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      "target": 200,
      "uniqueness": "first_token"
    },
    "birth_date": {
      "after_near_duplicate_drop": 200,
      "after_prefix_drop": 200,
      "candidates": 200,
      "dropped_near_duplicate": 0,
      "dropped_over_target": 0,
      "dropped_prefix_clash": 0,
      "final": 200,
      "near_duplicate_examples": [],
      "prefix_clash_examples": [],
      "target": 200,
      "uniqueness": "first_two_tokens"
    },
    "employer": {
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      "after_prefix_drop": 385,
      "candidates": 430,
      "dropped_near_duplicate": 0,
      "dropped_over_target": 135,
      "dropped_prefix_clash": 45,
      "final": 250,
      "near_duplicate_examples": [],
      "prefix_clash_examples": [
        {
          "clashes_with": "Allianz",
          "dropped": "Allstate",
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        },
        {
          "clashes_with": "AECOM",
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        },
        {
          "clashes_with": "AECOM",
          "dropped": "Arup",
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        },
        {
          "clashes_with": "Asahi Breweries",
          "dropped": "Asics",
          "on": " As"
        },
        {
          "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",
          "on": " Car"
        },
        {
          "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",
          "dropped": "Equinor",
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        },
        {
          "clashes_with": "Expedia",
          "dropped": "Expeditors",
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        },
        {
          "clashes_with": "Ferrero",
          "dropped": "Ferrovial",
          "on": " Fer"
        },
        {
          "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",
          "on": " H"
        },
        {
          "clashes_with": "HCL Technologies",
          "dropped": "Hapag-Lloyd",
          "on": " H"
        },
        {
          "clashes_with": "HCL Technologies",
          "dropped": "Hormel Foods",
          "on": " H"
        },
        {
          "clashes_with": "Infineon",
          "dropped": "Infosys",
          "on": " Inf"
        },
        {
          "clashes_with": "Intesa Sanpaolo",
          "dropped": "Intuit",
          "on": " Int"
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      "uniqueness": "first_token"
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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"
        },
        {
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          "near_duplicate_of": "Applied Mathematics"
        },
        {
          "dropped": "Molecular Biology",
          "near_duplicate_of": "Biology"
        },
        {
          "dropped": "Physics",
          "near_duplicate_of": "Applied Physics"
        },
        {
          "dropped": "Quantitative Finance",
          "near_duplicate_of": "Finance"
        },
        {
          "dropped": "Veterinary Medicine",
          "near_duplicate_of": "Medicine"
        }
      ],
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          "clashes_with": "Applied Mathematics",
          "dropped": "Applied Physics",
          "on": " Applied"
        },
        {
          "clashes_with": "Bioengineering",
          "dropped": "Bioinformatics",
          "on": " Bio"
        },
        {
          "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",
          "on": " Public"
        }
      ],
      "target": 100,
      "uniqueness": "first_token"
    },
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      "after_near_duplicate_drop": 368,
      "after_prefix_drop": 330,
      "candidates": 373,
      "dropped_near_duplicate": 5,
      "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"
        }
      ],
      "prefix_clash_examples": [
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          "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"
        }
      ],
      "target": 300,
      "uniqueness": "first_token"
    }
  },
  "seed": 20261102,
  "tokenizer": "gpt2",
  "tokens": {
    "birth_city": {
      "distinct_first_tokens": 200,
      "distinct_first_two_tokens": 200,
      "first_token_unique": true,
      "first_two_tokens_unique": true,
      "n_values": 200,
      "value_tokens_mean": 3.69
    },
    "birth_date": {
      "distinct_first_tokens": 12,
      "distinct_first_two_tokens": 200,
      "first_token_unique": false,
      "first_two_tokens_unique": true,
      "n_values": 200,
      "value_tokens_mean": 4.0
    },
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      "distinct_first_two_tokens": 250,
      "first_token_unique": true,
      "first_two_tokens_unique": true,
      "n_values": 250,
      "value_tokens_mean": 2.41
    },
    "major": {
      "distinct_first_tokens": 100,
      "distinct_first_two_tokens": 100,
      "first_token_unique": true,
      "first_two_tokens_unique": true,
      "n_values": 100,
      "value_tokens_mean": 1.91
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    "university": {
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      "distinct_first_two_tokens": 300,
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      "first_two_tokens_unique": true,
      "n_values": 300,
      "value_tokens_mean": 3.14
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  },
  "values": {
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      "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"
    ]
  }
}