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August 20, 2024 11:36
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#college #acceptance_rate #ed #rd #ea
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| import nltk | |
| nltk.download('punkt') | |
| import sys | |
| sys.path.insert(1, '/data/home/abyelyakova/utils') | |
| import json | |
| import re | |
| import time | |
| from pprint import pprint | |
| import requests | |
| from nltk.tokenize import sent_tokenize | |
| import pandas as pd | |
| from selenium import webdriver | |
| from selenium_website import Website | |
| from selenium.webdriver.common.action_chains import ActionChains | |
| from tqdm import tqdm | |
| import openai | |
| from acceptance_rates_general import * | |
| requests.packages.urllib3.disable_warnings() | |
| def check_response(json_rate): | |
| if (re.findall('[0-9]+', json_rate['Early Decision Acceptance Rate']) and | |
| re.findall('[0-9]+', json_rate['Regular Decision Acceptance Rate']) and | |
| re.findall('[0-9]+', json_rate['Overall Acceptance Rate']) and | |
| json_rate['Overall Acceptance Rate'] != json_rate['Early Decision Acceptance Rate'] and | |
| json_rate['Regular Decision Acceptance Rate'] != json_rate['Overall Acceptance Rate'] and | |
| json_rate['Overall Acceptance Rate'] and | |
| json_rate['Early Decision Acceptance Rate'] and | |
| json_rate['Regular Decision Acceptance Rate'] and | |
| float(json_rate['Overall Acceptance Rate'].replace('%', '')) >= 2 and | |
| float(re.findall('([0-9\.]+)', json_rate['Early Decision Acceptance Rate'])[0]) >= float( | |
| re.findall('([0-9\.]+)', json_rate['Regular Decision Acceptance Rate'])[0]) | |
| # float(re.findall('([0-9\.]+)', json_rate['Regular Decision Acceptance Rate'])[0]) >= float(re.findall('([0-9\.]+)', json_rate['Overall Acceptance Rate'])[0]) and | |
| # float(re.findall('([0-9\.]+)', json_rate['Early Decision Acceptance Rate'])[0]) >= float(re.findall('([0-9\.]+)', json_rate['Overall Acceptance Rate'])[0]) | |
| ): | |
| return True | |
| return False | |
| colleges_file = 'ed acceptace rates.csv' | |
| prompt_message = '''Please find Overall, Ealry Decision and Regular Decision acceptance rates for <COLLEGE_NAME> given the following DATA. | |
| Only return them as JSON like this: | |
| {"Overall Acceptance Rate": "555.4%", | |
| "Early Decision Acceptance Rate":"9353.2%", | |
| "Regular Decision Acceptance Rate": "446.4%" } | |
| If no such rates can be found, return an empty JSON object. [DATA]: \n''' | |
| headers = { | |
| 'Content-Type': 'application/json', | |
| 'SECRET': 'cKtm2OaBcmhyo8ygS38r3kwdc', | |
| 'AUTH-UID': 'Ny2D4aFJffYcVzqDl53MfE3njuS2', | |
| } | |
| api_key = 'sk-' | |
| openai.api_key = api_key | |
| colleges_data = pd.read_csv(colleges_file, sep='\t').fillna('') | |
| colleges_data = colleges_data[[i for i in colleges_data.columns if 'Unnamed' not in i]].to_dict(orient='records') | |
| website = Website() | |
| with webdriver.Chrome() as driver: | |
| for n, college_info in enumerate(colleges_data): | |
| print(n, college_info) | |
| # if college_info['checked']: | |
| # continue | |
| if college_info['name'] not in '''Massachusetts Institute of Technology | |
| Harvard University | |
| Stanford University | |
| Yale University | |
| Princeton University | |
| Duke University | |
| Rice University | |
| Brown University | |
| University of Pennsylvania | |
| Dartmouth College | |
| Columbia University in the City of New York | |
| Washington University in St Louis | |
| Vanderbilt University | |
| Northwestern University | |
| University of Chicago | |
| University of Southern California | |
| Cornell University | |
| Pomona College | |
| University of Notre Dame | |
| California Institute of Technology | |
| Carnegie Mellon University | |
| Johns Hopkins University | |
| University of California-Los Angeles | |
| Georgetown University | |
| University of Michigan-Ann Arbor | |
| Tufts University | |
| Bowdoin College | |
| Washington and Lee University | |
| University of Virginia-Main Campus | |
| Georgia Institute of Technology-Main Campus | |
| Claremont McKenna College | |
| Middlebury College | |
