| |
| |
| |
|
|
| us_survey_wave2$age_numeric = as.numeric(us_survey_wave2$age) |
| age1 = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==0, "age_numeric"], na.rm=T) |
| age2 = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==1, "age_numeric"], na.rm=T) |
| age3 = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==0, "age_numeric"], na.rm=T) |
| age4 = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==1, "age_numeric"], na.rm=T) |
| age5 = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==0, "age_numeric"], na.rm=T) |
| age6 = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==1, "age_numeric"], na.rm=T) |
| age7 = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==0, "age_numeric"], na.rm=T) |
| age8 = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==1, "age_numeric"], na.rm=T) |
|
|
| ages_us_survey_wave2 = c(age1, age2, age3, age4, age5, age6, age7, age8) |
|
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|
| us_survey_wave2$education_numeric = as.numeric(us_survey_wave2$education) |
| us_survey_wave2$income_numeric = as.numeric(us_survey_wave2$income) |
| us_survey_wave2$ideology_numeric = as.numeric(us_survey_wave2$pol_views) +1 |
|
|
| us_survey_wave2 = dummy_cols(us_survey_wave2, select_columns = c("partyID", "race")) |
| vars_us_survey_wave2 = c("female", "education_numeric", "income_numeric", "partyID_D", "partyID_I", "partyID_R", "ideology_numeric", "race_White / Caucasian","race_Black / African American") |
|
|
| means_black_generic_nocomm = means_black_generic_comm = means_black_group_nocomm = means_black_group_comm = |
| means_white_generic_nocomm = means_white_generic_comm = means_white_group_nocomm = means_white_group_comm = rep(NA, length(vars_us_survey_wave2)) |
|
|
| se_black_generic_nocomm = se_black_generic_comm = se_black_group_nocomm = se_black_group_comm = |
| se_white_generic_nocomm = se_white_generic_comm = se_white_group_nocomm = se_white_group_comm = rep(NA, length(vars_us_survey_wave2)) |
|
|
|
|
| for(i in 1:length(vars_us_survey_wave2)){ |
| means_black_generic_nocomm[i] = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| means_black_generic_comm[i] = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| means_black_group_nocomm[i] = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| means_black_group_comm[i] = mean(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| means_white_generic_nocomm[i] = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| means_white_generic_comm[i] = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| means_white_group_nocomm[i] = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| means_white_group_comm[i] = mean(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| |
| se_black_generic_nocomm[i] = sd(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| se_black_generic_comm[i] = sd(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| se_black_group_nocomm[i] = sd(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| se_black_group_comm[i] = sd(us_survey_wave2[us_survey_wave2$black==1 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| se_white_generic_nocomm[i] = sd(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| se_white_generic_comm[i] = sd(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==0 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| se_white_group_nocomm[i] = sd(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==0, vars_us_survey_wave2[i]], na.rm=T) |
| se_white_group_comm[i] = sd(us_survey_wave2[us_survey_wave2$black==0 & us_survey_wave2$group_goal==1 & us_survey_wave2$commitment==1, vars_us_survey_wave2[i]], na.rm=T) |
| |
| } |
|
|
| us_survey_wave2_balance = cbind(means_black_generic_nocomm, se_black_generic_nocomm, |
| means_black_generic_comm, se_black_generic_comm, |
| means_black_group_nocomm, se_black_group_nocomm, |
| means_black_group_comm, se_black_group_comm, |
| means_white_generic_nocomm, se_white_generic_nocomm, |
| means_white_generic_comm, se_white_generic_comm, |
| means_white_group_nocomm, se_white_group_nocomm, |
| means_white_group_comm, se_white_group_comm) |
|
|
|
|
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|
|
|
