25
## 927 16.2 29
## 928 15.1 50
## 929 16.2 45
## 930 14.6 40
## 931 23.6 43
## 932 15.3 48
## 933 18.1 29
## 934 11.6 39
## 935 19.6 53
## 936 NA NA
## 937 11.5 44
## 938 11.5 47
## 939 15.5 45
## 940 16.8 51
## 941 14.3 41
## 942 11.9 NA
## 943 13.5 52
## 944 12.3 69
## 945 17.8 81
## 946 16.9 NA
## 947 20.0 NA
## 948 13.9 45
## 949 14.7 41
## 950 10.9 42
## 951 20.0 24
## 952 11.8 68
## 953 17.6 NA
## 954 19.7 54
## 955 13.2 72
## 956 12.9 29
## 957 13.3 68
## 958 11.3 80
## 959 9.9 76
## 960 10.8 72
## 961 12.2 73
## 962 12.3 89
## 963 14.2 93
## 964 16.5 71
## 965 9.2 74
## 966 11.7 74
## 967 9.3 52
## 968 8.3 73
## 969 12.9 96
## 970 19.3 65
## 971 11.2 87
## 972 13.1 61
## 973 13.8 75
## 974 13.6 54
## 975 12.8 81
## 976 10.9 86
## 977 13.3 65
## 978 20.1 74
## 979 12.1 83
## 980 18.4 100
## 981 7.8 96
## 982 10.6 95
## 983 11.2 74
## 984 11.2 69
## 985 20.6 63
## 986 12.7 80
## 987 15.6 87
## 988 10.5 92
## 989 15.1 84
## 990 12.3 85
## 991 12.5 91
## 992 12.6 45
## 993 14.0 72
## 994 11.8 66
## 995 16.7 78
## 996 14.1 89
## 997 15.2 74
## 998 10.9 68
## 999 12.8 83
## 1000 12.6 63
## 1001 18.0 75
## 1002 16.3 58
## 1003 13.0 NA
## 1004 19.4 54
## 1005 19.0 54
## 1006 19.4 57
## 1007 16.1 63
## 1008 15.9 55
## 1009 16.8 71
## 1010 18.8 72
## 1011 16.9 56
## 1012 15.3 52
## 1013 7.5 57
## 1014 12.9 68
## 1015 14.5 66
## 1016 18.5 58
## 1017 11.2 71
## 1018 19.3 69
## 1019 17.4 83
## 1020 12.3 88
## 1021 13.9 90
## 1022 8.8 95
## 1023 11.2 45
## 1024 11.6 60
## 1025 6.3 93
## 1026 7.8 66
## 1027 14.1 92
## 1028 11.6 79
## 1029 13.4 96
## 1030 12.1 86
## 1031 16.2 63
## 1032 12.5 80
## 1033 13.3 67
## 1034 8.3 67
## 1035 18.1 99
## 1036 13.3 74
## 1037 14.2 52
## 1038 11.0 NA
## 1039 18.1 63
## 1040 19.2 63
## 1041 7.6 97
## 1042 19.0 82
## 1043 18.4 96
## 1044 15.7 47
## 1045 10.0 96
## 1046 9.6 71
## 1047 16.6 63
## 1048 16.4 61
## 1049 19.2 39
## 1050 14.6 48
## 1051 15.2 58
## 1052 17.1 84
## 1053 16.9 21
## 1054 18.0 73
## 1055 12.1 75
## 1056 17.2 51
## 1057 14.7 76
## 1058 10.2 75
## 1059 13.5 67
## 1060 13.5 82
## 1061 17.0 51
## 1062 11.2 NA
## 1063 18.6 60
## 1064 11.4 83
## 1065 13.4 85
## 1066 18.3 NA
## 1067 16.9 63
## 1068 14.8 48
## 1069 17.0 51
## 1070 22.9 58
## 1071 12.8 59
## 1072 15.3 75
## 1073 15.9 38
## 1074 19.1 43
## 1075 10.4 69
## 1076 29.2 51
## 1077 11.4 75
## 1078 19.4 35
## 1079 12.9 21
## 1080 11.7 44
## 1081 20.2 54
## 1082 14.8 48
## 1083 15.5 NA
## 1084 15.0 67
## 1085 14.6 NA
## 1086 18.2 36
## 1087 11.1 49
## 1088 11.7 35
## 1089 13.6 67
## 1090 11.1 63
## 1091 11.3 37
## 1092 16.2 73
## 1093 14.0 42
## 1094 12.5 43
## 1095 16.1 62
## 1096 10.7 65
## 1097 11.1 NA
## 1098 16.1 60
## 