| Harvey Mudd College | |
| Haverford College | |
| Emory University | |
| Swarthmore College | |
| United States Military Academy | |
| Barnard College | |
| Wellesley College | |
| Hamilton College | |
| Carleton College | |
| New York University | |
| Colgate University | |
| Williams College | |
| Wake Forest University | |
| Boston College | |
| University of North Carolina at Chapel Hill | |
| University of Florida | |
| University of California-Berkeley | |
| Davidson College | |
| Northeastern University | |
| The University of Texas at Austin | |
| Wesleyan University | |
| Boston University | |
| Amherst College | |
| William & Mary | |
| University of Georgia | |
| Colby College | |
| University of Richmond | |
| Grinnell College | |
| University of Miami | |
| Bates College | |
| Macalester College | |
| Babson College | |
| University of Wisconsin-Madison | |
| Villanova University | |
| Lehigh University | |
| Virginia Polytechnic Institute and State University | |
| Cooper Union for the Advancement of Science and Art | |
| Lafayette College | |
| University of Illinois at Urbana-Champaign | |
| Case Western Reserve University | |
| Tulane University of Louisiana | |
| Smith College | |
| University of California-Santa Barbara | |
| University of Rochester | |
| Purdue University-Main Campus | |
| Kenyon College | |
| Vassar College | |
| Texas A & M University-College Station | |
| Florida State University | |
| University of California-Irvine | |
| College of the Holy Cross | |
| Bucknell University | |
| Pennsylvania State University-Main Campus | |
| North Carolina State University at Raleigh | |
| Skidmore College | |
| Southern Methodist University | |
| Ohio State University-Main Campus | |
| Mount Holyoke College | |
| University of California-Davis | |
| Santa Clara University | |
| Colorado School of Mines | |
| Brigham Young University-Provo | |
| University of Minnesota-Twin Cities | |
| Trinity University | |
| Rose-Hulman Institute of Technology | |
| Rensselaer Polytechnic Institute | |
| University of Washington-Seattle Campus | |
| Clemson University | |
| University of California-San Diego | |
| Bryn Mawr College | |
| George Washington University | |
| Occidental College | |
| Worcester Polytechnic Institute | |
| Whitman College | |
| Scripps College | |
| Reed College | |
| University of Maryland-College Park | |
| University of Pittsburgh-Pittsburgh Campus | |
| Michigan State University | |
| Franklin and Marshall College | |
| Colorado College | |
| Brandeis University | |
| Texas Christian University | |
| Pepperdine University | |
| Stevens Institute of Technology | |
| University of Tulsa | |
| St Olaf College | |
| Indiana University-Bloomington | |
| Wheaton College | |
| Rhode Island School of Design | |
| Pitzer College | |
| Loyola Marymount University | |
| Gettysburg College | |
| Michigan Technological University | |
| University of Massachusetts-Amherst | |
| Saint Louis University | |
| Furman University | |
| Virginia Military Institute | |
| University of South Florida-Main Campus | |
| Denison University | |
| University of San Diego | |
| Wabash College | |
| California Polytechnic State University-San Luis Obispo | |
| Oklahoma State University-Main Campus | |
| Rutgers University-New Brunswick | |
| Yeshiva University | |
| James Madison University | |
| Auburn University | |
| Rhodes College | |
| Union Institute & University | |
| Dickinson College | |
| University of Delaware | |
| Baylor University | |
| University of Utah | |
| Iowa State University | |
| University of Central Florida | |
| University of Iowa | |
| Arizona State University-Tempe | |
| Hendrix College | |
| University of Dayton | |
| University of South Carolina-Columbia | |
| Mississippi State University | |
| Lewis & Clark College | |
| University of Oklahoma-Norman Campus | |
| University of Connecticut | |
| University of St Thomas | |
| Bentley University | |
| Syracuse University | |
| Fairfield University | |
| LeTourneau University | |
| University of South Florida-Sarasota-Manatee | |
| Washington State University | |
| Drake University | |
