Quiz5
Logan Pruneau
- Q1 Import data.
- Q2 Create a scatter plot to visualize the relationship between in_state_total and percent_minority.
- Q3 Calculate and interpret the Pearson correlation coefficient.
- Q4 Based on your analysis in Q2 and Q3, can you conclude that the share of minority students in total enrollment (measured by percent_minority) causes in_state_total to fall? Why or why not?
- Q5 You suspect that there may be other variables that are asociated with in_state_total. Create a correlation plot.
- Q6 List any variables with a strong positive association with in_state_total, if any.
- Q7 Your classmate argues that foreign students tend to attend more expensive colleges in the United States. Would you agree? Argue your case based on the correlation coefficient between in_state_total and percent_foreign.
- Q8 Hide the messages and warnings, but display the code and its results on the webpage.
- Q9 Display the title and your name correctly at the top of the webpage.
- Q10 Use the correct slug.
You will use college tuition and diversity data for this quiz. See below for the definition of some of the variables.
- in_state_total: Total cost for in-state residents in USD (sum of room & board + in state tuition)
- out_of_state_total: Total cost for in-state residents in USD (sum of room & board + out of state tuition)
- percent_minority: share of minority students in total enrollment
- percent_foreign: share of foreign students in total enrollment
Q1 Import data.
Hint: The data file is posted in Moodle. See Module 5. It’s named as “college_tuition.csv”.
data <- read.csv("~/busStat/college_tuition.csv")
data## name
## 1 Aaniiih Nakoda College
## 2 Abilene Christian University
## 3 Abraham Baldwin Agricultural College
## 4 Academy College
## 5 Academy of Art University
## 6 Adams State University
## 7 Adelphi University
## 8 Adirondack Community College
## 9 Adrian College
## 10 Advanced Technology Institute
## 11 Agnes Scott College
## 12 Aiken Technical College
## 13 Aims Community College
## 14 Alabama Southern Community College
## 15 Alabama State University
## 16 Alamance Community College
## 17 Alaska Bible College
## 18 Alaska Pacific University
## 19 Albany College of Pharmacy and Health Sciences
## 20 Albany State University
## 21 Albany Technical College
## 22 Albertus Magnus College
## 23 Albion College
## 24 Albright College
## 25 Alcorn State University
## 26 Alexandria Technical and Community College
## 27 Alfred University
## 28 Allan Hancock College
## 29 Allegany College of Maryland
## 30 Allegheny College
## 31 Allegheny Wesleyan College
## 32 Allen College
## 33 Allen County Community College
## 34 Allen University
## 35 Alma College
## 36 Alpena Community College
## 37 Alvernia University
## 38 Alverno College
## 39 Alvin Community College
## 40 Amarillo College
## 41 American Academy McAllister Institute of Funeral Service
## 42 American Academy of Art
## 43 American Baptist College
## 44 American Indian College of the Assemblies of God
## 45 American International College
## 46 American Jewish University
## 47 American River College
## 48 Amherst College
## 49 Amridge University
## 50 Ancilla College
## 51 Andrew College
## 52 Andrews University
## 53 Angelina College
## 54 Angelo State University
## 55 Anna Maria College
## 56 Anne Arundel Community College
## 57 Anoka Technical College
## 58 Anoka-Ramsey Community College
## 59 Antelope Valley College
## 60 Antioch University Midwest
## 61 Apex School of Theology
## 62 Appalachian Bible College
## 63 Appalachian State University
## 64 Arapahoe Community College
## 65 Arcadia University
## 66 Arizona Christian University
## 67 Arizona State University
## 68 Arizona Western College
## 69 Arkansas Baptist College
## 70 Arkansas Northeastern College
## 71 Arkansas Tech University
## 72 Art Academy of Cincinnati
## 73 Art Center College of Design
## 74 Art Institute of Houston
## 75 Art Institute of Philadelphia
## 76 Art Institute of Phoenix
## 77 Art Institute of Pittsburgh
## 78 Asbury University
## 79 Asheville-Buncombe Technical Community College
## 80 Ashford University
## 81 Ashland Community and Technical College
## 82 Ashland University
## 83 Asnuntuck Community College
## 84 Assumption College
## 85 Athens State University
## 86 Athens Technical College
## 87 Atlanta Metropolitan State College
## 88 Atlanta Technical College
## 89 Atlantic Cape Community College
## 90 Auburn University
## 91 Auburn University at Montgomery
## 92 Augusta Technical College
## 93 Augusta University
## 94 Aultman College of Nursing and Health Sciences
## 95 Aurora University
## 96 Austin College
## 97 Austin Community College
## 98 Austin Graduate School of Theology
## 99 Austin Peay State University
## 100 Ave Maria University
## 101 Averett University
## 102 Avila University
## 103 Azusa Pacific University
## 104 Babson College
## 105 Baker University
## 106 Bakersfield College
## 107 Baldwin Wallace University
## 108 Ball State University
## 109 Baltimore City Community College
## 110 Baptist Bible College
## 111 Baptist College of Florida
## 112 Baptist College of Health Sciences
## 113 Baptist Missionary Association Theological Seminary
## 114 Baptist University of the Americas
## 115 Barclay College
## 116 Bard College
## 117 Bard College at Simon's Rock
## 118 Barnard College
## 119 Barry University
## 120 Barstow Community College
## 121 Barton College
## 122 Barton County Community College
## 123 Bastyr University
## 124 Bates College
## 125 Bates Technical College
## 126 Baton Rouge Community College
## 127 Bay Mills Community College
## 128 Bay State College
## 129 Baylor University
## 130 Beacon College
## 131 Beaufort County Community College
## 132 Beis Medrash Heichal Dovid
## 133 Belhaven University
## 134 Bellarmine University
## 135 Bellevue College
## 136 Bellevue University
## 137 Bellin College
## 138 Bellingham Technical College
## 139 Belmont Abbey College
## 140 Belmont College
## 141 Belmont University
## 142 Beloit College
## 143 Bemidji State University
## 144 Benedict College
## 145 Benedictine College
## 146 Benedictine University
## 147 Benjamin Franklin Institute of Technology
## 148 Bennington College
## 149 Bentley University
## 150 Berea College
## 151 Bergen Community College
## 152 Bergin University of Canine Studies
## 153 Berkeley City College
## 154 Berklee College of Music
## 155 Berkshire Community College
## 156 Berry College
## 157 Beth Hatalmud Rabbinical College
## 158 Beth Medrash Govoha
## 159 Bethany Lutheran College
## 160 Bethesda University of California
## 161 Bethune-Cookman University
## 162 Beulah Heights University
## 163 Bevill State Community College
## 164 Big Bend Community College
## 165 Big Sandy Community and Technical College
## 166 Biola University
## 167 Birmingham-Southern College
## 168 Bishop State Community College
## 169 Bismarck State College
## 170 Black Hawk College
## 171 Black Hills State University
## 172 Black River Technical College
## 173 Blackburn College
## 174 Blackfeet Community College
## 175 Blackhawk Technical College
## 176 Bladen Community College
## 177 Blinn College
## 178 Bloomfield College
## 179 Bloomsburg University of Pennsylvania
## 180 Blue Mountain College
## 181 Blue Mountain Community College
## 182 Blue Ridge Community and Technical College
## 183 Bluefield College
## 184 Bluefield State College
## 185 Bluegrass Community and Technical College
## 186 Bluffton University
## 187 Bob Jones University
## 188 Boise Bible College
## 189 Boise State University
## 190 Boricua College
## 191 Bossier Parish Community College
## 192 Boston Architectural College
## 193 Boston Baptist College
## 194 Boston College
## 195 Boston University
## 196 Bowdoin College
## 197 Bowie State University
## 198 Bradley University
## 199 Brandeis University
## 200 Brandman University
## 201 Brazosport College
## 202 Brenau University
## 203 Brescia University
## 204 Brevard College
## 205 Brewton-Parker College
## 206 Briar Cliff University
## 207 Bridgewater College
## 208 Bridgewater State University
## 209 Brigham Young University
## 210 Bristol Community College
## 211 Brookdale Community College
## 212 Brookhaven College
## 213 Broome Community College
## 214 Broward College
## 215 Brown University
## 216 Brunswick Community College
## 217 Bryan College of Health Sciences
## 218 Bryant University
## 219 Bryn Mawr College
## 220 Bucknell University
## 221 Bucks County Community College
## 222 Buena Vista University
## 223 Bunker Hill Community College
## 224 Butler University
## 225 Butte College
## 226 Cabarrus College of Health Sciences
## 227 Cabrillo College
## 228 Cabrini University
## 229 Cairn University
## 230 Caldwell Community College and Technical Institute
## 231 Calhoun Community College
## 232 California Baptist University
## 233 California Christian College
## 234 California College of the Arts
## 235 California Institute of Integral Studies
## 236 California Institute of Technology
## 237 California Institute of the Arts
## 238 California Lutheran University
## 239 California Miramar University
## 240 California University of Management and Sciences
## 241 Calvin College
## 242 Cambridge College
## 243 Camden County College
## 244 Cameron University
## 245 Campbell University
## 246 Campbellsville University
## 247 Canada College
## 248 Canisius College
## 249 Cankdeska Cikana Community College
## 250 Cape Cod Community College
## 251 Cape Fear Community College
## 252 Capella University
## 253 Capital Community College
## 254 Capital University
## 255 Cardinal Stritch University
## 256 Career College of Northern Nevada
## 257 Carl Albert State College
## 258 Carl Sandburg College
## 259 Carleton College
## 260 Carlow University
## 261 Carnegie Mellon University
## 262 Carolina Christian College
## 263 Carroll College
## 264 Carroll Community College
## 265 Carroll University
## 266 Carson-Newman University
## 267 Carteret Community College
## 268 Carthage College
## 269 Carver College
## 270 Case Western Reserve University
## 271 Casper College
## 272 Catawba College
## 273 Catawba Valley Community College
## 274 Cayuga Community College
## 275 Cazenovia College
## 276 Cecil College
## 277 Cedar Crest College
## 278 Cedar Valley College
## 279 Cedarville University
## 280 Centenary College of Louisiana
## 281 Centenary University
## 282 Central Alabama Community College
## 283 Central Arizona College
## 284 Central Baptist College
## 285 Central Carolina Community College
## 286 Central Carolina Technical College
## 287 Central Christian College of Kansas
## 288 Central College
## 289 Central Community College
## 290 Central Connecticut State University
## 291 Central Georgia Technical College
## 292 Central Lakes College
## 293 Central Maine Community College
## 294 Central Michigan University
## 295 Central New Mexico Community College
## 296 Central Ohio Technical College
## 297 Central Oregon Community College
## 298 Central Penn College
## 299 Central Piedmont Community College
## 300 Central State University
## 301 Central Texas College
## 302 Central Virginia Community College
## 303 Central Washington University
## 304 Central Wyoming College
## 305 Centralia College
## 306 Centre College
## 307 Century College
## 308 Cerritos College
## 309 Cerro Coso Community College
## 310 Chabot College
## 311 Chadron State College
## 312 Chaffey College
## 313 Chaminade University of Honolulu
## 314 Champlain College
## 315 Chandler-Gilbert Community College
## 316 Chapman University
## 317 Charleston Southern University
## 318 Charter Oak State College
## 319 Chatfield College
## 320 Chatham University
## 321 Chattahoochee Technical College
## 322 Chattahoochee Valley Community College
## 323 Chattanooga State Community College
## 324 Chemeketa Community College
## 325 Chesapeake College
## 326 Chestnut Hill College
## 327 Cheyney University of Pennsylvania
## 328 Chicago State University
## 329 Chief Dull Knife College
## 330 Chipola College
## 331 Chippewa Valley Technical College
## 332 Chowan University
## 333 Christian Brothers University
## 334 Christopher Newport University
## 335 Cincinnati Christian University
## 336 Cincinnati College of Mortuary Science
## 337 Cincinnati State Technical and Community College
## 338 Cisco College
## 339 Citrus College
## 340 City College of San Francisco
## 341 Clackamas Community College
## 342 Claflin University
## 343 Claremont McKenna College
## 344 Clarendon College
## 345 Clarion University of Pennsylvania
## 346 Clark Atlanta University
## 347 Clark College
## 348 Clark State Community College
## 349 Clark University
## 350 Clarke University
## 351 Clarkson College
## 352 Clarkson University
## 353 Clatsop Community College
## 354 Clayton State University
## 355 Clear Creek Baptist Bible College
## 356 Cleary University
## 357 Clemson University
## 358 Cleveland Community College
## 359 Cleveland Institute of Art
## 360 Cleveland Institute of Music
## 361 Cleveland State Community College
## 362 Cleveland State University
## 363 Clinton College
## 364 Cloud County Community College
## 365 Clover Park Technical College
## 366 Clovis Community College
## 367 Coahoma Community College
## 368 Coastal Bend College
## 369 Coastal Carolina Community College
## 370 Coastal Carolina University
## 371 Coastal Pines Technical College
## 372 Coastline Community College
## 373 Cochise College
## 374 Cochran School of Nursing
## 375 Coe College
## 376 Coffeyville Community College
## 377 Cogswell Polytechnical College
## 378 Coker College
## 379 Colby College
## 380 Colby Community College
## 381 Colby-Sawyer College
## 382 Coleman University
## 383 Colgate University
## 384 College for Creative Studies
## 385 College of Alameda
## 386 College of Central Florida
## 387 College of Charleston
## 388 College of Coastal Georgia
## 389 College of Court Reporting
## 390 College of DuPage
## 391 College of Idaho
## 392 College of Lake County
## 393 College of Marin
## 394 College of Menominee Nation
## 395 College of Saint Mary
## 396 College of Saint Rose
## 397 College of San Mateo
## 398 College of Southern Idaho
## 399 College of Southern Maryland
## 400 College of Southern Nevada
## 401 College of the Albemarle
## 402 College of the Atlantic
## 403 College of the Canyons
## 404 College of the Desert
## 405 College of the Holy Cross
## 406 College of the Mainland
## 407 College of the Muscogee Nation
## 408 College of the Ouachitas
## 409 College of the Ozarks
## 410 College of the Redwoods
## 411 College of the Sequoias
## 412 College of the Siskiyous
## 413 College of Western Idaho
## 414 Colorado Christian University
## 415 Colorado College
## 416 Colorado Mesa University
## 