Datasets:

roieg
/

memlayers-data

Every value a biography fact can take, one per line. A fact is drawn uniformly from its list, so the list is the guessing distribution: the model's chance-level accuracy is 1 / (list size).

What to check: every value is a real name (cities, universities, majors and employers) or a well-formed date; no two values in a list name the same thing; nothing is offensive or identifiable. The flagged pairs table under each list is a deliberately over-eager net — most flags are fine (different real institutions that happen to share a word) and need a human to say so.

First-token uniqueness is enforced per list so one next-token prediction identifies a value. birth_date cannot satisfy that — 200 dates share twelve month tokens — so dates are unique on their first two tokens (month + day) instead.

attribute	values	prefix that is unique	distinct first tokens	mean tokens/value	flagged pairs
`birth_date`	200	first 2 tokens	12	4.0	0
`birth_city`	200	first 1 token	200	3.69	0
`university`	300	first 1 token	300	3.14	0
`major`	100	first 1 token	100	1.91	3
`employer`	250	first 1 token	250	2.41	0

`birth_date` — 200 values

From 200 candidates: 0 dropped as near-duplicates, 0 for a first_two_tokens clash, 0 trimmed to the target.

No pairs flagged. (The "shared first word" rule is switched off for dates: 200 dates share twelve month names by construction, and a date is identified by its (month, day) pair, which is unique by build.)

