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| { |
| "clashes_with": "Bologna, Italy", |
| "dropped": "Bruges, Belgium", |
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| { |
| "clashes_with": "Fort Collins, Colorado", |
| "dropped": "Fort Worth, Texas", |
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| { |
| "clashes_with": "Gdansk, Poland", |
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| "dropped": "Kolkata, India", |
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| { |
| "clashes_with": "Kaunas, Lithuania", |
| "dropped": "Krakow, Poland", |
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| { |
| "clashes_with": "Leipzig, Germany", |
| "dropped": "Leuven, Belgium", |
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| { |
| "clashes_with": "Lille, France", |
| "dropped": "Ljubljana, Slovenia", |
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| { |
| "clashes_with": "Nairobi, Kenya", |
| "dropped": "Nantes, France", |
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| { |
| "clashes_with": "New Haven, Connecticut", |
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| { |
| "clashes_with": "New Haven, Connecticut", |
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| { |
| "clashes_with": "Nairobi, Kenya", |
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| { |
| "clashes_with": "Portland, Maine", |
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| { |
| "clashes_with": "Pisa, Italy", |
| "dropped": "Pune, India", |
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| { |
| "clashes_with": "San Antonio, Texas", |
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| { |
| "clashes_with": "San Antonio, Texas", |
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| { |
| "clashes_with": "San Antonio, Texas", |
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| { |
| "clashes_with": "San Antonio, Texas", |
| "dropped": "San Juan, Puerto Rico", |
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| { |
| "clashes_with": "St. Louis, Missouri", |
| "dropped": "Stuttgart, Germany", |
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| "prefix_clash_examples": [ |
| { |
| "clashes_with": "Allianz", |
| "dropped": "Allstate", |
| "on": " All" |
| }, |
| { |
| "clashes_with": "AECOM", |
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| }, |
| { |
| "clashes_with": "AECOM", |
| "dropped": "Arup", |
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| }, |
| { |
| "clashes_with": "Asahi Breweries", |
| "dropped": "Asics", |
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| }, |
| { |
| "clashes_with": "BNP Paribas", |
| "dropped": "Becton Dickinson", |
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| { |
| "clashes_with": "Bechtel", |
| "dropped": "Beiersdorf", |
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| }, |
| { |
| "clashes_with": "Carlsberg", |
| "dropped": "Carrefour", |
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| }, |
| { |
| "clashes_with": "Cargill", |
| "dropped": "Cemex", |
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| }, |
| { |
| "clashes_with": "Cargill", |
| "dropped": "Cognex", |
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| { |
| "clashes_with": "Danske Bank", |
| "dropped": "Dassault Systemes", |
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| { |
| "clashes_with": "Equifax", |
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| { |
| "clashes_with": "Expedia", |
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| { |
| "clashes_with": "Ferrero", |
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| }, |
| { |
| "clashes_with": "Fidelity Investments", |
| "dropped": "Fiserv", |
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| }, |
| { |
| "clashes_with": "Gilead Sciences", |
| "dropped": "Givaudan", |
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| }, |
| { |
| "clashes_with": "HCL Technologies", |
| "dropped": "Hach", |
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| }, |
| { |
| "clashes_with": "HCL Technologies", |
| "dropped": "Hapag-Lloyd", |
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| }, |
| { |
| "clashes_with": "HCL Technologies", |
| "dropped": "Hormel Foods", |
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| }, |
| { |
| "clashes_with": "Infineon", |
| "dropped": "Infosys", |
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| }, |
| { |