| University of Missouri-Columbia | |
| University of Cincinnati-Main Campus | |
| Texas Tech University | |
| Milwaukee School of Engineering | |
| St John's University-New York | |
| Chapman University | |
| American University | |
| Kansas State University | |
| California State University-Long Beach | |
| University of Arizona | |
| Gustavus Adolphus College | |
| Thomas Jefferson University | |
| Point Loma Nazarene University | |
| Florida International University | |
| University of Arkansas | |
| Creighton University | |
| Binghamton University | |
| Temple University | |
| University of South Florida-St Petersburg | |
| University of Portland | |
| St Lawrence University | |
| University of Mississippi | |
| Miami University-Oxford | |
| University of Nebraska-Lincoln | |
| The College of Wooster | |
| University at Buffalo | |
| University of Alabama at Birmingham | |
| The University of Alabama | |
| Augustana University | |
| Oberlin College | |
| Lawrence University | |
| DigiPen Institute of Technology | |
| Bethel University | |
| Robert Morris University | |
| College of the Ozarks | |
| University of Denver | |
| South Dakota School of Mines and Technology | |
| University of Colorado Boulder | |
| Loyola University Maryland | |
| Drexel University | |
| Gonzaga University | |
| University of Kansas | |
| Union University | |
| The Sage Colleges | |
| Widener University | |
| Embry-Riddle Aeronautical University-Daytona Beach | |
| University of Wyoming | |
| John Carroll University | |
| The University of Texas at Dallas | |
| Louisiana Tech University | |
| Colorado State University-Fort Collins | |
| University of Oregon | |
| Ouachita Baptist University | |
| San Diego State University | |
| Hope College | |
| Marquette University | |
| Pace University | |
| University of Hartford | |
| Sacred Heart University | |
| Hampton University | |
| University of Massachusetts-Dartmouth | |
| Maine Maritime Academy | |
| University of San Francisco | |
| The College of New Jersey | |
| Oregon State University | |
| The University of the South | |
| DePauw University | |
| United States Merchant Marine Academy | |
| CUNY Bernard M Baruch College | |
| University of Houston | |
| Biola University | |
| University of St Francis | |
| Moody Bible Institute | |
| Clarke University | |
| Edgewood College | |
| University of Indianapolis | |
| Western New England University | |
| Lincoln Memorial University | |
| Calvin University | |
| DePaul University | |
| Connecticut College | |
| University of Dallas | |
| Ohio Northern University | |
| Florida Institute of Technology | |
| Luther College | |
| Illinois Wesleyan University | |
| University of Scranton | |
| Missouri University of Science and Technology | |
| Clark University | |
| Fordham University | |
| Albany College of Pharmacy and Health Sciences | |
| Immaculata University | |
| The University of Findlay | |
| The University of Tennessee-Knoxville | |
| Wofford College | |
| University of California-Riverside | |
| Rollins College | |
| Liberty University | |
| Rockhurst University | |
| Samford University | |
| University of Colorado Denver/Anschutz Medical Campus | |
| Lesley University | |
| University of New England | |
| Lake Forest College | |
| Ohio University-Main Campus | |
| University of Maryland-Baltimore County | |
| Mercer University | |
| Butler University | |
| Kalamazoo College | |
| Harding University | |
| Rutgers University-Newark | |
| Campbell University | |
| Louisiana State University and Agricultural & Mechanical College | |
| The University of Montana | |
| Augustana College | |
| Embry-Riddle Aeronautical University-Prescott | |
| University of the Pacific | |
| Saint Norbert College | |
| Valparaiso University | |
| Citadel Military College of South Carolina | |
| Saint Joseph's University | |
| Lipscomb University | |
| Emerson College | |
| Rochester Institute of Technology | |
| Providence College | |
| Whitworth University | |
| Duquesne University | |
| University of New Hampshire-Main Campus | |
| Long Island University | |
| University of Akron Main Campus | |
| Hobart William Smith Colleges | |
