Broken Social Contract
August 2024: Analysis
Background
The purpose of this study is very direct: Does our broken social contract measure correlate with a face valid single item: The social contract is broken.
Demographics
Race and ethnicity
df_bsc_elg %>%
group_by(race,hispanic) %>%
summarise(N = n()) %>%
ungroup() %>%
mutate(Perc = round(100*(N/sum(N)),2)) %>%
ungroup() %>%
kbl() %>%
kable_styling(bootstrap_options = "hover",
full_width = F,
position = "left")## `summarise()` has grouped output by 'race'. You can override using the
## `.groups` argument.| race | hispanic | N | Perc |
|---|---|---|---|
| American Indian or Alaska Native | 0 | 2 | 0.50 |
| Asian | 0 | 24 | 5.96 |
| Black or African American | 0 | 55 | 13.65 |
| Black or African American | 1 | 2 | 0.50 |
| Middle Eastern or North African | 0 | 1 | 0.25 |
| Other (please specify) | 0 | 1 | 0.25 |
| White | 0 | 292 | 72.46 |
| White | 1 | 4 | 0.99 |
| multiracial | 0 | 11 | 2.73 |
| NA | 0 | 1 | 0.25 |
| NA | 1 | 10 | 2.48 |
Gender
df_bsc_elg %>%
mutate(gender = ifelse(is.na(gender) | gender == "","other",gender)) %>%
group_by(gender) %>%
summarise(N = n()) %>%
ungroup() %>%
mutate(Perc = round(100*(N/sum(N)),2)) %>%
ungroup() %>%
kbl() %>%
kable_styling(bootstrap_options = "hover",
full_width = F,
position = "left")| gender | N | Perc |
|---|---|---|
| man | 180 | 44.67 |
| other | 5 | 1.24 |
| woman | 218 | 54.09 |
Age
df_bsc_elg %>%
summarise(age_mean = round(mean(age,na.rm = T),2),
age_sd = round(sd(age,na.rm = T),2)) %>%
kbl() %>%
kable_styling(bootstrap_options = "hover",
full_width = F,
position = "left")| age_mean | age_sd |
|---|---|
| 36.3 | 10.15 |
Education
df_bsc_elg %>%
group_by(edu) %>%
summarise(N = n()) %>%
ungroup() %>%
mutate(Perc = round(100*(N/sum(N)),2)) %>%
ungroup() %>%
kbl() %>%
kable_styling(bootstrap_options = "hover",
full_width = F,
position = "left")| edu | N | Perc |
|---|---|---|
| noHS | 2 | 0.50 |
| GED | 100 | 24.81 |
| 2yearColl | 48 | 11.91 |
| 4yearColl | 161 | 39.95 |
| MA | 72 | 17.87 |
| PHD | 19 | 4.71 |
| NA | 1 | 0.25 |
Income
df_bsc_elg %>%
ggplot(aes(x = income)) +
geom_bar() +
theme(panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
panel.background = element_blank(),
axis.ticks = element_blank(),
axis.line = element_line(color = "grey66"),
axis.text.y = element_text(color = "black"),
axis.text.x = element_text(color = "black",
face = "bold"),
axis.title.x = element_blank(),
axis.title.y = element_blank()) +
coord_flip()
Measures
Open responses
First, I’ll just show the values mentioned for each perspective.
US on paper
df_bsc_long %>%
dplyr::select(type,value) %>%
filter(type == "uspaper") %>%
group_by(value) %>%
summarise(N = n()) %>%
ungroup() %>%
mutate(Perc = round(100*(N/sum(N)),2)) %>%
ungroup() %>%
arrange(desc(N)) %>%
dplyr::select(N,Perc,value) %>%
kbl() %>%
kable_styling(bootstrap_options = "hover",
position = "left") %>%
scroll_box(width = "100%", height = "400px")| N | Perc | value |
|---|---|---|
| 180 | 8.93 | freedom |
| 140 | 6.95 | equality |
| 103 | 5.11 | liberty |
| 97 | 4.81 | justice |
| 94 | 4.67 | democracy |
| 56 | 2.78 | freedom of speech |
| 43 | 2.13 | independence |
| 34 | 1.69 | opportunity |
| 33 | 1.64 | freedom of religion |
| 25 | 1.24 | pursuit of happiness |
| 23 | 1.14 | individualism |
| 20 | 0.99 | diversity |
| 16 | 0.79 | free speech |
| 16 | 0.79 | life |
| 16 | 0.79 | rights |
| 15 | 0.74 | fairness |
| 15 | 0.74 | unity |
| 13 | 0.65 | equality |
| 13 | 0.65 | hard work |
| 12 | 0.60 | religious freedom |
| 12 | 0.60 | right to bear arms |
| 12 | 0.60 | rule of law |
| 11 | 0.55 | federalism |
| 11 | 0.55 | liberty |
| 10 | 0.50 | democracy |
| 10 | 0.50 | freedom of religion |
| 10 | 0.50 | happiness |
| 10 | 0.50 | integrity |
| 10 | 0.50 | power |
| 10 | 0.50 | separation of powers |
| 9 | 0.45 | freedom |
| 9 | 0.45 | innovation |
| 8 | 0.40 | honesty |
| 8 | 0.40 | human rights |
| 8 | 0.40 | justice |
| 8 | 0.40 | patriotism |
| 8 | 0.40 | peace |
| 8 | 0.40 | pursuit of happiness |
| 8 | 0.40 | safety |
| 7 | 0.35 | capitalism |
| 7 | 0.35 | choice |
| 7 | 0.35 | equal rights |
| 7 | 0.35 | individual rights |
| 7 | 0.35 | opportunity |
| 7 | 0.35 | prosperity |
| 7 | 0.35 | strength |
| 7 | 0.35 | wealth |
| 6 | 0.30 | checks and balances |
| 6 | 0.30 | equality for all |
| 6 | 0.30 | freedom of press |
| 6 | 0.30 | individuality |
| 6 | 0.30 | justice for all |
| 6 | 0.30 | loyalty |
| 6 | 0.30 | right to arms |
| 6 | 0.30 | truth |
| 5 | 0.25 | freedom of assembly |
| 5 | 0.25 | freedom of speech |
| 5 | 0.25 | hope |
| 5 | 0.25 | independence |
| 5 | 0.25 | pride |
| 5 | 0.25 | privacy |
| 5 | 0.25 | protection |
| 5 | 0.25 | right to vote |
| 4 | 0.20 | diversity |
| 4 | 0.20 | equity |
| 4 | 0.20 | faith |
| 4 | 0.20 | family |
| 4 | 0.20 | freedom of expression |
| 4 | 0.20 | gun rights |
| 4 | 0.20 | honor |
| 4 | 0.20 | love |
| 4 | 0.20 | meritocracy |
| 4 | 0.20 | money |
| 4 | 0.20 | patriotism |
| 4 | 0.20 | personal freedom |
| 4 | 0.20 | religion |
| 4 | 0.20 | respect |
| 4 | 0.20 | sovereignty |
| 4 | 0.20 | success |
| 3 | 0.15 | autonomy |
| 3 | 0.15 | civil rights |
| 3 | 0.15 | due process |
| 3 | 0.15 | equality under law |
| 3 | 0.15 | free |
| 3 | 0.15 | free market |
| 3 | 0.15 | freedom of assembly |
| 3 | 0.15 | freedom of choice |
| 3 | 0.15 | greed |
| 3 | 0.15 | growth |
| 3 | 0.15 | happiness |
| 3 | 0.15 | inclusion |
| 3 | 0.15 | independent |
| 3 | 0.15 | individualism |
| 3 | 0.15 | persuit of happiness |
| 3 | 0.15 | racism |
| 3 | 0.15 | representation |
| 3 | 0.15 | self determination |
| 3 | 0.15 | speech |
| 3 | 0.15 | support |
| 2 | 0.10 | bear arms |
| 2 | 0.10 | brave |
| 2 | 0.10 | capitalism |
| 2 | 0.10 | care |
| 2 | 0.10 | community |
| 2 | 0.10 | compassion |
| 2 | 0.10 | consumerism |
| 2 | 0.10 | decency |
| 2 | 0.10 | democrazy |
| 2 | 0.10 | directness |
| 2 | 0.10 | education |
| 2 | 0.10 | entrepreneurship |
| 2 | 0.10 | equal opportunity |
| 2 | 0.10 | equal treatment |
| 2 | 0.10 | expression |
| 2 | 0.10 | financial opportunities |
| 2 | 0.10 | free expression |
| 2 | 0.10 | free will |
| 2 | 0.10 | freedom for all |
| 2 | 0.10 | freedom from tyranny |
| 2 | 0.10 | freedom to assemble |
| 2 | 0.10 | freedom to bear arms |
| 2 | 0.10 | freedom to live |
| 2 | 0.10 | gun ownership |
| 2 | 0.10 | guns |
| 2 | 0.10 | inclusivity |
| 2 | 0.10 | indivisible |
| 2 | 0.10 | land |
| 2 | 0.10 | lawful |
| 2 | 0.10 | libery |
| 2 | 0.10 | life |
| 2 | 0.10 | morality |
| 2 | 0.10 | patriotic |
| 2 | 0.10 | peace |
| 2 | 0.10 | progress |
| 2 | 0.10 | property ownership |
| 2 | 0.10 | prosperity |