| "clashes_with": "Intesa Sanpaolo", |
| "dropped": "Intuit", |
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| "final": 100, |
| "near_duplicate_examples": [ |
| { |
| "dropped": "Computational Biology", |
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| }, |
| { |
| "dropped": "History", |
| "near_duplicate_of": "Art History" |
| }, |
| { |
| "dropped": "Human Geography", |
| "near_duplicate_of": "Geography" |
| }, |
| { |
| "dropped": "Labor Economics", |
| "near_duplicate_of": "Economics" |
| }, |
| { |
| "dropped": "Landscape Architecture", |
| "near_duplicate_of": "Architecture" |
| }, |
| { |
| "dropped": "Marine Biology", |
| "near_duplicate_of": "Biology" |
| }, |
| { |
| "dropped": "Mathematics", |
| "near_duplicate_of": "Applied Mathematics" |
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| { |
| "dropped": "Molecular Biology", |
| "near_duplicate_of": "Biology" |
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| { |
| "dropped": "Physics", |
| "near_duplicate_of": "Applied Physics" |
| }, |
| { |
| "dropped": "Quantitative Finance", |
| "near_duplicate_of": "Finance" |
| }, |
| { |
| "dropped": "Veterinary Medicine", |
| "near_duplicate_of": "Medicine" |
| } |
| ], |
| "prefix_clash_examples": [ |
| { |
| "clashes_with": "Applied Mathematics", |
| "dropped": "Applied Physics", |
| "on": " Applied" |
| }, |
| { |
| "clashes_with": "Bioengineering", |
| "dropped": "Bioinformatics", |
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| }, |
| { |
| "clashes_with": "Biochemistry", |
| "dropped": "Biomedical Engineering", |
| "on": " Bi" |
| }, |
| { |
| "clashes_with": "Biochemistry", |
| "dropped": "Biostatistics", |
| "on": " Bi" |
| }, |
| { |
| "clashes_with": "Computer Engineering", |
| "dropped": "Computer Science", |
| "on": " Computer" |
| }, |
| { |
| "clashes_with": "Environmental Engineering", |
| "dropped": "Environmental Science", |
| "on": " Environmental" |
| }, |
| { |
| "clashes_with": "Geography", |
| "dropped": "Geology", |
| "on": " Ge" |
| }, |
| { |
| "clashes_with": "Geography", |
| "dropped": "Geophysics", |
| "on": " Ge" |
| }, |
| { |
| "clashes_with": "Industrial Design", |
| "dropped": "Industrial Engineering", |
| "on": " Industrial" |
| }, |
| { |
| "clashes_with": "Music Composition", |
| "dropped": "Music Theory", |
| "on": " Music" |
| }, |
| { |
| "clashes_with": "Public Administration", |
| "dropped": "Public Health", |
| "on": " Public" |
| }, |
| { |
| "clashes_with": "Public Administration", |
| "dropped": "Public Policy", |
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| "after_prefix_drop": 330, |
| "candidates": 373, |
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| "dropped_over_target": 30, |
| "dropped_prefix_clash": 38, |
| "final": 300, |
| "near_duplicate_examples": [ |
| { |
| "dropped": "Lewis and Clark College", |
| "near_duplicate_of": "Clark University" |
| }, |
| { |
| "dropped": "Michigan State University", |
| "near_duplicate_of": "Eastern Michigan University" |
| }, |
| { |
| "dropped": "Northern Arizona University", |
| "near_duplicate_of": "Arizona State University" |
| }, |
| { |
| "dropped": "Sarah Lawrence College", |
| "near_duplicate_of": "Lawrence Technological University" |
| }, |
| { |
| "dropped": "Wesleyan University", |
| "near_duplicate_of": "Nebraska Wesleyan University" |
| } |
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| "prefix_clash_examples": [ |
| { |
| "clashes_with": "Aalborg University", |
| "dropped": "Aalto University", |
| "on": " A" |
| }, |
| { |
| "clashes_with": "Aalborg University", |
| "dropped": "Aarhus University", |
| "on": " A" |
| }, |
| { |
| "clashes_with": "Aalborg University", |
| "dropped": "Ateneo de Manila University", |
| "on": " A" |
| }, |
| { |
| "clashes_with": "Chatham University", |
| "dropped": "Chiba University", |
| "on": " Ch" |
| }, |
| { |
| "clashes_with": "Chatham University", |
| "dropped": "Chulalongkorn University", |
| "on": " Ch" |
| }, |
| { |
| "clashes_with": "Colby College", |
| "dropped": "Colgate University", |
| "on": " Col" |
| }, |
| { |
| "clashes_with": "Coe College", |
| "dropped": "Coppin State University", |
| "on": " Co" |
| }, |
| { |
| "clashes_with": "Deakin University", |
| "dropped": "DePaul University", |
| "on": " De" |
| }, |
| { |
| "clashes_with": "Doshisha University", |
| "dropped": "Drexel University", |
| "on": " D" |
| }, |
| { |