| Muhlenberg College | |
| Appalachian State University | |
| West Virginia University | |
| Seton Hall University | |
| St Bonaventure University | |
| Willamette University | |
| Taylor University | |
| Pacific Lutheran University | |
| University of Alabama in Huntsville | |
| University of Wisconsin-La Crosse | |
| Bard College | |
| Touro College | |
| Delaware State University | |
| Marshall University | |
| Indiana University of Pennsylvania-Main Campus | |
| Portland State University | |
| Gardner-Webb University | |
| University of the Sciences | |
| University of Minnesota-Crookston | |
| University of Baltimore | |
| John Brown University | |
| Illinois Institute of Technology | |
| Cedarville University | |
| Stony Brook University | |
| Loyola University Chicago | |
| Bryant University | |
| University of Idaho | |
| University of Kentucky | |
| The Master's University and Seminary | |
| University of Louisville | |
| University of Maryland Eastern Shore | |
| University of Arkansas at Little Rock | |
| Texas Southern University | |
| Indiana State University | |
| Barry University | |
| Morgan State University | |
| University of Bridgeport | |
| Alliant International University-San Diego | |
| Cleveland State University | |
| Eastern Michigan University | |
| University of Alaska Fairbanks | |
| Ferris State University | |
| Western Kentucky University | |
| Idaho State University | |
| Jackson State University | |
| The University of Tennessee-Chattanooga | |
| Tennessee State University | |
| University of Northern Colorado | |
| Middle Tennessee State University | |
| Northern Kentucky University | |
| Wright State University-Main Campus | |
| University of Toledo | |
| Lamar University | |
| University of West Georgia | |
| Valdosta State University | |
| Carson-Newman University | |
| William Woods University | |
| Grand Canyon University | |
| Clark Atlanta University | |
| Benedictine University | |
| Cardinal Stritch University | |
| Colorado Technical University-Colorado Springs | |
| Daemen College | |
| Lindenwood University | |
| Husson University | |
| Loras College | |
| Mary Baldwin University | |
| National Louis University | |
| Our Lady of the Lake University | |
| Texas A & M University-Kingsville | |
| Trinity International University-Illinois | |
| University of the Cumberlands | |
| Wingate University | |
| Aurora University | |
| Wilmington University | |
| Universidad Ana G. Mendez-Gurabo Campus | |
| Clarkson University | |
| Seattle Pacific University | |
| The Catholic University of America | |
| Southwestern University | |
| Allegheny College | |
| University of Missouri-Kansas City | |
| University of Evansville | |
| St. Mary's College of Maryland | |
| Earlham College | |
| Hollins University | |
| New Mexico Institute of Mining and Technology | |
| Cornell College | |
| The New School | |
| Dordt University | |
| SUNY College of Environmental Science and Forestry | |
| Bradley University | |
| Concordia College-New York | |
| Loyola University New Orleans | |
| University of Vermont | |
| CUNY Lehman College | |
| Agnes Scott College | |
| Virginia Commonwealth University | |
| CUNY John Jay College of Criminal Justice | |
| Hampden-Sydney College | |
| New Jersey Institute of Technology | |
| University of Puget Sound | |
| New Mexico State University-Main Campus | |
| Franciscan Missionaries of Our Lady University | |
| William Carey University | |
| St. Mary's University | |
| Fashion Institute of Technology | |
| University of Illinois at Chicago | |
| The University of West Florida | |
| William Jessup University | |
| Saint John Fisher College | |
| Pratt Institute-Main | |
| Utah State University | |
| Christopher Newport University | |
| Centre College | |
| St Catherine University | |
| University of La Verne | |
| Spelman College | |
| Oral Roberts University | |
| Berea College | |
| Manhattan College | |
| Westmont College | |
| University of North Carolina Wilmington | |
| Johnson University | |
| Nebraska Wesleyan University | |
| Marist College | |
| University of St Thomas | |
| The University of Virginia's College at Wise | |