| 2 | 0.10 | responsibility |
| 2 | 0.10 | right to |
| 2 | 0.10 | right to bare arms |
| 2 | 0.10 | right to bear arms |
| 2 | 0.10 | right to choose |
| 2 | 0.10 | right to justice |
| 2 | 0.10 | self government |
| 2 | 0.10 | self-determination |
| 2 | 0.10 | states rights |
| 2 | 0.10 | strong |
| 2 | 0.10 | taxes |
| 2 | 0.10 | the concept of democracy |
| 2 | 0.10 | the right to bear arms |
| 2 | 0.10 | time |
| 2 | 0.10 | trust |
| 2 | 0.10 | understanding |
| 2 | 0.10 | valor |
| 2 | 0.10 | values |
| 2 | 0.10 | voting rights |
| 2 | 0.10 | women |
| 1 | 0.05 | 3 branches of government |
| 1 | 0.05 | a fair trial |
| 1 | 0.05 | a nation that is largely non-interventionalist |
| 1 | 0.05 | a sovereign nation with closed/protected borders |
| 1 | 0.05 | ability for mobility |
| 1 | 0.05 | ability to plead the fifth |
| 1 | 0.05 | abolish slavery |
| 1 | 0.05 | accountable |
| 1 | 0.05 | achievement |
| 1 | 0.05 | achievement |
| 1 | 0.05 | act of justice |
| 1 | 0.05 | act of kindness |
| 1 | 0.05 | act of responsibility |
| 1 | 0.05 | act of service |
| 1 | 0.05 | act of understanding |
| 1 | 0.05 | adaptation |
| 1 | 0.05 | advancement |
| 1 | 0.05 | all men are created equal |
| 1 | 0.05 | all men created equal |
| 1 | 0.05 | all other “freedom of”s |
| 1 | 0.05 | alliance |
| 1 | 0.05 | allow people to worship freely |
| 1 | 0.05 | allowed to chose own destiny |
| 1 | 0.05 | america dream |
| 1 | 0.05 | american |
| 1 | 0.05 | american dream |
| 1 | 0.05 | american spirit |
| 1 | 0.05 | anti-tyranny |
| 1 | 0.05 | arms |
| 1 | 0.05 | assembly |
| 1 | 0.05 | assistance |
| 1 | 0.05 | balance |
| 1 | 0.05 | balance of powers |
| 1 | 0.05 | balanced government |
| 1 | 0.05 | basic needs met |
| 1 | 0.05 | basic rights to all |
| 1 | 0.05 | be fair |
| 1 | 0.05 | be honest |
| 1 | 0.05 | bearing arms |
| 1 | 0.05 | being united |
| 1 | 0.05 | being white. |
| 1 | 0.05 | beliefs |
| 1 | 0.05 | bi partisianism |
| 1 | 0.05 | bill of rights |
| 1 | 0.05 | bodily autonomy |
| 1 | 0.05 | bravery |
| 1 | 0.05 | bravery |
| 1 | 0.05 | building something |
| 1 | 0.05 | by the people |
| 1 | 0.05 | capitalism. |
| 1 | 0.05 | caring |
| 1 | 0.05 | caring for the less fortunate |
| 1 | 0.05 | chances |
| 1 | 0.05 | change and mobility |
| 1 | 0.05 | charity |
| 1 | 0.05 | charity |
| 1 | 0.05 | check and balances |
| 1 | 0.05 | checks on power |
| 1 | 0.05 | checks-and-balances |
| 1 | 0.05 | choices |
| 1 | 0.05 | christian |
| 1 | 0.05 | christian nationalism |
| 1 | 0.05 | christianity |
| 1 | 0.05 | citizenship |
| 1 | 0.05 | cival rights |
| 1 | 0.05 | civil |
| 1 | 0.05 | colonization |
| 1 | 0.05 | common rights |
| 1 | 0.05 | community |
| 1 | 0.05 | company |
| 1 | 0.05 | compassionate |
| 1 | 0.05 | competition and free enterprise |
| 1 | 0.05 | compromise |
| 1 | 0.05 | cooperation |
| 1 | 0.05 | cost of living |
| 1 | 0.05 | courage |
| 1 | 0.05 | courage |
| 1 | 0.05 | creativity |
| 1 | 0.05 | cultural pride |
| 1 | 0.05 | culture |
| 1 | 0.05 | defense of nation |
| 1 | 0.05 | democracy to elect |
| 1 | 0.05 | democratic governance |
| 1 | 0.05 | democratic governance |
| 1 | 0.05 | democratic representation |
| 1 | 0.05 | democratic values |
| 1 | 0.05 | denial right to vote based on sex |
| 1 | 0.05 | determination |
| 1 | 0.05 | diversity (somewhat) |
| 1 | 0.05 | diversity and openness |
| 1 | 0.05 | diversity irrespective of race |
| 1 | 0.05 | divisiveness |
| 1 | 0.05 | do not know |
| 1 | 0.05 | do right |
| 1 | 0.05 | dominance |
| 1 | 0.05 | domination |
| 1 | 0.05 | dream |
| 1 | 0.05 | dream big |
| 1 | 0.05 | dream come true |
| 1 | 0.05 | dreams |
| 1 | 0.05 | economic freedom |
| 1 | 0.05 | economic growth |
| 1 | 0.05 | economic growth |
| 1 | 0.05 | economic opportunity |
| 1 | 0.05 | economic success |
| 1 | 0.05 | economy |
| 1 | 0.05 | effciency |
| 1 | 0.05 | effective governance |
| 1 | 0.05 | effective government |
| 1 | 0.05 | efficiency |
| 1 | 0.05 | elections |
| 1 | 0.05 | embracing diversity |
| 1 | 0.05 | emphasis on individuality |
| 1 | 0.05 | empowerment |
| 1 | 0.05 | ensuring liberty |
| 1 | 0.05 | entrepreneur |
| 1 | 0.05 | entreprenurial sprit |
| 1 | 0.05 | equal |
| 1 | 0.05 | equal justice system |
| 1 | 0.05 | equal opportunites |
| 1 | 0.05 | equal opportunities |
| 1 | 0.05 | equal protection |
| 1 | 0.05 | equal protection under the law |
| 1 | 0.05 | equal representation |
| 1 | 0.05 | equal representation |
| 1 | 0.05 | equal rights for all |
| 1 | 0.05 | equality (for some) |
| 1 | 0.05 | equality among citizens |
| 1 | 0.05 | equality amongst citizens |
| 1 | 0.05 | equality for everyone |
| 1 | 0.05 | equality in oppurtunity |
| 1 | 0.05 | equality of law |
| 1 | 0.05 | equality of opportunity |
| 1 | 0.05 | equality of people |
| 1 | 0.05 | equality of rights |
| 1 | 0.05 | equity where it counts |
| 1 | 0.05 | ethics |
| 1 | 0.05 | every citizen has the right to vote (kinda) |
| 1 | 0.05 | everyone has freedom to speak freely |
| 1 | 0.05 | everyone has the right to protect their home/family |
| 1 | 0.05 | everyone is equal |
| 1 | 0.05 | everyone shall be represented accurately |
| 1 | 0.05 | expansion of rights |
| 1 | 0.05 | expression variety |
| 1 | 0.05 | fair |
| 1 | 0.05 | fair judges |
| 1 | 0.05 | fair treatment |
| 1 | 0.05 | fair trial right |
| 1 | 0.05 | fair trials |
| 1 | 0.05 | fairness in the justice system |
| 1 | 0.05 | family-oriented |
| 1 | 0.05 | feeding the corporations |
| 1 | 0.05 | fight for justice |
| 1 | 0.05 | financial freedom |
| 1 | 0.05 | free and open trade |
| 1 | 0.05 | free speech |
| 1 | 0.05 | free speech-ish |
| 1 | 0.05 | free-will |
| 1 | 0.05 | freedom and liberty |
| 1 | 0.05 | freedom for all people |
| 1 | 0.05 | freedom from oppression |
| 1 | 0.05 | freedom from persecution |
| 1 | 0.05 | freedom from prosecution |
| 1 | 0.05 | freedom from religion |
| 1 | 0.05 | freedom from religion |
| 1 | 0.05 | freedom from taxation without representation |
| 1 | 0.05 | freedom from tyrrany |
| 1 | 0.05 | freedom from unreasonable searches and seizures |
| 1 | 0.05 | freedom liberty |
| 1 | 0.05 | freedom of association |
| 1 | 0.05 | freedom of choice |
| 1 | 0.05 | freedom of economic practice |
| 1 | 0.05 | freedom of equality |
| 1 | 0.05 | freedom of expression |
| 1 | 0.05 | freedom of movement |
| 1 | 0.05 | freedom of opportunity |
| 1 | 0.05 | freedom of people |
| 1 | 0.05 | freedom of religon |
| 1 | 0.05 | freedom of self-preservation |
| 1 | 0.05 | freedom of the individual |
| 1 | 0.05 | freedom of the press |
| 1 | 0.05 | freedom of thought |
| 1 | 0.05 | freedom of thought and speech |