| "clashes_with": "Eckerd College", |
| "dropped": "Eindhoven University of Technology", |
| "on": " E" |
| }, |
| { |
| "clashes_with": "Fisk University", |
| "dropped": "Fudan University", |
| "on": " F" |
| }, |
| { |
| "clashes_with": "Gannon University", |
| "dropped": "Ghent University", |
| "on": " G" |
| }, |
| { |
| "clashes_with": "Hanyang University", |
| "dropped": "Haverford College", |
| "on": " H" |
| }, |
| { |
| "clashes_with": "Hanyang University", |
| "dropped": "Houghton University", |
| "on": " H" |
| }, |
| { |
| "clashes_with": "Hanyang University", |
| "dropped": "Humboldt University of Berlin", |
| "on": " H" |
| }, |
| { |
| "clashes_with": "Iona University", |
| "dropped": "Ithaca College", |
| "on": " I" |
| }, |
| { |
| "clashes_with": "Lake Forest College", |
| "dropped": "Lakehead University", |
| "on": " Lake" |
| }, |
| { |
| "clashes_with": "Lehigh University", |
| "dropped": "Leiden University", |
| "on": " Le" |
| }, |
| { |
| "clashes_with": "Lipscomb University", |
| "dropped": "Loughborough University", |
| "on": " L" |
| }, |
| { |
| "clashes_with": "Lipscomb University", |
| "dropped": "Loyola Marymount University", |
| "on": " L" |
| } |
| ], |
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| "uniqueness": "first_token" |
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| }, |
| "seed": 20261102, |
| "tokenizer": "gpt2", |
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| "distinct_first_two_tokens": 200, |
| "first_token_unique": true, |
| "first_two_tokens_unique": true, |
| "n_values": 200, |
| "value_tokens_mean": 3.69 |
| }, |
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| "distinct_first_two_tokens": 200, |
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| "value_tokens_mean": 4.0 |
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| "value_tokens_mean": 2.41 |
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| "value_tokens_mean": 1.91 |
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| "first_two_tokens_unique": true, |
| "n_values": 300, |
| "value_tokens_mean": 3.14 |
| } |
| }, |
| "values": { |
| "birth_city": [ |
| "Albuquerque, New Mexico", |
| "Ann Arbor, Michigan", |
| "Antwerp, Belgium", |
| "Athens, Greece", |
| "Atlanta, Georgia", |
| "Auckland, New Zealand", |
| "Austin, Texas", |
| "Baltimore, Maryland", |
| "Bangalore, India", |
| "Barcelona, Spain", |
| "Basel, Switzerland", |
| "Belfast, Northern Ireland", |
| "Bergen, Norway", |
| "Berlin, Germany", |
| "Birmingham, England", |
| "Bogota, Colombia", |
| "Boise, Idaho", |
| "Bologna, Italy", |
| "Boston, Massachusetts", |
| "Boulder, Colorado", |
| "Brisbane, Australia", |
| "Bristol, England", |
| "Brno, Czechia", |
| "Budapest, Hungary", |
| "Buenos Aires, Argentina", |
| "Buffalo, New York", |
| "Calgary, Canada", |
| "Cape Town, South Africa", |
| "Cardiff, Wales", |
| "Charleston, South Carolina", |
| "Charlotte, North Carolina", |
| "Chattanooga, Tennessee", |
| "Chennai, India", |
| "Cincinnati, Ohio", |
| "Cleveland, Ohio", |
| "Coimbra, Portugal", |
| "Cologne, Germany", |
| "Columbus, Ohio", |
| "Copenhagen, Denmark", |
| "Cork, Ireland", |
| "Dallas, Texas", |
| "Dayton, Ohio", |
| "Denver, Colorado", |
| "Des Moines, Iowa", |
| "Detroit, Michigan", |
| "Dresden, Germany", |
| "Dunedin, New Zealand", |
| "Edinburgh, Scotland", |
| "Edmonton, Canada", |
| "Eindhoven, Netherlands", |
| "El Paso, Texas", |
| "Eugene, Oregon", |
| "Florence, Italy", |
| "Fort Collins, Colorado", |
| "Frankfurt, Germany", |
| "Fresno, California", |
| "Fukuoka, Japan", |
| "Gdansk, Poland", |
| "Geneva, Switzerland", |
| "Glasgow, Scotland", |
| "Gothenburg, Sweden", |
| "Granada, Spain", |
| "Greensboro, North Carolina", |
| "Grenoble, France", |
| "Guadalajara, Mexico", |
| "Hamburg, Germany", |
| "Harrisburg, Pennsylvania", |
| "Hartford, Connecticut", |
| "Helsinki, Finland", |
| "Hiroshima, Japan", |
| "Ho Chi Minh City, Vietnam", |
| "Honolulu, Hawaii", |
| "Houston, Texas", |
| "Hyderabad, India", |
| "Indianapolis, Indiana", |
| "Innsbruck, Austria", |
| "Istanbul, Turkey", |
| "Jacksonville, Florida", |
| "Jaipur, India", |
| "Jakarta, Indonesia", |
| "Jerusalem, Israel", |
| "Kampala, Uganda", |
| "Kansas City, Missouri", |
| "Karlsruhe, Germany", |
| "Kaunas, Lithuania", |
| "Knoxville, Tennessee", |
| "Kuala Lumpur, Malaysia", |
| "Lagos, Nigeria", |
| "Lancaster, Pennsylvania", |
| "Las Vegas, Nevada", |