all 200 values

January 1, 1985 — January 1
January 4, 1971 — January 4
January 5, 1940 — January 5
January 6, 1980 — January 6
January 7, 1980 — January 7
January 8, 1941 — January 8
January 10, 1970 — January 10
January 15, 1962 — January 15
January 18, 1966 — January 18
January 21, 1951 — January 21
January 23, 1956 — January 23
January 26, 1960 — January 26
January 27, 1997 — January 27
January 28, 1958 — January 28
February 2, 1991 — February 2
February 4, 1952 — February 4
February 5, 1987 — February 5
February 7, 1983 — February 7
February 8, 1981 — February 8
February 9, 1973 — February 9
February 10, 1986 — February 10
February 11, 1974 — February 11
February 12, 1975 — February 12
February 15, 1963 — February 15
February 19, 1968 — February 19
February 21, 1950 — February 21
February 22, 1994 — February 22
February 24, 1948 — February 24
February 25, 1998 — February 25
February 27, 2000 — February 27
February 29, 1961 — February 29
March 1, 1982 — March 1
March 2, 1946 — March 2
March 3, 1970 — March 3
March 4, 1978 — March 4
March 7, 1964 — March 7
March 9, 1972 — March 9
March 13, 1976 — March 13
March 16, 1954 — March 16
March 17, 1976 — March 17
March 18, 1986 — March 18
March 19, 1998 — March 19
March 21, 1959 — March 21
March 22, 1940 — March 22
March 27, 1975 — March 27
March 28, 1981 — March 28
March 30, 1973 — March 30
March 31, 1998 — March 31
April 2, 1956 — April 2
April 3, 1997 — April 3
April 6, 1975 — April 6
April 8, 1950 — April 8
April 10, 1985 — April 10
April 12, 1992 — April 12
April 14, 1942 — April 14
April 15, 1943 — April 15
April 17, 1958 — April 17
April 18, 1949 — April 18
April 21, 1970 — April 21
April 23, 1996 — April 23
April 25, 1975 — April 25
April 26, 1975 — April 26
April 27, 1946 — April 27
April 28, 1960 — April 28
May 2, 1942 — May 2
May 4, 1980 — May 4
May 8, 1950 — May 8
May 9, 1966 — May 9
May 10, 1961 — May 10
May 11, 1966 — May 11
May 12, 1976 — May 12
May 13, 1971 — May 13
May 15, 1989 — May 15
May 16, 1991 — May 16
May 17, 1979 — May 17
May 18, 1990 — May 18
May 19, 1965 — May 19
May 20, 1959 — May 20
May 23, 1941 — May 23
May 25, 1943 — May 25
May 27, 1981 — May 27
May 30, 1982 — May 30
May 31, 2000 — May 31
June 2, 1950 — June 2
June 3, 1970 — June 3
June 6, 1990 — June 6
June 11, 1947 — June 11
June 12, 1968 — June 12
June 13, 1972 — June 13
June 15, 1970 — June 15
June 19, 1976 — June 19
June 20, 1966 — June 20
June 21, 1981 — June 21
June 22, 1980 — June 22
June 25, 1991 — June 25
June 26, 1967 — June 26
June 28, 1969 — June 28
June 29, 2000 — June 29
July 1, 1950 — July 1
July 4, 1985 — July 4
July 7, 1976 — July 7
July 8, 1953 — July 8
July 9, 1944 — July 9
July 13, 1970 — July 13
July 14, 1956 — July 14
July 15, 1995 — July 15
July 18, 1956 — July 18
July 21, 1978 — July 21
July 22, 1972 — July 22
July 27, 1943 — July 27
July 29, 1995 — July 29
July 30, 1979 — July 30
August 2, 1950 — August 2
August 3, 1941 — August 3
August 6, 1963 — August 6
August 7, 1985 — August 7
August 8, 1947 — August 8
August 9, 1972 — August 9
August 10, 1979 — August 10
August 13, 1975 — August 13
August 14, 1973 — August 14
August 15, 1952 — August 15
August 16, 1979 — August 16
August 18, 1987 — August 18
August 20, 1945 — August 20
August 23, 1947 — August 23
August 24, 1971 — August 24
August 26, 1951 — August 26
August 28, 1949 — August 28
August 29, 1992 — August 29
August 31, 1977 — August 31
September 3, 1967 — September 3
September 4, 1943 — September 4
September 7, 1963 — September 7
September 8, 1964 — September 8
September 9, 1968 — September 9
September 11, 1958 — September 11
September 12, 1983 — September 12
September 14, 1986 — September 14
September 15, 1947 — September 15
September 17, 1978 — September 17
September 22, 1978 — September 22
September 23, 1956 — September 23
September 25, 1977 — September 25
September 29, 1965 — September 29
September 30, 1968 — September 30
October 1, 1989 — October 1
October 4, 1968 — October 4
October 5, 1950 — October 5
October 6, 1960 — October 6
October 7, 1975 — October 7
October 8, 1997 — October 8
October 10, 1975 — October 10
October 12, 1954 — October 12
October 14, 1958 — October 14
October 15, 1974 — October 15
October 16, 1952 — October 16
October 18, 1949 — October 18
October 19, 1990 — October 19
October 20, 1981 — October 20
October 23, 1975 — October 23
October 24, 1961 — October 24
October 26, 1974 — October 26
October 27, 1980 — October 27
October 28, 1996 — October 28
October 31, 1980 — October 31
November 1, 1971 — November 1
November 3, 1946 — November 3
November 5, 1948 — November 5
November 9, 2000 — November 9
November 10, 1993 — November 10
November 11, 1958 — November 11
November 14, 1950 — November 14
November 17, 1986 — November 17
November 18, 1957 — November 18
November 19, 1964 — November 19
November 23, 1942 — November 23
November 25, 1966 — November 25
November 26, 1993 — November 26
November 28, 1971 — November 28
November 30, 1977 — November 30
December 1, 1943 — December 1
December 2, 1999 — December 2
December 6, 1995 — December 6
December 9, 1951 — December 9
December 10, 1960 — December 10
December 13, 1945 — December 13
December 14, 1985 — December 14
December 16, 1954 — December 16
December 18, 1970 — December 18
December 19, 1948 — December 19
December 21, 1951 — December 21
December 22, 1947 — December 22
December 23, 1990 — December 23
December 24, 1959 — December 24
December 26, 1976 — December 26
December 27, 1979 — December 27
December 28, 1994 — December 28
December 29, 1952 — December 29
December 31, 1993 — December 31

`birth_city` — 200 values

From 246 candidates: 0 dropped as near-duplicates, 19 for a first_token clash, 27 trimmed to the target.