| Hanover College | |
| University of Northern Iowa | |
| College of Saint Benedict | |
| George Mason University | |
| University of Minnesota-Duluth | |
| University of Nevada-Reno | |
| California Baptist University | |
| California State University-Fullerton | |
| Eastern Mennonite University | |
| Northwestern College | |
| Azusa Pacific University | |
| University of North Carolina School of the Arts | |
| University of North Texas | |
| SUNY Maritime College | |
| University of California-Santa Cruz | |
| D'Youville College | |
| Millsaps College | |
| The College of Idaho | |
| Maryville University of Saint Louis | |
| University of North Florida | |
| Seattle University | |
| University of North Dakota | |
| Howard University | |
| Truman State University | |
| Manhattan School of Music | |
| University of Michigan-Dearborn | |
| Montana State University | |
| Bob Jones University | |
| University of Massachusetts-Lowell | |
| Austin College | |
| Mississippi College | |
| University of North Carolina at Charlotte | |
| North Dakota State University-Main Campus | |
| Florida Atlantic University | |
| State University of New York at New Paltz | |
| Susquehanna University | |
| University of Nebraska at Kearney | |
| Arizona State University-Downtown Phoenix | |
| Wheaton College | |
| University of Washington-Bothell Campus | |
| Alfred University | |
| University of Southern Mississippi | |
| Towson University | |
| Whittier College | |
| Birmingham-Southern College | |
| The University of Tampa | |
| Roanoke College | |
| Florida Gulf Coast University | |
| Keiser University-Ft Lauderdale | |
| Stetson University | |
| Wayne State University | |
| Sarah Lawrence College | |
| Berry College | |
| University of Mobile | |
| Georgia Southern University | |
| Hofstra University | |
| Southern Wesleyan University | |
| Monmouth University | |
| Gordon State College | |
| Pennsylvania State University-Penn State Fayette- Eberly | |
| Salisbury University | |
| Oklahoma City University | |
| University of Nebraska at Omaha | |
| Ithaca College | |
| Mount Saint Mary's University | |
| California Institute of the Arts | |
| Western Michigan University | |
| Beloit College | |
| Eckerd College | |
| College of Charleston | |
| University of Washington-Tacoma Campus | |
| New College of Florida | |
| University of Mary | |
| Le Moyne College | |
| Grand Valley State University | |
| Saint Mary's College of California | |
| Knox College | |
| Bellarmine University | |
| The Christ College of Nursing and Health Sciences | |
| Stonehill College | |
| Lubbock Christian University | |
| Northwest Nazarene University | |
| Adelphi University | |
| California State University-Chico | |
| College of Saint Mary | |
| Gannon University | |
| Belhaven University | |
| Martin Luther College | |
| Monroe College | |
| Stockton University | |
| Coe College | |
| Illinois State University | |
| University of Hawaii at Manoa | |
| Baldwin Wallace University | |
| The College of Saint Scholastica | |
| California Lutheran University | |
| Marietta College | |
| University of North Carolina at Greensboro | |
| Montclair State University | |
| University of Louisiana at Lafayette | |
| Shenandoah University | |
| University of South Dakota | |
| Abilene Christian University | |
| West Texas A & M University | |
| Indiana Wesleyan University-Marion | |
| American Musical and Dramatic Academy | |
| University of California-Merced | |
| CUNY City College | |
| Montana Technological University | |
| Bowling Green State University-Main Campus | |
| Dunwoody College of Technology | |
| Salve Regina University | |
| Berklee College of Music | |
| University of Minnesota-Rochester | |
| Spalding University | |
| SUNY Oneonta | |
| SUNY at Albany | |
| University of New Hampshire at Manchester | |
| California State Polytechnic University-Pomona | |
| Rowan University | |
| Texas A & M International University | |
| University of Alaska Southeast | |
| Jacksonville State University | |
| Vanguard University of Southern California | |
| San Juan College | |
| South Dakota State University | |
| Juniata College | |