| "Lausanne, Switzerland", |
| "Leeds, England", |
| "Leipzig, Germany", |
| "Lille, France", |
| "Lima, Peru", |
| "Linz, Austria", |
| "Lisbon, Portugal", |
| "Little Rock, Arkansas", |
| "Liverpool, England", |
| "London, England", |
| "Los Angeles, California", |
| "Louisville, Kentucky", |
| "Lund, Sweden", |
| "Luxembourg City, Luxembourg", |
| "Madison, Wisconsin", |
| "Madrid, Spain", |
| "Malmo, Sweden", |
| "Manchester, England", |
| "Manila, Philippines", |
| "Marseille, France", |
| "Medellin, Colombia", |
| "Melbourne, Australia", |
| "Memphis, Tennessee", |
| "Mexico City, Mexico", |
| "Miami, Florida", |
| "Milwaukee, Wisconsin", |
| "Minneapolis, Minnesota", |
| "Mobile, Alabama", |
| "Montpellier, France", |
| "Montreal, Canada", |
| "Munich, Germany", |
| "Nagoya, Japan", |
| "Nairobi, Kenya", |
| "Naples, Italy", |
| "Nashville, Tennessee", |
| "New Haven, Connecticut", |
| "Newcastle, England", |
| "Nice, France", |
| "Nottingham, England", |
| "Oakland, California", |
| "Odense, Denmark", |
| "Omaha, Nebraska", |
| "Osaka, Japan", |
| "Oslo, Norway", |
| "Ottawa, Canada", |
| "Padua, Italy", |
| "Palermo, Italy", |
| "Palo Alto, California", |
| "Perth, Australia", |
| "Phoenix, Arizona", |
| "Pisa, Italy", |
| "Pittsburgh, Pennsylvania", |
| "Portland, Maine", |
| "Porto, Portugal", |
| "Prague, Czechia", |
| "Providence, Rhode Island", |
| "Quito, Ecuador", |
| "Raleigh, North Carolina", |
| "Reno, Nevada", |
| "Reykjavik, Iceland", |
| "Richmond, Virginia", |
| "Rio de Janeiro, Brazil", |
| "Rochester, New York", |
| "Rome, Italy", |
| "Rotterdam, Netherlands", |
| "Salt Lake City, Utah", |
| "San Antonio, Texas", |
| "Santiago, Chile", |
| "Sao Paulo, Brazil", |
| "Sapporo, Japan", |
| "Savannah, Georgia", |
| "Seattle, Washington", |
| "Sendai, Japan", |
| "Seoul, South Korea", |
| "Seville, Spain", |
| "Sheffield, England", |
| "Singapore", |
| "Sofia, Bulgaria", |
| "Spokane, Washington", |
| "St. Louis, Missouri", |
| "Stockholm, Sweden", |
| "Sydney, Australia", |
| "Syracuse, New York", |
| "Taipei, Taiwan", |
| "Tampa, Florida", |
| "Tel Aviv, Israel", |
| "Thessaloniki, Greece", |
| "Tokyo, Japan", |
| "Toledo, Ohio", |
| "Toronto, Canada", |
| "Toulouse, France", |
| "Trondheim, Norway", |
| "Tucson, Arizona", |
| "Tulsa, Oklahoma", |
| "Turin, Italy", |
| "Uppsala, Sweden", |
| "Utrecht, Netherlands", |
| "Valencia, Spain", |
| "Vancouver, Canada", |
| "Venice, Italy", |
| "Vienna, Austria", |
| "Vilnius, Lithuania", |
| "Warsaw, Poland", |
| "Washington, D.C.", |
| "Wichita, Kansas", |
| "Winnipeg, Canada", |
| "Wroclaw, Poland", |
| "Yokohama, Japan", |
| "Zagreb, Croatia", |
| "Zurich, Switzerland" |
| ], |
| "birth_date": [ |
| "January 1, 1985", |
| "January 4, 1971", |
| "January 5, 1940", |
| "January 6, 1980", |
| "January 7, 1980", |
| "January 8, 1941", |
| "January 10, 1970", |
| "January 15, 1962", |
| "January 18, 1966", |
| "January 21, 1951", |
| "January 23, 1956", |
| "January 26, 1960", |
| "January 27, 1997", |
| "January 28, 1958", |
| "February 2, 1991", |
| "February 4, 1952", |
| "February 5, 1987", |
| "February 7, 1983", |
| "February 8, 1981", |
| "February 9, 1973", |
| "February 10, 1986", |
| "February 11, 1974", |
| "February 12, 1975", |
| "February 15, 1963", |
| "February 19, 1968", |
| "February 21, 1950", |
| "February 22, 1994", |
| "February 24, 1948", |
| "February 25, 1998", |
| "February 27, 2000", |
| "February 29, 1961", |
| "March 1, 1982", |
| "March 2, 1946", |
| "March 3, 1970", |
| "March 4, 1978", |
| "March 7, 1964", |
| "March 9, 1972", |
| "March 13, 1976", |
| "March 16, 1954", |
| "March 17, 1976", |
| "March 18, 1986", |
| "March 19, 1998", |
| "March 21, 1959", |
| "March 22, 1940", |
| "March 27, 1975", |
| "March 28, 1981", |
| "March 30, 1973", |
| "March 31, 1998", |
| "April 2, 1956", |
| "April 3, 1997", |
| "April 6, 1975", |
| "April 8, 1950", |
| "April 10, 1985", |
| "April 12, 1992", |
| "April 14, 1942", |
| "April 15, 1943", |
| "April 17, 1958", |
| "April 18, 1949", |
| "April 21, 1970", |
| "April 23, 1996", |
| "April 25, 1975", |
| "April 26, 1975", |
| "April 27, 1946", |
| "April 28, 1960", |
| "May 2, 1942", |
| "May 4, 1980", |
| "May 8, 1950", |
| "May 9, 1966", |
| "May 10, 1961", |
| "May 11, 1966", |
| "May 12, 1976", |
| "May 13, 1971", |
| "May 15, 1989", |
| "May 16, 1991", |
| "May 17, 1979", |
| "May 18, 1990", |
| "May 19, 1965", |