| 1 | 0.05 | freedom to assemble |
| 1 | 0.05 | freedom to be an individual |
| 1 | 0.05 | freedom to be diverse |
| 1 | 0.05 | freedom to carry arms |
| 1 | 0.05 | freedom to choose |
| 1 | 0.05 | freedom to live out lives as we want |
| 1 | 0.05 | freedom to love |
| 1 | 0.05 | freedom to self govern |
| 1 | 0.05 | freedom to speak |
| 1 | 0.05 | freedom to speech |
| 1 | 0.05 | freedom to travel |
| 1 | 0.05 | freedom to vote |
| 1 | 0.05 | freedom. |
| 1 | 0.05 | future |
| 1 | 0.05 | gaining an education |
| 1 | 0.05 | gay |
| 1 | 0.05 | generosity |
| 1 | 0.05 | global dominance |
| 1 | 0.05 | global influence |
| 1 | 0.05 | god |
| 1 | 0.05 | god all mighty |
| 1 | 0.05 | good citizens |
| 1 | 0.05 | good health |
| 1 | 0.05 | good life |
| 1 | 0.05 | goodness |
| 1 | 0.05 | governance of people |
| 1 | 0.05 | government by representation or voting |
| 1 | 0.05 | government by the people |
| 1 | 0.05 | guns. |
| 1 | 0.05 | guts |
| 1 | 0.05 | happy |
| 1 | 0.05 | hard work |
| 1 | 0.05 | hard work brings success |
| 1 | 0.05 | hard work, rights, inclusion |
| 1 | 0.05 | hard working |
| 1 | 0.05 | hardwork |
| 1 | 0.05 | hatred |
| 1 | 0.05 | have opinions |
| 1 | 0.05 | health |
| 1 | 0.05 | helpful |
| 1 | 0.05 | hierarchy |
| 1 | 0.05 | honest |
| 1 | 0.05 | honestly |
| 1 | 0.05 | honesty |
| 1 | 0.05 | honor |
| 1 | 0.05 | honorable |
| 1 | 0.05 | human liberty |
| 1 | 0.05 | humanity |
| 1 | 0.05 | immigrants |
| 1 | 0.05 | importance of time |
| 1 | 0.05 | inaliable rights cannot be revoked |
| 1 | 0.05 | inclusion |
| 1 | 0.05 | independance |
| 1 | 0.05 | independency |
| 1 | 0.05 | indepenence |
| 1 | 0.05 | individual choice |
| 1 | 0.05 | individual freedom |
| 1 | 0.05 | individual liberty |
| 1 | 0.05 | individual over mobs |
| 1 | 0.05 | individual rights |
| 1 | 0.05 | individualism and independence |
| 1 | 0.05 | individualism in the community |
| 1 | 0.05 | individuality |
| 1 | 0.05 | indiviiduality of choice |
| 1 | 0.05 | indivilidualism |
| 1 | 0.05 | influencial |
| 1 | 0.05 | information |
| 1 | 0.05 | ingenuity |
| 1 | 0.05 | ingenuity |
| 1 | 0.05 | ingeunity |
| 1 | 0.05 | innocent until proven guilty |
| 1 | 0.05 | integrity |
| 1 | 0.05 | intelligence |
| 1 | 0.05 | justice - rewritten |
| 1 | 0.05 | justice for all citizens |
| 1 | 0.05 | justice is the third topic |
| 1 | 0.05 | kindness |
| 1 | 0.05 | land of free |
| 1 | 0.05 | land of opportunities |
| 1 | 0.05 | law abiding |
| 1 | 0.05 | law and order |
| 1 | 0.05 | laws |
| 1 | 0.05 | leader |
| 1 | 0.05 | leadership |
| 1 | 0.05 | leadership |
| 1 | 0.05 | liberal |
| 1 | 0.05 | liberity |
| 1 | 0.05 | liberty in everyone’s hands |
| 1 | 0.05 | liberty to laugh, live, love |
| 1 | 0.05 | life improvement |
| 1 | 0.05 | life, liberty and pursuit of happiness. |
| 1 | 0.05 | limited government |
| 1 | 0.05 | love |
| 1 | 0.05 | love for country |
| 1 | 0.05 | love for man |
| 1 | 0.05 | love of country |
| 1 | 0.05 | love of god |
| 1 | 0.05 | love thy neighbor |
| 1 | 0.05 | low taxes |
| 1 | 0.05 | loyal |
| 1 | 0.05 | loyalty to country |
| 1 | 0.05 | magnanimity |
| 1 | 0.05 | making money |
| 1 | 0.05 | materialism |
| 1 | 0.05 | melting pot |
| 1 | 0.05 | merit |
| 1 | 0.05 | mistreatment |
| 1 | 0.05 | moral |
| 1 | 0.05 | morals |
| 1 | 0.05 | motivation |
| 1 | 0.05 | national security |
| 1 | 0.05 | no birthrights |
| 1 | 0.05 | no censership |
| 1 | 0.05 | no censorship |
| 1 | 0.05 | no crime unpunished |
| 1 | 0.05 | no cruel and unusual punishment (sorta) |
| 1 | 0.05 | no government interference |
| 1 | 0.05 | no monarchy |
| 1 | 0.05 | no one above the law |
| 1 | 0.05 | no poll tax |
| 1 | 0.05 | no prohibition |
| 1 | 0.05 | no slavery |
| 1 | 0.05 | no taxation without representation |
| 1 | 0.05 | no unreasonable search |
| 1 | 0.05 | nobody is abovet he law |
| 1 | 0.05 | not united |
| 1 | 0.05 | obeying laws |
| 1 | 0.05 | one nation |
| 1 | 0.05 | one nation under god |
| 1 | 0.05 | open-minded |
| 1 | 0.05 | openness to all |
| 1 | 0.05 | opinions |
| 1 | 0.05 | opportunistic |
| 1 | 0.05 | opportunity for all |
| 1 | 0.05 | opportunity for prosperity |
| 1 | 0.05 | ownershiip |
| 1 | 0.05 | patriot |
| 1 | 0.05 | pay taxes |
| 1 | 0.05 | peaceful protest |
| 1 | 0.05 | people |
| 1 | 0.05 | people are all equal |
| 1 | 0.05 | perseverance |
| 1 | 0.05 | personal choice |
| 1 | 0.05 | personal liberty |
| 1 | 0.05 | personal rights |
| 1 | 0.05 | petition the government |
| 1 | 0.05 | places |
| 1 | 0.05 | policy |
| 1 | 0.05 | political correctness |
| 1 | 0.05 | political equality |
| 1 | 0.05 | political freedom |
| 1 | 0.05 | political freedom |
| 1 | 0.05 | politics |
| 1 | 0.05 | popular sovereignity |
| 1 | 0.05 | popular sovereignty |
| 1 | 0.05 | posibilities |
| 1 | 0.05 | posterity |
| 1 | 0.05 | power separation |
| 1 | 0.05 | power to people |
| 1 | 0.05 | practice religion |
| 1 | 0.05 | press |
| 1 | 0.05 | prioritize americans |
| 1 | 0.05 | privacy |
| 1 | 0.05 | privacy rights |
| 1 | 0.05 | production |
| 1 | 0.05 | progress in all areas |
| 1 | 0.05 | protect people from unlawful search/seizure |
| 1 | 0.05 | protect the weak |
| 1 | 0.05 | protecting weaker countries |
| 1 | 0.05 | protection from it enemies from the government |
| 1 | 0.05 | protectionism |
| 1 | 0.05 | provides the right to a jury in civil lawsuits |
| 1 | 0.05 | punishing minorities |
| 1 | 0.05 | punishing the poor |
| 1 | 0.05 | pursit of happiness |
| 1 | 0.05 | pursue your dreams |
| 1 | 0.05 | pursuit life and happiness |
| 1 | 0.05 | pursuit of liberty |
| 1 | 0.05 | quality of life |
| 1 | 0.05 | reliance |
| 1 | 0.05 | religion |
| 1 | 0.05 | religion freedom |
| 1 | 0.05 | religious freedom |
| 1 | 0.05 | religious morals |
| 1 | 0.05 | religious/governmental separation |
| 1 | 0.05 | representational democracy |
| 1 | 0.05 | republicanism |
| 1 | 0.05 | resourcefulness |
| 1 | 0.05 | respect |
| 1 | 0.05 | respect for fellow citizens |
| 1 | 0.05 | respect for the law |
| 1 | 0.05 | respect others |
| 1 | 0.05 | right against search seizure |
| 1 | 0.05 | right bear arms |
| 1 | 0.05 | right of choice |
| 1 | 0.05 | right to a fair trial |
| 1 | 0.05 | right to a fair trial |
| 1 | 0.05 | right to a fair trial (-ish) |
| 1 | 0.05 | right to assemble |
| 1 | 0.05 | right to defend |
| 1 | 0.05 | right to education |
| 1 | 0.05 | right to fair trial |
| 1 | 0.05 | right to gather |
| 1 | 0.05 | right to govern |
| 1 | 0.05 | right to governance |
| 1 | 0.05 | right to happiness |
| 1 | 0.05 | right to jury |
| 1 | 0.05 | right to liberty |
| 1 | 0.05 | right to life |
| 1 | 0.05 | right to own arms |