| us_survey_wave2_balance = as.data.frame(us_survey_wave2_balance) |
| rownames(us_survey_wave2_balance) = vars_us_survey_wave2 |
|
|
|
|
| us_survey_wave2_balance_means = as.data.frame(cbind(means_black_generic_nocomm, |
| means_black_generic_comm, |
| means_black_group_nocomm, |
| means_black_group_comm, |
| means_white_generic_nocomm, |
| means_white_generic_comm, |
| means_white_group_nocomm, |
| means_white_group_comm)) |
|
|
| rownames(us_survey_wave2_balance_means) = vars_us_survey_wave2 |
| us_survey_wave2_balance_means$var = vars_us_survey_wave2 |
|
|
| keycol <- "condition" |
| valuecol <- "mean" |
| gathercols <- c("means_black_generic_nocomm", |
| "means_black_generic_comm", |
| "means_black_group_nocomm", |
| "means_black_group_comm", |
| "means_white_generic_nocomm", |
| "means_white_generic_comm", |
| "means_white_group_nocomm", |
| "means_white_group_comm") |
|
|
| us_survey_wave2_balance_means_long = gather_(us_survey_wave2_balance_means, keycol, valuecol, gathercols) |
|
|
|
|
| us_survey_wave2_balance_se = as.data.frame(cbind(se_black_generic_nocomm, |
| se_black_generic_comm, |
| se_black_group_nocomm, |
| se_black_group_comm, |
| se_white_generic_nocomm, |
| se_white_generic_comm, |
| se_white_group_nocomm, |
| se_white_group_comm)) |
|
|
| rownames(us_survey_wave2_balance_se) = vars_us_survey_wave2 |
| us_survey_wave2_balance_se$var = vars_us_survey_wave2 |
|
|
| keycol <- "condition" |
| valuecol <- "se" |
| gathercols <- c("se_black_generic_nocomm", |
| "se_black_generic_comm", |
| "se_black_group_nocomm", |
| "se_black_group_comm", |
| "se_white_generic_nocomm", |
| "se_white_generic_comm", |
| "se_white_group_nocomm", |
| "se_white_group_comm") |
|
|
| us_survey_wave2_balance_se_long = gather_(us_survey_wave2_balance_se, keycol, valuecol, gathercols) |
|
|
| us_survey_wave2_balance_long = cbind(us_survey_wave2_balance_means_long, us_survey_wave2_balance_se_long[,"se"]) |
|
|
| colnames(us_survey_wave2_balance_long) = c("term", "model", "estimate", "std.error") |
|
|
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_black_generic_nocomm"] = "Black, generic goal, no commitment" |
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_black_generic_comm"] = "Black, generic goal, commitment" |
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_black_group_nocomm"] = "Black, group goal, no commitment" |
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_black_group_comm"] = "Black, group goal, no commitment" |
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_white_generic_nocomm"] = "White, generic goal, no commitment" |
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_white_generic_comm"] = "White, generic goal, commitment" |
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_white_group_nocomm"] = "White, group goal, no commitment" |
| us_survey_wave2_balance_long$model[us_survey_wave2_balance_long$model == "means_white_group_comm"] = "White, group goal, no commitment" |
|
|
|
|
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "age"] = "Age" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "female"] = "Female" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "education_numeric"] = "Education (1-7 scale)" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "income_numeric"] = "Income (1-6 scale)" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "partyID_D"] = "Party ID: Democrat" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "partyID_I"] = "Party ID: Independent" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "partyID_R"] = "Party ID: Republican" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "ideology_numeric"] = "Ideology (1-7 scale)" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "race_White / Caucasian"] = "Race: White" |
| us_survey_wave2_balance_long$term[us_survey_wave2_balance_long$term == "race_Black / African American"] = "Race: Black" |
|
|
|
|
| us_survey_wave2_balance_long = us_survey_wave2_balance_long[us_survey_wave2_balance_long$term != "Age",] |
|
|
| dwplot(us_survey_wave2_balance_long) + theme_minimal() + theme(legend.title=element_blank()) + |
| geom_vline(xintercept = 0, colour = "grey60", linetype = 2) |
| ggsave("Figures/fig_A8.pdf", height=5, width=7) |
|
|