| Simmons University | |
| Xavier University | |
| California State University Maritime Academy | |
| Minot State University | |
| College for Creative Studies | |
| Florida College | |
| Southern Vermont College | |
| Western Washington University | |
| Nova Southeastern University | |
| Regis University | |
| Metropolitan State University | |
| Ball State University | |
| University of Wisconsin-Whitewater | |
| Indiana University-Purdue University-Indianapolis | |
| Trinity Christian College | |
| California State University-Northridge | |
| East Carolina University | |
| Pacific University | |
| Avila University | |
| Pittsburg State University | |
| Minnesota State University-Mankato | |
| Andrews University | |
| The University of Texas at Arlington | |
| Emporia State University | |
| Texas State University | |
| North Park University | |
| Embry-Riddle Aeronautical University-Worldwide | |
| Everglades University | |
| Rutgers University-Camden | |
| Purdue University Northwest | |
| Ursinus College | |
| CUNY Queens College | |
| SUNY College at Oswego | |
| The King's College | |
| University of Hawaii-West Oahu | |
| Hope International University | |
| University of South Alabama | |
| University of West Alabama | |
| Elon University | |
| Boise State University | |
| Brigham Young University-Idaho | |
| University of Memphis | |
| Stephen F Austin State University | |
| Troy University | |
| Lawrence Technological University | |
| Arizona State University-West | |
| Manchester University | |
| Elmhurst College | |
| Saint Edward's University | |
| Westminster College | |
| Hamline University | |
| Florida Agricultural and Mechanical University | |
| Queens University of Charlotte | |
| Dominican University | |
| Albion College | |
| Otterbein University | |
| Central Methodist University-College of Liberal Arts and Sciences | |
| Western Illinois University | |
| California State University-Fresno | |
| The University of Texas Rio Grande Valley | |
| Northwest Missouri State University | |
| Jacksonville University | |
| University of Wisconsin-Superior | |
| Gallaudet University | |
| Concordia University-Wisconsin | |
| Kent State University at Kent | |
| William Jewell College | |
| University of Mount Union | |
| CUNY Brooklyn College | |
| Bethany Lutheran College | |
| Transylvania University | |
| King University | |
| CUNY Hunter College | |
| University of Rhode Island | |
| Washington & Jefferson College | |
| Saginaw Valley State University | |
| Trevecca Nazarene University | |
| Maryville College | |
| The University of Texas at Tyler | |
| Christian Brothers University | |
| La Salle University | |
| Concordia University-Nebraska | |
| Oregon Institute of Technology | |
| Eastern Illinois University | |
| Central Michigan University | |
| Northern Arizona University | |
| Carroll University | |
| Georgia State University | |
| West Chester University of Pennsylvania | |
| Georgia College & State University | |
| University of Maine | |
| Wilkes University | |
| Indiana University-Southeast | |
| Saint Michael's College | |
| Sam Houston State University | |
| Southern Utah University | |
| University of South Carolina Aiken | |
| University of North Carolina at Asheville | |
| University of Wisconsin-Milwaukee | |
| Murray State University | |
| Florida Southern College | |
| Saint Francis University | |
| Pennsylvania State University-Penn State Erie-Behrend College | |
| Winthrop University | |
| Drury University | |
| University of the Incarnate Word | |
| Eastern New Mexico University-Main Campus | |
| Walsh University | |
| University of New Orleans | |
| Indiana University-Kokomo | |
| North Carolina A & T State University | |
| Tennessee Technological University | |
| Bennington College | |
| Winona State University | |
| Upper Iowa University | |
| Lander University | |
| Piedmont College | |
| Bay Path University | |
| California State University-San Marcos | |
| Western Carolina University | |
| Nevada State College | |
| North Central College | |
| Drew University | |
| Roosevelt University | |
| Newman University | |
| Northwest University | |
