The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings
Abstract
Multidimensionality of Class
Social Class in the Twentieth Century
Formal Text Analysis in the Study of Culture
Word Embedding Models and Complex Semantic Relationships
Cultural Dimensions of Word Embeddings
Word Embeddings and Cultural Theory
Meaning and Dimensionality
Data and Methods
Surveys of Cultural Association
Word Embedding Data
Measuring Cultural Dimensions
Results
Validation of Cultural Dimensions
Class (Affluence) |
Gender | Race | |
---|---|---|---|
Google Ngrams word2vec Embedding† | .53 | .76 | .27 |
Google News word2vec Embedding | .58 | .88 | .75 |
Common Crawl GloVe Embedding | .57 | .90 | .44 |
Meanings of Class across the Twentieth Century
Discussion
Summary of the Argument and Results
General Implications of the Study of Culture
Caveats and Limitations
Concluding Remarks
Acknowledgments
ORCID iDs
Footnotes
Appendix
Part A: Word Embeddings: History, Varieties, and Implementations
Part B: Survey of Cultural Associations
Occupations | Clothing | Sports | Music Genres | Vehicles | Food | First Names |
---|---|---|---|---|---|---|
Banker | Blouse | Baseball | Bluegrass | Bicycle | Beer | Aaliyah |
Carpenter | Briefcase | Basketball | Hip hop | Limousine | Cheesecake | Amy |
Doctor | Dress | Boxing | Jazz | Minivan | Hamburger | Connor |
Engineer | Necklace | Golf | Opera | Motorcycle | Pastry | Jake |
Hairdresser | Pants | Hockey | Punk | Skateboard | Salad | Jamal |
Journalist | Shirt | Soccer | Rap | SUV | Steak | Molly |
Lawyer | Shorts | Softball | Techno | Truck | Wine | Shanicea |
Nanny | Socks | Tennis | Tyrone | |||
Nurse | Suit | Volleyball | ||||
Plumber | Tuxedo | |||||
Scientist |
Mechanical Turk | Census CPS | |
---|---|---|
Gender (1 = female) | 43.47% | 51.76% |
Education | ||
High school, GED, or less | 12.31% | 39.99% |
Some college | 26.88% | 18.83% |
Associate’s degree | 10.05% | 9.75% |
Bachelor’s degree | 43.47% | 20.03% |
Graduate degree | 7.29% | 11.39% |
Race/Ethnicity | ||
African American | 6.53% | 12.52% |
White | 79.15% | 78.22% |
Other | 14.32% | 9.26% |
Hispanic | 9.82% | 15.92% |
Age (mean) | 34.40 | 47.20 |
N | 398 | 135,137 |
Sports | Food | Music | Occupations | Vehicles | Clothes | Names | All Domains | |
---|---|---|---|---|---|---|---|---|
Gender | 87.9% | 88.2% | 72.2% | 93.6% | 82.4% | 74.4% | 95.2% | 84.8% |
Class | 96.3% | 93.8% | 88.9% | 60.9% | 94.1% | 90.0% | 77.3% | 75.3% |
Race | 90.0% | 68.8% | 100% | 51.5% | 87.5% | 55.0% | 94.7% | 69.1% |
Part C: Statistical Significance of Distances and Associations
Part D: Word Pair Lists
Affluence | Gender | Race | |
---|---|---|---|
rich-poor | precious-cheap | man-woman | black-white |
richer-poorer | priceless-worthless | men-women | blacks-whites |
richest-poorestaffluence-poverty | privileged-underprivileged | he-shehim-her | Black-WhiteBlacks-Whites |
affluent-destitute | propertied-bankrupt | his-her | African-European |
advantaged-needy | prosperous-unprosperous | his-hers | African-Caucasian |
wealthy-impoverishedcostly-economical | developed-underdeveloped | boy-girlboys-girls | Afro-Anglo |
exorbitant-impecunious | solvency-insolvency | male-female | |
expensive-inexpensive | successful-unsuccessful | masculine-feminine | |
exquisite-ruined | sumptuous-plain | ||
extravagant-necessitous | swanky-basic | ||
flush-skint | thriving-disadvantaged | ||
invaluable-cheap | upscale-squalid | ||
lavish-economical | valuable-valueless | ||
luxuriant-penurious | classy-beggarly | ||
luxurious-threadbare | ritzy-ramshackle | ||
luxury-cheap | opulence-indigence | ||
moneyed-unmonied | solvent-insolvent | ||
opulent-indigent | moneyed-moneyless | ||
plush-threadbare | rich-penniless | ||
luxuriant-penurious | affluence-penury | ||
posh-plain | |||
opulence-indigence |
soft-hard | foolish-wise | unimportant-important | fast-slow |
---|---|---|---|
supple-toughdelicate-dense | dumb-smartirrational-rational | inconsequential-consequential | quick-laggingrapid-unhurried |
pliable-rigid | stupid-thoughtful | secondary-principal | speedy-sluggish |
fluffy-firm | unwise-sensible | irrelevant-major | swift-gradual |
mushy-solid | silly-reasonable | trivial-crucial | quickly-slowly |
softer-harder | ridiculous-enlightened | negligible-critical | swiftly-gradually |
softest-hardest | unintelligent-intelligent | insignificant-significant | faster-slower |
unnecessary-essential | fastest-slowest | ||
peripheral-central | |||
unusual-usual | excitable-calm | strong-weak | colorful-colorless |
different-customary | volatile-tranquil | powerful-powerless | brilliant-uncolored |
abnormal-normal | nervous-still | muscular-frail | bright-pale |
irregular-regular | tempestuous-serene | brawny-feeble | radiant-drab |
odd-standard | fiery-peaceful | strapping-puny | vivid-pallid |