| 1 | 0.05 | right to own property |
| 1 | 0.05 | right to pay taxes |
| 1 | 0.05 | right to petition |
| 1 | 0.05 | right to petition government |
| 1 | 0.05 | right to petition government |
| 1 | 0.05 | right to prosperity |
| 1 | 0.05 | right to protect |
| 1 | 0.05 | right to public trial |
| 1 | 0.05 | right to pursue happiness |
| 1 | 0.05 | right to religious freedom |
| 1 | 0.05 | right to speedy trail |
| 1 | 0.05 | right to vote |
| 1 | 0.05 | rights |
| 1 | 0.05 | rights of every person protected |
| 1 | 0.05 | rights of the people |
| 1 | 0.05 | rights to freedom |
| 1 | 0.05 | rights to guns |
| 1 | 0.05 | rights. |
| 1 | 0.05 | rule of law |
| 1 | 0.05 | rule of the law |
| 1 | 0.05 | sanctuary |
| 1 | 0.05 | saying what’s needed |
| 1 | 0.05 | security |
| 1 | 0.05 | self |
| 1 | 0.05 | self appointed world police |
| 1 | 0.05 | self expression |
| 1 | 0.05 | self governance |
| 1 | 0.05 | self governing |
| 1 | 0.05 | self government |
| 1 | 0.05 | self help |
| 1 | 0.05 | self rule |
| 1 | 0.05 | self-boundaries |
| 1 | 0.05 | self-direction |
| 1 | 0.05 | self-governance |
| 1 | 0.05 | self-government |
| 1 | 0.05 | self-halp |
| 1 | 0.05 | separation church state |
| 1 | 0.05 | separation church/state |
| 1 | 0.05 | separation of church |
| 1 | 0.05 | separation of church and state |
| 1 | 0.05 | separation of power |
| 1 | 0.05 | seperation of power |
| 1 | 0.05 | seperation of powers |
| 1 | 0.05 | social justice |
| 1 | 0.05 | solidarity |
| 1 | 0.05 | solo |
| 1 | 0.05 | sovereignty |
| 1 | 0.05 | speaking freely |
| 1 | 0.05 | speedy trial |
| 1 | 0.05 | spreading our agenda |
| 1 | 0.05 | stability |
| 1 | 0.05 | states rights |
| 1 | 0.05 | staying in office |
| 1 | 0.05 | strategies |
| 1 | 0.05 | strenght |
| 1 | 0.05 | strength |
| 1 | 0.05 | strong institutions |
| 1 | 0.05 | succeed |
| 1 | 0.05 | sufferage |
| 1 | 0.05 | tenacity |
| 1 | 0.05 | the ability to speak without fear of persecution |
| 1 | 0.05 | the american dream |
| 1 | 0.05 | the future |
| 1 | 0.05 | the importance of family |
| 1 | 0.05 | the land of opportunity |
| 1 | 0.05 | the principle of equal treatment or opportunities for all individuals in a society is known as equality |
| 1 | 0.05 | the pursuit of happiness matters for all |
| 1 | 0.05 | the rule of law |
| 1 | 0.05 | timely trial |
| 1 | 0.05 | to be able to be an individual |
| 1 | 0.05 | to be able to change |
| 1 | 0.05 | to be able to help |
| 1 | 0.05 | to be independent |
| 1 | 0.05 | to have equal rights |
| 1 | 0.05 | to protect |
| 1 | 0.05 | to serve |
| 1 | 0.05 | togatherness |
| 1 | 0.05 | trans |
| 1 | 0.05 | truthfulness |
| 1 | 0.05 | under god |
| 1 | 0.05 | under the law, everyone is equal |
| 1 | 0.05 | unfairness |
| 1 | 0.05 | uniy |
| 1 | 0.05 | uphold the law |
| 1 | 0.05 | uplift |
| 1 | 0.05 | value |
| 1 | 0.05 | value of liberty |
| 1 | 0.05 | virtue |
| 1 | 0.05 | voting equality |
| 1 | 0.05 | war |
| 1 | 0.05 | we the people |
| 1 | 0.05 | welfare |
| 1 | 0.05 | work |
| 1 | 0.05 | working together |
| 1 | 0.05 | world power |
| 1 | 0.05 | worthy |
US in practice
df_bsc_long %>%
dplyr::select(type,value) %>%
filter(type == "uspractice") %>%
group_by(value) %>%
summarise(N = n()) %>%
ungroup() %>%
mutate(Perc = round(100*(N/sum(N)),2)) %>%
ungroup() %>%
arrange(desc(N)) %>%
dplyr::select(N,Perc,value) %>%
kbl() %>%
kable_styling(bootstrap_options = "hover",
position = "left") %>%
scroll_box(width = "100%", height = "400px")| N | Perc | value |
|---|---|---|
| 147 | 7.30 | freedom |
| 71 | 3.52 | equality |
| 66 | 3.28 | democracy |
| 48 | 2.38 | capitalism |
| 47 | 2.33 | justice |
| 42 | 2.08 | liberty |
| 35 | 1.74 | diversity |
| 33 | 1.64 | opportunity |
| 32 | 1.59 | freedom of speech |
| 31 | 1.54 | individualism |
| 30 | 1.49 | independence |
| 26 | 1.29 | greed |
| 25 | 1.24 | power |
| 23 | 1.14 | innovation |
| 18 | 0.89 | freedom of religion |
| 18 | 0.89 | unity |
| 16 | 0.79 | fairness |
| 16 | 0.79 | patriotism |
| 14 | 0.69 | strength |
| 11 | 0.55 | money |
| 10 | 0.50 | hard work |
| 9 | 0.45 | human rights |
| 9 | 0.45 | religious freedom |
| 9 | 0.45 | success |
| 9 | 0.45 | wealth |
| 8 | 0.40 | control |
| 8 | 0.40 | family |
| 8 | 0.40 | free speech |
| 8 | 0.40 | global influence |
| 8 | 0.40 | happiness |
| 8 | 0.40 | national security |
| 8 | 0.40 | opportunity |
| 8 | 0.40 | pursuit of happiness |
| 7 | 0.35 | competition |
| 7 | 0.35 | materialism |
| 7 | 0.35 | nationalism |
| 7 | 0.35 | peace |
| 7 | 0.35 | profit |
| 6 | 0.30 | choice |
| 6 | 0.30 | community |
| 6 | 0.30 | diversity |
| 6 | 0.30 | equal rights |
| 6 | 0.30 | equality |
| 6 | 0.30 | freedom of choice |
| 6 | 0.30 | individualism |
| 6 | 0.30 | pride |
| 6 | 0.30 | prosperity |
| 6 | 0.30 | protection |
| 6 | 0.30 | respect |
| 6 | 0.30 | right to bear arms |
| 5 | 0.25 | capitalism |
| 5 | 0.25 | courage |
| 5 | 0.25 | democracy |
| 5 | 0.25 | economic growth |
| 5 | 0.25 | freedom of speech |
| 5 | 0.25 | growth |
| 5 | 0.25 | honesty |
| 5 | 0.25 | inclusion |
| 5 | 0.25 | inequality |
| 5 | 0.25 | integrity |
| 5 | 0.25 | life |
| 5 | 0.25 | military strength |
| 5 | 0.25 | patriotism |
| 5 | 0.25 | progress |
| 5 | 0.25 | racism |
| 5 | 0.25 | religion |
| 5 | 0.25 | rule of law |
| 5 | 0.25 | safety |
| 5 | 0.25 | same as last |
| 5 | 0.25 | self-government |
| 5 | 0.25 | truth |
| 4 | 0.20 | american dream |
| 4 | 0.20 | bear arms |
| 4 | 0.20 | conservatism |
| 4 | 0.20 | consumerism |
| 4 | 0.20 | education |
| 4 | 0.20 | equal opportunity |
| 4 | 0.20 | expression |
| 4 | 0.20 | freedom |
| 4 | 0.20 | freedom of press |
| 4 | 0.20 | honor |
| 4 | 0.20 | independence |
| 4 | 0.20 | loyalty |
| 4 | 0.20 | melting pot |
| 4 | 0.20 | military power |
| 4 | 0.20 | oligarchy |
| 4 | 0.20 | rights |
| 3 | 0.15 | autonomy |
| 3 | 0.15 | creativity |
| 3 | 0.15 | democratic governance |
| 3 | 0.15 | diversity and inclusion |
| 3 | 0.15 | division |
| 3 | 0.15 | domination |
| 3 | 0.15 | economic power |
| 3 | 0.15 | equity |
| 3 | 0.15 | free market |
| 3 | 0.15 | freedom to vote |
| 3 | 0.15 | freedoms |
| 3 | 0.15 | gun rights |
| 3 | 0.15 | hardwork |
| 3 | 0.15 | hatred |
| 3 | 0.15 | imperialism |
| 3 | 0.15 | individuality |
| 3 | 0.15 | influence |
| 3 | 0.15 | justice |
| 3 | 0.15 | liberty |
| 3 | 0.15 | love |
| 3 | 0.15 | love of country |
| 3 | 0.15 | loyalty |
| 3 | 0.15 | military |
| 3 | 0.15 | military dominance |
| 3 | 0.15 | oppression |
| 3 | 0.15 | right to vote |
| 3 | 0.15 | security |
| 3 | 0.15 | support |
| 3 | 0.15 | taxes |
| 3 | 0.15 | trust |
| 2 | 0.10 | advancement |
| 2 | 0.10 | brave |
| 2 | 0.10 | change |