| "May 20, 1959", |
| "May 23, 1941", |
| "May 25, 1943", |
| "May 27, 1981", |
| "May 30, 1982", |
| "May 31, 2000", |
| "June 2, 1950", |
| "June 3, 1970", |
| "June 6, 1990", |
| "June 11, 1947", |
| "June 12, 1968", |
| "June 13, 1972", |
| "June 15, 1970", |
| "June 19, 1976", |
| "June 20, 1966", |
| "June 21, 1981", |
| "June 22, 1980", |
| "June 25, 1991", |
| "June 26, 1967", |
| "June 28, 1969", |
| "June 29, 2000", |
| "July 1, 1950", |
| "July 4, 1985", |
| "July 7, 1976", |
| "July 8, 1953", |
| "July 9, 1944", |
| "July 13, 1970", |
| "July 14, 1956", |
| "July 15, 1995", |
| "July 18, 1956", |
| "July 21, 1978", |
| "July 22, 1972", |
| "July 27, 1943", |
| "July 29, 1995", |
| "July 30, 1979", |
| "August 2, 1950", |
| "August 3, 1941", |
| "August 6, 1963", |
| "August 7, 1985", |
| "August 8, 1947", |
| "August 9, 1972", |
| "August 10, 1979", |
| "August 13, 1975", |
| "August 14, 1973", |
| "August 15, 1952", |
| "August 16, 1979", |
| "August 18, 1987", |
| "August 20, 1945", |
| "August 23, 1947", |
| "August 24, 1971", |
| "August 26, 1951", |
| "August 28, 1949", |
| "August 29, 1992", |
| "August 31, 1977", |
| "September 3, 1967", |
| "September 4, 1943", |
| "September 7, 1963", |
| "September 8, 1964", |
| "September 9, 1968", |
| "September 11, 1958", |
| "September 12, 1983", |
| "September 14, 1986", |
| "September 15, 1947", |
| "September 17, 1978", |
| "September 22, 1978", |
| "September 23, 1956", |
| "September 25, 1977", |
| "September 29, 1965", |
| "September 30, 1968", |
| "October 1, 1989", |
| "October 4, 1968", |
| "October 5, 1950", |
| "October 6, 1960", |
| "October 7, 1975", |
| "October 8, 1997", |
| "October 10, 1975", |
| "October 12, 1954", |
| "October 14, 1958", |
| "October 15, 1974", |
| "October 16, 1952", |
| "October 18, 1949", |
| "October 19, 1990", |
| "October 20, 1981", |
| "October 23, 1975", |
| "October 24, 1961", |
| "October 26, 1974", |
| "October 27, 1980", |
| "October 28, 1996", |
| "October 31, 1980", |
| "November 1, 1971", |
| "November 3, 1946", |
| "November 5, 1948", |
| "November 9, 2000", |
| "November 10, 1993", |
| "November 11, 1958", |
| "November 14, 1950", |
| "November 17, 1986", |
| "November 18, 1957", |
| "November 19, 1964", |
| "November 23, 1942", |
| "November 25, 1966", |
| "November 26, 1993", |
| "November 28, 1971", |
| "November 30, 1977", |
| "December 1, 1943", |
| "December 2, 1999", |
| "December 6, 1995", |
| "December 9, 1951", |
| "December 10, 1960", |
| "December 13, 1945", |
| "December 14, 1985", |
| "December 16, 1954", |
| "December 18, 1970", |
| "December 19, 1948", |
| "December 21, 1951", |
| "December 22, 1947", |
| "December 23, 1990", |
| "December 24, 1959", |
| "December 26, 1976", |
| "December 27, 1979", |
| "December 28, 1994", |
| "December 29, 1952", |
| "December 31, 1993" |
| ], |
| "employer": [ |
| "ABB", |
| "AT&T", |
| "Adidas", |
| "Adobe", |
| "Adyen", |
| "Agilent Technologies", |
| "Air Canada", |
| "Akamai", |
| "Alaska Airlines", |
| "Alcoa", |
| "Aldi", |
| "Allianz", |
| "Alphabet", |
| "Altria", |
| "Amgen", |
| "Analog Devices", |
| "Apple", |
| "Arcelor Mittal", |
| "Asahi Breweries", |
| "AstraZeneca", |
| "Autodesk", |
| "Avery Dennison", |
| "Aviva", |
| "Bandai Namco", |
| "Barclays", |
| "Barilla", |
| "Baxter International", |
| "Bayer", |
| "Bechtel", |
| "Best Buy", |
| "BlackRock", |
| "Bombardier", |
| "Bosch", |
| "Boston Scientific", |
| "Bridgestone", |
| "Brother Industries", |
| "Bunge", |
| "CBRE Group", |
| "CD Projekt", |
| "CSX", |
| "Cadence Design Systems", |
| "Canon", |
| "Capcom", |
| "Carlsberg", |
| "Caterpillar", |
| "Charter Communications", |
| "Chevron", |
| "Chubb", |
| "Citigroup", |
| "Cloudflare", |
| "Coca-Cola", |
| "Colgate-Palmolive", |
| "Comcast", |
| "Commerzbank", |
| "Compass Group", |
| "Concentrix", |
| "Continental", |
| "Coupang", |
| "Credit Agricole", |
| "DSV", |
| "Danaher", |
| "Danone", |
| "Deutsche Bahn", |
| "Diageo", |
| "Dow", |
| "DuPont", |
| "Duke Energy", |
| "Ecolab", |
| "Edwards Lifesciences", |
| "Electronic Arts", |
| "Emerson Electric", |
| "Enel", |
| "Equifax", |
| "Ericsson", |
| "Essity", |
| "Etihad Airways", |
| "Expedia", |
| "Ferrari", |
| "Ferrero", |
| "Fidelity Investments", |
| "Finnair", |
| "Flinders Port", |
| "Fluor", |
| "Freeport-McMoRan", |
| "Garmin", |
| "Generali", |
| "Gilead Sciences", |
| "Glencore", |
| "Goldman Sachs", |