417 Colorado Mountain College
## 418 Colorado Northwestern Community College
## 419 Colorado School of Healing Arts
## 420 Colorado School of Mines
## 421 Colorado School of Trades
## 422 Columbia Basin College
## 423 Columbia College Chicago
## 424 Columbia College Hollywood
## 425 Columbia College of Nursing
## 426 Columbia International University
## 427 Columbia Southern University
## 428 Columbia State Community College
## 429 Columbia University
## 430 Columbia-Greene Community College
## 431 Columbus State Community College
## 432 Columbus State University
## 433 Columbus Technical College
## 434 Commonwealth Institute of Funeral Service
## 435 Commonwealth Technical Institute
## 436 Community College of Allegheny County
## 437 Community College of Aurora
## 438 Community College of Baltimore County
## 439 Community College of Beaver County
## 440 Community College of Denver
## 441 Community College of Philadelphia
## 442 Community College of Rhode Island
## 443 Community College of Vermont
## 444 Conception Seminary College
## 445 Concordia University Chicago
## 446 Concordia University Texas
## 447 Concordia University Wisconsin
## 448 Connecticut College
## 449 Connors State College
## 450 Contra Costa College
## 451 Converse College
## 452 Copiah-Lincoln Community College
## 453 Copper Mountain College
## 454 Coppin State University
## 455 Corban University
## 456 Cornell College
## 457 Cornell University
## 458 Cornerstone University
## 459 Corning Community College
## 460 Cornish College of the Arts
## 461 Cossatot Community College of the University of Arkansas
## 462 Cosumnes River College
## 463 Cottey College
## 464 County College of Morris
## 465 Covenant College
## 466 Cowley County Community College
## 467 Cox College
## 468 Crafton Hills College
## 469 Craven Community College
## 470 Creative Center
## 471 Creighton University
## 472 Criswell College
## 473 Crossroads Bible College
## 474 Crowder College
## 475 Crowley's Ridge College
## 476 Cuesta College
## 477 Culinary Institute LeNotre
## 478 Culinary Institute of America
## 479 Culver-Stockton College
## 480 Cumberland County College
## 481 Cumberland University
## 482 Curry College
## 483 Cuyahoga Community College
## 484 Cuyamaca College
## 485 Cypress College
## 486 D'Youville College
## 487 Dabney S. Lancaster Community College
## 488 Daemen College
## 489 Dakota College at Bottineau
## 490 Dakota County Technical College
## 491 Dakota State University
## 492 Dakota Wesleyan University
## 493 Dallas Baptist University
## 494 Dallas Christian College
## 495 Dallas Institute of Funeral Service
## 496 Dalton State College
## 497 Danville Area Community College
## 498 Danville Community College
## 499 Dartmouth College
## 500 Davenport University
## 501 Davidson College
## 502 Davidson County Community College
## 503 Dawson Community College
## 504 Daytona State College
## 505 De Anza College
## 506 Dean College
## 507 Defiance College
## 508 Del Mar College
## 509 Delaware College of Art and Design
## 510 Delaware State University
## 511 Delgado Community College
## 512 Delta College
## 513 Delta State University
## 514 Denison University
## 515 Denmark Technical College
## 516 DePaul University
## 517 DePauw University
## 518 Des Moines Area Community College
## 519 DeSales University
## 520 Design Institute of San Diego
## 521 Diablo Valley College
## 522 Dickinson College
## 523 Dickinson State University
## 524 DigiPen Institute of Technology
## 525 Dillard University
## 526 Dine College
## 527 Divine Word College
## 528 Dodge City Community College
## 529 Dominican College of Blauvelt
## 530 Dominican University
## 531 Dominican University of California
## 532 Donnelly College
## 533 Dordt College
## 534 Drake University
## 535 Drew University
## 536 Drexel University
## 537 Drury University
## 538 Duke University
## 539 Duquesne University
## 540 Durham Technical Community College
## 541 Dutchess Community College
## 542 Dyersburg State Community College
## 543 East Arkansas Community College
## 544 East Carolina University
## 545 East Central College
## 546 East Central Community College
## 547 East Georgia State College
## 548 East Los Angeles College
## 549 East Mississippi Community College
## 550 East Stroudsburg University of Pennsylvania
## 551 East Tennessee State University
## 552 East Texas Baptist University
## 553 East-West University
## 554 Eastern Arizona College
## 555 Eastern Connecticut State University
## 556 Eastern Gateway Community College
## 557 Eastern Illinois University
## 558 Eastern Kentucky University
## 559 Eastern Maine Community College
## 560 Eastern Mennonite University
## 561 Eastern Michigan University
## 562 Eastern Nazarene College
## 563 Eastern New Mexico University
## 564 Eastern Oklahoma State College
## 565 Eastern Oregon University
## 566 Eastern Shore Community College
## 567 Eastern University
## 568 Eastern Washington University
## 569 Eastern West Virginia Community and Technical College
## 570 Eastern Wyoming College
## 571 Eastfield College
## 572 Ecclesia College
## 573 Eckerd College
## 574 Edgecombe Community College
## 575 Edgewood College
## 576 Edinboro University of Pennsylvania
## 577 Edison State Community College
## 578 Edmonds Community College
## 579 Edward Waters College
## 580 El Camino College
## 581 El Centro College
## 582 El Paso Community College
## 583 Elgin Community College
## 584 Elizabeth City State University
## 585 Elizabethtown College
## 586 Elizabethtown Community and Technical College
## 587 Ellsworth Community College
## 588 Elmhurst College
## 589 Elmira Business Institute
## 590 Elmira College
## 591 Elms College
## 592 Elon University
## 593 Emerson College
## 594 Emmaus Bible College
## 595 Emory & Henry College
## 596 Emory University
## 597 Emporia State University
## 598 Endicott College
## 599 Enterprise State Community College
## 600 Erskine College
## 601 Essex County College
## 602 Estrella Mountain Community College
## 603 ETI Technical College of Niles
## 604 Eureka College
## 605 Evangel University
## 606 Everett Community College
## 607 Evergreen State College
## 608 Evergreen Valley College
## 609 Fairfield University
## 610 Fairmont State University
## 611 Faith Baptist Bible College and Theological Seminary
## 612 Family of Faith College
## 613 Fashion Institute of Technology
## 614 Faulkner University
## 615 Fayetteville State University
## 616 Fayetteville Technical Community College
## 617 Feather River College
## 618 Felician University
## 619 Ferris State University
## 620 Ferrum College
## 621 Finger Lakes Community College
## 622 Finlandia University
## 623 Fisher College
## 624 Fisk University
## 625 Fitchburg State University
## 626 Five Towns College
## 627 Flathead Valley Community College
## 628 Florence-Darlington Technical College
## 629 Florida Atlantic University
## 630 Florida College
## 631 Florida Gateway College
## 632 Florida Gulf Coast University
## 633 Florida Institute of Technology
## 634 Florida International University
## 635 Florida Keys Community College
## 636 Florida Memorial University
## 637 Florida Southern College
## 638 Florida State College at Jacksonville
## 639 Florida State University
## 640 Folsom Lake College
## 641 Fond du Lac Tribal and Community College
## 642 Fontbonne University
## 643 Foothill College
## 644 Fordham University
## 645 Forsyth Technical Community College
## 646 Fort Hays State University
## 647 Fort Lewis College
## 648 Fort Peck Community College
## 649 Fort Scott Community College
## 650 Fort Valley State University
## 651 Fox Valley Technical College
## 652 Framingham State University
## 653 Francis Marion University
## 654 Franciscan University of Steubenville
## 655 Frank Phillips College
## 656 Franklin & Marshall College
## 657 Franklin Pierce University
## 658 Franklin University
## 659 Franklin W. Olin College of Engineering
## 660 Frederick Community College
## 661 Freed-Hardeman University
## 662 Fremont College
## 663 Fresno City College
## 664 Fresno Pacific University
## 665 Friends University
## 666 Front Range Community College
## 667 Frostburg State University
## 668 Fullerton College
## 669 Fulton-Montgomery Community College
## 670 Furman University
## 671 Gadsden State Community College
## 672 Galveston College
## 673 Gannon University
## 674 Garden City Community College
## 675 Gardner-Webb University
## 676 Garrett College
## 677 Gaston College
## 678 Gateway Community and Technical College
## 679 Gateway Technical College
## 680 Gavilan College
## 681 Genesee Community College
## 682 Geneva College
## 683 George Fox University
## 684 George Mason University
## 685 Georgetown College
## 686 Georgia College and State University
## 687 Georgia Gwinnett College
## 688 Georgia Highlands College
## 689 Georgia Institute of Technology
## 690 Georgia Military College
## 691 Georgia Northwestern Technical College
## 692 Georgia Piedmont Technical College
## 693 Georgia Southern University
## 694 Georgia Southwestern State University
## 695 Georgia State University
## 696 Germanna Community College
## 697 Gettysburg College
## 698 Glen Oaks Community College
## 699 Glenville State College
## 700 God's Bible School and College
## 701 Goddard College
## 702 Gogebic Community College
## 703 Golden Gate University
## 704 Golden West College
## 705 Goldey-Beacom College
## 706 Goldfarb School of Nursing at Barnes-Jewish College
## 707 Gonzaga University
## 708 Good Samaritan College of Nursing and Health Science
## 709 Goodwin College
## 710 Goshen College
## 711 Goucher College
## 712 Governors State University
## 713 Grace Bible College
## 714 Grace University
## 715 Grambling State University
## 716 Grand Canyon University
## 717 Grand Rapids Community College
## 718 Grand Valley State University
## 719 Grand View University
## 720 Granite State College
## 721 Grantham University
## 722 Gratz College
## 723 Grays Harbor College
## 724 Grayson College
## 725 Great Basin College
## 726 Great Bay Community College
## 727 Great Lakes Christian College
## 728 Green Mountain College
## 729 Greenfield Community College
## 730 Greensboro College
## 731 Greenville Technical College
## 732 Grinnell College
## 733 Grossmont College
## 734 Guilford College
## 735 Guilford Technical Community College
## 736 Gulf Coast State College
## 737 Gupton Jones College of Funeral Service
## 738 Gustavus Adolphus College
## 739 Gwinnett College
## 740 Gwinnett Technical College
## 741 Gwynedd Mercy University
## 742 Hagerstown Community College
## 743 Halifax Community College
## 744 Hamline University
## 745 Hampden-Sydney College
## 746 Hampshire College
## 747 Hampton University
## 748 Hanover College
## 749 Harcum College
## 750 Hardin-Simmons University
## 751 Harding University
## 752 Harford Community College
## 753 Harper College
## 754 Harris-Stowe State University
## 755 Harrisburg Area Community College
## 756 Harrisburg University of Science and Technology
## 757 Hartnell College
## 758 Hartwick College
## 759 Harvey Mudd College
## 760 Haskell Indian Nations University
## 761 Hastings College
## 762 Haverford College
## 763 Hawaii Pacific University
## 764 Hawkeye Community College
## 765 Haywood Community College
## 766 Hazard Community and Technical College
## 767 Heartland Community College
## 768 Hebrew Theological College
## 769 Heidelberg University
## 770 Helene Fuld College of Nursing
## 771 Henderson Community College
## 772 Henderson State University
## 773 Hendrix College
## 774 Hennepin Technical College
## 775 Heritage Christian University
## 776 Herkimer County Community College
## 777 Hesston College
## 778 Hibbing Community College
## 779 High Point University
## 780 Hilbert College
## 781 Hill College
## 782 Hillsborough Community College
## 783 Hinds Community College
## 784 Hiram College
## 785 Hiwassee College
## 786 Hobart and William Smith Colleges
## 787 Hobe Sound Bible College
## 788 Hocking College
## 789 Hodges University
## 790 Hofstra University
## 791 Hollins University
## 792 Holmes Community College
## 793 Holy Apostles College and Seminary
## 794 Holy Cross College
## 795 Holy Family University
## 796 Holy Names University
## 797 Holyoke Community College
## 798 Hood College
## 799 Hope College
## 800 Hope International University
## 801 Hopkinsville Community College
## 802 Horizon University
## 803 Horry-Georgetown Technical College
## 804 Houghton College
## 805 Housatonic Community College
## 806 Houston Baptist University
## 807 Howard College
## 808 Howard Community College
## 809 Howard Payne University
## 810 Hudson County Community College
## 811 Hudson Valley Community College
## 812 Humboldt State University
## 813 Humphreys College
## 814 Huntingdon College
## 815 Huntington University
## 816 Huntsville Bible College
## 817 Husson University
## 818 Huston-Tillotson University
## 819 Idaho State University
## 820 Ilisagvik College
## 821 Illinois Central College
## 822 Illinois College
## 823 Illinois Institute of Technology
## 824 Illinois State University
## 825 Illinois Valley Community College
## 826 Illinois Wesleyan University
## 827 Immaculata University
## 828 Imperial Valley College
## 829 Independence Community College
## 830 Indian River State College
## 831 Indiana State University
## 832 Indiana University East
## 833 Indiana Wesleyan University
## 834 Institute of American Indian Arts
## 835 International College of Broadcasting
## 836 Inver Hills Community College
## 837 Iona College
## 838 Iowa Central Community College
## 839 Iowa Lakes Community College
## 840 Iowa State University
## 841 Iowa Wesleyan College
## 842 Iowa Western Community College
## 843 Irvine Valley College
## 844 Island Drafting and Technical Institute
## 845 Isothermal Community College
## 846 Itasca Community College
## 847 Itawamba Community College
## 848 Ithaca College
## 849 J. Sargeant Reynolds Community College
## 850 Jackson State Community College
## 851 Jackson State University
## 852 Jacksonville State University
## 853 Jacksonville University
## 854 James A. Rhodes State College
## 855 James Madison University
## 856 James Sprunt Community College
## 857 Jamestown Business College
## 858 Jamestown Community College
## 859 Jarvis Christian College
## 860 Jefferson College
## 861 Jefferson College of Health Sciences
## 862 Jefferson Community and Technical College
## 863 Jefferson Community College
## 864 Jefferson State Community College
## 865 Jewish Theological Seminary of America
## 866 JNA Institute of Culinary Arts
## 867 John A. Gupton College
## 868 John A. Logan College
## 869 John Brown University
## 870 John Carroll University
## 871 John F. Kennedy University
## 872 John