| 2 | 0.10 | compassion |
| 2 | 0.10 | conformity |
| 2 | 0.10 | corporations |
| 2 | 0.10 | corruption |
| 2 | 0.10 | cruelty |
| 2 | 0.10 | democratic |
| 2 | 0.10 | dignity |
| 2 | 0.10 | dominance |
| 2 | 0.10 | economic freedom |
| 2 | 0.10 | economic opportunity |
| 2 | 0.10 | equality for all |
| 2 | 0.10 | equality for everyone |
| 2 | 0.10 | exploitation |
| 2 | 0.10 | fair |
| 2 | 0.10 | federalism |
| 2 | 0.10 | food |
| 2 | 0.10 | freedom of expression |
| 2 | 0.10 | freedom of religion |
| 2 | 0.10 | freedon |
| 2 | 0.10 | generosity |
| 2 | 0.10 | global dominance |
| 2 | 0.10 | god |
| 2 | 0.10 | guns |
| 2 | 0.10 | happy |
| 2 | 0.10 | hard working |
| 2 | 0.10 | hypocrisy |
| 2 | 0.10 | ignorance |
| 2 | 0.10 | individual freedom |
| 2 | 0.10 | individual rights |
| 2 | 0.10 | inequality |
| 2 | 0.10 | injustice |
| 2 | 0.10 | innovation |
| 2 | 0.10 | innovation and progress |
| 2 | 0.10 | inspiration |
| 2 | 0.10 | leadership |
| 2 | 0.10 | living your dream |
| 2 | 0.10 | might makes right |
| 2 | 0.10 | moral values |
| 2 | 0.10 | national security |
| 2 | 0.10 | opportunities |
| 2 | 0.10 | opportunity for all |
| 2 | 0.10 | oppurtunity |
| 2 | 0.10 | personal freedom |
| 2 | 0.10 | personal liberty |
| 2 | 0.10 | pragmatism |
| 2 | 0.10 | prosperity |
| 2 | 0.10 | pursuit of happiness |
| 2 | 0.10 | responsibility |
| 2 | 0.10 | right to |
| 2 | 0.10 | right to protest |
| 2 | 0.10 | security |
| 2 | 0.10 | self help |
| 2 | 0.10 | self-interest |
| 2 | 0.10 | self-reliance |
| 2 | 0.10 | separation of powers |
| 2 | 0.10 | strong |
| 2 | 0.10 | superiority |
| 2 | 0.10 | tenacity |
| 2 | 0.10 | time |
| 2 | 0.10 | tolerance |
| 2 | 0.10 | tradition |
| 2 | 0.10 | value |
| 2 | 0.10 | violence |
| 2 | 0.10 | virtue |
| 2 | 0.10 | war |
| 1 | 0.05 | provision of jobs |
| 1 | 0.05 | “freedom of speech” |
| 1 | 0.05 | “freedom” |
| 1 | 0.05 | ’+opportunities for some |
| 1 | 0.05 | 2nd amendment |
| 1 | 0.05 | a thriving economy |
| 1 | 0.05 | ability to choose |
| 1 | 0.05 | ability to progress |
| 1 | 0.05 | able to pick what job you want to do |
| 1 | 0.05 | able to vote for presidency |
| 1 | 0.05 | absolute power |
| 1 | 0.05 | abusing the uneducated |
| 1 | 0.05 | acceptance |
| 1 | 0.05 | access to healthcare |
| 1 | 0.05 | accountability |
| 1 | 0.05 | achievement |
| 1 | 0.05 | adaptation |
| 1 | 0.05 | adventagious |
| 1 | 0.05 | adventure |
| 1 | 0.05 | against slavery |
| 1 | 0.05 | agreeableness |
| 1 | 0.05 | aiding and abetting crime |
| 1 | 0.05 | all men are created equal |
| 1 | 0.05 | ally to weak |
| 1 | 0.05 | ally’s |
| 1 | 0.05 | ambition |
| 1 | 0.05 | american |
| 1 | 0.05 | anti-worker |
| 1 | 0.05 | appeasing of 98% |
| 1 | 0.05 | apperances |
| 1 | 0.05 | arrogance |
| 1 | 0.05 | arrogance |
| 1 | 0.05 | assistance |
| 1 | 0.05 | authoritarianism |
| 1 | 0.05 | basic rights for all |
| 1 | 0.05 | be able to live on or off the grid if wanted. |
| 1 | 0.05 | be kind |
| 1 | 0.05 | be own person |
| 1 | 0.05 | be strong |
| 1 | 0.05 | bearing arms |
| 1 | 0.05 | being able to vote |
| 1 | 0.05 | being as nice or mean as we want |
| 1 | 0.05 | benefiting the rich |
| 1 | 0.05 | bill |
| 1 | 0.05 | blacks less than |
| 1 | 0.05 | bodily autonomy |
| 1 | 0.05 | boldness |
| 1 | 0.05 | boredom |
| 1 | 0.05 | bravery |
| 1 | 0.05 | capability |
| 1 | 0.05 | capatalism |
| 1 | 0.05 | capital |
| 1 | 0.05 | capitaliam |
| 1 | 0.05 | capitalism is king. |
| 1 | 0.05 | capitalism, individualism, expression |
| 1 | 0.05 | capitalist economy |
| 1 | 0.05 | capitalistic greed |
| 1 | 0.05 | celebrating |
| 1 | 0.05 | celebrities |
| 1 | 0.05 | chance for economic success |
| 1 | 0.05 | change or mobility |
| 1 | 0.05 | changing |
| 1 | 0.05 | checks and balances |
| 1 | 0.05 | cheering underdogs |
| 1 | 0.05 | choices |
| 1 | 0.05 | christian based leadership |
| 1 | 0.05 | christian nationalism |
| 1 | 0.05 | christian only. |
| 1 | 0.05 | christian values |
| 1 | 0.05 | christianity |
| 1 | 0.05 | civic action |
| 1 | 0.05 | civic freedom |
| 1 | 0.05 | civil rights |
| 1 | 0.05 | civil rights |
| 1 | 0.05 | clarity |
| 1 | 0.05 | classism |
| 1 | 0.05 | climate protection |
| 1 | 0.05 | climbing the ladder |
| 1 | 0.05 | cohesiveness |
| 1 | 0.05 | colonialism |
| 1 | 0.05 | commercialization |
| 1 | 0.05 | community |
| 1 | 0.05 | community and civic duty |
| 1 | 0.05 | competition |
| 1 | 0.05 | competition and free enterprise |
| 1 | 0.05 | comradery |
| 1 | 0.05 | concentration of wealth |
| 1 | 0.05 | conquest |
| 1 | 0.05 | constitution |
| 1 | 0.05 | constitutional right |
| 1 | 0.05 | consumption |
| 1 | 0.05 | consumptions |
| 1 | 0.05 | contented |
| 1 | 0.05 | control |
| 1 | 0.05 | convenient interpretation |
| 1 | 0.05 | cooperation |
| 1 | 0.05 | corperations |
| 1 | 0.05 | corporate enrichment |
| 1 | 0.05 | corporate greed |
| 1 | 0.05 | corruption of politicians |
| 1 | 0.05 | creativity |
| 1 | 0.05 | criminal due process |
| 1 | 0.05 | cross-cultural chauvinism |
| 1 | 0.05 | cultish miltiary worship |
| 1 | 0.05 | cultural innovation |
| 1 | 0.05 | cultural plurality |
| 1 | 0.05 | culturally diverse |
| 1 | 0.05 | curage |
| 1 | 0.05 | decency |
| 1 | 0.05 | deception |
| 1 | 0.05 | deciept |
| 1 | 0.05 | dedication |
| 1 | 0.05 | defending freedom |
| 1 | 0.05 | defense |
| 1 | 0.05 | democracy for everyone |
| 1 | 0.05 | democracy practice |
| 1 | 0.05 | democracy. |
| 1 | 0.05 | democratic goverance |
| 1 | 0.05 | democratic government |
| 1 | 0.05 | democratic government refers to a form of government that is based on the principles of democracy |
| 1 | 0.05 | democratic republic |
| 1 | 0.05 | democratic society |
| 1 | 0.05 | democrazy |
| 1 | 0.05 | democroacy |
| 1 | 0.05 | demorcracy |
| 1 | 0.05 | desire |
| 1 | 0.05 | determination |
| 1 | 0.05 | diplomacy |
| 1 | 0.05 | distinctive ability |
| 1 | 0.05 | diversification |
| 1 | 0.05 | diversity, courage, growth |
| 1 | 0.05 | divided politics |
| 1 | 0.05 | divine destiny |
| 1 | 0.05 | division |
| 1 | 0.05 | divisive polotics |
| 1 | 0.05 | divisiveness |
| 1 | 0.05 | do your thing |
| 1 | 0.05 | doing well |
| 1 | 0.05 | doninance |
| 1 | 0.05 | drama |
| 1 | 0.05 | dream big |
| 1 | 0.05 | dream, insight, wisdom |
| 1 | 0.05 | dreams |
| 1 | 0.05 | due process |
| 1 | 0.05 | eagles |
| 1 | 0.05 | ease |
| 1 | 0.05 | economic expansion |
| 1 | 0.05 | economic growth |
| 1 | 0.05 | economic prosperity |
| 1 | 0.05 | economy |
| 1 | 0.05 | economy |
| 1 | 0.05 | education for everyone |
| 1 | 0.05 | educational opportunity |
| 1 | 0.05 | elie has freedom |
| 1 | 0.05 | elietism |
| 1 | 0.05 | elite |