No pairs flagged.

all 200 values

Albuquerque, New Mexico — Albuquerque
Ann Arbor, Michigan — Ann
Antwerp, Belgium — Ant
Athens, Greece — Athens
Atlanta, Georgia — Atlanta
Auckland, New Zealand — Auckland
Austin, Texas — Austin
Baltimore, Maryland — Baltimore
Bangalore, India — Bangalore
Barcelona, Spain — Barcelona
Basel, Switzerland — Bas
Belfast, Northern Ireland — Belfast
Bergen, Norway — Ber
Berlin, Germany — Berlin
Birmingham, England — Birmingham
Bogota, Colombia — Bog
Boise, Idaho — Boise
Bologna, Italy — B
Boston, Massachusetts — Boston
Boulder, Colorado — Boulder
Brisbane, Australia — Brisbane
Bristol, England — Bristol
Brno, Czechia — Br
Budapest, Hungary — Budapest
Buenos Aires, Argentina — Buenos
Buffalo, New York — Buffalo
Calgary, Canada — Calgary
Cape Town, South Africa — Cape
Cardiff, Wales — Cardiff
Charleston, South Carolina — Charleston
Charlotte, North Carolina — Charlotte
Chattanooga, Tennessee — Chattanooga
Chennai, India — Chennai
Cincinnati, Ohio — Cincinnati
Cleveland, Ohio — Cleveland
Coimbra, Portugal — Co
Cologne, Germany — Cologne
Columbus, Ohio — Columbus
Copenhagen, Denmark — Copenhagen
Cork, Ireland — Cork
Dallas, Texas — Dallas
Dayton, Ohio — Dayton
Denver, Colorado — Denver
Des Moines, Iowa — Des
Detroit, Michigan — Detroit
Dresden, Germany — Dresden
Dunedin, New Zealand — Dun
Edinburgh, Scotland — Edinburgh
Edmonton, Canada — Edmonton
Eindhoven, Netherlands — E
El Paso, Texas — El
Eugene, Oregon — Eugene
Florence, Italy — Florence
Fort Collins, Colorado — Fort
Frankfurt, Germany — Frankfurt
Fresno, California — Fresno
Fukuoka, Japan — Fuk
Gdansk, Poland — G
Geneva, Switzerland — Geneva
Glasgow, Scotland — Glasgow
Gothenburg, Sweden — Got
Granada, Spain — Gran
Greensboro, North Carolina — Greens
Grenoble, France — Gren
Guadalajara, Mexico — Gu
Hamburg, Germany — Hamburg
Harrisburg, Pennsylvania — Harris
Hartford, Connecticut — Hartford
Helsinki, Finland — Helsinki
Hiroshima, Japan — Hiroshima
Ho Chi Minh City, Vietnam — Ho
Honolulu, Hawaii — Honolulu
Houston, Texas — Houston
Hyderabad, India — Hyder
Indianapolis, Indiana — Indianapolis
Innsbruck, Austria — In
Istanbul, Turkey — Istanbul
Jacksonville, Florida — Jacksonville
Jaipur, India — Ja
Jakarta, Indonesia — Jakarta
Jerusalem, Israel — Jerusalem
Kampala, Uganda — Kamp
Kansas City, Missouri — Kansas
Karlsruhe, Germany — Karl
Kaunas, Lithuania — K
Knoxville, Tennessee — Knox
Kuala Lumpur, Malaysia — Kuala
Lagos, Nigeria — Lag
Lancaster, Pennsylvania — Lancaster
Las Vegas, Nevada — Las
Lausanne, Switzerland — La
Leeds, England — Leeds
Leipzig, Germany — Le
Lille, France — L
Lima, Peru — Lima
Linz, Austria — Lin
Lisbon, Portugal — Lisbon