1099 18.5 52
## 1100 16.2 NA
## 1101 14.6 53
## 1102 11.1 51
## 1103 16.9 33
## 1104 19.2 39
## 1105 12.0 64
## 1106 14.1 59
## 1107 10.8 77
## 1108 18.6 41
## 1109 16.9 54
## 1110 8.9 36
## 1111 14.0 49
## 1112 21.9 52
## 1113 13.5 NA
## 1114 16.8 39
## 1115 16.5 53
## 1116 19.6 48
## 1117 10.3 82
## 1118 5.8 83
## 1119 12.6 62
## 1120 18.1 60
## 1121 23.1 34
## 1122 13.0 71
## 1123 12.1 42
## 1124 14.4 87
## 1125 15.7 38
## 1126 21.8 35
## 1127 13.7 38
## 1128 12.7 37
## 1129 14.0 56
## 1130 11.0 NA
## 1131 11.4 95
## 1132 18.4 26
## 1133 20.8 56
## 1134 11.9 39
## 1135 16.4 NA
## 1136 11.0 32
## 1137 21.6 36
## 1138 22.6 35
## 1139 14.9 37
## 1140 22.9 16
## 1141 8.6 91
## 1142 27.2 43
## 1143 11.8 52
## 1144 13.5 72
## 1145 21.2 39
## 1146 13.0 36
## 1147 11.3 67
## 1148 15.7 46
## 1149 16.2 72
## 1150 21.4 50
## 1151 18.8 28
## 1152 19.4 35
## 1153 21.9 41
## 1154 14.8 64
## 1155 12.1 25
## 1156 18.4 26
## 1157 19.7 42
## 1158 13.8 50
## 1159 18.2 10
## 1160 24.7 41
## 1161 14.5 43
## 1162 14.3 35
## 1163 9.6 93
## 1164 13.4 63
## 1165 14.6 32
## 1166 12.6 62
## 1167 21.0 29
## 1168 19.7 65
## 1169 23.1 NA
## 1170 13.6 91
## 1171 21.9 34
## 1172 18.5 72
## 1173 20.8 NA
## 1174 15.5 NA
## 1175 25.3 50
## 1176 17.4 43
## 1177 23.1 69
## 1178 20.6 8
## 1179 17.2 NA
## 1180 20.5 33
## 1181 12.8 37
## 1182 18.7 NA
## 1183 20.5 59
## 1184 23.9 38
## 1185 10.5 50
## 1186 22.4 48
## 1187 17.8 53
## 1188 13.2 82
## 1189 12.1 93
## 1190 21.2 48
## 1191 11.4 82
## 1192 13.9 82
## 1193 12.5 22
## 1194 13.3 69
## 1195 14.0 70
## 1196 11.1 72
## 1197 18.4 62
## 1198 12.4 70
## 1199 17.9 98
## 1200 6.8 90
## 1201 10.6 55
## 1202 15.1 45
## 1203 19.6 62
## 1204 10.7 74
## 1205 9.2 68
## 1206 8.7 45
## 1207 13.0 72
## 1208 9.2 59
## 1209 14.0 45
## 1210 6.5 61
## 1211 11.7 100
## 1212 17.6 84
## 1213 18.1 46
## 1214 19.3 46
## 1215 12.3 48
## 1216 11.1 68
## 1217 13.8 73
## 1218 16.0 31
## 1219 15.8 NA
## 1220 13.7 30
## 1221 15.7 68
## 1222 9.6 90
## 1223 9.5 95
## 1224 17.9 NA
## 1225 9.3 58
## 1226 10.1 55
## 1227 14.7 79
## 1228 9.5 76
## 1229 14.5 100
## 1230 14.0 76
## 1231 14.4 36
## 1232 12.6 51
## 1233 7.5 61
## 1234 10.5 97
## 1235 13.1 63
## 1236 13.4 57
## 1237 14.5 84
## 1238 10.4 78
## 1239 9.9 79
## 1240 18.1 51
## 1241 17.0 47
## 1242 9.5 100
## 1243 14.7 69
## 1244 11.0 83
## 1245 16.8 66
## 1246 12.2 89
## 1247 14.5 40
## 1248 15.0 63
## 1249 9.0 65
## 1250 11.5 NA
## 1251 16.9 56
## 1252 22.7 61
## 1253 10.5 72
## 1254 16.9 80
## 1255 18.1 68
## 1256 11.1 55
## 1257 11.1 69
## 1258 17.8 79
## 1259 15.9 62
## 1260 20.5 57
## 1261 17.2 57
## 1262 10.1 77
## 1263 8.4 59
## 1264 13.5 77
## 1265 16.7 67
## 1266 10.7 78
## 1267 