| Meredith College | |
| Augusta University | |
| University of Wisconsin-Eau Claire | |
| Fresno Pacific University | |
| Xavier University of Louisiana | |
| Niagara University | |
| Monmouth College | |
| University of Massachusetts-Boston | |
| Lee University | |
| University of Wisconsin-Stout | |
| The University of Tennessee-Martin | |
| California State University-Sacramento | |
| Chaminade University of Honolulu | |
| Wittenberg University | |
| Baker University | |
| Pennsylvania State University-Penn State Altoona | |
| University of Mary Washington | |
| Ramapo College of New Jersey | |
| Pennsylvania State University-Penn State Berks | |
| Quinnipiac University | |
| Endicott College | |
| Kettering University | |
| Pennsylvania State University-Penn State York | |
| Southern Illinois University-Edwardsville | |
| Spring Hill College | |
| Northland College | |
| George Fox University | |
| Spring Arbor University | |
| Northwestern State University of Louisiana | |
| University of Minnesota-Morris | |
| Fontbonne University | |
| MidAmerica Nazarene University | |
| Milligan University | |
| Muskingum University | |
| Covenant College | |
| Nazareth College | |
| Minneapolis College of Art and Design | |
| Texas A & M University-Corpus Christi | |
| Missouri State University-Springfield | |
| Colorado Christian University | |
| Webster University | |
| Huntington University | |
| Art Center College of Design | |
| Oakland University | |
| Ave Maria University | |
| Presbyterian College | |
| Asbury University | |
| Trine University | |
| Massachusetts Maritime Academy | |
| Santa Monica College | |
| University of Central Oklahoma | |
| Heidelberg University | |
| University of Central Missouri | |
| Regent University | |
| Indiana University-East | |
| Mayville State University | |
| University of Louisiana at Monroe | |
| Centenary College of Louisiana | |
| Oklahoma Baptist University | |
| ECPI University | |
| Elizabethtown College | |
| Southern Illinois University-Carbondale | |
| Valley City State University | |
| East Tennessee State University | |
| University of Illinois at Springfield | |
| Misericordia University | |
| Coastal Carolina University | |
| The University of Texas at San Antonio | |
| Mills College | |
| University of Wisconsin-Platteville | |
| Northern State University | |
| Columbia International University | |
| Texas Woman's University | |
| Millikin University | |
| Brigham Young University-Hawaii | |
| Lyon College | |
| East Central University | |
| Molloy College | |
| MCPHS University | |
| University of Wisconsin-River Falls | |
| Linfield College-McMinnville Campus | |
| SUNY Polytechnic Institute | |
| Menlo College | |
| Houghton College | |
| University of North Alabama | |
| Salish Kootenai College | |
| Alcorn State University | |
| University of Missouri-St Louis | |
| Dallas Baptist University | |
| Youngstown State University | |
| Midwestern State University | |
| Fort Hays State University | |
| Wisconsin Lutheran College | |
| McMurry University | |
| Lewis University | |
| Alverno College | |
| Lebanon Valley College | |
| Old Dominion University | |
| Radford University | |
| University of South Carolina-Upstate | |
| Kennesaw State University | |
| University of Houston-Downtown | |
| University of Saint Joseph | |
| Saint Mary's University of Minnesota | |
| University of Lynchburg | |
| Judson University | |
| University of Nevada-Las Vegas | |
| Slippery Rock University of Pennsylvania | |
| Bethel University | |
| Wentworth Institute of Technology | |
| Pacific Union College | |
| Lycoming College | |
| Belmont University | |
| University of New Mexico-Main Campus | |
| University of Southern Indiana | |
| University of Redlands | |
| Stanbridge University | |
| Saint Ambrose University | |
| Arkansas State University-Main Campus | |
| Palm Beach Atlantic University | |
| Metropolitan College of New York | |
| Olivet Nazarene University | |
| Pennsylvania State University-Penn State Scranton | |
| Augsburg University | |
| University of Hawaii at Hilo | |
| University of Charleston | |
| William Paterson University of New Jersey | |