| "Goodyear", |
| "Grainger", |
| "Grifols", |
| "HCL Technologies", |
| "Halliburton", |
| "Heineken", |
| "Hershey", |
| "Hikvision", |
| "Holcim", |
| "Honeywell", |
| "Hyundai Motor", |
| "IBM", |
| "ING Group", |
| "Iberdrola", |
| "Illinois Tool Works", |
| "Illumina", |
| "Intel", |
| "Intesa Sanpaolo", |
| "Jacobs Solutions", |
| "John Wiley and Sons", |
| "Johnson Controls", |
| "Juniper Networks", |
| "KBR", |
| "Kellanova", |
| "Keurig Dr Pepper", |
| "Kingspan", |
| "Komatsu", |
| "Kroger", |
| "Lam Research", |
| "Lego Group", |
| "Lenovo", |
| "Levi Strauss", |
| "Liberty Mutual", |
| "Lindt", |
| "Logitech", |
| "Macquarie Group", |
| "Maersk", |
| "Mahindra", |
| "Mapfre", |
| "Marriott International", |
| "Mars", |
| "Masco", |
| "Mastercard", |
| "McCormick", |
| "McKesson", |
| "Medtronic", |
| "Merck", |
| "MetLife", |
| "Meta Platforms", |
| "Michelin", |
| "Micron Technology", |
| "Microsoft", |
| "Mizuho Financial Group", |
| "Moderna", |
| "Moody's", |
| "Morgan Stanley", |
| "Motorola Solutions", |
| "Munich Re", |
| "NTT Data", |
| "Nasdaq", |
| "NatWest Group", |
| "Netflix", |
| "Nike", |
| "Nintendo", |
| "Nokia", |
| "Norfolk Southern", |
| "Northrop Grumman", |
| "Novartis", |
| "Nutrien", |
| "Okta", |
| "Olympus", |
| "Omron", |
| "Otis Worldwide", |
| "PTC", |
| "Pandora", |
| "Patagonia", |
| "PepsiCo", |
| "PerkinElmer", |
| "Pfizer", |
| "Philips", |
| "Porsche", |
| "Prologis", |
| "Prudential", |
| "Qantas", |
| "Quanta Services", |
| "Raytheon", |
| "Reckitt", |
| "Reliance Industries", |
| "Renault", |
| "Ricoh", |
| "Rio Tinto", |
| "Rockwell Automation", |
| "Rolls-Royce", |
| "Ryder System", |
| "SAP", |
| "SKF", |
| "Saint-Gobain", |
| "Salesforce", |
| "Sandvik", |
| "Sanofi", |
| "Santander", |
| "Schlumberger", |
| "Schneider Electric", |
| "Sega Sammy", |
| "Sembcorp", |
| "ServiceNow", |
| "Sharp", |
| "Shell", |
| "Shiseido", |
| "Shopify", |
| "Siemens", |
| "Sika", |
| "Skanska", |
| "Sonova", |
| "Southwest Airlines", |
| "Stantec", |
| "Starbucks", |
| "State Street", |
| "Sumitomo Chemical", |
| "Swatch Group", |
| "Swiss Re", |
| "Take-Two Interactive", |
| "Teck Resources", |
| "Telenor", |
| "Teleperformance", |
| "Teradyne", |
| "Tesco", |
| "Tesla", |
| "Tetra Tech", |
| "Thales", |
| "Thermo Fisher Scientific", |
| "Thomson Reuters", |
| "Tokio Marine", |
| "TotalEnergies", |
| "Tractor Supply", |
| "Turkish Airlines", |
| "Tyson Foods", |
| "UBS", |
| "Unilever", |
| "Union Pacific", |
| "Unity Software", |
| "Vale", |
| "Vestas", |
| "Vinci", |
| "Visa", |
| "Volkswagen", |
| "Volvo", |
| "Walgreens", |
| "Walt Disney", |
| "Waters", |
| "Wayfair", |
| "Wells Fargo", |
| "Weyerhaeuser", |
| "Wolters Kluwer", |
| "Woolworths Group", |
| "Xylem", |
| "Yamaha", |
| "Yara International", |
| "Yokogawa", |
| "Zalando", |
| "Zurich Insurance" |
| ], |
| "major": [ |
| "Accounting", |
| "Aerospace Engineering", |
| "African Studies", |
| "Agricultural Science", |
| "Anthropology", |
| "Applied Mathematics", |
| "Archaeology", |
| "Architecture", |
| "Art History", |
| "Astronomy", |
| "Astrophysics", |
| "Atmospheric Science", |
| "Biochemistry", |
| "Bioengineering", |
| "Biology", |
| "Business Administration", |
| "Chemical Engineering", |
| "Chemistry", |
| "Civil Engineering", |
| "Classics", |
| "Cognitive Science", |
| "Communications", |
| "Comparative Literature", |
| "Computer Engineering", |
| "Criminology", |
| "Data Science", |
| "Dentistry", |
| "Earth Science", |
| "Ecology", |
| "Econometrics", |
| "Economics", |
| "Education", |
| "Electrical Engineering", |
| "Engineering Physics", |
| "English Literature", |
| "Environmental Engineering", |
| "Epidemiology", |
| "Film Studies", |
| "Finance", |
| "Forestry", |
| "French Literature", |
| "Genetics", |
| "Geography", |
| "German Studies", |
| "Graphic Design", |
| "Health Policy", |
| "Industrial Design", |
| "Information Science", |
| "International Relations", |
| "Japanese Studies", |
| "Journalism", |
| "Linguistics", |
| "Macroeconomics", |
| "Management Science", |
| "Marketing", |
| "Materials Science", |
| "Mechanical Engineering", |
| "Media Studies", |
| "Medicine", |
| "Microbiology", |
| "Museum Studies", |
| "Nanotechnology", |
| "Neuroscience", |
| "Nuclear Engineering", |
| "Nursing", |
| "Nutrition Science", |
| "Occupational Therapy", |
| "Oceanography", |
| "Operations Research", |
| "Paleontology", |