15.9 52
## 1268 9.4 64
## 1269 15.1 88
## 1270 11.5 72
## 1271 15.9 38
## 1272 22.2 46
## 1273 10.7 73
## 1274 21.0 65
## 1275 19.3 61
## 1276 21.3 54
## 1277 20.6 59
## 1278 18.1 46
## 1279 19.2 67
## 1280 15.2 36
## 1281 23.1 67
## 1282 18.4 28
## 1283 19.2 56
## 1284 8.5 50
## 1285 11.5 52
## 1286 13.0 59
## 1287 16.3 42
## 1288 19.2 49
## 1289 12.8 94
## 1290 19.6 50
## 1291 17.3 65
## 1292 16.6 50
## 1293 2.5 57
## 1294 13.0 98
## 1295 16.5 46
## 1296 16.3 60
## 1297 15.3 56
## 1298 19.2 NA
## 1299 13.4 57
## 1300 16.4 67
## 1301 14.1 72
## 1302 15.1 45mydata_clean <- na.omit(mydata)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union# print no. of rows and columns in the dataframe
print(paste("No. of rows:", nrow(mydata_clean)))## [1] "No. of rows: 471"print(paste("No. of cols:", ncol(mydata_clean)))## [1] "No. of cols: 20"categorical_variables <- names(select(mydata_clean,"State","Public..1...Private..2."))
print(categorical_variables)## [1] "State" "Public..1...Private..2."continuous_variables <- setdiff(names(which(sapply(mydata_clean, is.numeric))),("Public..1...Private..2."))
print(continuous_variables)## [1] "X..appli..rec.d" "X..appl..accepted"
## [3] "X..new.stud..enrolled" "X..new.stud..from.top.10."
## [5] "X..new.stud..from.top.25." "X..FT.undergrad"
## [7] "X..PT.undergrad" "in.state.tuition"
## [9] "out.of.state.tuition" "room"
## [11] "board" "add..fees"
## [13] "estim..book.costs" "estim..personal.."
## [15] "X..fac..w.PHD" "stud..fac..ratio"
## [17] "Graduation.rate"mydata_normalised <- as.data.frame(scale(mydata_clean[,continuous_variables]))
dist_mat <- dist(mydata_normalised, method = 'euclidean')
hcluster <- hclust(dist_mat, method = "complete")
# plot the dendogram
plot(hcluster,cex=0.6)
abline(h = 12, col = 'red')
# from the dendogram we select 6 clusters
# draw dendogram with red borders around the 6 clusters
rect.hclust(hcluster, k=6, border="green")
# coloring the dendogram branches according to cluster
suppressPackageStartupMessages(library(dendextend))## Warning: package 'dendextend' was built under R version 4.2.1
dend_obj <- as.dendrogram(hcluster)
col_dend <- color_branches(dend_obj, h= 12)
plot(col_dend)
# getting clusters
sub_grp <- cutree(hcluster, k = 6)
# cluster count
table(sub_grp)## sub_grp
## 1 2 3 4 5 6
## 330 127 11 1 1 1# Adding the clusters to the table in a column named "class"
mydata_clean['class']<-as.factor(sub_grp)
# grouping the continuous data by 'class' and taking mean (cluster centers)
cluster_table<-aggregate(mydata_clean[continuous_variables],by=mydata_clean['class'],mean)
summary(cluster_table)## class X..appli..rec.d X..appl..accepted X..new.stud..enrolled