Paul the Great Catholic University
## 873 John Tyler Community College
## 874 John Wood Community College
## 875 Johns Hopkins University
## 876 Johnson C. Smith University
## 877 Johnson College
## 878 Johnson County Community College
## 879 Johnson University
## 880 Johnston Community College
## 881 Joliet Junior College
## 882 Jones County Junior College
## 883 Juilliard School
## 884 Juniata College
## 885 Kalamazoo College
## 886 Kalamazoo Valley Community College
## 887 Kankakee Community College
## 888 Kansas City Kansas Community College
## 889 Kansas State University
## 890 Kansas Wesleyan University
## 891 Kaskaskia College
## 892 Kean University
## 893 Keene State College
## 894 Kehilath Yakov Rabbinical Seminary
## 895 Kellogg Community College
## 896 Kennebec Valley Community College
## 897 Kennesaw State University
## 898 Kentucky Christian University
## 899 Kentucky Mountain Bible College
## 900 Kentucky State University
## 901 Kentucky Wesleyan College
## 902 Kenyon College
## 903 Kettering College
## 904 Kettering University
## 905 Keuka College
## 906 Key College
## 907 Keystone College
## 908 Kilgore College
## 909 Kirkwood Community College
## 910 Kirtland Community College
## 911 Kishwaukee College
## 912 Klamath Community College
## 913 Knox College
## 914 Kutztown University of Pennsylvania
## 915 Kuyper College
## 916 La Roche College
## 917 La Salle University
## 918 La Sierra University
## 919 Labette Community College
## 920 Laboure College
## 921 Lac Courte Oreilles Ojibwa Community College
## 922 Lackawanna College
## 923 Lafayette College
## 924 LaGrange College
## 925 Lake Area Technical Institute
## 926 Lake Erie College
## 927 Lake Forest College
## 928 Lake Land College
## 929 Lake Michigan College
## 930 Lake Region State College
## 931 Lake Superior College
## 932 Lake Superior State University
## 933 Lake Tahoe Community College
## 934 Lake Washington Institute of Technology
## 935 Lake-Sumter State College
## 936 Lakeland Community College
## 937 Lakes Region Community College
## 938 Lakeshore Technical College
## 939 Lakeview College of Nursing
## 940 Lamar Community College
## 941 Lamar Institute of Technology
## 942 Lamar University
## 943 Lancaster Bible College
## 944 Lander University
## 945 Landmark College
## 946 Lane College
## 947 Lane Community College
## 948 Laney College
## 949 Langston University
## 950 Lansing Community College
## 951 Laramie County Community College
## 952 Laredo Community College
## 953 Las Positas College
## 954 Lasell College
## 955 Lassen Community College
## 956 Lawrence Technological University
## 957 Lawrence University
## 958 Lawson State Community College
## 959 Le Moyne College
## 960 Lebanon Valley College
## 961 Lee College
## 962 Lee University
## 963 Leech Lake Tribal College
## 964 Lees-McRae College
## 965 Lehigh Carbon Community College
## 966 Lehigh University
## 967 LeMoyne-Owen College
## 968 Lenoir Community College
## 969 Lenoir-Rhyne University
## 970 Lesley University
## 971 LeTourneau University
## 972 Lewis & Clark College
## 973 Lewis and Clark Community College
## 974 Lewis University
## 975 Lewis-Clark State College
## 976 Liberty University
## 977 Life Pacific College
## 978 Life University
## 979 LIM College
## 980 Limestone College
## 981 Lincoln Christian University
## 982 Lincoln College
## 983 Lincoln Land Community College
## 984 Lincoln Memorial University
## 985 Lindenwood University
## 986 Lindsey Wilson College
## 987 Linfield College
## 988 Linn-Benton Community College
## 989 Lipscomb University
## 990 Little Big Horn College
## 991 Little Priest Tribal College
## 992 Livingstone College
## 993 Logan University
## 994 Loma Linda University
## 995 Long Beach City College
## 996 Long Island Business Institute
## 997 Longwood University
## 998 Lorain County Community College
## 999 Loras College
## 1000 Lord Fairfax Community College
## 1001 Los Angeles City College
## 1002 Los Angeles County College of Nursing and Allied Health
## 1003 Los Angeles Harbor College
## 1004 Los Angeles Mission College
## 1005 Los Angeles Pierce College
## 1006 Los Angeles Southwest College
## 1007 Los Angeles Valley College
## 1008 Los Medanos College
## 1009 Louisburg College
## 1010 Louisiana College
## 1011 Louisiana State University at Alexandria
## 1012 Louisiana State University at Eunice
## 1013 Louisiana Tech University
## 1014 Lourdes University
## 1015 Lower Columbia College
## 1016 Loyola Marymount University
## 1017 Loyola University Chicago
## 1018 Loyola University Maryland
## 1019 Loyola University New Orleans
## 1020 Lubbock Christian University
## 1021 Luna Community College
## 1022 Lurleen B. Wallace Community College
## 1023 Luther College
## 1024 Luzerne County Community College
## 1025 Lycoming College
## 1026 Lyndon State College
## 1027 Lyon College
## 1028 Macalester College
## 1029 MacCormac College
## 1030 Machzikei Hadath Rabbinical College
## 1031 MacMurray College
## 1032 Macomb Community College
## 1033 Madison Area Technical College
## 1034 Madisonville Community College
## 1035 Madonna University
## 1036 Maharishi University of Management
## 1037 Maine College of Art
## 1038 Maine Maritime Academy
## 1039 Malone University
## 1040 Manchester University
## 1041 Manhattan Area Technical College
## 1042 Manhattan Christian College
## 1043 Manhattan College
## 1044 Manhattan School of Music
## 1045 Manhattanville College
## 1046 Manor College
## 1047 Mansfield University of Pennsylvania
## 1048 Manthano Christian College
## 1049 Maranatha Baptist University
## 1050 Marietta College
## 1051 Marion Military Institute
## 1052 Marion Technical College
## 1053 Marist College
## 1054 Marlboro College
## 1055 Marquette University
## 1056 Mars Hill University
## 1057 Marshall University
## 1058 Marshalltown Community College
## 1059 Martin Community College
## 1060 Martin Luther College
## 1061 Martin Methodist College
## 1062 Martin University
## 1063 Marygrove College
## 1064 Maryland Institute College of Art
## 1065 Marylhurst University
## 1066 Marymount California University
## 1067 Marymount Manhattan College
## 1068 Marymount University
## 1069 Maryville College
## 1070 Maryville University of Saint Louis
## 1071 Marywood University
## 1072 Massachusetts Bay Community College
## 1073 Massachusetts College of Art and Design
## 1074 Massachusetts College of Liberal Arts
## 1075 Massachusetts Institute of Technology
## 1076 Massachusetts Maritime Academy
## 1077 Massasoit Community College
## 1078 Mayland Community College
## 1079 Maysville Community and Technical College
## 1080 Mayville State University
## 1081 McDaniel College
## 1082 McDowell Technical Community College
## 1083 McHenry County College
## 1084 McKendree University
## 1085 McLennan Community College
## 1086 McMurry University
## 1087 McNally Smith College of Music
## 1088 McNeese State University
## 1089 McPherson College
## 1090 MCPHS University
## 1091 Medaille College
## 1092 Medical University of South Carolina
## 1093 Memphis College of Art
## 1094 Mendocino College
## 1095 Menlo College
## 1096 Merced College
## 1097 Mercer County Community College
## 1098 Mercer University
## 1099 Mercy College
## 1100 Mercy College of Health Sciences
## 1101 Mercyhurst University
## 1102 Meredith College
## 1103 Meridian Community College
## 1104 Merrimack College
## 1105 Merritt College
## 1106 Mesa Community College
## 1107 Mesalands Community College
## 1108 Mesivta Torah Vodaath Seminary
## 1109 Messiah College
## 1110 Methodist University
## 1111 Metropolitan College of New York
## 1112 Metropolitan State University
## 1113 Miami Dade College
## 1114 Michigan Jewish Institute
## 1115 Michigan State University
## 1116 Michigan Technological University
## 1117 Mid Michigan Community College
## 1118 Mid-America Christian University
## 1119 Mid-America College of Funeral Service
## 1120 Mid-Atlantic Christian University
## 1121 Mid-Plains Community College
## 1122 Mid-State Technical College
## 1123 MidAmerica Nazarene University
## 1124 Middle Tennessee State University
## 1125 Middlebury College
## 1126 Middlesex Community College
## 1127 Middlesex County College
## 1128 Midland College
## 1129 Midland University
## 1130 Midlands Technical College
## 1131 Midstate College
## 1132 Midwestern State University
## 1133 Miles College
## 1134 Miles Community College
## 1135 Millersville University of Pennsylvania
## 1136 Milligan College
## 1137 Millikin University
## 1138 Mills College
## 1139 Millsaps College
## 1140 Milwaukee Area Technical College
## 1141 Milwaukee Institute of Art & Design
## 1142 Milwaukee School of Engineering
## 1143 Mineral Area College
## 1144 Minneapolis College of Art and Design
## 1145 Minneapolis Community and Technical College
## 1146 Minnesota West Community and Technical College
## 1147 Minot State University
## 1148 Mirrer Yeshiva Central Institute
## 1149 Misericordia University
## 1150 Mission College
## 1151 Mississippi College
## 1152 Mississippi Delta Community College
## 1153 Mississippi State University
## 1154 Mississippi University for Women
## 1155 Mississippi Valley State University
## 1156 Missouri Baptist University
## 1157 Missouri Southern State University
## 1158 Missouri State University
## 1159 Missouri University of Science and Technology
## 1160 Missouri Valley College
## 1161 Missouri Western State University
## 1162 Mitchell College
## 1163 Mitchell Community College
## 1164 Mitchell Technical Institute
## 1165 Moberly Area Community College
## 1166 Modesto Junior College
## 1167 Mohave Community College
## 1168 Mohawk Valley Community College
## 1169 Molloy College
## 1170 Monmouth College
## 1171 Monmouth University
## 1172 Monroe Community College
## 1173 Monroe County Community College
## 1174 Montana Tech of the University of Montana
## 1175 Montcalm Community College
## 1176 Montclair State University
## 1177 Monterey Peninsula College
## 1178 Montgomery Community College
## 1179 Montgomery County Community College
## 1180 Montreat College
## 1181 Montserrat College of Art
## 1182 Moody Bible Institute
## 1183 Moore College of Art and Design
## 1184 Moorpark College
## 1185 Moraine Park Technical College
## 1186 Moraine Valley Community College
## 1187 Moravian College
## 1188 Morehead State University
## 1189 Morehouse College
## 1190 Moreno Valley College
## 1191 Morgan Community College
## 1192 Morgan State University
## 1193 Morningside College
## 1194 Morris College
## 1195 Morrison Institute of Technology
## 1196 Morton College
## 1197 Motlow State Community College
## 1198 Mott Community College
## 1199 Mount Aloysius College
## 1200 Mount Carmel College of Nursing
## 1201 Mount Holyoke College
## 1202 Mount Ida College
## 1203 Mount Marty College
## 1204 Mount Mary University
## 1205 Mount Mercy University
## 1206 Mount Saint Mary College
## 1207 Mount Vernon Nazarene University
## 1208 Mount Wachusett Community College
## 1209 Mountain Empire Community College
## 1210 Mountain View College
## 1211 Mt. Hood Community College
## 1212 Mt. Sierra College
## 1213 Muhlenberg College
## 1214 Multnomah University
## 1215 Murray State College
## 1216 Murray State University
## 1217 Muskegon Community College
## 1218 Muskingum University
## 1219 Myotherapy Institute
## 1220 Napa Valley College
## 1221 Naropa University
## 1222 Nash Community College
## 1223 Nashua Community College
## 1224 Nashville State Community College
## 1225 Nassau Community College
## 1226 National Paralegal College
## 1227 National University
## 1228 National University of Health Sciences
## 1229 National-Louis University
## 1230 Naugatuck Valley Community College
## 1231 Navajo Technical University
## 1232 Navarro College
## 1233 Nazarene Bible College
## 1234 Nebraska Christian College
## 1235 Nebraska Indian Community College
## 1236 Nebraska Wesleyan University
## 1237 Neosho County Community College
## 1238 Ner Israel Rabbinical College
## 1239 Neumann University
## 1240 Nevada State College
## 1241 New College of Florida
## 1242 New England College
## 1243 New England Conservatory of Music
## 1244 New England Culinary Institute
## 1245 New England Institute of Technology
## 1246 New Hampshire Institute of Art
## 1247 New Jersey City University
## 1248 New Jersey Institute of Technology
## 1249 New Mexico Highlands University
## 1250 New Mexico Institute of Mining and Technology
## 1251 New Mexico Junior College
## 1252 New Mexico Military Institute
## 1253 New Mexico State University at Alamogordo
## 1254 New Mexico State University at Carlsbad
## 1255 New Mexico State University at Grants
## 1256 New River Community and Technical College
## 1257 New River Community College
## 1258 New York School of Interior Design
## 1259 New York University
## 1260 Newberry College
## 1261 Newbury College
## 1262 Newman University
## 1263 Niagara County Community College
## 1264 Niagara University
## 1265 Nicholls State University
## 1266 Nichols College
## 1267 Nicolet Area Technical College
## 1268 Norco College
## 1269 Norfolk State University
## 1270 Normandale Community College
## 1271 North Arkansas College
## 1272 North Carolina Central University
## 1273 North Carolina State University
## 1274 North Carolina Wesleyan College
## 1275 North Central College
## 1276 North Central Kansas Technical College
## 1277 North Central Michigan College
## 1278 North Central Missouri College
## 1279 North Central State College
## 1280 North Central Texas College
## 1281 North Central University
## 1282 North Country Community College
## 1283 North Dakota State College of Science
## 1284 North Dakota State University
## 1285 North Florida Community College
## 1286 North Georgia Technical College
## 1287 North Greenville University
## 1288 North Hennepin Community College
## 1289 North Idaho College
## 1290 North Iowa Area Community College
## 1291 North Lake College
## 1292 North Park University
## 1293 North Shore Community College
## 1294 Northampton Community College
## 1295 Northcentral Technical College
## 1296 Northeast Alabama Community College
## 1297 Northeast Community College
## 1298 Northeast Iowa Community College
## 1299 Northeast Mississippi Community College
## 1300 Northeast State Community College
## 1301 Northeast Texas Community College
## 1302 Northeast Wisconsin Technical College
## 1303 Northeastern Illinois University
## 1304 Northeastern Junior College
## 1305 Northeastern State University
## 1306 Northeastern Technical College
## 1307 Northeastern University
## 1308 Northern Arizona University
## 1309 Northern Essex Community College
## 1310 Northern Illinois University
## 1311 Northern Kentucky University
## 1312 Northern Maine Community College
## 1313 