| 1 | 0.05 | embrace differences |
| 1 | 0.05 | employment |
| 1 | 0.05 | ensuring liberty |
| 1 | 0.05 | entreprenuership |
| 1 | 0.05 | entreprunurial spirit |
| 1 | 0.05 | eqaulity |
| 1 | 0.05 | equal opportunity for all |
| 1 | 0.05 | equal opportunity if you can afford it |
| 1 | 0.05 | equal rights |
| 1 | 0.05 | equal rights for all |
| 1 | 0.05 | equal rights for all |
| 1 | 0.05 | equality amongst each other |
| 1 | 0.05 | equality of rights |
| 1 | 0.05 | equality, democracy, justice |
| 1 | 0.05 | equity in practice |
| 1 | 0.05 | equity of outcomes |
| 1 | 0.05 | everybody has a chance |
| 1 | 0.05 | evil |
| 1 | 0.05 | excellence |
| 1 | 0.05 | exceptionalism |
| 1 | 0.05 | excessive |
| 1 | 0.05 | expansion of powers |
| 1 | 0.05 | exploitation |
| 1 | 0.05 | exploitation of labor |
| 1 | 0.05 | exploiting others |
| 1 | 0.05 | fair and just punishment |
| 1 | 0.05 | fair government representation by the people |
| 1 | 0.05 | fair in practice |
| 1 | 0.05 | fair justice system |
| 1 | 0.05 | fairness |
| 1 | 0.05 | fairness for all |
| 1 | 0.05 | fairness for some |
| 1 | 0.05 | fairness to all |
| 1 | 0.05 | falsehood |
| 1 | 0.05 | family values |
| 1 | 0.05 | fast paced |
| 1 | 0.05 | favoritism |
| 1 | 0.05 | fear |
| 1 | 0.05 | federalism |
| 1 | 0.05 | fighting spirit |
| 1 | 0.05 | financial freedom |
| 1 | 0.05 | financial gain |
| 1 | 0.05 | financial opportunity |
| 1 | 0.05 | first ammendment |
| 1 | 0.05 | flexibility |
| 1 | 0.05 | focus on anger |
| 1 | 0.05 | following christianity |
| 1 | 0.05 | following dreams |
| 1 | 0.05 | food for everyone |
| 1 | 0.05 | for big businesses |
| 1 | 0.05 | forced global expansion for economic/military gain |
| 1 | 0.05 | forcing non-european culture on people |
| 1 | 0.05 | foreign alliance |
| 1 | 0.05 | free |
| 1 | 0.05 | free enterprise |
| 1 | 0.05 | free enterprise |
| 1 | 0.05 | free expression suppression |
| 1 | 0.05 | free healthcare |
| 1 | 0.05 | free market |
| 1 | 0.05 | free market capitalism |
| 1 | 0.05 | free speech permits |
| 1 | 0.05 | free to carry arms |
| 1 | 0.05 | free to choose any religion |
| 1 | 0.05 | freedom and liberty |
| 1 | 0.05 | freedom being christian |
| 1 | 0.05 | freedom for all |
| 1 | 0.05 | freedom for individual |
| 1 | 0.05 | freedom for men |
| 1 | 0.05 | freedom for the wealthy |
| 1 | 0.05 | freedom from other countries |
| 1 | 0.05 | freedom from unfair prosecution |
| 1 | 0.05 | freedom of assembly |
| 1 | 0.05 | freedom of choice |
| 1 | 0.05 | freedom of life |
| 1 | 0.05 | freedom of opportunity |
| 1 | 0.05 | freedom of religion, culture, expression |
| 1 | 0.05 | freedom of speech and thought |
| 1 | 0.05 | freedom of the individual |
| 1 | 0.05 | freedom oh thought |
| 1 | 0.05 | freedom to be |
| 1 | 0.05 | freedom to bear arms |
| 1 | 0.05 | freedom to live their live as they choose. |
| 1 | 0.05 | freedom to pursue |
| 1 | 0.05 | freedom to speak freely about concepts and ideas |
| 1 | 0.05 | freedom to speech |
| 1 | 0.05 | freedom with liberties |
| 1 | 0.05 | freedom, liberty |
| 1 | 0.05 | freedom, liberty, opportunity |
| 1 | 0.05 | freedom. |
| 1 | 0.05 | fundamental rights |
| 1 | 0.05 | funding foreign genocides |
| 1 | 0.05 | future |
| 1 | 0.05 | future progress |
| 1 | 0.05 | gay |
| 1 | 0.05 | genetically modified food |
| 1 | 0.05 | global influence |
| 1 | 0.05 | global no.1 military super power |
| 1 | 0.05 | globalization |
| 1 | 0.05 | gluttony |
| 1 | 0.05 | gluttony |
| 1 | 0.05 | god’s chosen people |
| 1 | 0.05 | goodness |
| 1 | 0.05 | gossip |
| 1 | 0.05 | government works for people |
| 1 | 0.05 | grateful |
| 1 | 0.05 | greater good |
| 1 | 0.05 | greatest innovations are here |
| 1 | 0.05 | greed for corporations |
| 1 | 0.05 | greedy corporations |
| 1 | 0.05 | greedy minorities |
| 1 | 0.05 | greedy nonprofits |
| 1 | 0.05 | greedy polotitians |
| 1 | 0.05 | gun ownership |
| 1 | 0.05 | guns |
| 1 | 0.05 | happiness |
| 1 | 0.05 | happy |
| 1 | 0.05 | hard work=success |
| 1 | 0.05 | hardwork |
| 1 | 0.05 | hardworking |
| 1 | 0.05 | hate |
| 1 | 0.05 | have the right to carry a weapon for protection. |
| 1 | 0.05 | having a jury of your peers |
| 1 | 0.05 | health. |
| 1 | 0.05 | hedonism |
| 1 | 0.05 | help others |
| 1 | 0.05 | help the poor |
| 1 | 0.05 | help the weak |
| 1 | 0.05 | help your neighbor |
| 1 | 0.05 | helpful |
| 1 | 0.05 | helping others |
| 1 | 0.05 | helping out others |
| 1 | 0.05 | hierarchy |
| 1 | 0.05 | high status |
| 1 | 0.05 | homogeneity |
| 1 | 0.05 | honest |
| 1 | 0.05 | hopefulness |
| 1 | 0.05 | hubris |
| 1 | 0.05 | human right |
| 1 | 0.05 | humanity |
| 1 | 0.05 | idolization |
| 1 | 0.05 | illusion of meritocracy |
| 1 | 0.05 | immigration |
| 1 | 0.05 | imperialism |
| 1 | 0.05 | imperialistic |
| 1 | 0.05 | importance of time |
| 1 | 0.05 | indepedence |
| 1 | 0.05 | independance |
| 1 | 0.05 | independence and self-reliance |
| 1 | 0.05 | independent states |
| 1 | 0.05 | indivdiualism |
| 1 | 0.05 | individual achievement |
| 1 | 0.05 | individual freedom |
| 1 | 0.05 | individual right |
| 1 | 0.05 | individualism and independence |
| 1 | 0.05 | individuals security |
| 1 | 0.05 | industrialism |
| 1 | 0.05 | industriousness |
| 1 | 0.05 | industriousness |
| 1 | 0.05 | industry |
| 1 | 0.05 | indvidualsim |
| 1 | 0.05 | ineffectiveness |
| 1 | 0.05 | infantilization |
| 1 | 0.05 | inflation |
| 1 | 0.05 | informality |
| 1 | 0.05 | ingenuity |
| 1 | 0.05 | innocent before proven guilty |
| 1 | 0.05 | innovative |
| 1 | 0.05 | inovation |
| 1 | 0.05 | instant gratificiation |
| 1 | 0.05 | intelligence |
| 1 | 0.05 | intolerance |
| 1 | 0.05 | intolerance of each other |
| 1 | 0.05 | judicial equality |
| 1 | 0.05 | jury of peers |
| 1 | 0.05 | jusice is fair |
| 1 | 0.05 | justice - rewritten |
| 1 | 0.05 | justice for all |
| 1 | 0.05 | justice for the well-connected |
| 1 | 0.05 | justice is blind |
| 1 | 0.05 | keeping people in poverty where they are |
| 1 | 0.05 | kindness |
| 1 | 0.05 | knowledge. |
| 1 | 0.05 | laissez faire |
| 1 | 0.05 | land |
| 1 | 0.05 | land of opportunity |
| 1 | 0.05 | land of the lost |
| 1 | 0.05 | law and order |
| 1 | 0.05 | law and order |
| 1 | 0.05 | law imposing and abiding |
| 1 | 0.05 | laws |
| 1 | 0.05 | laws for some |
| 1 | 0.05 | leader |
| 1 | 0.05 | leadership |
| 1 | 0.05 | less government control over personal beliefs |
| 1 | 0.05 | lgbt |
| 1 | 0.05 | lgbtq no power |
| 1 | 0.05 | lgbtq+ rights |
| 1 | 0.05 | liberal |
| 1 | 0.05 | liberalism |
| 1 | 0.05 | limited government |
| 1 | 0.05 | limiting rights |
| 1 | 0.05 | limitless boundaries |
| 1 | 0.05 | lip-service to freedom |