Little Rock, Arkansas — Little
Liverpool, England — Liverpool
London, England — London
Los Angeles, California — Los
Louisville, Kentucky — Louisville
Lund, Sweden — Lund
Luxembourg City, Luxembourg — Luxembourg
Madison, Wisconsin — Madison
Madrid, Spain — Madrid
Malmo, Sweden — Mal
Manchester, England — Manchester
Manila, Philippines — Manila
Marseille, France — Marse
Medellin, Colombia — Med
Melbourne, Australia — Melbourne
Memphis, Tennessee — Memphis
Mexico City, Mexico — Mexico
Miami, Florida — Miami
Milwaukee, Wisconsin — Milwaukee
Minneapolis, Minnesota — Minneapolis
Mobile, Alabama — Mobile
Montpellier, France — Mont
Montreal, Canada — Montreal
Munich, Germany — Munich
Nagoya, Japan — Nag
Nairobi, Kenya — N
Naples, Italy — Naples
Nashville, Tennessee — Nashville
New Haven, Connecticut — New
Newcastle, England — Newcastle
Nice, France — Nice
Nottingham, England — Nottingham
Oakland, California — Oakland
Odense, Denmark — Od
Omaha, Nebraska — Omaha
Osaka, Japan — Osaka
Oslo, Norway — Oslo
Ottawa, Canada — Ottawa
Padua, Italy — Pad
Palermo, Italy — Pal
Palo Alto, California — Palo
Perth, Australia — Perth
Phoenix, Arizona — Phoenix
Pisa, Italy — P
Pittsburgh, Pennsylvania — Pittsburgh
Portland, Maine — Portland
Porto, Portugal — Port
Prague, Czechia — Prague
Providence, Rhode Island — Providence
Quito, Ecuador — Qu
Raleigh, North Carolina — Raleigh
Reno, Nevada — Reno
Reykjavik, Iceland — Rey
Richmond, Virginia — Richmond
Rio de Janeiro, Brazil — Rio
Rochester, New York — Rochester
Rome, Italy — Rome
Rotterdam, Netherlands — Rot
Salt Lake City, Utah — Salt
San Antonio, Texas — San
Santiago, Chile — Santiago
Sao Paulo, Brazil — Sao
Sapporo, Japan — Sapp
Savannah, Georgia — Savannah
Seattle, Washington — Seattle
Sendai, Japan — Send
Seoul, South Korea — Seoul
Seville, Spain — Se
Sheffield, England — Sheffield
Singapore — Singapore
Sofia, Bulgaria — Sof
Spokane, Washington — Spokane
St. Louis, Missouri — St
Stockholm, Sweden — Stockholm
Sydney, Australia — Sydney
Syracuse, New York — Syracuse
Taipei, Taiwan — Tai
Tampa, Florida — Tampa
Tel Aviv, Israel — Tel
Thessaloniki, Greece — The
Tokyo, Japan — Tokyo
Toledo, Ohio — Toledo
Toronto, Canada — Toronto
Toulouse, France — T
Trondheim, Norway — Tr
Tucson, Arizona — Tucson
Tulsa, Oklahoma — Tulsa
Turin, Italy — Tur
Uppsala, Sweden — U
Utrecht, Netherlands — Ut
Valencia, Spain — Valencia
Vancouver, Canada — Vancouver
Venice, Italy — Venice
Vienna, Austria — Vienna
Vilnius, Lithuania — Vil
Warsaw, Poland — Warsaw
Washington, D.C. — Washington
Wichita, Kansas — Wichita
Winnipeg, Canada — Winnipeg
Wroclaw, Poland — W
Yokohama, Japan — Yok
Zagreb, Croatia — Z
Zurich, Switzerland — Zurich