Northern New Mexico College
## 1314 Northern Oklahoma College
## 1315 Northern State University
## 1316 Northern Virginia Community College
## 1317 Northland College
## 1318 Northland Pioneer College
## 1319 Northwest Christian University
## 1320 Northwest Florida State College
## 1321 Northwest Indian College
## 1322 Northwest Iowa Community College
## 1323 Northwest Kansas Technical College
## 1324 Northwest Mississippi Community College
## 1325 Northwest Missouri State University
## 1326 Northwest Nazarene University
## 1327 Northwest State Community College
## 1328 Northwest Technical College
## 1329 Northwest Vista College
## 1330 Northwest-Shoals Community College
## 1331 Northwestern Connecticut Community College
## 1332 Northwestern Health Sciences University
## 1333 Northwestern Michigan College
## 1334 Northwestern Oklahoma State University
## 1335 Northwestern State University
## 1336 Northwestern University
## 1337 Norwalk Community College
## 1338 Norwich University
## 1339 Nossi College of Art
## 1340 Notre Dame de Namur University
## 1341 Notre Dame of Maryland University
## 1342 Nova Southeastern University
## 1343 Nunez Community College
## 1344 Nyack College
## 1345 O'More College of Design
## 1346 Oak Hills Christian College
## 1347 Oakland City University
## 1348 Oakland Community College
## 1349 Oakland University
## 1350 Oakton Community College
## 1351 Oakwood University
## 1352 Oberlin College
## 1353 Occidental College
## 1354 Ocean County College
## 1355 Odessa College
## 1356 Oglala Lakota College
## 1357 Oglethorpe University
## 1358 Ohio Christian University
## 1359 Ohio Dominican University
## 1360 Ohio Northern University
## 1361 Ohio State University Agricultural Technical Institute
## 1362 Ohio Technical College
## 1363 Ohio University
## 1364 Ohio Wesleyan University
## 1365 Ohlone College
## 1366 Oklahoma Baptist University
## 1367 Oklahoma Christian University
## 1368 Oklahoma City Community College
## 1369 Oklahoma City University
## 1370 Oklahoma Panhandle State University
## 1371 Oklahoma Wesleyan University
## 1372 Old Dominion University
## 1373 Olivet College
## 1374 Olivet Nazarene University
## 1375 Olympic College
## 1376 Onondaga Community College
## 1377 Oral Roberts University
## 1378 Orange Coast College
## 1379 Orange County Community College
## 1380 Orangeburg-Calhoun Technical College
## 1381 Oregon Health & Science University
## 1382 Oregon Institute of Technology
## 1383 Oregon State University
## 1384 Otero Junior College
## 1385 Otis College of Art and Design
## 1386 Otterbein University
## 1387 Ouachita Baptist University
## 1388 Our Lady of the Lake College
## 1389 Owens Community College
## 1390 Owensboro Community and Technical College
## 1391 Oxnard College
## 1392 Ozark Christian College
## 1393 Ozarka College
## 1394 Ozarks Technical Community College
## 1395 Pace University
## 1396 Pacific Lutheran University
## 1397 Pacific Northwest College of Art
## 1398 Pacific Oaks College
## 1399 Pacific States University
## 1400 Pacific University
## 1401 Paier College of Art
## 1402 Paine College
## 1403 Palm Beach Atlantic University
## 1404 Palm Beach State College
## 1405 Palo Alto College
## 1406 Palo Verde College
## 1407 Palomar College
## 1408 Pamlico Community College
## 1409 Panola College
## 1410 Paradise Valley Community College
## 1411 Paris Junior College
## 1412 Park University
## 1413 Parkland College
## 1414 Pasadena City College
## 1415 Passaic County Community College
## 1416 Patrick Henry Community College
## 1417 Paul D. Camp Community College
## 1418 Paul Quinn College
## 1419 Paul Smith's College
## 1420 Pearl River Community College
## 1421 Peirce College
## 1422 Pellissippi State Community College
## 1423 Peninsula College
## 1424 Pennsylvania Academy of the Fine Arts
## 1425 Pennsylvania College of Health Sciences
## 1426 Pennsylvania College of Technology
## 1427 Pennsylvania Highlands Community College
## 1428 Pennsylvania Institute of Technology
## 1429 Pensacola State College
## 1430 Pepperdine University
## 1431 Peru State College
## 1432 Pfeiffer University
## 1433 Philander Smith College
## 1434 Phillips Community College of the University of Arkansas
## 1435 Phoenix College
## 1436 Piedmont College
## 1437 Piedmont Community College
## 1438 Piedmont Technical College
## 1439 Piedmont Virginia Community College
## 1440 Pierpont Community and Technical College
## 1441 Pikes Peak Community College
## 1442 Pillar College
## 1443 Pima Community College
## 1444 Pine Manor College
## 1445 Pitt Community College
## 1446 Pittsburg State University
## 1447 Pittsburgh Institute of Aeronautics
## 1448 Pittsburgh Institute of Mortuary Science
## 1449 Pitzer College
## 1450 Plymouth State University
## 1451 Point Loma Nazarene University
## 1452 Point Park University
## 1453 Point University
## 1454 Polk State College
## 1455 Pomona College
## 1456 Pontifical College Josephinum
## 1457 Porterville College
## 1458 Portland Community College
## 1459 Portland State University
## 1460 Post University
## 1461 Potomac State College of West Virginia University
## 1462 Prairie State College
## 1463 Prairie View A&M University
## 1464 Pratt Community College
## 1465 Pratt Institute
## 1466 Presbyterian College
## 1467 Prescott College
## 1468 Presentation College
## 1469 Prince George's Community College
## 1470 Princeton University
## 1471 Providence Christian College
## 1472 Providence College
## 1473 Pueblo Community College
## 1474 Queens University of Charlotte
## 1475 Quincy College
## 1476 Quincy University
## 1477 Quinebaug Valley Community College
## 1478 Quinnipiac University
## 1479 Quinsigamond Community College
## 1480 Rabbi Jacob Joseph School
## 1481 Rabbinical Academy Mesivta Rabbi Chaim Berlin
## 1482 Rabbinical College Beth Shraga
## 1483 Rabbinical College Bobover Yeshiva B'nei Zion
## 1484 Rabbinical College of America
## 1485 Rabbinical College of Long Island
## 1486 Rabbinical College of Telshe
## 1487 Rabbinical Seminary of America
## 1488 Radford University
## 1489 Rainy River Community College
## 1490 Ramapo College of New Jersey
## 1491 Randolph College
## 1492 Randolph Community College
## 1493 Randolph-Macon College
## 1494 Ranger College
## 1495 Ranken Technical College
## 1496 Rappahannock Community College
## 1497 Raritan Valley Community College
## 1498 Reading Area Community College
## 1499 Red Rocks Community College
## 1500 Redlands Community College
## 1501 Reed College
## 1502 Reedley College
## 1503 Refrigeration School
## 1504 Regent University
## 1505 Regis College
## 1506 Regis University
## 1507 Reinhardt University
## 1508 Rend Lake College
## 1509 Rensselaer Polytechnic Institute
## 1510 Renton Technical College
## 1511 Research College of Nursing
## 1512 Restaurant School at Walnut Hill College
## 1513 Resurrection University
## 1514 Rhode Island College
## 1515 Rhode Island School of Design
## 1516 Rhodes College
## 1517 Rice University
## 1518 Richard Bland College
## 1519 Richland College
## 1520 Richland Community College
## 1521 Richmond Community College
## 1522 Rider University
## 1523 Ridgewater College
## 1524 Ringling College of Art and Design
## 1525 Rio Hondo College
## 1526 Rio Salado College
## 1527 Ripon College
## 1528 River Parishes Community College
## 1529 River Valley Community College
## 1530 Riverland Community College
## 1531 Roane State Community College
## 1532 Roanoke College
## 1533 Roanoke-Chowan Community College
## 1534 Roberts Wesleyan College
## 1535 Robeson Community College
## 1536 Rochester College
## 1537 Rochester Community and Technical College
## 1538 Rochester Institute of Technology
## 1539 Rock Valley College
## 1540 Rockford University
## 1541 Rockhurst University
## 1542 Rockingham Community College
## 1543 Rockland Community College
## 1544 Rocky Mountain College
## 1545 Roger Williams University
## 1546 Rogers State University
## 1547 Rogue Community College
## 1548 Rollins College
## 1549 Roosevelt University
## 1550 Rose State College
## 1551 Rose-Hulman Institute of Technology
## 1552 Rosedale Bible College
## 1553 Rosemont College
## 1554 Rowan University
## 1555 Rowan-Cabarrus Community College
## 1556 Roxbury Community College
## 1557 Rush University
## 1558 Rust College
## 1559 Sacramento City College
## 1560 Sacred Heart Major Seminary
## 1561 Sacred Heart University
## 1562 Saddleback College
## 1563 Sage College
## 1564 Saginaw Chippewa Tribal College
## 1565 Saginaw Valley State University
## 1566 Saint Anselm College
## 1567 Saint Anthony College of Nursing
## 1568 Saint Joseph's College of Maine
## 1569 Saint Leo University
## 1570 Saint Louis University
## 1571 Saint Luke's College of Health Sciences
## 1572 Saint Martin's University
## 1573 Saint Mary's College of California
## 1574 Saint Michael's College
## 1575 Saint Peter's University
## 1576 Saint Xavier University
## 1577 Salem College
## 1578 Salem Community College
## 1579 Salem International University
## 1580 Salem State University
## 1581 Salisbury University
## 1582 Salish Kootenai College
## 1583 Salve Regina University
## 1584 Sam Houston State University
## 1585 Samford University
## 1586 Sampson Community College
## 1587 San Antonio College
## 1588 San Bernardino Valley College
## 1589 San Diego Christian College
## 1590 San Diego City College
## 1591 San Diego Mesa College
## 1592 San Diego Miramar College
## 1593 San Diego State University
## 1594 San Francisco Art Institute
## 1595 San Francisco Conservatory of Music
## 1596 San Francisco State University
## 1597 San Joaquin Delta College
## 1598 San Jose City College
## 1599 San Jose State University
## 1600 San Juan College
## 1601 Sandhills Community College
## 1602 Santa Ana College
## 1603 Santa Barbara City College
## 1604 Santa Clara University
## 1605 Santa Fe College
## 1606 Santa Monica College
## 1607 Santa Rosa Junior College
## 1608 Santiago Canyon College
## 1609 Sarah Lawrence College
## 1610 Sauk Valley Community College
## 1611 Savannah College of Art and Design
## 1612 Savannah State University
## 1613 Savannah Technical College
## 1614 Schenectady County Community College
## 1615 Schiller International University
## 1616 School of Advertising Art
## 1617 School of the Art Institute of Chicago
## 1618 School of Visual Arts
## 1619 Schoolcraft College
## 1620 Schreiner University
## 1621 Scottsdale Community College
## 1622 Scripps College
## 1623 Seattle Pacific University
## 1624 Seattle University
## 1625 Selma University
## 1626 Seminole State College
## 1627 Seminole State College of Florida
## 1628 Sessions College for Professional Design
## 1629 Seton Hall University
## 1630 Seton Hill University
## 1631 Sewanee: The University of the South
## 1632 Shasta Bible College and Graduate School
## 1633 Shasta College
## 1634 Shaw University
## 1635 Shawnee Community College
## 1636 Shawnee State University
## 1637 Shelton State Community College
## 1638 Shenandoah University
## 1639 Shepherd University
## 1640 Shippensburg University of Pennsylvania
## 1641 Shoreline Community College
## 1642 Shorter University
## 1643 Siena College
## 1644 Siena Heights University
## 1645 Sierra College
## 1646 Sierra Nevada College
## 1647 Silver Lake College of the Holy Family
## 1648 Simmons College
## 1649 Sinclair Community College
## 1650 Sinte Gleska University
## 1651 Sitting Bull College
## 1652 Skagit Valley College
## 1653 Skidmore College
## 1654 Skyline College
## 1655 Slippery Rock University of Pennsylvania
## 1656 Smith College
## 1657 Snead State Community College
## 1658 Soka University of America
## 1659 Solano Community College
## 1660 Somerset Community College
## 1661 Sonoma State University
## 1662 South Arkansas Community College
## 1663 South Carolina State University
## 1664 South Central College
## 1665 South Coast College
## 1666 South Dakota School of Mines and Technology
## 1667 South Dakota State University
## 1668 South Florida State College
## 1669 South Georgia State College
## 1670 South Louisiana Community College
## 1671 South Mountain Community College
## 1672 South Piedmont Community College
## 1673 South Plains College
## 1674 South Puget Sound Community College
## 1675 South Suburban College of Cook County
## 1676 South Texas College
## 1677 Southeast Arkansas College
## 1678 Southeast Kentucky Community and Technical College
## 1679 Southeast Missouri Hospital College of Nursing and Health Sciences
## 1680 Southeast Missouri State University
## 1681 Southeast Technical Institute
## 1682 Southeastern Baptist College
## 1683 Southeastern Illinois College
## 1684 Southeastern Louisiana University
## 1685 Southeastern Oklahoma State University
## 1686 Southeastern Technical College
## 1687 Southern Adventist University
## 1688 Southern Arkansas University
## 1689 Southern Arkansas University Tech
## 1690 Southern California Institute of Architecture
## 1691 Southern California Institute of Technology
## 1692 Southern California Seminary
## 1693 Southern Connecticut State University
## 1694 Southern Crescent Technical College
## 1695 Southern Maine Community College
## 1696 Southern Methodist University
## 1697 Southern Nazarene University
## 1698 Southern New Hampshire University
## 1699 Southern Oregon University
## 1700 Southern State Community College
## 1701 Southern University at New Orleans
## 1702 Southern Vermont College
## 1703 Southern Virginia University
## 1704 Southern Wesleyan University
## 1705 Southern West Virginia Community and Technical College
## 1706 Southside Virginia Community College
## 1707 Southwest Baptist University
## 1708 Southwest Minnesota State University
## 1709 Southwest Mississippi Community College
## 1710 Southwest Tennessee Community College
## 1711 Southwest Texas Junior College
## 1712 Southwest Virginia Community College
## 1713 Southwest Wisconsin Technical College
## 1714 Southwestern Adventist University
## 1715 Southwestern Assemblies of God University
## 1716 Southwestern Christian College
## 1717 Southwestern Christian University
## 1718 Southwestern Illinois College
## 1719 Southwestern Michigan College
## 1720 Southwestern Oklahoma State University
## 1721 Southwestern Oregon Community College
## 1722 Spalding University
## 1723 Spartanburg Community College
## 1724 Spartanburg Methodist College
## 1725 Spelman College
## 1726 Spokane Community College
## 1727 Spokane Falls Community College
## 1728 Spoon River College
## 1729 Spring Arbor University
## 1730 Spring Hill College
## 1731 Springfield Technical Community College
## 1732 St. Ambrose University
## 1733 St. Andrews University
## 1734 St. Catherine University
## 1735 St. Charles Community College
## 1736 St. Clair County Community