| 1 | 0.05 | living the dream |
| 1 | 0.05 | loss of freedom |
| 1 | 0.05 | loss of happiness |
| 1 | 0.05 | lost society |
| 1 | 0.05 | love of god |
| 1 | 0.05 | low taxes |
| 1 | 0.05 | loyal |
| 1 | 0.05 | loyalty to america |
| 1 | 0.05 | loyalty to citizens |
| 1 | 0.05 | luxury |
| 1 | 0.05 | maintain systems that keep people in power |
| 1 | 0.05 | maintaining status quo |
| 1 | 0.05 | majority rules, minority rights |
| 1 | 0.05 | making money to live |
| 1 | 0.05 | making sure citizens don’t own property |
| 1 | 0.05 | making sure everyone embraces lgbt |
| 1 | 0.05 | meddling |
| 1 | 0.05 | melting pot |
| 1 | 0.05 | mens rights |
| 1 | 0.05 | merica |
| 1 | 0.05 | merit |
| 1 | 0.05 | merit based |
| 1 | 0.05 | militarism |
| 1 | 0.05 | military expansion |
| 1 | 0.05 | military might |
| 1 | 0.05 | military strength |
| 1 | 0.05 | military values |
| 1 | 0.05 | misogyny |
| 1 | 0.05 | mix |
| 1 | 0.05 | mobility |
| 1 | 0.05 | mobility |
| 1 | 0.05 | money making |
| 1 | 0.05 | money money me me |
| 1 | 0.05 | money talks |
| 1 | 0.05 | monopolization |
| 1 | 0.05 | morality |
| 1 | 0.05 | morality |
| 1 | 0.05 | multi-cuturalism |
| 1 | 0.05 | murder is wrong |
| 1 | 0.05 | national pride |
| 1 | 0.05 | national security is a significant concern |
| 1 | 0.05 | negrophilliac |
| 1 | 0.05 | neighborly |
| 1 | 0.05 | neighbors |
| 1 | 0.05 | new beginnings |
| 1 | 0.05 | new life |
| 1 | 0.05 | no unlawful search |
| 1 | 0.05 | no upper limits |
| 1 | 0.05 | not actually free. |
| 1 | 0.05 | not united |
| 1 | 0.05 | obedience |
| 1 | 0.05 | obey the law |
| 1 | 0.05 | only rich survive |
| 1 | 0.05 | open free trade |
| 1 | 0.05 | openness/transparency |
| 1 | 0.05 | opinions |
| 1 | 0.05 | opportuinity |
| 1 | 0.05 | opportunism |
| 1 | 0.05 | opportunistic |
| 1 | 0.05 | opportunity for all |
| 1 | 0.05 | opportunity for all citizens |
| 1 | 0.05 | opportunity for happiness |
| 1 | 0.05 | opportunity for success |
| 1 | 0.05 | opportunity under capitalism |
| 1 | 0.05 | oppression of regular citizens. |
| 1 | 0.05 | opputuinty |
| 1 | 0.05 | opression |
| 1 | 0.05 | options or market |
| 1 | 0.05 | order |
| 1 | 0.05 | order |
| 1 | 0.05 | original |
| 1 | 0.05 | ownership |
| 1 | 0.05 | patriarchy |
| 1 | 0.05 | patriostism |
| 1 | 0.05 | patriotic |
| 1 | 0.05 | pay taxes |
| 1 | 0.05 | peacekeeping the world even |
| 1 | 0.05 | people don’t care. |
| 1 | 0.05 | peoples |
| 1 | 0.05 | perfect democracy |
| 1 | 0.05 | perserverance |
| 1 | 0.05 | perseverance |
| 1 | 0.05 | perseverance |
| 1 | 0.05 | personal rights |
| 1 | 0.05 | philo semitism |
| 1 | 0.05 | places |
| 1 | 0.05 | plutocracy |
| 1 | 0.05 | police of the world |
| 1 | 0.05 | police state |
| 1 | 0.05 | political discourse |
| 1 | 0.05 | political influence expansion |
| 1 | 0.05 | political parties |
| 1 | 0.05 | political power |
| 1 | 0.05 | politically right |
| 1 | 0.05 | politics |
| 1 | 0.05 | poor get poorer |
| 1 | 0.05 | potential |
| 1 | 0.05 | power |
| 1 | 0.05 | power and influence |
| 1 | 0.05 | preservation of wealth |
| 1 | 0.05 | privacy |
| 1 | 0.05 | privacy from government |
| 1 | 0.05 | private influence of public officials |
| 1 | 0.05 | privatized healthcare |
| 1 | 0.05 | profit driven |
| 1 | 0.05 | profit over people |
| 1 | 0.05 | profit seeking |
| 1 | 0.05 | profits |
| 1 | 0.05 | progess |
| 1 | 0.05 | progress |
| 1 | 0.05 | proper security |
| 1 | 0.05 | property ownership |
| 1 | 0.05 | property protection |
| 1 | 0.05 | protect |
| 1 | 0.05 | protection for business |
| 1 | 0.05 | protection for consumers |
| 1 | 0.05 | protection of the citizens interest |
| 1 | 0.05 | protest |
| 1 | 0.05 | pseudo equality |
| 1 | 0.05 | punishing minorities |
| 1 | 0.05 | puritanism |
| 1 | 0.05 | purity |
| 1 | 0.05 | purshit of happiness |
| 1 | 0.05 | race |
| 1 | 0.05 | racial equality |
| 1 | 0.05 | reasonably fair usually |
| 1 | 0.05 | religion |
| 1 | 0.05 | religion above all |
| 1 | 0.05 | religion infiltrating government |
| 1 | 0.05 | religious morals |
| 1 | 0.05 | representative democracy |
| 1 | 0.05 | republic |
| 1 | 0.05 | republican control |
| 1 | 0.05 | resiliance |
| 1 | 0.05 | resilience |
| 1 | 0.05 | resourcefulness |
| 1 | 0.05 | respect authority |
| 1 | 0.05 | respect for law |
| 1 | 0.05 | respect for power |
| 1 | 0.05 | respect others |
| 1 | 0.05 | respected |
| 1 | 0.05 | responsibly pay taxes |
| 1 | 0.05 | restriction |
| 1 | 0.05 | restrictions |
| 1 | 0.05 | revnue |
| 1 | 0.05 | rich |
| 1 | 0.05 | rich get richer |
| 1 | 0.05 | right |
| 1 | 0.05 | right to a fair trial |
| 1 | 0.05 | right to arms |
| 1 | 0.05 | right to assemble |
| 1 | 0.05 | right to bare arms |
| 1 | 0.05 | right to be responsible |
| 1 | 0.05 | right to bear firearms |
| 1 | 0.05 | right to choose |
| 1 | 0.05 | right to democracy |
| 1 | 0.05 | right to fair trial |
| 1 | 0.05 | right to firearms |
| 1 | 0.05 | right to justice |
| 1 | 0.05 | right to liberty |
| 1 | 0.05 | right to life |
| 1 | 0.05 | right to live |
| 1 | 0.05 | right to privacy |
| 1 | 0.05 | right to safety |
| 1 | 0.05 | right to work |
| 1 | 0.05 | rights |
| 1 | 0.05 | room for individualism |
| 1 | 0.05 | sacrifice |
| 1 | 0.05 | safeguard |
| 1 | 0.05 | safety from opression |
| 1 | 0.05 | saftey. |
| 1 | 0.05 | satisfying lobbyists |
| 1 | 0.05 | self |
| 1 | 0.05 | self advancement |
| 1 | 0.05 | self appointed world police |
| 1 | 0.05 | self determination |
| 1 | 0.05 | self government |
| 1 | 0.05 | self government |
| 1 | 0.05 | self preservation |
| 1 | 0.05 | self reliance |
| 1 | 0.05 | self starting |
| 1 | 0.05 | self-intrest |
| 1 | 0.05 | self-reliant |
| 1 | 0.05 | self-serving agendas |
| 1 | 0.05 | selfish |
| 1 | 0.05 | selfishness |
| 1 | 0.05 | separation of church and state |
| 1 | 0.05 | seperation church state |
| 1 | 0.05 | showmanship |
| 1 | 0.05 | slavery through debt |
| 1 | 0.05 | slavery through imprisonment |
| 1 | 0.05 | smart |
| 1 | 0.05 | social capital |
| 1 | 0.05 | social influence expansion |
| 1 | 0.05 | social mobility |
| 1 | 0.05 | social support |
| 1 | 0.05 | social upward mobility |
| 1 | 0.05 | solitude |
| 1 | 0.05 | sovereignty |
| 1 | 0.05 | speech |
| 1 | 0.05 | sport |
| 1 | 0.05 | sports |
| 1 | 0.05 | squeezing people for tax money to send to overseas bank accounts |
| 1 | 0.05 | states rights |
| 1 | 0.05 | states’ rights |
| 1 | 0.05 | status quo |
| 1 | 0.05 | strenght |
| 1 | 0.05 | strength |
| 1 | 0.05 | strength and military |
| 1 | 0.05 | stress |
| 1 | 0.05 | strong apparent economy |
| 1 | 0.05 | strong economy |
| 1 | 0.05 | stupidity |