atypical-typical | emotional-restful | sturdy-fragile | vibrant-lackluster |
unexpected-expected | jumpy-sedate | robust-flimsy | colored-bleached |
unconventional-conventional | unsettled-settled | vigorous-languid | |
rounded-angular | passive-active | true-false | ugly-beautiful |
circular-cornered | immobile-mobile | true-untrue | unattractive-attractive |
round-pointed | lethargic-energetic | verifiable-erroneous | unsightly-pretty |
dull-sharp | frail-vital | veracious-fallacious | hideous-handsome |
smooth-jagged | subdued-vigorous | accurate-inaccurate | grotesque-gorgeous |
spherical-edged | static-dynamic | faithful-fraudulent | repulsive-cute |
subdued-lively | correct-incorrect | ||
feminine-masculine | bad-good | successful-unsuccessful | old-new |
woman-man | worst-best | victorious-failed | aged-recent |
women-men | deficient-fine | triumphant-abortive | ancient-contemporary |
she-he | inferior-superior | winning-losing | decrepit-fresh |
her-him | unsatisfactory-satisfactory | thriving-failing | elderly-young |
her-his | unacceptable-acceptable | fruitful-fruitless | historic-modern |
hers-his | awful-excellent | prosperous-ineffectual | adult-child |
girl-boy | terrible-superb | success-failure | older-newer |
girls-boys | dreadful-outstanding | win-lose | oldest-newest |
female-male | unexceptional-exceptional | ||
kind-cruel | straight-curved | timely-untimely | tasteless-savory |
tender-callous | linear-nonlinear | punctual-late | bland-tasty |
compassionate-heartless | unswerving-swerving | ready-unready | flavorless-flavorful |
humane-inhumane | unbending-bent | prompt-delayed | unappetizing-delectable |
merciful-merciless | untwisted-twisted | reliable-unreliable | mild-piquant |
gentle-brutal | direct-meandering | early-late | insipid-succulent |
nice-unpleasant | undeviating-serpentine | earlier-later | dull-delicious |
kindest-cruelest | straighter-curvier | earliest-latest | blandest-tastiest |
Cultivation | Employment | Education | Status | Morality |
---|---|---|---|---|
cultivated-uncultivated | employer-employee | educated-uneducated | prestigious-unprestigious | good-evilmoral-immoral |
cultured-uncultured | employers-employees | learned-unlearnedknowledgeable- | honorable-dishonorable | good-badhonest-dishonest |
civilized-uncivilized | owner-workerowners-worker | ignoranttrained-untrained | esteemed-lowlyinfluential- | virtuous-sinfulvirtue-vice |
courteous-discourteous | industrialist-laborer | taught-untaughtliterate-illiterate | uninfluentialreputable- | righteous-wickedchaste- |
proper-improperpolite-rude | industrialists-laborers | schooled-unschooled | disreputabledistinguished- | transgressiveprincipled- |
cordial-uncordialformal-informal | proprietor-employee | tutored-untutoredlettered-unlettered | commonplaceeminent-mundane | unprincipledunquestionable- |
courtly-uncourtlyurbane-boorish | proprietors-employees | illustrious-humblerenowned-prosaic | questionablenoble-nefarious | |
polished-unpolished | capitalist-proletarian | acclaimed-modestdignitary- | uncorrupt-corruptscrupulous- | |
refined-unrefinedcivility-incivility | capitalists-proletariat | commonervenerable- | unscrupulousaltruistic-selfish | |
civil-uncivilurbanity- | manager-staffmanagers-staff | unpretentiousexalted-ordinary | chivalrous-knavish | |
boorishnesspolitesse-rudeness | director-employeedirectors- | estimable-lowlyprominent- | honest-crookedcommendable- | |
edified-loutish | employees | common | reprehensible | |
mannerly-unmannerly | boss-workerbosses-workers | pure-impuredignified- | ||
polished-gruffgracious- | foreman-laborerforemen-laborers | undignifiedholy-unholy | ||
ungracious | supervisor-staff | valiant-fiendish | ||
obliging- | superintendent- | upstanding- | ||
unobliging | staff | villainous | ||
cultured-uncultured | guiltless-guiltydecent-indecent | |||
genteel-ungenteel | chaste-unsavory | |||
mannered-unmannered | righteous-odiousethical-unethical | |||
polite-blunt |
Part E: Constructing Cultural Dimensions
Part F: Corpus Sizes
Decade | Google Ngram Word Count |
JSTOR Word Count |
JSTOR Article Count |
---|---|---|---|
1900s | 3.0 × 1010 | 4.7 × 107 | 1,294 |
1910s | 2.9 × 1010 | 5.7 × 107 | 2,020 |
1920s | 2.4 × 1010 | 8.4 × 107 | 3,266 |
1930s | 2.1 × 1010 | 1.1 × 108 | 4,228 |
1940s | 2.2 × 1010 | 1.6 × 108 | 5,923 |
1950s | 2.9 × 1010 | 2.2 × 108 | 7,442 |
1960s | 5.0 × 1010 | 3.5 × 108 | 10,152 |
1970s | 5.9 × 1010 | 6.8 × 108 | 17,855 |
1980s | 7.2 × 1010 | 8.9 × 108 | 19,830 |
1990s | 1.2 × 1011 | 1.2 × 109 | 20,698 |
2000–12 | 2.5 × 1011 |
Part G: Semantic Differential Validation
Part H: Embedding Sociological Discourse
Part I: Cultural versus Material Changes in Education
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