College
## 1737 St. Edward's University
## 1738 St. John Fisher College
## 1739 St. John Vianney College Seminary
## 1740 St. Lawrence University
## 1741 St. Mary's College of Maryland
## 1742 St. Mary's University
## 1743 St. Olaf College
## 1744 St. Petersburg College
## 1745 St. Philip's College
## 1746 St. Thomas Aquinas College
## 1747 St. Vincent's College
## 1748 Stanford University
## 1749 Stanly Community College
## 1750 Stark State College
## 1751 State College of Florida, Manatee-Sarasota
## 1752 State Fair Community College
## 1753 Stephen F. Austin State University
## 1754 Stephens College
## 1755 Stetson University
## 1756 Stevens Institute of Business & Arts
## 1757 Stevens Institute of Technology
## 1758 Stevenson University
## 1759 Stillman College
## 1760 Stockton University
## 1761 Stone Child College
## 1762 Stonehill College
## 1763 Suffolk University
## 1764 Sul Ross State University
## 1765 Sullivan County Community College
## 1766 Surry Community College
## 1767 Susquehanna University
## 1768 Sussex County Community College
## 1769 Swarthmore College
## 1770 Sweet Briar College
## 1771 Syracuse University
## 1772 Tabor College
## 1773 Tacoma Community College
## 1774 Taft College
## 1775 Talladega College
## 1776 Tallahassee Community College
## 1777 Talmudical Academy of New Jersey
## 1778 Talmudical Seminary Oholei Torah
## 1779 Talmudical Yeshiva of Philadelphia
## 1780 Tarleton State University
## 1781 Taylor University
## 1782 Technical Career Institutes
## 1783 Technical College of the Lowcountry
## 1784 Temple College
## 1785 Temple University
## 1786 Tennessee State University
## 1787 Tennessee Technological University
## 1788 Terra State Community College
## 1789 Texarkana College
## 1790 Texas A&M International University
## 1791 Texas Christian University
## 1792 Texas College
## 1793 Texas Lutheran University
## 1794 Texas Southern University
## 1795 Texas State University
## 1796 Texas Tech University
## 1797 Texas Tech University Health Sciences Center
## 1798 Texas Wesleyan University
## 1799 Texas Woman's University
## 1800 Thaddeus Stevens College of Technology
## 1801 The Citadel
## 1802 Thiel College
## 1803 Thomas Aquinas College
## 1804 Thomas Edison State University
## 1805 Thomas More College
## 1806 Thomas More College of Liberal Arts
## 1807 Thomas Nelson Community College
## 1808 Thomas University
## 1809 Tidewater Community College
## 1810 Tiffin University
## 1811 Tillamook Bay Community College
## 1812 Toccoa Falls College
## 1813 Tohono O'odham Community College
## 1814 Tompkins Cortland Community College
## 1815 Torah Temimah Talmudical Seminary
## 1816 Tougaloo College
## 1817 Touro University Worldwide
## 1818 Towson University
## 1819 Transylvania University
## 1820 Treasure Valley Community College
## 1821 Trevecca Nazarene University
## 1822 Tri-County Community College
## 1823 Tri-County Technical College
## 1824 Tri-State Bible College
## 1825 Trident Technical College
## 1826 Trident University International
## 1827 Trine University
## 1828 Trinidad State Junior College
## 1829 Trinity Baptist College
## 1830 Trinity Bible College
## 1831 Trinity Christian College
## 1832 Trinity College of Florida
## 1833 Trinity College of Nursing & Health Sciences
## 1834 Trinity International University
## 1835 Trinity University
## 1836 Trinity Valley Community College
## 1837 Triton College
## 1838 Trocaire College
## 1839 Troy University
## 1840 Truckee Meadows Community College
## 1841 Truman State University
## 1842 Tufts University
## 1843 Tulane University
## 1844 Tulsa Community College
## 1845 Tunxis Community College
## 1846 Tusculum College
## 1847 Tuskegee University
## 1848 Tyler Junior College
## 1849 University of Akron
## 1850 University of Alabama at Birmingham
## 1851 University of Antelope Valley
## 1852 University of Arizona
## 1853 University of Arkansas at Fort Smith
## 1854 University of Arkansas at Little Rock
## 1855 University of Arkansas at Monticello
## 1856 University of Arkansas at Pine Bluff
## 1857 University of Arkansas for Medical Sciences
## 1858 University of Baltimore
## 1859 University of Bridgeport
## 1860 University of Central Arkansas
## 1861 University of Central Florida
## 1862 University of Central Missouri
## 1863 University of Central Oklahoma
## 1864 University of Charleston
## 1865 University of Chicago
## 1866 University of Cincinnati
## 1867 University of Connecticut
## 1868 University of Dallas
## 1869 University of Dayton
## 1870 University of Delaware
## 1871 University of Denver
## 1872 University of Detroit Mercy
## 1873 University of Dubuque
## 1874 University of Evansville
## 1875 University of Florida
## 1876 University of Georgia
## 1877 University of Great Falls
## 1878 University of Hartford
## 1879 University of Hawaii at Hilo
## 1880 University of Houston
## 1881 University of Houston-Clear Lake
## 1882 University of Houston-Downtown
## 1883 University of Houston-Victoria
## 1884 University of Idaho
## 1885 University of Illinois at Chicago
## 1886 University of Illinois at Urbana-Champaign
## 1887 University of Indianapolis
## 1888 University of Iowa
## 1889 University of Jamestown
## 1890 University of Kansas
## 1891 University of Kentucky
## 1892 University of La Verne
## 1893 University of Louisiana at Lafayette
## 1894 University of Louisiana at Monroe
## 1895 University of Louisville
## 1896 University of Maine
## 1897 University of Maine at Augusta
## 1898 University of Maine at Farmington
## 1899 University of Maine at Fort Kent
## 1900 University of Maine at Machias
## 1901 University of Maine at Presque Isle
## 1902 University of Mary
## 1903 University of Mary Hardin-Baylor
## 1904 University of Memphis
## 1905 University of Miami
## 1906 University of Mississippi
## 1907 University of Mobile
## 1908 University of Montevallo
## 1909 University of Mount Union
## 1910 University of Nebraska Medical Center
## 1911 University of New England
## 1912 University of New Hampshire
## 1913 University of New Hampshire at Manchester
## 1914 University of New Haven
## 1915 University of New Mexico
## 1916 University of New Orleans
## 1917 University of North Alabama
## 1918 University of North Carolina at Asheville
## 1919 University of North Carolina at Chapel Hill
## 1920 University of North Carolina at Charlotte
## 1921 University of North Carolina at Greensboro
## 1922 University of North Carolina at Pembroke
## 1923 University of North Carolina at Wilmington
## 1924 University of North Carolina School of the Arts
## 1925 University of North Dakota
## 1926 University of North Florida
## 1927 University of North Georgia
## 1928 University of North Texas
## 1929 University of Northern Colorado
## 1930 University of Northern Iowa
## 1931 University of Northwestern Ohio
## 1932 University of Notre Dame
## 1933 University of Oregon
## 1934 University of Pennsylvania
## 1935 University of Pikeville
## 1936 University of Pittsburgh at Bradford
## 1937 University of Pittsburgh at Greensburg
## 1938 University of Pittsburgh at Johnstown
## 1939 University of Pittsburgh at Titusville
## 1940 University of Portland
## 1941 University of Puget Sound
## 1942 University of Redlands
## 1943 University of Rhode Island
## 1944 University of Richmond
## 1945 University of Rio Grande
## 1946 University of Rochester
## 1947 University of Saint Joseph
## 1948 University of San Diego
## 1949 University of San Francisco
## 1950 University of Science and Arts of Oklahoma
## 1951 University of Scranton
## 1952 University of Sioux Falls
## 1953 University of South Alabama
## 1954 University of South Dakota
## 1955 University of South Florida
## 1956 University of Southern California
## 1957 University of Southern Indiana
## 1958 University of Southern Maine
## 1959 University of Southern Mississippi
## 1960 University of Tampa
## 1961 University of Texas at Arlington
## 1962 University of Texas at Austin
## 1963 University of Texas at Dallas
## 1964 University of Texas at El Paso
## 1965 University of Texas at San Antonio
## 1966 University of Texas at Tyler
## 1967 University of Texas Health Science Center at Houston
## 1968 University of Texas of the Permian Basin
## 1969 University of the Arts
## 1970 University of the Cumberlands
## 1971 University of the Incarnate Word
## 1972 University of the Ozarks
## 1973 University of the Pacific
## 1974 University of the Southwest
## 1975 University of the West
## 1976 University of Toledo
## 1977 University of Tulsa
## 1978 University of Utah
## 1979 University of Vermont
## 1980 University of Virginia
## 1981 University of Virginia's College at Wise
## 1982 University of Washington
## 1983 University of West Alabama
## 1984 University of West Florida
## 1985 University of West Georgia
## 1986 University of Wisconsin-Parkside
## 1987 University of Wisconsin-Stout
## 1988 University of Wyoming
## 1989 Valdosta State University
## 1990 Valencia College
## 1991 Valley City State University
## 1992 Valparaiso University
## 1993 Vance-Granville Community College
## 1994 Vanderbilt University
## 1995 VanderCook College of Music
## 1996 Vanguard University of Southern California
## 1997 Vassar College
## 1998 Vaughn College of Aeronautics and Technology
## 1999 Ventura College
## 2000 Vermilion Community College
## 2001 Vermont Technical College
## 2002 Vernon College
## 2003 Victor Valley College
## 2004 Victoria College
## 2005 Villa Maria College of Buffalo
## 2006 Villanova University
## 2007 Vincennes University
## 2008 Virginia Baptist College
## 2009 Virginia Commonwealth University
## 2010 Virginia Highlands Community College
## 2011 Virginia Military Institute
## 2012 Virginia State University
## 2013 Virginia University of Lynchburg
## 2014 Virginia Western Community College
## 2015 Visible Music College
## 2016 Viterbo University
## 2017 Volunteer State Community College
## 2018 Voorhees College
## 2019 Wabash College
## 2020 Wagner College
## 2021 Wake Forest University
## 2022 Wake Technical Community College
## 2023 Walden University
## 2024 Walla Walla Community College
## 2025 Walla Walla University
## 2026 Walsh College of Accountancy and Business Administration
## 2027 Walsh University
## 2028 Walters State Community College
## 2029 Warner University
## 2030 Warren County Community College
## 2031 Warren Wilson College
## 2032 Wartburg College
## 2033 Washburn University
## 2034 Washington State University
## 2035 Washtenaw Community College
## 2036 Watkins College of Art, Design & Film
## 2037 Waubonsee Community College
## 2038 Waukesha County Technical College
## 2039 Wayland Baptist University
## 2040 Wayne Community College
## 2041 Wayne State College
## 2042 Wayne State University
## 2043 Waynesburg University
## 2044 Weatherford College
## 2045 Webb Institute
## 2046 Webber International University
## 2047 Weber State University
## 2048 Webster University
## 2049 Welch College
## 2050 Wellesley College
## 2051 Wells College
## 2052 Wenatchee Valley College
## 2053 Wentworth Institute of Technology
## 2054 West Chester University of Pennsylvania
## 2055 West Kentucky Community and Technical College
## 2056 West Liberty University
## 2057 West Los Angeles College
## 2058 West Shore Community College
## 2059 West Texas A&M University
## 2060 West Valley College
## 2061 West Virginia Northern Community College
## 2062 West Virginia State University
## 2063 West Virginia University
## 2064 West Virginia University at Parkersburg
## 2065 West Virginia University Institute of Technology
## 2066 West Virginia Wesleyan College
## 2067 Westchester Community College
## 2068 Western Carolina University
## 2069 Western Connecticut State University
## 2070 Western Dakota Technical Institute
## 2071 Western Governors University
## 2072 Western Illinois University
## 2073 Western Iowa Tech Community College
## 2074 Western Kentucky University
## 2075 Western Michigan University
## 2076 Western Nebraska Community College
## 2077 Western Nevada College
## 2078 Western New England University
## 2079 Western New Mexico University
## 2080 Western Oklahoma State College
## 2081 Western Oregon University
## 2082 Western Piedmont Community College
## 2083 Western State Colorado University
## 2084 Western Texas College
## 2085 Western Washington University
## 2086 Western Wyoming Community College
## 2087 Westfield State University
## 2088 Westmont College
## 2089 Westmoreland County Community College
## 2090 Wharton County Junior College
## 2091 Whatcom Community College
## 2092 Wheeling Jesuit University
## 2093 White Earth Tribal and Community College
## 2094 White Mountains Community College
## 2095 Whitman College
## 2096 Whittier College
## 2097 Whitworth University
## 2098 Wichita Area Technical College
## 2099 Wichita State University
## 2100 Widener University
## 2101 Wilberforce University
## 2102 Wiley College
## 2103 Wilkes Community College
## 2104 Wilkes University
## 2105 Willamette University
## 2106 William Carey University
## 2107 William Jessup University
## 2108 William Jewell College
## 2109 William Paterson University of New Jersey
## 2110 William Peace University
## 2111 William Penn University
## 2112 William Woods University
## 2113 Williams College
## 2114 Williamsburg Technical College
## 2115 Williston State College
## 2116 Wilson Community College
## 2117 Wingate University
## 2118 Winona State University
## 2119 Winston-Salem State University
## 2120 Winthrop University
## 2121 Wiregrass Georgia Technical College
## 2122 Wisconsin Indianhead Technical College
## 2123 Wisconsin Lutheran College
## 2124 Wittenberg University
## 2125 Wofford College
## 2126 Woodbury University
## 2127 Woodland Community College
## 2128 Wor-Wic Community College
## 2129 Worcester Polytechnic Institute
## 2130 Worcester State University
## 2131 World Mission University
## 2132 Wright State University
## 2133 Wytheville Community College
## 2134 Xavier University of Louisiana
## 2135 Yale University
## 2136 Yavapai College
## 2137 Yeshiva Beth Yehuda-Yeshiva Gedolah of Greater Detroit
## 2138 Yeshiva D'Monsey Rabbinical College
## 2139 Yeshiva Derech Chaim
## 2140 Yeshiva Gedolah Imrei Yosef D'Spinka
## 2141 Yeshiva Gedolah Rabbinical College
## 2142 Yeshiva Ohr Elchonon Chabad/West Coast Talmudical Seminary
## 2143 Yeshiva Shaarei Torah of Rockland
## 2144 Yeshiva University
## 2145 Yeshivath Beth Moshe
## 2146 Yeshivath Viznitz
## 2147 York College
## 2148 York College of Pennsylvania
## 2149 York County Community College
## 2150 York Technical College
## 2151 Young Harris College
## 2152 Youngstown State University
## 2153 Yuba College
## 2154 Zane State College
## state state_code type degree_length room_and_board
## 1 Montana MT Public 2 Year 4280
## 2 Texas TX Private 4 Year 10350
## 3 Georgia GA Public 2 Year 8474
## 4 Minnesota MN For Profit 2 Year 8474
## 5 California CA For Profit 4 Year 16648
## 6 Colorado CO Public 4 Year 8782
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## 8 New York NY Public 2 Year 11660