| "Petroleum Engineering", |
| "Pharmacology", |
| "Pharmacy", |
| "Philosophy", |
| "Photography", |
| "Physical Therapy", |
| "Plant Science", |
| "Political Science", |
| "Psychology", |
| "Public Administration", |
| "Radiology", |
| "Religious Studies", |
| "Robotics", |
| "Russian Literature", |
| "Social Work", |
| "Sociology", |
| "Software Engineering", |
| "Soil Science", |
| "Spanish Literature", |
| "Sports Science", |
| "Statistics", |
| "Structural Engineering", |
| "Supply Chain Management", |
| "Sustainability Science", |
| "Systems Engineering", |
| "Theatre Arts", |
| "Theology", |
| "Toxicology", |
| "Urban Planning", |
| "Zoology" |
| ], |
| "university": [ |
| "Aalborg University", |
| "Adelphi University", |
| "Alfred University", |
| "American University", |
| "Amherst College", |
| "Appalachian State University", |
| "Arizona State University", |
| "Ashland University", |
| "Auburn University", |
| "Augsburg University", |
| "Austin College", |
| "Babson College", |
| "Baldwin Wallace University", |
| "Ball State University", |
| "Bard College", |
| "Barnard College", |
| "Bates College", |
| "Baylor University", |
| "Beloit College", |
| "Bentley University", |
| "Bilkent University", |
| "Binghamton University", |
| "Bocconi University", |
| "Boise State University", |
| "Bond University", |
| "Boston College", |
| "Bowdoin College", |
| "Bowling Green State University", |
| "Brandeis University", |
| "Brigham Young University", |
| "Brock University", |
| "Brown University", |
| "Bryn Mawr College", |
| "Bucknell University", |
| "Butler University", |
| "Cairo University", |
| "Caldwell University", |
| "California Institute of Technology", |
| "Carleton College", |
| "Carnegie Mellon University", |
| "Case Western Reserve University", |
| "Catawba College", |
| "Cedarville University", |
| "Centre College", |
| "Chalmers University of Technology", |
| "Chapman University", |
| "Charles University", |
| "Chatham University", |
| "Citadel Military College", |
| "Claremont McKenna College", |
| "Clarkson University", |
| "Clemson University", |
| "Coe College", |
| "Colby College", |
| "Colorado State University", |
| "Columbia University", |
| "Comenius University", |
| "Concordia University", |
| "Connecticut College", |
| "Cornell University", |
| "Coventry University", |
| "Creighton College", |
| "Curtin University", |
| "Dalhousie University", |
| "Dartmouth College", |
| "Davidson College", |
| "Deakin University", |
| "Denison University", |
| "Dickinson College", |
| "Doshisha University", |
| "Drake University", |
| "Drew University", |
| "Duke University", |
| "Duquesne University", |
| "Durham University", |
| "Earlham College", |
| "East Carolina University", |
| "Eastern Michigan University", |
| "Eckerd College", |
| "Edgewood College", |
| "Elmhurst University", |
| "Elon University", |
| "Emerson College", |
| "Emory University", |
| "Erasmus University Rotterdam", |
| "Fairfield University", |
| "Fisk University", |
| "Flinders University", |
| "Florida State University", |
| "Fordham University", |
| "Franklin Pierce University", |
| "Fresno Pacific University", |
| "Furman University", |
| "Gannon University", |
| "Geneva College", |
| "Georgetown University", |
| "Georgia Institute of Technology", |
| "Gettysburg College", |
| "Gonzaga University", |
| "Goucher College", |
| "Griffith University", |
| "Grinnell College", |
| "Guilford College", |
| "Gustavus Adolphus College", |
| "Hamilton College", |
| "Hampden-Sydney College", |
| "Harvard University", |
| "Harvey Mudd College", |
| "Hendrix College", |
| "Hiram College", |
| "Hitotsubashi University", |
| "Hobart College", |
| "Hofstra University", |
| "Hollins University", |
| "Hope College", |
| "Howard University", |
| "Idaho State University", |
| "Illinois State University", |
| "Indiana State University", |
| "Iona University", |
| "Jagiellonian University", |
| "James Madison University", |
| "Johns Hopkins University", |
| "Kalamazoo College", |
| "Kansas State University", |
| "Keele University", |
| "Keio University", |
| "Kennesaw State University", |
| "Kent State University", |
| "Kenyon College", |
| "Kettering University", |
| "Knox College", |
| "Korea University", |
| "Kyoto University", |
| "Kyushu University", |
| "La Trobe University", |
| "Lafayette College", |
| "Lake Forest College", |
| "Lancaster University", |
| "Lawrence Technological University", |