| University of New Haven | |
| Saint Mary-of-the-Woods College | |
| University of Detroit Mercy | |
| Ohio Wesleyan University | |
| Pennsylvania State University-Penn State Schuylkill | |
| Rocky Mountain College | |
| California State University-Stanislaus | |
| Texas A & M University-Commerce | |
| University of Central Arkansas | |
| Milwaukee Institute of Art & Design | |
| University of Sioux Falls | |
| Southern Adventist University | |
| Saint Martin's University | |
| Mount Carmel College of Nursing | |
| Nicholls State University | |
| Wichita State University | |
| Mount Mary University | |
| Utica College | |
| Geneva College | |
| San Jose State University | |
| University of Connecticut-Avery Point | |
| Siena College | |
| Musicians Institute | |
| Young Harris College | |
| University of Wisconsin-Stevens Point | |
| Angelo State University | |
| Goshen College | |
| School of Visual Arts | |
| Hampshire College | |
| College of Our Lady of the Elms | |
| Anderson University | |
| Pennsylvania State University-Penn State Mont Alto | |
| Kansas Wesleyan University | |
| Lancaster Bible College | |
| SUNY at Fredonia | |
| Franciscan University of Steubenville | |
| Pennsylvania State University-Penn State Harrisburg | |
| Texas Lutheran University | |
| Alma College | |
| Central Washington University | |
| McKendree University | |
| North Greenville University | |
| Walla Walla University | |
| Woodbury University | |
| California State University-Los Angeles | |
| Millersville University of Pennsylvania | |
| Mount St. Mary's University | |
| New York Film Academy | |
| Pennsylvania State University-Penn State Hazleton | |
| Eastern Connecticut State University | |
| Washburn University | |
| SUNY College at Geneseo | |
| Arizona State University-Polytechnic | |
| Springfield College | |
| University of Houston-Victoria | |
| Buena Vista University | |
| Viterbo University | |
| University of Michigan-Flint | |
| Cornerstone University | |
| Northern Illinois University | |
| University of Colorado Colorado Springs | |
| Wartburg College | |
| Sterling College | |
| FIDM-Fashion Institute of Design & Merchandising-Los Angeles | |
| Mount Saint Joseph University | |
| University of Science and Arts of Oklahoma | |
| The University of Montana-Western | |
| Texas Wesleyan University | |
| Washington College | |
| King's College | |
| West Coast University-Orange County | |
| Friends University | |
| West Virginia University Institute of Technology | |
| Northeastern Illinois University | |
| Oklahoma Christian University | |
| The University of Texas at El Paso | |
| Bemidji State University | |
| Chatham University | |
| Southwestern Oklahoma State University | |
| Morningside College | |
| Purdue University Fort Wayne | |
| Rockefeller University | |
| Oregon Health & Science University | |
| Rush University | |
| CUNY Graduate School and University Center | |
| Loma Linda University | |
| University of California-San Francisco | |
| San Francisco State University | |
| Icahn School of Medicine at Mount Sinai | |
| Baylor College of Medicine | |
| SUNY Downstate Health Sciences University | |
| Upstate Medical University | |
| The University of Texas Health Science Center at San Antonio | |
| New York Medical College | |
| University of Maryland, Baltimore | |
| Albany Medical College | |
| Eastern Virginia Medical School | |
| Medical College of Wisconsin | |
| Medical University of South Carolina | |
| University of Oklahoma-Health Sciences Center | |
| University of Puerto Rico-Mayaguez | |
| The University of Texas Health Science Center at Houston''': | |
| continue | |
| query = f'{college_info["name"]} early decision acceptance rates' | |
| result = find_acceptance_rates(driver, | |
| prompt_message.replace('<COLLEGE_NAME>', college_info["name"]), | |
| headers, | |
| website, | |
| check_response, | |
| query) | |
| if result: | |
| pprint(result) | |
| input() | |
| college_info.update(result) | |
| college_info['checked']=1 | |
| pd.DataFrame(colleges_data).to_csv(colleges_file, sep='\t') |
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