## 9 Michigan MI Private 4 Year 11318
## 10 Virginia VA For Profit 2 Year 5293
## 11 Georgia GA Private 4 Year 12330
## 12 South Carolina SC Public 2 Year 7857
## 13 Colorado CO Public 2 Year 5350
## 14 Alabama AL Public 2 Year 3611
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## 16 North Carolina NC Public 2 Year 6055
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## 18 Alaska AK Private 4 Year 7300
## 19 New York NY Private 4 Year 10920
## 20 Georgia GA Public 4 Year 8878
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## 22 Connecticut CT Private 4 Year 13200
## 23 Michigan MI Private 4 Year 12380
## 24 Pennsylvania PA Private 4 Year 12070
## 25 Mississippi MS Public 4 Year 9608
## 26 Minnesota MN Public 2 Year 4000
## 27 New York NY Private 4 Year 12516
## 28 California CA Public 2 Year 7272
## 29 Maryland MD Public 2 Year 9018
## 30 Pennsylvania PA Private 4 Year 12140
## 31 Ohio OH Private 4 Year 4000
## 32 Iowa IA Private 4 Year 7282
## 33 Kansas KS Public 2 Year 5070
## 34 South Carolina SC Private 4 Year 7230
## 35 Michigan MI Private 4 Year 10998
## 36 Michigan MI Public 2 Year 8930
## 37 Pennsylvania PA Private 4 Year 10220
## 38 Wisconsin WI Private 4 Year 8546
## 39 Texas TX Public 2 Year 4024
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## 41 New York NY Private 2 Year 9375
## 42 Illinois IL Private 4 Year 10200
## 43 Tennessee TN Private 4 Year 8640
## 44 Arizona AZ Private 4 Year 6250
## 45 Massachusetts MA Private 4 Year 14300
## 46 California CA Private 4 Year 17362
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## 48 Massachusetts MA Private 4 Year 14740
## 49 Alabama AL Private 4 Year 6400
## 50 Indiana IN Private 2 Year 9600
## 51 Georgia GA Private 2 Year 10636
## 52 Michigan MI Private 4 Year 9078
## 53 Texas TX Public 2 Year 5500
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## 55 Massachusetts MA Private 4 Year 14630
## 56 Maryland MD Public 2 Year 9226
## 57 Minnesota MN Public 2 Year 5070
## 58 Minnesota MN Public 2 Year 8275
## 59 California CA Public 2 Year 7272
## 60 Ohio OH Private 4 Year 4900
## 61 North Carolina NC Private 4 Year 6250
## 62 West Virginia WV Private 4 Year 7960
## 63 North Carolina NC Public 4 Year 8304
## 64 Colorado CO Public 2 Year 8000
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## 73 California CA Private 4 Year 10674
## 74 Texas TX For Profit 4 Year 9600
## 75 Pennsylvania PA For Profit 4 Year 4100
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## 78 Kentucky KY Private 4 Year 7160
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## 80 California CA For Profit 4 Year 7504
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## 85 Alabama AL Public 4 Year 8116
## 86 Georgia GA Public 2 Year 4900
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## 102 Missouri MO Private 4 Year 7200
## 103 California CA Private 4 Year 10076
## 104 Massachusetts MA Private 4 Year 16312
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## 108 Indiana IN Public 4 Year 10234
## 109 Maryland MD Public 2 Year 5100
## 110 Missouri MO Private 4 Year 7500
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## 123 Washington WA Private 4 Year 7590
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## 141 Tennessee TN Private 4 Year 12120
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## 144 South Carolina SC Private 4 Year 6200
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## 268 Wisconsin WI Private 4 Year 11990
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## 357 South Carolina SC Public 4 Year 10832
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## 365 Washington WA Public 2 Year 4132
## 366 New Mexico NM Public 2 Year 6766
## 367 Mississippi MS Public 2 Year 4420
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## 389 Indiana IN For Profit 2 Year 6430
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## 403 California CA Public 2 Year 7272
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## 405 Massachusetts MA Private 4 Year 14520
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## 408 Arkansas AR Public 2 Year 3611
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## 411 California CA Public 2 Year 7272
## 412 California CA Public 2 Year 8000
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## 415 Colorado CO Private 4 Year 12512
## 416 Colorado CO Public 4 Year 10925
## 417 Colorado CO Public 2 Year 11658
## 418 Colorado CO Public 2 Year 7370
## 419 Colorado CO For Profit 2 Year 8000
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## 422 Washington WA Public 2 Year 4132
## 423 Illinois IL Private 4 Year 14012
## 424 California CA Private 4 Year 7400
## 425 Wisconsin WI Private 4 Year 9024
## 426 South Carolina SC Private 4 Year 8150
## 427 Alabama AL For Profit 4 Year 7200
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## 436 Pennsylvania PA Public 2 Year 8696
## 437 Colorado CO Public 2 Year 5350
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## 439 Pennsylvania PA Public 2 Year 8696
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## 443 Vermont VT Public 2 Year 5000
## 444 Missouri MO Private 4 Year 13321
## 445 Illinois IL Private 4 Year 9748
## 446 Texas TX Private 4 Year 11018
## 447 Wisconsin WI Private 4 Year 10860
## 448 Connecticut CT Private 4 Year 15150
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## 450 California CA Public 2 Year 7272
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## 1803 California CA Private 4 Year 8400
## 1804 New Jersey NJ Public 4 Year 7380
## 1805 Kentucky KY Private 4 Year 7950
## 1806 New Hampshire NH Private 4 Year 9700
## 1807 Virginia VA Public 2 Year 4368
## 1808 Georgia GA Private 4 Year 4800
## 1809 Virginia VA Public 2 Year 5618
## 1810 Ohio OH Private 4 Year 10600
## 1811 Oregon OR Public 2 Year 4082
## 1812 Georgia GA Private 4 Year 8330
## 1813 Arizona AZ Public 2 Year 7622
## 1814 New York NY Public 2 Year 11220
## 1815 New York NY Private 4 Year 3500
## 1816 Mississippi MS Private 4 Year 6643
## 1817 California CA Private 4 Year 7500
## 1818 Maryland MD Public 4 Year 13034
## 1819 Kentucky KY Private 4 Year 10460
## 1820 Oregon OR Public 2 Year 7283
## 1821 Tennessee TN Private 4 Year 8400
## 1822 North Carolina NC Public 2 Year 6055
## 1823 South Carolina SC Public 2 Year 7857
## 1824 Ohio OH Private 4 Year 4500
## 1825 South Carolina SC Public 2 Year 7857
## 1826 California CA For Profit 4 Year 7504
## 1827 Indiana IN Private 4 Year 10810
## 1828 Colorado CO Public 2 Year 6898
## 1829 Florida FL Private 4 Year 7040
## 1830 North Dakota ND Private 4 Year 6132
## 1831 Illinois IL Private 4 Year 9790
## 1832 Florida FL Private 4 Year 6650
## 1833 Illinois IL Private 4 Year 9400
## 1834 Illinois IL Private 4 Year 9900
## 1835 Texas TX Private 4 Year 13464
## 1836 Texas TX Public 2 Year 6590
## 1837 Illinois IL Public 2 Year 5418
## 1838 New York NY Private 2 Year 6350
## 1839 Alabama AL Public 4 Year 8185
## 1840 Nevada NV Public 2 Year 5564
## 1841 Missouri MO Public 4 Year 8780
## 1842 Massachusetts MA Private 4 Year 14560
## 1843 Louisiana LA Private 4 Year 15190
## 1844 Oklahoma OK Public 2 Year 6780
## 1845 Connecticut CT Public 2 Year 7080
## 1846 Tennessee TN Private 4 Year 9190
## 1847 Alabama AL Private 4 Year 9650
## 1848 Texas TX Public 2 Year 7940
## 1849 Ohio OH Public 4 Year 12200
## 1850 Alabama AL Public 4 Year 6400
## 1851 California CA Private 4 Year 6640
## 1852 Arizona AZ Public 4 Year 12550
## 1853 Arkansas AR Public 4 Year 8416
## 1854 Arkansas AR Public 4 Year 8930
## 1855 Arkansas AR Public 4 Year 6824
## 1856 Arkansas AR Public 4 Year 7881
## 1857 Arkansas AR Public 4 Year 8116
## 1858 Maryland MD Public 4 Year 9190
## 1859 Connecticut CT Private 4 Year 13860
## 1860 Arkansas AR Public 4 Year 6854
## 1861 Florida FL Public 4 Year 9617
## 1862 Missouri MO Public 4 Year 8766
## 1863 Oklahoma OK Public 4 Year 7970
## 1864 West Virginia WV Private 4 Year 9180
## 1865 Illinois IL Private 4 Year 16350
## 1866 Ohio OH Public 4 Year 11118
## 1867 Connecticut CT Public 4 Year 12874
## 1868 Texas TX Private 4 Year 12400
## 1869 Ohio OH Private 4 Year 13580
## 1870 Delaware DE Public 4 Year 12862
## 1871 Colorado CO Private 4 Year 13005
## 1872 Michigan MI Private 4 Year 9496
## 1873 Iowa IA Private 4 Year 9930
## 1874 Indiana IN Private 4 Year 12460
## 1875 Florida FL Public 4 Year 10120
## 1876 Georgia GA Public 4 Year 10038
## 1877 Montana MT Private 4 Year 9200
## 1878 Connecticut CT Private 4 Year 12476
## 1879 Hawaii HI Public 4 Year 11406
## 1880 Texas TX Public 4 Year 10270
## 1881 Texas TX Public 4 Year 9190
## 1882 Texas TX Public 4 Year 9190
## 1883 Texas TX Public 4 Year 8045
## 1884 Idaho ID Public 4 Year 8880
## 1885 Illinois IL Public 4 Year 12074
## 1886 Illinois IL Public 4 Year 11308
## 1887 Indiana IN Private 4 Year 10288
## 1888 Iowa IA Public 4 Year 11172
## 1889 North Dakota ND Private 4 Year 7570
## 1890 Kansas KS Public 4 Year 10350
## 1891 Kentucky KY Public 4 Year 12982
## 1892 California CA Private 4 Year 12850
## 1893 Louisiana LA Public 4 Year 8516
## 1894 Louisiana LA Public 4 Year 7850
## 1895 Kentucky KY Public 4 Year 9226
## 1896 Maine ME Public 4 Year 10418
## 1897 Maine ME Public 4 Year 8237
## 1898 Maine ME Public 4 Year 9726
## 1899 Maine ME Public 4 Year 8220
## 1900 Maine ME Public 4 Year 8486
## 1901 Maine ME Public 4 Year 8406
## 1902 North Dakota ND Private 4 Year 6890
## 1903 Texas TX Private 4 Year 8446
## 1904 Tennessee TN Public 4 Year 9975
## 1905 Florida FL Private 4 Year 14108
## 1906 Mississippi MS Public 4 Year 10696
## 1907 Alabama AL Private 4 Year 9600
## 1908 Alabama AL Public 4 Year 9330
## 1909 Ohio OH Private 4 Year 10200
## 1910 Nebraska NE Public 4 Year 9656
## 1911 Maine ME Private 4 Year 13990
## 1912 New Hampshire NH Public 4 Year 11580
## 1913 New Hampshire NH Public 4 Year 9106
## 1914 Connecticut CT Private 4 Year 15900
## 1915 New Mexico NM Public 4 Year 9864
## 1916 Louisiana LA Public 4 Year 10575
## 1917 Alabama AL Public 4 Year 9200
## 1918 North Carolina NC Public 4 Year 9106
## 1919 North Carolina NC Public 4 Year 11190
## 1920 North Carolina NC Public 4 Year 11100
## 1921 North Carolina NC Public 4 Year 9038
## 1922 North Carolina NC Public 4 Year 8924
## 1923 North Carolina NC Public 4 Year 10686
## 1924 North Carolina NC Public 4 Year 9021
## 1925 North Dakota ND Public 4 Year 8974
## 1926 Florida FL Public 4 Year 9976
## 1927 Georgia GA Public 4 Year 7876
## 1928 Texas TX Public 4 Year 9727
## 1929 Colorado CO Public 4 Year 11204
## 1930 Iowa IA Public 4 Year 8948
## 1931 Ohio OH Private 4 Year 2850
## 1932 Indiana IN Private 4 Year 15410
## 1933 Oregon OR Public 4 Year 12963
## 1934 Pennsylvania PA Private 4 Year 15616
## 1935 Kentucky KY Private 4 Year 7800
## 1936 Pennsylvania PA Public 4 Year 9332
## 1937 Pennsylvania PA Public 4 Year 11434
## 1938 Pennsylvania PA Public 4 Year 9980
## 1939 Pennsylvania PA Public 2 Year 10996
## 1940 Oregon OR Private 4 Year 13450
## 1941 Washington WA Private 4 Year 12540
## 1942 California CA Private 4 Year 14278
## 1943 Rhode Island RI Public 4 Year 12950
## 1944 Virginia VA Private 4 Year 12250
## 1945 Ohio OH Private 4 Year 11166
## 1946 New York NY Private 4 Year 15938
## 1947 Connecticut CT Private 4 Year 11428
## 1948 California CA Private 4 Year 12980
## 1949 California CA Private 4 Year 14830
## 1950 Oklahoma OK Public 4 Year 6350
## 1951 Pennsylvania PA Private 4 Year 15182
## 1952 South Dakota SD Private 4 Year 7350
## 1953 Alabama AL Public 4 Year 7620
## 1954 South Dakota SD Public 4 Year 8216
## 1955 Florida FL Public 4 Year 11610
## 1956 California CA Private 4 Year 15395
## 1957 Indiana IN Public 4 Year 8838
## 1958 Maine ME Public 4 Year 9450
## 1959 Mississippi MS Public 4 Year 9857
## 1960 Florida FL Private 4 Year 10810
## 1961 Texas TX Public 4 Year 10302
## 1962 Texas TX Public 4 Year 10804
## 1963 Texas TX Public 4 Year 11532
## 1964 Texas TX Public 4 Year 5040
## 1965 Texas TX Public 4 Year 11578
## 1966 Texas TX Public 4 Year 9502
## 1967 Texas TX Public 4 Year 9100
## 1968 Texas TX Public 4 Year 9846
## 1969 Pennsylvania PA Private 4 Year 16322
## 1970 Kentucky KY Private 4 Year 9000
## 1971 Texas TX Private 4 Year 12716
## 1972 Arkansas AR Private 4 Year 7400
## 1973 California CA Private 4 Year 13650
## 1974 New Mexico NM Private 4 Year 8220
## 1975 California CA Private 4 Year 7764
## 1976 Ohio OH Public 4 Year 11434
## 1977 Oklahoma OK Private 4 Year 11116
## 1978 Utah UT Public 4 Year 10262
## 1979 Vermont VT Public 4 Year 12462
## 1980 Virginia VA Public 4 Year 11590
## 1981 Virginia VA Public 4 Year 10438
## 1982 Washington WA Public 4 Year 12798
## 1983 Alabama AL Public 4 Year 8116
## 1984 Florida FL Public 4 Year 9942
## 1985 Georgia GA Public 4 Year 10918
## 1986 Wisconsin WI Public 4 Year 8026
## 1987 Wisconsin WI Public 4 Year 6924
## 1988 Wyoming WY Public 4 Year 10320
## 1989 Georgia GA Public 4 Year 8110
## 1990 Florida FL Public 2 Year 7420
## 1991 North Dakota ND Public 4 Year 6446
## 1992 Indiana IN Private 4 Year 11860
## 1993 North Carolina NC Public 2 Year 5564
## 1994 Tennessee TN Private 4 Year 16234
## 1995 Illinois IL Private 4 Year 13192
## 1996 California CA Private 4 Year 10520
## 1997 New York NY Private 4 Year 13550
## 1998 New York NY Private 4 Year 14550
## 1999 California CA Public 2 Year 7584
## 2000 Minnesota MN Public 2 Year 6290
## 2001 Vermont VT Public 4 Year 10598
## 2002 Texas TX Public 2 Year 4096
## 2003 California CA Public 2 Year 5418
## 2004 Texas TX Public 2 Year 4834
## 2005 New York NY Private 4 Year 4172
## 2006 Pennsylvania PA Private 4 Year 14020
## 2007 Indiana IN Public 2 Year 9990
## 2008 Virginia VA Private 4 Year 3150
## 2009 Virginia VA Public 4 Year 10428
## 2010 Virginia VA Public 2 Year 4231
## 2011 Virginia VA Public 4 Year 9428
## 2012 Virginia VA Public 4 Year 11208
## 2013 Virginia VA Private 4 Year 9400
## 2014 Virginia VA Public 2 Year 5000
## 2015 Tennessee TN Private 4 Year 6000
## 2016 Wisconsin WI Private 4 Year 9060
## 2017 Tennessee TN Public 2 Year 9698
## 2018 South Carolina SC Private 4 Year 7346
## 2019 Indiana IN Private 4 Year 10050
## 2020 New York NY Private 4 Year 14124
## 2021 North Carolina NC Private 4 Year 16032
## 2022 North Carolina NC Public 2 Year 5564
## 2023 Minnesota MN For Profit 4 Year 10390
## 2024 Washington WA Public 2 Year 4900
## 2025 Washington WA Private 4 Year 4275
## 2026 Michigan MI