| 1 | 0.05 | sturdiness |
| 1 | 0.05 | subjugation by ruling class |
| 1 | 0.05 | subjugation of black people |
| 1 | 0.05 | support for israel |
| 1 | 0.05 | support for oppressed |
| 1 | 0.05 | supremacy |
| 1 | 0.05 | supremacy of white people |
| 1 | 0.05 | systemic racism |
| 1 | 0.05 | taxation |
| 1 | 0.05 | taxing the poor |
| 1 | 0.05 | temporarily embarrassed millionaires |
| 1 | 0.05 | the ability to live freely |
| 1 | 0.05 | the ability to vote for leaders |
| 1 | 0.05 | the ability to worship or not worship a religion and not force things on others |
| 1 | 0.05 | the american dream |
| 1 | 0.05 | the concept the of democracy |
| 1 | 0.05 | the freedom to practice religion |
| 1 | 0.05 | the freedom to protect oneself, loved ones and property |
| 1 | 0.05 | the future, change, and progress |
| 1 | 0.05 | the money from international banking |
| 1 | 0.05 | the needs to own guns |
| 1 | 0.05 | the opportunity to try and reach your dreams |
| 1 | 0.05 | the rich rules |
| 1 | 0.05 | the togetherness |
| 1 | 0.05 | those who are lgbtq+ have the right to marriage. |
| 1 | 0.05 | to barely get by unless your rock |
| 1 | 0.05 | to be able to change |
| 1 | 0.05 | to be able to use free speech |
| 1 | 0.05 | to be indepdent |
| 1 | 0.05 | to build wealth |
| 1 | 0.05 | to have democracy |
| 1 | 0.05 | to have equality |
| 1 | 0.05 | to have freedom |
| 1 | 0.05 | to have independence |
| 1 | 0.05 | to hurt who we want |
| 1 | 0.05 | to live in a place where we come together despite our difference |
| 1 | 0.05 | to self help yourself |
| 1 | 0.05 | to treat everyone as equals |
| 1 | 0.05 | toxic independence |
| 1 | 0.05 | trans |
| 1 | 0.05 | transparency |
| 1 | 0.05 | transparency |
| 1 | 0.05 | trust the government |
| 1 | 0.05 | truth and justice |
| 1 | 0.05 | under god |
| 1 | 0.05 | under the law, everyone is equal |
| 1 | 0.05 | understanding |
| 1 | 0.05 | unfairness |
| 1 | 0.05 | unite |
| 1 | 0.05 | united under democracy |
| 1 | 0.05 | unity |
| 1 | 0.05 | unwavering loyalty |
| 1 | 0.05 | uplift |
| 1 | 0.05 | upward mobility |
| 1 | 0.05 | valore |
| 1 | 0.05 | value a fair and just justice system |
| 1 | 0.05 | value based inside and not skin color |
| 1 | 0.05 | value innovation |
| 1 | 0.05 | vote |
| 1 | 0.05 | vote for whichever candidate they prefer. |
| 1 | 0.05 | voting |
| 1 | 0.05 | voting rights |
| 1 | 0.05 | wealth acquisition |
| 1 | 0.05 | wealth for select few. |
| 1 | 0.05 | wealth increase |
| 1 | 0.05 | wealth=power |
| 1 | 0.05 | white |
| 1 | 0.05 | white, male privilege |
| 1 | 0.05 | whites have more power |
| 1 | 0.05 | widespread opportunity |
| 1 | 0.05 | women |
| 1 | 0.05 | women |
| 1 | 0.05 | women less power |
| 1 | 0.05 | work |
| 1 | 0.05 | work to live |
| 1 | 0.05 | work together as a team (well we used to anyway) |
| 1 | 0.05 | world domination |
| 1 | 0.05 | world leaders |
| 1 | 0.05 | world leadership |
| 1 | 0.05 | world police |
| 1 | 0.05 | world power |
| 1 | 0.05 | xenophobia |
Cosine similarity
I got word embeddings through the OpenAI API. There, I used the [text-embedding-3-large] model that gives 3072 dimensions per term. It’s much more exhaustive and much more precise. Then, I did the same procedure for the weighted cosine similarities. Reversed that cosine similarity to get a broken contract score.
df_bsc_elg %>%
ggplot() +
geom_density(aes(x = brokencontract_simi), fill = "lightblue") +
geom_vline(xintercept = mean(df_bsc_elg$brokencontract_simi,na.rm = T),
color = "black",
linetype = "dashed",
size = 1.1) +
theme(panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
panel.background = element_blank(),
axis.ticks = element_blank(),
axis.line = element_line(color = "grey66"),
axis.text.y = element_text(color = "black"),
axis.text.x = element_text(color = "black",
face = "bold"))
Broken Contract: Single items
The social contract is an implicit agreement between a state and its
citizens. In this contract…
(1) People are required to fill their duties as citizens by obeying the
law and paying taxes;
(2) The government is required to fill its duties as the state by
providing basic civil rights as implicitly agreed upon.
To what extent do you agree with the following statement?
The social contract in the United States is broken
df_bsc_elg %>%
ggplot(aes(x = broken)) +
geom_histogram(fill = "lightblue",
color = "black",
binwidth = 1) +
scale_x_continuous(breaks = seq(1,7,1),
limits = c(0,8)) +
ylab("frequency") +
geom_vline(xintercept = mean(df_bsc_elg$broken,na.rm = T),
color = "black",
linetype = "dashed",
size = 1.1) +
theme(panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
panel.background = element_blank(),
axis.ticks = element_blank(),
axis.line = element_line(color = "grey66"),
axis.text.y = element_text(color = "black"),
axis.text.x = element_text(color = "black",
face = "bold"),
axis.title.x = element_text(color = "black",
face = "bold"))
Analysis
Correlation matrix
df_bsc_elg %>%
dplyr::select(brokencontract_simi,simi,broken,income_num,edu_num,age) %>%
corPlot(upper = TRUE,stars = TRUE,xsrt = 270)
Model
m1 <- lm(broken ~ brokencontract_simi,data = df_bsc_elg)
apa_lm <- apa_print(m1)
apa_table(
apa_lm$table,
placement = "H"
)| Predictor | \(b\) | 95% CI | \(t\) | \(\mathit{df}\) | \(p\) |
|---|---|---|---|---|---|
| Intercept | 4.57 | [4.27, 4.86] | 30.72 | 401 | < .001 |
| Brokencontract simi | 1.27 | [0.34, 2.20] | 2.68 | 401 | .008 |
Order effects: Values first
Correlation Matrix
df_bsc_elg %>%
filter(block_order == "values_first") %>%
dplyr::select(brokencontract_simi,simi,broken,income_num,edu_num,age) %>%
corPlot(upper = TRUE,stars = TRUE,xsrt = 270)
Model
m1 <- lm(broken ~ brokencontract_simi,data = df_bsc_elg %>% filter(block_order == "values_first"))
apa_lm <- apa_print(m1)
apa_table(
apa_lm$table,
placement = "H"
)| Predictor | \(b\) | 95% CI | \(t\) | \(\mathit{df}\) | \(p\) |
|---|---|---|---|---|---|
| Intercept | 4.21 | [3.80, 4.62] | 20.27 | 210 | < .001 |
| Brokencontract simi | 2.23 | [0.89, 3.58] | 3.27 | 210 | .001 |
Order effects: Single item first
Correlation Matrix
df_bsc_elg %>%
filter(block_order == "broken_first") %>%
dplyr::select(brokencontract_simi,simi,broken,income_num,edu_num,age) %>%
corPlot(upper = TRUE,stars = TRUE,xsrt = 270)
Model
m1 <- lm(broken ~ brokencontract_simi,data = df_bsc_elg %>% filter(block_order == "broken_first"))
apa_lm <- apa_print(m1)
apa_table(
apa_lm$table,
placement = "H"
)| Predictor | \(b\) | 95% CI | \(t\) | \(\mathit{df}\) | \(p\) |
|---|---|---|---|---|---|
| Intercept | 5.02 | [4.61, 5.43] | 24.01 | 189 | < .001 |
| Brokencontract simi | 0.09 | [-1.18, 1.36] | 0.14 | 189 | .893 |