| "Lehigh University", |
| "Lesley University", |
| "Liberty University", |
| "Linfield University", |
| "Lipscomb University", |
| "Lund University", |
| "Lycoming College", |
| "Maastricht University", |
| "Macalester College", |
| "Mahidol University", |
| "Makerere University", |
| "Manhattan College", |
| "Marietta College", |
| "Marquette University", |
| "Marshall University", |
| "Masaryk University", |
| "McGill University", |
| "McMaster University", |
| "Meiji University", |
| "Mercer University", |
| "Merrimack College", |
| "Messiah University", |
| "Miami University", |
| "Middlebury College", |
| "Millsaps College", |
| "Misericordia University", |
| "Mississippi State University", |
| "Monash University", |
| "Montana State University", |
| "Moravian University", |
| "Morehouse College", |
| "Mount Holyoke College", |
| "Murray State University", |
| "Nagoya University", |
| "Nanjing University", |
| "Nanyang Technological University", |
| "Nazareth College", |
| "New Mexico State University", |
| "Niagara University", |
| "Northeastern University", |
| "Northwestern University", |
| "Oakland University", |
| "Oberlin College", |
| "Occidental College", |
| "Oglethorpe University", |
| "Ohio State University", |
| "Oklahoma State University", |
| "Old Dominion University", |
| "Oregon State University", |
| "Osaka University", |
| "Otterbein University", |
| "Oxford Brookes University", |
| "Pace University", |
| "Pacific Lutheran University", |
| "Peking University", |
| "Pennsylvania State University", |
| "Pepperdine University", |
| "Pomona College", |
| "Pompeu Fabra University", |
| "Portland State University", |
| "Prairie View A&M University", |
| "Princeton University", |
| "Providence College", |
| "Purdue University", |
| "Queen's University", |
| "Quinnipiac University", |
| "Radboud University", |
| "Ramapo College", |
| "Reed College", |
| "Regis University", |
| "Rensselaer Polytechnic Institute", |
| "Rhodes College", |
| "Rice University", |
| "Rider University", |
| "Ripon College", |
| "Roanoke College", |
| "Rochester Institute of Technology", |
| "Rollins College", |
| "Roosevelt University", |
| "Rowan University", |
| "Ryerson University", |
| "Sabanci University", |
| "Sacred Heart University", |
| "Salisbury University", |
| "Samford University", |
| "San Diego State University", |
| "Santa Clara University", |
| "Scripps College", |
| "Seattle Pacific University", |
| "Seton Hall University", |
| "Shippensburg University", |
| "Siena College", |
| "Simmons University", |
| "Simon Fraser University", |
| "Skidmore College", |
| "Smith College", |
| "Sonoma State University", |
| "Sophia University", |
| "Southern Methodist University", |
| "Stanford University", |
| "Stellenbosch University", |
| "Stevens Institute of Technology", |
| "Stonehill College", |
| "Suffolk University", |
| "Sungkyunkwan University", |
| "Susquehanna University", |
| "Swansea University", |
| "Swarthmore College", |
| "Syracuse University", |
| "Tampere University", |
| "Tel Aviv University", |
| "Temple University", |
| "Tennessee State University", |
| "Texas Christian University", |
| "Thammasat University", |
| "Tilburg University", |
| "Tohoku University", |
| "Tongji University", |
| "Towson University", |
| "Transylvania University", |
| "Trent University", |
| "Trinity College Dublin", |
| "Troy University", |
| "Tufts University", |
| "Union College", |
| "Uppsala University", |
| "Ursinus College", |
| "Utah State University", |
| "Utrecht University", |
| "Valparaiso University", |
| "Vanderbilt University", |
| "Vassar College", |
| "Villanova University", |
| "Virginia Tech", |
| "Wabash College", |
| "Wageningen University", |
| "Wake Forest University", |
| "Washburn University", |
| "Wayne State University", |
| "Wells College", |
| "West Virginia University", |
| "Western Michigan University", |
| "Wheaton College", |
| "Whitman College", |
| "Whittier College", |
| "Wichita State University", |
| "Widener University", |
| "Wilfrid Laurier University", |
| "Willamette University", |
| "Williams College", |
| "Winthrop University", |
| "Worcester Polytechnic Institute", |
| "Wright State University", |
| "Xavier University", |
| "Xiamen University", |
| "Yale University", |
| "Yeshiva University", |
| "York University", |
| "Youngstown State University", |
| "Zhejiang University" |
| ] |
| } |
| } |
|
|