Private 4 Year 9830
## 2027 Ohio OH Private 4 Year 10680
## 2028 Tennessee TN Public 2 Year 6880
## 2029 Florida FL Private 4 Year 8520
## 2030 New Jersey NJ Public 2 Year 7794
## 2031 North Carolina NC Private 4 Year 10980
## 2032 Iowa IA Private 4 Year 9996
## 2033 Kansas KS Public 4 Year 8237
## 2034 Washington WA Public 4 Year 11398
## 2035 Michigan MI Public 2 Year 8930
## 2036 Tennessee TN Private 4 Year 6750
## 2037 Illinois IL Public 2 Year 5618
## 2038 Wisconsin WI Public 2 Year 9406
## 2039 Texas TX Private 4 Year 7992
## 2040 North Carolina NC Public 2 Year 5564
## 2041 Nebraska NE Public 4 Year 7668
## 2042 Michigan MI Public 4 Year 10427
## 2043 Pennsylvania PA Private 4 Year 10164
## 2044 Texas TX Public 2 Year 7580
## 2045 New York NY Private 4 Year 15050
## 2046 Florida FL Private 4 Year 9150
## 2047 Utah UT Public 4 Year 6279
## 2048 Missouri MO Private 4 Year 11050
## 2049 Tennessee TN Private 4 Year 7704
## 2050 Massachusetts MA Private 4 Year 16468
## 2051 New York NY Private 4 Year 14100
## 2052 Washington WA Public 2 Year 4020
## 2053 Massachusetts MA Private 4 Year 14190
## 2054 Pennsylvania PA Public 4 Year 9716
## 2055 Kentucky KY Public 2 Year 6220
## 2056 West Virginia WV Public 4 Year 9406
## 2057 California CA Public 2 Year 7272
## 2058 Michigan MI Public 2 Year 8930
## 2059 Texas TX Public 4 Year 7196
## 2060 California CA Public 2 Year 6790
## 2061 West Virginia WV Public 2 Year 6300
## 2062 West Virginia WV Public 4 Year 11892
## 2063 West Virginia WV Public 4 Year 10918
## 2064 West Virginia WV Public 2 Year 6156
## 2065 West Virginia WV Public 4 Year 11390
## 2066 West Virginia WV Private 4 Year 8856
## 2067 New York NY Public 2 Year 5040
## 2068 North Carolina NC Public 4 Year 9682
## 2069 Connecticut CT Public 4 Year 13072
## 2070 South Dakota SD Public 2 Year 9094
## 2071 Utah UT Private 4 Year 7350
## 2072 Illinois IL Public 4 Year 9630
## 2073 Iowa IA Public 2 Year 5650
## 2074 Kentucky KY Public 4 Year 8343
## 2075 Michigan MI Public 4 Year 10143
## 2076 Nebraska NE Public 2 Year 6766
## 2077 Nevada NV Public 2 Year 6156
## 2078 Massachusetts MA Private 4 Year 13590
## 2079 New Mexico NM Public 4 Year 9136
## 2080 Oklahoma OK Public 2 Year 5250
## 2081 Oregon OR Public 4 Year 10415
## 2082 North Carolina NC Public 2 Year 6055
## 2083 Colorado CO Public 4 Year 9635
## 2084 Texas TX Public 2 Year 5293
## 2085 Washington WA Public 4 Year 11466
## 2086 Wyoming WY Public 2 Year 5740
## 2087 Massachusetts MA Public 4 Year 10948
## 2088 California CA Private 4 Year 14296
## 2089 Pennsylvania PA Public 2 Year 8696
## 2090 Texas TX Public 2 Year 4200
## 2091 Washington WA Public 2 Year 3611
## 2092 West Virginia WV Private 4 Year 9900
## 2093 Minnesota MN Private 2 Year 8275
## 2094 New Hampshire NH Public 2 Year 6075
## 2095 Washington WA Private 4 Year 13174
## 2096 California CA Private 4 Year 14410
## 2097 Washington WA Private 4 Year 11496
## 2098 Kansas KS Public 2 Year 5750
## 2099 Kansas KS Public 4 Year 11252
## 2100 Pennsylvania PA Private 4 Year 14446
## 2101 Ohio OH Private 4 Year 7000
## 2102 Texas TX Private 4 Year 7084
## 2103 North Carolina NC Public 2 Year 6055
## 2104 Pennsylvania PA Private 4 Year 14682
## 2105 Oregon OR Private 4 Year 12440
## 2106 Mississippi MS Private 4 Year 6810
## 2107 California CA Private 4 Year 11320
## 2108 Missouri MO Private 4 Year 9930
## 2109 New Jersey NJ Public 4 Year 11445
## 2110 North Carolina NC Private 4 Year 11100
## 2111 Iowa IA Private 4 Year 6952
## 2112 Missouri MO Private 4 Year 9700
## 2113 Massachusetts MA Private 4 Year 14500
## 2114 South Carolina SC Public 2 Year 7283
## 2115 North Dakota ND Public 2 Year 7950
## 2116 North Carolina NC Public 2 Year 6055
## 2117 North Carolina NC Private 4 Year 10780
## 2118 Minnesota MN Public 4 Year 9010
## 2119 North Carolina NC Public 4 Year 9550
## 2120 South Carolina SC Public 4 Year 9312
## 2121 Georgia GA Public 2 Year 4096
## 2122 Wisconsin WI Public 2 Year 7408
## 2123 Wisconsin WI Private 4 Year 10190
## 2124 Ohio OH Private 4 Year 10356
## 2125 South Carolina SC Private 4 Year 12685
## 2126 California CA Private 4 Year 11920
## 2127 California CA Public 2 Year 6700
## 2128 Maryland MD Public 2 Year 9018
## 2129 Massachusetts MA Private 4 Year 14774
## 2130 Massachusetts MA Public 4 Year 12262
## 2131 California CA Private 4 Year 6250
## 2132 Ohio OH Public 4 Year 11832
## 2133 Virginia VA Public 2 Year 5000
## 2134 Louisiana LA Private 4 Year 9047
## 2135 Connecticut CT Private 4 Year 16000
## 2136 Arizona AZ Public 2 Year 9698
## 2137 Michigan MI Private 4 Year 4200
## 2138 New York NY Private 4 Year 2250
## 2139 New York NY Private 4 Year 3800
## 2140 New York NY Private 4 Year 3300
## 2141 Florida FL Private 4 Year 8500
## 2142 California CA Private 4 Year 8700
## 2143 New York NY Private 4 Year 3500
## 2144 New York NY Private 4 Year 12250
## 2145 Pennsylvania PA Private 4 Year 3400
## 2146 New York NY Private 4 Year 4050
## 2147 Nebraska NE Private 4 Year 7220
## 2148 Pennsylvania PA Private 4 Year 11200
## 2149 Maine ME Public 2 Year 5770
## 2150 South Carolina SC Public 2 Year 7857
## 2151 Georgia GA Private 4 Year 12372
## 2152 Ohio OH Public 4 Year 9400
## 2153 California CA Public 2 Year 6790
## 2154 Ohio OH Public 2 Year 9737
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## 1 2380 2380 2380 2380
## 2 34850 45200 34850 45200
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## 1609 55900 71270 55900 71270
## 1610 4470 4470 12120 12120
## 1611 36630 51180 36630 51180
## 1612 6794 14556 19870 27632
## 1613 3278 3278 5948 5948
## 1614 4948 4948 9124 9124
## 1615 17700 17700 17700 17700
## 1616 32988 32988 32988 32988
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## 1618 39900 57400 39900 57400
## 1619 4226 4226 8126 8126
## 1620 27960 38468 27960 38468
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## 1623 42939 54735 42939 54735
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## 1626 5040 12110 11160 18230
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## 1629 42470 58270 42470 58270
## 1630 35748 47632 35748 47632
## 1631 45120 58000 45120 58000
## 1632 11350 14150 11350 14150
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## 1640 12718 24986 20510 32778
## 1641 4730 14990 7268 17528
## 1642 22370 31770 22370 31770
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## 1647 28390 36790 28390 36790
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## 1650 3700 3700 3700 3700
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## 1668 3136 3136 11829 11829
## 1669 3810 12350 11556 20096
## 1670 4205 4205 7810 7810
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## 1673 2762 7130 4922 9290
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## 1675 5093 5093 12683 12683
## 1676 3800 3800 7700 7700
## 1677 3850 3850 6730 6730
## 1678 5310 5310 18000 18000
## 1679 12460 12460 12460 12460
## 1680 7418 16353 13155 22090
## 1681 7200 7200 7200 7200
## 1682 6550 8250 6550 8250
## 1683 3480 3480 5700 5700
## 1684 8165 16585 20643 29063
## 1685 6750 13720 15390 22360
## 1686 3368 3368 6740 6740
## 1687 21950 28890 21950 28890
## 1688 8676 14916 12786 19026
## 1689 5250 8050 6690 9490
## 1690 44960 44960 44960 44960
## 1691 17000 17000 17000 17000
## 1692 13300 18880 13300 18880
## 1693 10875 23735 22115 34975
## 1694 3372 3372 6042 6042
## 1695 3820 13308 6640 16128
## 1696 54493 71338 54493 71338
## 1697 25188 33684 25188 33684
## 1698 31136 44256 31136 44256
## 1699 9654 22853 25584 38783
## 1700 5132 5132 9138 9138
## 1701 9371 18411 11160 20200
## 1702 25511 36511 25511 36511
## 1703 16495 23261 16495 23261
## 1704 25476 34506 25476 34506
## 1705 3672 3672 5761 5761
## 1706 4695 4695 10623 10623
## 1707 24010 31730 24010 31730
## 1708 8632 16617 8632 16617
## 1709 3280 7030 5980 9730
## 1710 5554 5554 20914 20914
## 1711 2978 7578 5808 10408
## 1712 4703 4703 10631 10631
## 1713 4026 4026 6039 6039
## 1714 21564 29164 21564 29164
## 1715 20952 28452 20952 28452
## 1716 8364 14406 8364 14406
## 1717 18630 25730 18630 25730
## 1718 3660 3660 15870 15870
## 1719 5145 11645 6675 13175
## 1720 7035 12865 13935 19765
## 1721 6009 13866 6009 13866
## 1722 24500 32100 24500 32100
## 1723 5640 5640 11490 11490
## 1724 17035 26410 17035 26410
## 1725 29314 43179 29314 43179
## 1726 4393 4393 9824 9824
## 1727 4861 4861 10292 10292
## 1728 4950 4950 11370 11370
## 1729 28810 38820 28810 38820
## 1730 39464 52926 39464 52926
## 1731 6306 6306 12816 12816
## 1732 30894 41364 30894 41364
## 1733 26648 37354 26648 37354
## 1734 39669 48929 39669 48929
## 1735 3333 3333 6720 6720
## 1736 4440 4440 11190 11190
## 1737 45428 59078 45428 59078
## 1738 34310 46710 34310 46710
## 1739 21000 32000 21000 32000
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## 1742 30650 40920 30650 40920
## 1743 47840 58690 47840 58690
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## 1745 2720 2720 13730 13730
## 1746 31950 45200 31950 45200
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## 1748 51354 67117 51354 67117
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## 1754 30950 41582 30950 41582
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## 1763 38566 56412 38566 56412
## 1764 8309 16551 20759 29001
## 1765 5690 15518 10504 20332
## 1766 2383 2383 8143 8143
## 1767 47290 59920 47290 59920
## 1768 6750 10905 10950 15105
## 1769 52588 68062 52588 68062
## 1770 21000 34000 21000 34000
## 1771 51853 67403 51853 67403
## 1772 28245 38095 28245 38095
## 1773 4320 4320 9751 9751
## 1774 1380 6322 9120 14062
## 1775 12510 19214 12510 19214
## 1776 3030 3030 11460 11460
## 1777 13300 16300 13300 16300
## 1778 9800 17500 9800 17500
## 1779 9075 16500 9075 16500
## 1780 9077 20877 21412 33212
## 1781 34114 43728 34114 43728
## 1782 13800 13800 13800 13800
## 1783 5880 5880 12570 12570
## 1784 3360 3360 7890 7890
## 1785 16970 28886 29066 40982
## 1786 8008 15814 21364 29170
## 1787 9103 18839 25759 35495
## 1788 4824 4824 8952 8952
## 1789 2720 2720 5870 5870
## 1790 8640 16960 22260 30580
## 1791 46950 59754 46950 59754
## 1792 10008 18008 10008 18008
## 1793 30050 39770 30050 39770
## 1794 9173 19455 21623 31905
## 1795 10935 20309 23385 32759
## 1796 11045 20575 23495 33025
## 1797 7911 7911 20361 20361
## 1798 30300 40859 30300 40859
## 1799 9368 17549 21818 29999
## 1800 8030 16360 8030 16360
## 1801 14289 21193 36761 43665
## 1802 31700 44300 31700 44300
## 1803 25000 33400 25000 33400
## 1804 7519 7519 9967 9967
## 1805 31120 39070 31120 39070
## 1806 21600 31300 21600 31300
## 1807 4806 4806 10734 10734
## 1808 16940 21740 16940 21740
## 1809 5561 5561 11489 11489
## 1810 25000 35600 25000 35600
## 1811 4860 8942 5760 9842
## 1812 22744 31074 22744 31074
## 1813 987 8609 987 8609
## 1814 6046 17266 11296 22516
## 1815 11050 14550 11050 14550
## 1816 10790 17433 10790 17433
## 1817 14400 14400 14400 14400
## 1818 9940 22974 23208 36242
## 1819 38750 49210 38750 49210
## 1820 5445 12728 5895 13178
## 1821 25598 33998 25598 33998
## 1822 2339 2339 8099 8099
## 1823 5408 5408 12188 12188
## 1824 10500 10500 10500 10500
## 1825 5584 5584 10444 10444
## 1826 11550 11550 11550 11550
## 1827 32175 42985 32175 42985
## 1828 4972 11870 7951 14849
## 1829 12140 19180 12140 19180
## 1830 16320 22452 16320 22452
## 1831 30650 40440 30650 40440
## 1832 16340 22990 16340 22990
## 1833 24215 24215 24215 24215
## 1834 32390 42290 32390 42290
## 1835 42976 56440 42976 56440
## 1836 2640 9230 5970 12560
## 1837 4650 4650 12539 12539
## 1838 17650 17650 17650 17650
## 1839 12460 20645 22875 31060
## 1840 3338 3338 10250 10250
## 1841 7729 16509 14581 23361
## 1842 56382 70942 56382 70942
## 1843 54820 70010 54820 70010
## 1844 4187 4187 10727 10727
## 1845 4404 4404 13172 13172
## 1846 24860 34050 24860 34050
## 1847 22170 31820 22170 31820
## 1848 2962 10902 5482 13422
## 1849 11463 23663 17750 29950
## 1850 10710 17110 24630 31030
## 1851 17738 24378 17738 24378
## 1852 12487 25037 36386 48936
## 1853 7128 15544 15969 24385
## 1854 8966 17896 21206 30136
## 1855 7696 14520 13546 20370
## 1856 7842 15723 14094 21975
## 1857 8197 8197 15973 15973
## 1858 8958 8958 21076 21076
## 1859 32850 46710 32850 46710
## 1860 8751 15605 15274 22128
## 1861 6368 15985 22467 32084
## 1862 7673 16439 14442 23208
## 1863 7488 15458 18376 26346
## 1864 30900 40080 30900 40080
## 1865 58230 74580 58230 74580
## 1866 11000 22118 26334 37452
## 1867 15730 28604 38098 50972
## 1868 40652 53052 40652 53052
## 1869 42900 56480 42900 56480
## 1870 13680 26542 34310 47172
## 1871 50556 63561 50556 63561
## 1872 28000 37496 28000 37496
## 1873 34110 44040 34110 44040
## 1874 36416 48876 36416 48876
## 1875 6381 16501 28658 38778
## 1876 11830 21868 30404 40442
## 1877 25318 34518 25318 34518
## 1878 40694 53170 40694 53170
## 1879 7720 19126 20680 32086
## 1880 12506 22776 27956 38226
## 1881 8500 8500 24731 24731
## 1882 7832 7832 20282 20282
## 1883 7970 16015 20420 28465
## 1884 7864 16744 25500 34380
## 1885 13764 25838 26980 39054
## 1886 15094 26402 31664 42972
## 1887 29688 39976 29688 39976
## 1888 9267 20439 31233 42405
## 1889 21976 29546 21976 29546
## 1890 11148 21498 27358 37708
## 1891 12245 25227 29099 42081
## 1892 43050 55900 43050 55900
## 1893 10616 19132 24344 32860
## 1894 8734 16584 20834 28684
## 1895 11656 20882 27278 36504
## 1896 11170 21588 30970 41388
## 1897 7988 7988 17918 17918
## 1898 9666 19392 19778 29504
## 1899 8115 16335 12315 20535
## 1900 7840 16326 15100 23586
## 1901 8035 16441 12235 20641
## 1902 18720 25610 18720 25610
## 1903 28750 37196 28750 37196
## 1904 9701 19676 21413 31388
## 1905 50226 64334 50226 64334
## 1906 8660 19356 24614 35310
## 1907 22820 32420 22820 32420
## 1908 12760 22090 25780 35110
## 1909 31260 41460 31260 41460
## 1910 11558 11558 28898 28898
## 1911 37620 51610 37620 51610
## 1912 18499 30079 33879 45459
## 1913 15265 15265 30635 30635
## 1914 39270 55170 39270 55170
## 1915 5445 15309 26845 36709
## 1916 9054 19629 13890 24465
## 1917 10370 19570 18680 27880
## 1918 7145 16251 23868 32974
## 1919 8987 20177 35170 46360
## 1920 7044 18144 20478 31578
## 1921 7319 16357 22478 31516
## 1922 3418 12342 7418 16342
## 1923 7000 17686 21065 31751
## 1924 9358 18379 25501 34522
## 1925 8695 17669 20759 29733
## 1926 6394 16370 20112 30088
## 1927 7336 15212 21148 29024
## 1928 11250 20977 23700 33427
## 1929 9786 20990 21474 32678
## 1930 8938 17886 19480 28428
## 1931 10650 13500 10650 13500
## 1932 53391 68801 53391 68801
## 1933 11898 24861 35478 48441
## 1934 55584 71200 55584 71200
## 1935 20950 28750 20950 28750
## 1936 13900 23232 25144 34476
## 1937 13890 13890 25134 25134
## 1938 13878 23858 25122 35102
## 1939 11788 22784 21532 32528
## 1940 45904 59354 