`university` — 300 values

From 373 candidates: 5 dropped as near-duplicates, 38 for a first_token clash, 30 trimmed to the target.

No pairs flagged.

all 300 values

Aalborg University — A
Adelphi University — Ad
Alfred University — Alfred
American University — American
Amherst College — Am
Appalachian State University — Appalachian
Arizona State University — Arizona
Ashland University — Ash
Auburn University — Auburn
Augsburg University — Aug
Austin College — Austin
Babson College — Bab
Baldwin Wallace University — Baldwin
Ball State University — Ball
Bard College — Bard
Barnard College — Barn
Bates College — Bates
Baylor University — Baylor
Beloit College — Bel
Bentley University — Bentley
Bilkent University — Bil
Binghamton University — Bing
Bocconi University — B
Boise State University — Boise
Bond University — Bond
Boston College — Boston
Bowdoin College — Bow
Bowling Green State University — Bowling
Brandeis University — Brand
Brigham Young University — Brigham
Brock University — Brock
Brown University — Brown
Bryn Mawr College — Bry
Bucknell University — Buck
Butler University — Butler
Cairo University — Cairo
Caldwell University — Caldwell
California Institute of Technology — California
Carleton College — Car
Carnegie Mellon University — Carnegie
Case Western Reserve University — Case
Catawba College — Cat
Cedarville University — Cedar
Centre College — Centre
Chalmers University of Technology — Chal
Chapman University — Chapman
Charles University — Charles
Chatham University — Ch
Citadel Military College — Citadel
Claremont McKenna College — Clare
Clarkson University — Clarkson
Clemson University — Clemson
Coe College — Co
Colby College — Col
Colorado State University — Colorado
Columbia University — Columbia
Comenius University — Com
Concordia University — Concord
Connecticut College — Connecticut
Cornell University — Cornell
Coventry University — Cov
Creighton College — Cre
Curtin University — Curt
Dalhousie University — Dal
Dartmouth College — Dartmouth
Davidson College — Davidson
Deakin University — De
Denison University — Den
Dickinson College — Dickinson
Doshisha University — D
Drake University — Drake
Drew University — Drew
Duke University — Duke
Duquesne University — Du
Durham University — Durham
Earlham College — Earl
East Carolina University — East
Eastern Michigan University — Eastern
Eckerd College — E
Edgewood College — Ed
Elmhurst University — Elm
Elon University — Elon
Emerson College — Emerson
Emory University — Em
Erasmus University Rotterdam — Er
Fairfield University — Fair
Fisk University — F
Flinders University — Fl
Florida State University — Florida
Fordham University — Ford
Franklin Pierce University — Franklin
Fresno Pacific University — Fresno
Furman University — Fur
Gannon University — G
Geneva College — Geneva
Georgetown University — Georgetown
Georgia Institute of Technology — Georgia
Gettysburg College — Getty
Gonzaga University — Gonz
Goucher College — Gou
Griffith University — Griffith
Grinnell College — Gr
Guilford College — Gu
Gustavus Adolphus College — Gustav
Hamilton College — Hamilton
Hampden-Sydney College — Hamp
Harvard University — Harvard
Harvey Mudd College — Harvey
Hendrix College — Hend
Hiram College — Hir
Hitotsubashi University — Hit
Hobart College — Hob
Hofstra University — Hof
Hollins University — Holl
Hope College — Hope
Howard University — Howard
Idaho State University — Idaho
Illinois State University — Illinois
Indiana State University — Indiana
Iona University — I
Jagiellonian University — Jag
James Madison University — James
Johns Hopkins University — Johns
Kalamazoo College — Kal
Kansas State University — Kansas
Keele University — Kee
Keio University — Ke
Kennesaw State University — Kenn
Kent State University — Kent
Kenyon College — Ken
Kettering University — Ket
Knox College — Knox
Korea University — Korea
Kyoto University — Kyoto
Kyushu University — Ky
La Trobe University — La
Lafayette College — Lafayette
Lake Forest College — Lake
Lancaster University — Lancaster
Lawrence Technological University — Lawrence
Lehigh University — Le
Lesley University — Les
Liberty University — Liberty
Linfield University — Lin
Lipscomb University — L
Lund University — Lund
Lycoming College — Ly
Maastricht University — Ma
Macalester College — Mac