## 1:1 Min. : 601 Min. : 396 Min. : 203.0
## 2:1 1st Qu.: 2717 1st Qu.: 1787 1st Qu.: 656.3
## 3:1 Median : 7359 Median : 4170 Median :2112.5
## 4:1 Mean :13468 Mean : 7938 Mean :2305.0
## 5:1 3rd Qu.:14007 3rd Qu.: 9719 3rd Qu.:4061.5
## 6:1 Max. :48094 Max. :26330 Max. :4520.0
## X..new.stud..from.top.10. X..new.stud..from.top.25. X..FT.undergrad
## Min. : 1.00 Min. :20.00 Min. : 525
## 1st Qu.:21.22 1st Qu.:48.99 1st Qu.: 2712
## Median :30.95 Median :62.23 Median : 9903
## Mean :27.97 Mean :57.92 Mean :10861
## 3rd Qu.:35.98 3rd Qu.:75.17 3rd Qu.:19817
## Max. :49.29 Max. :79.00 Max. :21401
## X..PT.undergrad in.state.tuition out.of.state.tuition room
## Min. : 196.6 Min. : 3171 Min. : 7410 Min. :1498
## 1st Qu.: 460.4 1st Qu.: 4535 1st Qu.: 8723 1st Qu.:2174
## Median : 2107.1 Median : 7326 Median : 9897 Median :2567
## Mean : 5047.0 Mean : 8005 Mean :10446 Mean :2552
## 3rd Qu.: 3619.4 3rd Qu.:10280 3rd Qu.:11134 3rd Qu.:2737
## Max. :21836.0 Max. :15335 Max. :15593 Max. :3843
## board add..fees estim..book.costs estim..personal..
## Min. :1973 Min. : 130.0 Min. : 539.7 Min. : 620
## 1st Qu.:2051 1st Qu.: 366.4 1st Qu.: 556.7 1st Qu.:1109
## Median :2351 Median : 417.7 Median : 626.6 Median :1619
## Mean :2323 Mean : 504.5 Mean : 900.3 Mean :1631
## 3rd Qu.:2470 3rd Qu.: 636.6 3rd Qu.: 708.0 3rd Qu.:1965
## Max. :2800 Max. :1003.0 Max. :2340.0 Max. :2910
## X..fac..w.PHD stud..fac..ratio Graduation.rate
## Min. : 8.00 Min. : 6.80 Min. :45.00
## 1st Qu.:72.02 1st Qu.:11.36 1st Qu.:50.17
## Median :85.65 Median :13.61 Median :62.52
## Mean :70.85 Mean :13.43 Mean :62.52
## 3rd Qu.:87.64 3rd Qu.:15.76 3rd Qu.:74.09
## Max. :90.00 Max. :19.50 Max. :81.09# grouping the categorical data by class
cat_cluster_table<- group_by(mydata_clean[categorical_variables],by=mydata_clean['class'])
summary(cat_cluster_table)## State Public..1...Private..2. by.class
## Length:471 Min. :1.000 1:330
## Class :character 1st Qu.:1.000 2:127
## Mode :character Median :2.000 3: 11
## Mean :1.728 4: 1
## 3rd Qu.:2.000 5: 1
## Max. :2.000 6: 1# cluster 1
table(mydata_clean$Public..1...Private..2.[mydata_clean$class == 1])##
## 1 2
## 113 217print("Cluster 1 has a comparable number of Private and Public colleges")## [1] "Cluster 1 has a comparable number of Private and Public colleges"# cluster 2
table(mydata_clean$Public..1...Private..2.[mydata_clean$class == 2])##
## 1 2
## 6 121print("Cluster 2 has a majority of Private colleges")## [1] "Cluster 2 has a majority of Private colleges"# cluster 3
table(mydata_clean$Public..1...Private..2.[mydata_clean$class == 3])##
## 1 2
## 7 4print("Cluster 3 has a majority of Public colleges")## [1] "Cluster 3 has a majority of Public colleges"# all in all, the three clusters have an ample number of Private colleges than Public due to the fact that the
# dataset has more private colleges as compared to public ones.
# We can infer from cluster 2 that Private colleges has higher tution fees.# preapring the data point for comparison
point_new <- mydata[mydata['College.Name']=='Tufts University']
point_new[is.na(point_new)] <- 0
point_new<- as.integer(point_new[-c(1:3)])
# fucntion to calculate the Euclidean Distance
Euclidean_Distance<-function(x1, x2) sqrt(sum((x1 - x2) ^ 2))
# calculating Euclidean distance of data from each cluster
for (i in 1:nrow(cluster_table)){
point <- cluster_table[i,][-1]
print(paste('Distance from cluster',i,'is', Euclidean_Distance(point_new,point) ))
}## [1] "Distance from cluster 1 is 17703.3886231058"
## [1] "Distance from cluster 2 is 7707.27527089332"
## [1] "Distance from cluster 3 is 24975.0673817058"
## [1] "Distance from cluster 4 is 14987.9421282576"
## [1] "Distance from cluster 5 is 32236.0443268091"
## [1] "Distance from cluster 6 is 53605.735320486"# From the result we can see that the Tufts University data is closer to cluster 2.
# imputing the missing value by cluster average
mydata$X..PT.undergrad[mydata$College.Name == 'Tufts University']<-cluster_table$X..PT.undergrad[cluster_table$class == 2]