45904 59354
## 1941 49776 62316 49776 62316
## 1942 49504 63782 49504 63782
## 1943 14138 27088 30862 43812
## 1944 52610 64860 52610 64860
## 1945 27470 38636 27470 38636
## 1946 53926 69864 53926 69864
## 1947 39173 50601 39173 50601
## 1948 49358 62338 49358 62338
## 1949 48066 62896 48066 62896
## 1950 7215 13565 17565 23915
## 1951 44532 59714 44532 59714
## 1952 18280 25630 18280 25630
## 1953 9870 17490 19740 27360
## 1954 9061 17277 12425 20641
## 1955 6410 18020 17324 28934
## 1956 56225 71620 56225 71620
## 1957 7970 16808 18626 27464
## 1958 9520 18970 22780 32230
## 1959 8734 18591 10734 20591
## 1960 29208 40018 29208 40018
## 1961 10250 20552 25134 35436
## 1962 10606 21410 37480 48284
## 1963 13034 24566 36876 48408
## 1964 7998 13038 22529 27569
## 1965 9900 21478 24262 35840
## 1966 8292 17794 21522 31024
## 1967 6380 6380 27710 27710
## 1968 7124 16970 19574 29420
## 1969 44780 61102 44780 61102
## 1970 23000 32000 23000 32000
## 1971 31484 44200 31484 44200
## 1972 24230 31630 24230 31630
## 1973 48040 61690 48040 61690
## 1974 16000 24220 16000 24220
## 1975 15440 23204 15440 23204
## 1976 9795 21229 19133 30567
## 1977 41509 52625 41509 52625
## 1978 9222 19484 29215 39477
## 1979 18276 30738 42516 54978
## 1980 17564 29154 48465 60055
## 1981 10119 20557 27176 37614
## 1982 11517 24315 36898 49696
## 1983 10040 18156 18490 26606
## 1984 6360 16302 18628 28570
## 1985 7292 18210 20774 31692
## 1986 7529 15555 15518 23544
## 1987 9457 16381 17423 24347
## 1988 5400 15720 17490 27810
## 1989 7476 15586 20958 29068
## 1990 3366 3366 12828 12828
## 1991 7626 14072 17166 23612
## 1992 40260 52120 40260 52120
## 1993 2409 2409 8169 8169
## 1994 49816 66050 49816 66050
## 1995 28434 41626 28434 41626
## 1996 33700 44220 33700 44220
## 1997 56960 70510 56960 70510
## 1998 25710 40260 25710 40260
## 1999 1418 1418 9218 9218
## 2000 5324 11614 6506 12796
## 2001 15108 25706 27780 38378
## 2002 3000 7096 6300 10396
## 2003 1402 6820 9142 14560
## 2004 2790 2790 5040 5040
## 2005 22600 22600 22600 22600
## 2006 53308 67328 53308 67328
## 2007 5902 15892 13959 23949
## 2008 5800 5800 5800 5800
## 2009 14490 24918 35138 45566
## 2010 4710 4710 10638 10638
## 2011 18862 28290 45706 55134
## 2012 9056 20264 19576 30784
## 2013 9000 18400 9000 18400
## 2014 5355 5355 11283 11283
## 2015 19500 25500 19500 25500
## 2016 27970 37030 27970 37030
## 2017 4229 4229 16517 16517
## 2018 12630 19976 12630 19976
## 2019 43450 53500 43450 53500
## 2020 47090 61214 47090 61214
## 2021 53322 69354 53322 69354
## 2022 2610 2610 8370 8370
## 2023 15045 15045 15045 15045
## 2024 5041 5041 6319 6319
## 2025 28035 32310 28035 32310
## 2026 17625 17625 17625 17625
## 2027 29980 40660 29980 40660
## 2028 4428 4428 13194 13194
## 2029 21840 30360 21840 30360
## 2030 4980 4980 5880 5880
## 2031 36280 47260 36280 47260
## 2032 41280 51276 41280 51276
## 2033 8870 17107 19940 28177
## 2034 11581 22979 26365 37763
## 2035 3150 3150 6900 6900
## 2036 24450 31200 24450 31200
## 2037 4080 4080 11295 11295
## 2038 4268 4268 6281 6281
## 2039 20070 28062 20070 28062
## 2040 2524 2524 8668 8668
## 2041 6989 14657 12299 19967
## 2042 13347 23774 28241 38668
## 2043 24820 34984 24820 34984
## 2044 2550 10130 5610 13190
## 2045 50175 65225 50175 65225
## 2046 26116 35266 26116 35266
## 2047 5831 12110 16585 22864
## 2048 27900 38950 27900 38950
## 2049 19012 26716 19012 26716
## 2050 53732 70200 53732 70200
## 2051 40700 54800 40700 54800
## 2052 4467 8487 4903 8923
## 2053 33950 48140 33950 48140
## 2054 10412 20128 21986 31702
## 2055 5310 5310 18000 18000
## 2056 7730 17136 15670 25076
## 2057 1416 1416 8946 8946
## 2058 3476 3476 7286 7286
## 2059 8849 16045 10476 17672
## 2060 1418 1418 9158 9158
## 2061 4197 4197 11493 11493
## 2062 8167 20059 16072 27964
## 2063 8856 19774 24950 35868
## 2064 6330 6330 10920 10920
## 2065 7464 18854 18648 30038
## 2066 31640 40496 31640 40496
## 2067 4852 4852 12242 12242
## 2068 4220 13902 8220 17902
## 2069 10819 23891 22059 35131
## 2070 7335 7335 7335 7335
## 2071 6670 6670 6670 6670
## 2072 11267 20897 11267 20897
## 2073 5340 10990 5370 11020
## 2074 10602 18945 26496 34839
## 2075 12483 22626 15373 25516
## 2076 2820 9586 2928 9694
## 2077 3158 3158 10070 10070
## 2078 36804 50394 36804 50394
## 2079 6824 15960 15231 24367
## 2080 4250 9500 8605 13855
## 2081 9540 19955 26415 36830
## 2082 2418 2418 8178 8178
## 2083 10114 19749 21586 31221
## 2084 3840 9133 6210 11503
## 2085 8132 19598 23544 35010
## 2086 2712 8452 7224 12964
## 2087 10429 21377 16509 27457
## 2088 45304 59600 45304 59600
## 2089 5520 5520 13500 13500
## 2090 3030 7230 6120 10320
## 2091 4513 4513 10044 10044
## 2092 29290 39190 29290 39190
## 2093 3830 3830 3830 3830
## 2094 7050 7050 15300 15300
## 2095 51764 64938 51764 64938
## 2096 48086 62496 48086 62496
## 2097 43640 55136 43640 55136
## 2098 3210 3210 3630 3630
## 2099 8271 19523 17452 28704
## 2100 45948 60394 45948 60394
## 2101 13250 20250 13250 20250
## 2102 13152 20236 13152 20236
## 2103 2420 2420 8180 8180
## 2104 36194 50876 36194 50876
## 2105 50074 62514 50074 62514
## 2106 12600 19410 12600 19410
## 2107 32950 44270 32950 44270
## 2108 34400 44330 34400 44330
## 2109 13060 24505 21260 32705
## 2110 30500 41600 30500 41600
## 2111 25600 32552 25600 32552
## 2112 24110 33810 24110 33810
## 2113 55450 69950 55450 69950
## 2114 4368 4368 8280 8280
## 2115 5304 13254 5304 13254
## 2116 2415 2415 8175 8175
## 2117 33166 43946 33166 43946
## 2118 9425 18435 15348 24358
## 2119 5814 15364 16061 25611
## 2120 15590 24902 29846 39158
## 2121 3328 3328 5998 5998
## 2122 4404 11812 6450 13858
## 2123 29725 39915 29725 39915
## 2124 39500 49856 39500 49856
## 2125 43845 56530 43845 56530
## 2126 39855 51775 39855 51775
## 2127 1400 1400 8420 8420
## 2128 4050 4050 9630 9630
## 2129 50530 65304 50530 65304
## 2130 10161 22423 16241 28503
## 2131 7200 7200 7200 7200
## 2132 9254 21086 18398 30230
## 2133 4830 4830 10758 10758
## 2134 24488 33535 24488 33535
## 2135 53430 69430 53430 69430
## 2136 2610 12308 10980 20678
## 2137 6800 11000 6800 11000
## 2138 7900 10150 7900 10150
## 2139 12100 15900 12100 15900
## 2140 8000 8000 8000 8000
## 2141 8300 16800 8300 16800
## 2142 14300 23000 14300 23000
## 2143 12500 16000 12500 16000
## 2144 43500 55750 43500 55750
## 2145 9000 12400 9000 12400
## 2146 10000 14050 10000 14050
## 2147 19310 26530 19310 26530
## 2148 20100 31300 20100 31300
## 2149 3630 3630 6450 6450
## 2150 5740 5740 12190 12190
## 2151 29117 41489 29117 41489
## 2152 8950 18350 14950 24350
## 2153 1400 1400 8420 8420
## 2154 5070 5070 9930 9930
## total_enrollment percent_minority percent_foreign total_minority
## 1 291 0.886597938 0.000000e+00 258
## 2 4427 0.273774565 4.178902e-02 1212
## 3 3458 0.196645460 1.417004e-02 680
## 4 127 0.275590551 0.000000e+00 35
## 5 15212 0.258414410 3.400605e-01 3931
## 6 3154 0.384590996 0.000000e+00 1213
## 7 7610 0.339947438 5.729304e-02 2587
## 8 4247 0.093006828 2.119143e-03 395
## 9 1641 0.182815356 6.093845e-04 300
## 10 717 0.478382148 0.000000e+00 343
## 11 873 0.529209622 1.191294e-01 462
## 12 2351 0.380263718 8.507018e-04 894
## 13 5001 0.382123575 7.998400e-04 1911
## 14 1398 0.461373391 7.153076e-04 645
## 15 5519 0.924986411 2.355499e-02 5105
## 16 4437 0.346855984 1.848096e-02 1539
## 17 46 0.108695652 0.000000e+00 5
## 18 579 0.293609672 0.000000e+00 170
## 19 1563 0.238003839 7.549584e-02 372
## 20 3910 0.903836317 3.580563e-03 3534
## 21 3640 0.824450549 0.000000e+00 3001
## 22 1550 0.494838710 7.096774e-03 767
## 23 1268 0.120662461 2.917981e-02 153
## 24 2393 0.292937735 2.298370e-02 701
## 25 3639 0.956031877 1.593844e-02 3479
## 26 2604 0.070276498 1.152074e-03 183
## 27 2310 0.195670996 4.069264e-02 452
## 28 11047 0.644156785 1.810446e-03 7116
## 29 3227 0.140068175 1.270530e-02 452
## 30 2023 0.174987642 3.806228e-02 354
## 31 62 0.016129032 0.000000e+00 1
## 32 575 0.050434783 6.956522e-03 29
## 33 2628 0.171232877 1.141553e-03 450
## 34 660 0.995454545 0.000000e+00 657
## 35 1396 0.117478510 1.002865e-02 164
## 36 1636 0.048288509 0.000000e+00 79
## 37 2917 0.225574220 2.742544e-03 658
## 38 2389 0.418166597 1.590624e-02 999
## 39 4837 0.472813728 0.000000e+00 2287
## 40 10336 0.474554954 9.674923e-05 4905
## 41 424 0.365566038 0.000000e+00 155
## 42 365 0.435616438 2.739726e-03 159
## 43 157 0.980891720 0.000000e+00 154
## 44 91 0.934065934 0.000000e+00 85
## 45 3629 0.244144392 1.928906e-03 886
## 46 204 0.058823529 0.000000e+00 12
## 47 29133 0.492088010 5.320427e-03 14336
## 48 1792 0.434709821 9.598214e-02 779
## 49 625 0.422400000 0.000000e+00 264
## 50 400 0.235000000 5.000000e-03 94
## 51 303 0.597359736 2.640264e-02 181
## 52 3418 0.459040374 2.126975e-01 1569
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## 1975 368 0.418478261 4.673913e-01 154
## 1976 20626 0.214098710 8.183846e-02 4416
## 1977 4682 0.173430158 2.616403e-01 812
## 1978 31515 0.190226876 8.897350e-02 5995
## 1979 12856 0.113098942 4.301493e-02 1454
## 1980 23732 0.247471768 8.482218e-02 5873
## 1981 2183 0.136509391 0.000000e+00 298
## 1982 44784 0.346373705 1.490934e-01 15512
## 1983 3989 0.474555026 3.534720e-02 1893
## 1984 12602 0.283843834 2.975718e-02 3577
## 1985 12206 0.434458463 1.433721e-02 5303
## 1986 4543 0.277790007 2.179177e-02 1262
## 1987 9394 0.093676815 3.736428e-02 880
## 1988 12820 0.113182527 6.723869e-02 1451
## 1989 11563 0.420306149 2.473407e-02 4860
## 1990 43217 0.571696323 2.015411e-02 24707
## 1991 1378 0.115384615 3.265602e-02 159
## 1992 4507 0.178832927 1.371200e-01 806
## 1993 4025 0.474782609 6.956522e-03 1911
## 1994 12686 0.253113669 9.475012e-02 3211
## 1995 176 0.340909091 1.136364e-02 60
## 1996 2255 0.491796009 5.764967e-03 1109
## 1997 2421 0.335398596 7.765386e-02 812
## 1998 1614 0.792441140 2.044610e-02 1279
## 1999 12928 0.679842203 1.624381e-03 8789
## 2000 712 0.153089888 1.404494e-03 109
## 2001 1542 0.071984436 2.334630e-02 111
## 2002 2989 0.331883573 0.000000e+00 992
## 2003 11557 0.683135762 5.191659e-04 7895
## 2004 4146 0.524119633 2.411963e-04 2173
## 2005 477 0.385744235 0.000000e+00 184
## 2006 10735 0.202608291 3.334886e-02 2175
## 2007 19205 0.188076022 1.770372e-03 3612
## 2008 94 0.255319149 2.127660e-02 24
## 2009 30848 0.383558091 5.420124e-02 11832
## 2010 2505 0.072255489 7.984032e-04 181
## 2011 1700 0.170588235 1.470588e-02 290
## 2012 5025 0.879800995 2.587065e-03 4421
## 2013 324 0.990740741 0.000000e+00 321
## 2014 8632 0.217099166 5.097312e-03 1874
## 2015 112 0.267857143 4.464286e-02 30
## 2016 2804 0.072039943 1.355207e-02 202
## 2017 7664 0.163361169 6.784969e-03 1252
## 2018 468 0.982905983 1.282051e-02 460
## 2019 926 0.171706263 7.127430e-02 159
## 2020 2231 0.209323173 3.496190e-02 467
## 2021 7788 0.210323575 6.304571e-02 1638
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## total_enrollment_imp percent_minority_imp percent_foreign_imp
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## total_minority_imp foreign_enrollment_imp
## 1 FALSE FALSE
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## 2154 FALSE FALSEQ2 Create a scatter plot to visualize the relationship between in_state_total and percent_minority.
Hint: For the code, refer to one of our textbooks, Data Visualization with R: Chapter 4.2. Map in_state_total to the y-axis and percent_minority to the x-axis.
library(tidyverse)
ggplot(data,
aes(x = percent_minority ,
y = in_state_total)) +
geom_point()
Q3 Calculate and interpret the Pearson correlation coefficient.
Hint: Interpret both the direction and the strength of the correlation
cor(data$percent_minority, data$in_state_total)## [1] -0.245447There is a strong, negative correlation.
Q5 You suspect that there may be other variables that are asociated with in_state_total. Create a correlation plot.
Hint: For the code, refer to one of our textbooks, Data Visualization with R: Chapter 8.1.
# select numeric variables
df <- dplyr::select_if(data, is.numeric)
# calulate the correlations
r <- cor(df, use="complete.obs")
round(r,2)## room_and_board in_state_tuition in_state_total
## room_and_board 1.00 0.72 0.78
## in_state_tuition 0.72 1.00 0.98
## in_state_total 0.78 0.98 1.00
## out_of_state_tuition 0.77 0.95 0.95
## out_of_state_total 0.82 0.93 0.97
## total_enrollment 0.10 -0.17 -0.13
## percent_minority -0.16 -0.24 -0.25
## percent_foreign 0.34 0.39 0.40
## total_minority -0.01 -0.22 -0.21
## foreign_enrollment 0.29 0.16 0.20
## out_of_state_tuition out_of_state_total total_enrollment
## room_and_board 0.77 0.82 0.10
## in_state_tuition 0.95 0.93 -0.17
## in_state_total 0.95 0.97 -0.13
## out_of_state_tuition 1.00 0.98 -0.01
## out_of_state_total 0.98 1.00 -0.01
## total_enrollment -0.01 -0.01 1.00
## percent_minority -0.25 -0.25 0.13
## percent_foreign 0.41 0.41 0.09
## total_minority -0.11 -0.12 0.85
## foreign_enrollment 0.28 0.29 0.62
## percent_minority percent_foreign total_minority
## room_and_board -0.16 0.34 -0.01
## in_state_tuition -0.24 0.39 -0.22
## in_state_total -0.25 0.40 -0.21
## out_of_state_tuition -0.25 0.41 -0.11
## out_of_state_total -0.25 0.41 -0.12
## total_enrollment 0.13 0.09 0.85
## percent_minority 1.00 -0.09 0.40
## percent_foreign -0.09 1.00 0.03
## total_minority 0.40 0.03 1.00
## foreign_enrollment -0.01 0.46 0.44
## foreign_enrollment
## room_and_board 0.29
## in_state_tuition 0.16
## in_state_total 0.20
## out_of_state_tuition 0.28
## out_of_state_total 0.29
## total_enrollment 0.62
## percent_minority -0.01
## percent_foreign 0.46
## total_minority 0.44
## foreign_enrollment 1.00library(ggcorrplot)
ggcorrplot(r)
ggcorrplot(r,
hc.order = TRUE,
type = "lower",
lab = TRUE)
Q6 List any variables with a strong positive association with in_state_total, if any.
Minority total and Room and Board have a moderate positive correlation, where Room and Board and Instate total have opposite correlation.
Q7 Your classmate argues that foreign students tend to attend more expensive colleges in the United States. Would you agree? Argue your case based on the correlation coefficient between in_state_total and percent_foreign.
Hint: A correct answer must include all of the following: 1) direction and strength of the correlation coefficient, and 2) linear versus non-linear relationship.
I would have to partially agree due to the fact that 0.39 is a moderate positive correlation, revealing it is true in most but not all cases. However the school in this data set does not have many minority attendees, therefore a bold claim should not be made by this solo dataset.
Q8 Hide the messages and warnings, but display the code and its results on the webpage.
Hint: Use message, warning, echo and results in the chunk options. Refer to the RMarkdown Reference Guide.