Mahidol University — Mah
Makerere University — Make
Manhattan College — Manhattan
Marietta College — Mar
Marquette University — Marqu
Marshall University — Marshall
Masaryk University — Mas
McGill University — McGill
McMaster University — McMaster
Meiji University — Me
Mercer University — Mercer
Merrimack College — Mer
Messiah University — Messiah
Miami University — Miami
Middlebury College — Middle
Millsaps College — Mills
Misericordia University — M
Mississippi State University — Mississippi
Monash University — Mon
Montana State University — Montana
Moravian University — Mor
Morehouse College — More
Mount Holyoke College — Mount
Murray State University — Murray
Nagoya University — Nag
Nanjing University — Nan
Nanyang Technological University — N
Nazareth College — Naz
New Mexico State University — New
Niagara University — Niagara
Northeastern University — Nort
Northwestern University — Northwestern
Oakland University — Oakland
Oberlin College — Ober
Occidental College — Occ
Oglethorpe University — Og
Ohio State University — Ohio
Oklahoma State University — Oklahoma
Old Dominion University — Old
Oregon State University — Oregon
Osaka University — Osaka
Otterbein University — Ot
Oxford Brookes University — Oxford
Pace University — Pace
Pacific Lutheran University — Pacific
Peking University — P
Pennsylvania State University — Pennsylvania
Pepperdine University — Pepper
Pomona College — Pom
Pompeu Fabra University — Pompe
Portland State University — Portland
Prairie View A&M University — Prairie
Princeton University — Princeton
Providence College — Providence
Purdue University — Purdue
Queen's University — Queen
Quinnipiac University — Quinn
Radboud University — Rad
Ramapo College — Ram
Reed College — Reed
Regis University — Reg
Rensselaer Polytechnic Institute — R
Rhodes College — Rhodes
Rice University — Rice
Rider University — Rider
Ripon College — Rip
Roanoke College — Ro
Rochester Institute of Technology — Rochester
Rollins College — Rollins
Roosevelt University — Roosevelt
Rowan University — Row
Ryerson University — Ry
Sabanci University — Saban
Sacred Heart University — Sacred
Salisbury University — Sal
Samford University — Sam
San Diego State University — San
Santa Clara University — Santa
Scripps College — Sc
Seattle Pacific University — Seattle
Seton Hall University — Set
Shippensburg University — Sh
Siena College — S
Simmons University — Simmons
Simon Fraser University — Simon
Skidmore College — Sk
Smith College — Smith
Sonoma State University — Son
Sophia University — Sophia
Southern Methodist University — Southern
Stanford University — Stanford
Stellenbosch University — St
Stevens Institute of Technology — Stevens
Stonehill College — Stone
Suffolk University — Suffolk
Sungkyunkwan University — Sung
Susquehanna University — Sus
Swansea University — Swansea
Swarthmore College — Sw
Syracuse University — Syracuse
Tampere University — Tam
Tel Aviv University — Tel
Temple University — Temple
Tennessee State University — Tennessee
Texas Christian University — Texas
Thammasat University — Th
Tilburg University — Til
Tohoku University — T
Tongji University — Tong
Towson University — Tow
Transylvania University — Trans
Trent University — Trent
Trinity College Dublin — Trinity
Troy University — Troy
Tufts University — Tu
Union College — Union
Uppsala University — U
Ursinus College — Urs
Utah State University — Utah
Utrecht University — Ut
Valparaiso University — Val
Vanderbilt University — Vanderbilt
Vassar College — V
Villanova University — Vill
Virginia Tech — Virginia
Wabash College — W
Wageningen University — Wag
Wake Forest University — Wake
Washburn University — Wash
Wayne State University — Wayne
Wells College — Wells
West Virginia University — West
Western Michigan University — Western
Wheaton College — Whe
Whitman College — Whitman
Whittier College — Wh
Wichita State University — Wichita
Widener University — Wid
Wilfrid Laurier University — Wil
Willamette University — Will
Williams College — Williams
Winthrop University — Win
Worcester Polytechnic Institute — Worcester
Wright State University — Wright
Xavier University — Xavier
Xiamen University — X
Yale University — Yale
Yeshiva University — Yes
York University — York
Youngstown State University — Young
Zhejiang University — Z

`major` — 100 values

From 127 candidates: 11 dropped as near-duplicates, 12 for a first_token clash, 4 trimmed to the target.

Flagged pairs — for a human to accept or reject:

a	b	why flagged
Biochemistry	Chemistry	one contains the other
Biology	Microbiology	one contains the other
Economics	Macroeconomics	one contains the other

all 100 values

Accounting — Accounting
Aerospace Engineering — Aerospace
African Studies — African
Agricultural Science — Agricultural
Anthropology — Anthropology
Applied Mathematics — Applied
Archaeology — Archae
Architecture — Architecture
Art History — Art
Astronomy — Astron
Astrophysics — Ast
Atmospheric Science — Atmospheric
Biochemistry — Bi
Bioengineering — Bio
Biology — Biology
Business Administration — Business
Chemical Engineering — Chemical
Chemistry — Chemistry
Civil Engineering — Civil
Classics — Classics
Cognitive Science — Cognitive
Communications — Communications
Comparative Literature — Compar
Computer Engineering — Computer
Criminology — Crim
Data Science — Data
Dentistry — Dent
Earth Science — Earth
Ecology — Ecology
Econometrics — E
Economics — Economics
Education — Education
Electrical Engineering — Electrical
Engineering Physics — Engineering
English Literature — English
Environmental Engineering — Environmental
Epidemiology — Epidem
Film Studies — Film
Finance — Finance
Forestry — Forestry
French Literature — French
Genetics — Genetics
Geography — Ge
German Studies — German
Graphic Design — Graphic
Health Policy — Health
Industrial Design — Industrial
Information Science — Information
International Relations — International
Japanese Studies — Japanese
Journalism — Journalism
Linguistics — L
Macroeconomics — Macro
Management Science — Management
Marketing — Marketing
Materials Science — Materials
Mechanical Engineering — Mechanical
Media Studies — Media
Medicine — Medicine
Microbiology — Micro
Museum Studies — Museum
Nanotechnology — Nan
Neuroscience — Neuroscience
Nuclear Engineering — Nuclear
Nursing — Nursing
Nutrition Science — Nutrition
Occupational Therapy — Occup
Oceanography — Ocean
Operations Research — Operations
Paleontology — Pale
Petroleum Engineering — Petroleum
Pharmacology — Pharmac
Pharmacy — Pharm
Philosophy — Philosophy
Photography — Photography
Physical Therapy — Physical
Plant Science — Plant
Political Science — Political
Psychology — Psychology
Public Administration — Public
Radiology — Rad
Religious Studies — Religious
Robotics — Robotics
Russian Literature — Russian
Social Work — Social
Sociology — Soci
Software Engineering — Software
Soil Science — So
Spanish Literature — Spanish
Sports Science — Sports
Statistics — Statistics
Structural Engineering — Struct
Supply Chain Management — Supply
Sustainability Science — S
Systems Engineering — Systems
Theatre Arts — Theatre
Theology — The
Toxicology — Toxic
Urban Planning — Urban
Zoology — Zo

`employer` — 250 values

From 430 candidates: 0 dropped as near-duplicates, 45 for a first_token clash, 135 trimmed to the target.

No pairs flagged.

all 250 values

ABB — AB
AT&T — AT
Adidas — Adidas
Adobe — Adobe
Adyen — Ad
Agilent Technologies — Ag
Air Canada — Air
Akamai — Ak
Alaska Airlines — Alaska
Alcoa — Al
Aldi — Ald
Allianz — All
Alphabet — Alphabet
Altria — Alt
Amgen — Am
Analog Devices — Analog
Apple — Apple
Arcelor Mittal — Ar
Asahi Breweries — As
AstraZeneca — Ast
Autodesk — Aut
Avery Dennison — Avery
Aviva — Av
Bandai Namco — Band
Barclays — Barclays
Barilla — Bar
Baxter International — Baxter
Bayer — Bayer
Bechtel — Be
Best Buy — Best
BlackRock — Black
Bombardier — Bomb
Bosch — Bos
Boston Scientific — Boston
Bridgestone — Brid
Brother Industries — Brother
Bunge — Bun
CBRE Group — CB
CD Projekt — CD
CSX — CS
Cadence Design Systems — Cad
Canon — Canon
Capcom — Capcom
Carlsberg — Car
Caterpillar — Cater
Charter Communications — Charter
Chevron — Chevron
Chubb — Ch
Citigroup — Cit
Cloudflare — Cloud
Coca-Cola — Coca
Colgate-Palmolive — Col
Comcast — Comcast
Commerzbank — Com
Compass Group — Compass
Concentrix — Concent
Continental — Continental
Coupang — Coup
Credit Agricole — Credit
DSV — DS
Danaher — Dana
Danone — Dan
Deutsche Bahn — Deutsche
Diageo — Di
Dow — Dow
DuPont — Du
Duke Energy — Duke
Ecolab — E
Edwards Lifesciences — Edwards
Electronic Arts — Electronic
Emerson Electric — Emerson
Enel — En
Equifax — Equ
Ericsson — Eric
Essity — Ess
Etihad Airways — Et
Expedia — Exp
Ferrari — Ferrari
Ferrero — Fer
Fidelity Investments — F
Finnair — Finn
Flinders Port — Fl
Fluor — Flu
Freeport-McMoRan — Fre
Garmin — Garmin
Generali — General
Gilead Sciences — G
Glencore — Glen
Goldman Sachs — Goldman
Goodyear — Good
Grainger — Gra
Grifols — Gr
HCL Technologies — H
Halliburton — Hall
Heineken — He
Hershey — Hers
Hikvision — Hik
Holcim — Hol
Honeywell — Honey
Hyundai Motor — Hyundai
IBM — IBM
ING Group — IN
Iberdrola — I
Illinois Tool Works — Illinois
Illumina — Illum
Intel — Intel
Intesa Sanpaolo — Int
Jacobs Solutions — Jacobs
John Wiley and Sons — John
Johnson Controls — Johnson
Juniper Networks — Jun
KBR — K
Kellanova — Kell
Keurig Dr Pepper — Ke
Kingspan — Kings
Komatsu — Kom
Kroger — Kro
Lam Research — Lam
Lego Group — Lego
Lenovo — Lenovo
Levi Strauss — Levi
Liberty Mutual — Liberty
Lindt — Lind
Logitech — Log
Macquarie Group — Mac
Maersk — Ma
Mahindra — Mah
Mapfre — Map
Marriott International — Marriott
Mars — Mars
Masco — Mas
Mastercard — Master
McCormick — McCorm
McKesson — McK
Medtronic — Med
Merck — Mer
MetLife — Met
Meta Platforms — Meta
Michelin — Miche
Micron Technology — Mic
Microsoft — Microsoft
Mizuho Financial Group — Miz
Moderna — Modern
Moody's — Moody
Morgan Stanley — Morgan
Motorola Solutions — Motorola
Munich Re — Munich
NTT Data — N
Nasdaq — Nas
NatWest Group — Nat
Netflix — Netflix
Nike — Nike
Nintendo — Nintendo
Nokia — Nokia
Norfolk Southern — Norfolk
Northrop Grumman — North
Novartis — Nov
Nutrien — Nut
Okta — Ok
Olympus — Olympus
Omron — Om
Otis Worldwide — Ot
PTC — P
Pandora — Pandora
Patagonia — Pat
PepsiCo — Pepsi
PerkinElmer — Per
Pfizer — Pf
Philips — Philips
Porsche — Porsche
Prologis — Pro
Prudential — Pr
Qantas — Q
Quanta Services — Qu
Raytheon — Ray
Reckitt — Reck
Reliance Industries — Rel
Renault — Renault
Ricoh — Ric
Rio Tinto — Rio
Rockwell Automation — Rock
Rolls-Royce — Rolls
Ryder System — Ryder
SAP — SAP
SKF — SK
Saint-Gobain — Saint
Salesforce — Sales
Sandvik — Sand
Sanofi — San
Santander — Sant
Schlumberger — Schl
Schneider Electric — Schneider
Sega Sammy — Sega
Sembcorp — Sem
ServiceNow — Service
Sharp — Sharp
Shell — Shell
Shiseido — Sh
Shopify — Shop
Siemens — Siem
Sika — S
Skanska — Sk
Sonova — Son
Southwest Airlines — Southwest
Stantec — St
Starbucks — Starbucks
State Street — State
Sumitomo Chemical — Sum
Swatch Group — Sw
Swiss Re — Swiss
Take-Two Interactive — Take
Teck Resources — Te
Telenor — Tel
Teleperformance — Tele
Teradyne — Ter
Tesco — Tes
Tesla — Tesla
Tetra Tech — Tet
Thales — Th
Thermo Fisher Scientific — Ther
Thomson Reuters — Thomson
Tokio Marine — Tok
TotalEnergies — Total
Tractor Supply — T
Turkish Airlines — Turkish
Tyson Foods — Tyson
UBS — U
Unilever — Un
Union Pacific — Union
Unity Software — Unity
Vale — Vale
Vestas — Vest
Vinci — Vin
Visa — Visa
Volkswagen — Volkswagen
Volvo — Volvo
Walgreens — Wal
Walt Disney — Walt
Waters — Waters
Wayfair — Way
Wells Fargo — Wells
Weyerhaeuser — We
Wolters Kluwer — Wol
Woolworths Group — Wool
Xylem — X
Yamaha — Yamaha
Yara International — Y
Yokogawa — Yok
Zalando — Z
Zurich Insurance — Zurich

Value lists hand-check

birth_date — 200 values

birth_city — 200 values

university — 300 values

major — 100 values

employer — 250 values

`birth_date` — 200 values

`birth_city` — 200 values

`university` — 300 values

`major` — 100 values

`employer` — 250 values