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| isr_survey_wave1$age_numeric = as.numeric(isr_survey_wave1$age) |
| age1 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==0, "age_numeric"], na.rm=T) |
| age2 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==1, "age_numeric"], na.rm=T) |
| age3 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==2, "age_numeric"], na.rm=T) |
| age4 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==0, "age_numeric"], na.rm=T) |
| age5 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==1, "age_numeric"], na.rm=T) |
| age6 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==2, "age_numeric"], na.rm=T) |
| age7 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==0, "age_numeric"], na.rm=T) |
| age8 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==1, "age_numeric"], na.rm=T) |
| age9 = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==2, "age_numeric"], na.rm=T) |
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| ages_isr_survey_wave1 = c(age1, age2, age3, age4, age5, age6, age7, age8, age9) |
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| isr_survey_wave1 = dummy_cols(isr_survey_wave1, select_columns = c("partyID", "ethnicity")) |
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| vars_isr_survey_wave1 = c("female", "education", "income", "partyID_C", "partyID_L", "partyID_R", "ideology", |
| "ethnicity_Ethiopia", "ethnicity_Arab", "ethnicity_Ashkenazi", "ethnicity_Mizrachi", "ethnicity_Soviet Union") |
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| means_black_march = means_arab_march = means_white_march = rep(NA, length(vars_isr_survey_wave1)) |
| means_black_shut = means_arab_shut = means_white_shut = rep(NA, length(vars_isr_survey_wave1)) |
| means_black_destroy = means_arab_destroy = means_white_destroy = rep(NA, length(vars_isr_survey_wave1)) |
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| se_black_march = se_arab_march = se_white_march = rep(NA, length(vars_isr_survey_wave1)) |
| se_black_shut = se_arab_shut = se_white_shut = rep(NA, length(vars_isr_survey_wave1)) |
| se_black_destroy = se_arab_destroy = se_white_destroy = rep(NA, length(vars_isr_survey_wave1)) |
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|
| for(i in 1:length(vars_isr_survey_wave1)){ |
| |
| means_black_march[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==0, vars_isr_survey_wave1[i]], na.rm=T) |
| se_black_march[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==0, vars_isr_survey_wave1[i]], na.rm=T) |
| means_arab_march[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==0, vars_isr_survey_wave1[i]], na.rm=T) |
| se_arab_march[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==0, vars_isr_survey_wave1[i]], na.rm=T) |
| means_white_march[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==0, vars_isr_survey_wave1[i]], na.rm=T) |
| se_white_march[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==0, vars_isr_survey_wave1[i]], na.rm=T) |
| |
| means_black_shut[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==1, vars_isr_survey_wave1[i]], na.rm=T) |
| se_black_shut[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==1, vars_isr_survey_wave1[i]], na.rm=T) |
| means_arab_shut[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==1, vars_isr_survey_wave1[i]], na.rm=T) |
| se_arab_shut[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==1, vars_isr_survey_wave1[i]], na.rm=T) |
| means_white_shut[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==1, vars_isr_survey_wave1[i]], na.rm=T) |
| se_white_shut[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==1, vars_isr_survey_wave1[i]], na.rm=T) |
| |
| means_black_destroy[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==2, vars_isr_survey_wave1[i]], na.rm=T) |
| se_black_destroy[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==1 & isr_survey_wave1$tactic==2, vars_isr_survey_wave1[i]], na.rm=T) |
| means_arab_destroy[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==2, vars_isr_survey_wave1[i]], na.rm=T) |
| se_arab_destroy[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==2 & isr_survey_wave1$tactic==2, vars_isr_survey_wave1[i]], na.rm=T) |
| means_white_destroy[i] = mean(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==2, vars_isr_survey_wave1[i]], na.rm=T) |
| se_white_destroy[i] = sd(isr_survey_wave1[isr_survey_wave1$identity_protesters==0 & isr_survey_wave1$tactic==2, vars_isr_survey_wave1[i]], na.rm=T) |
| |
| } |
|
|
| israel_balance_means = as.data.frame(cbind(means_black_march, |
| means_arab_march, |
| means_white_march, |
| means_black_shut, |
| means_arab_shut, |
| means_white_shut, |
| means_black_destroy, |
| means_arab_destroy, |
| means_white_destroy)) |
|
|
| rownames(israel_balance_means) = vars_isr_survey_wave1 |
| israel_balance_means$var = vars_isr_survey_wave1 |
|
|
| keycol <- "condition" |
| valuecol <- "mean" |
| gathercols <- c("means_black_march", "means_arab_march", "means_white_march", "means_black_shut", "means_arab_shut", "means_white_shut", |
| "means_black_destroy", "means_white_destroy", "means_black_destroy", "means_arab_destroy", |
| "means_white_destroy") |
|
|
| israel_balance_means_long = gather_(israel_balance_means, keycol, valuecol, gathercols) |
|
|
|
|
| israel_balance_se = as.data.frame(cbind(se_black_march, |
| se_arab_march, |
| se_white_march, |
| se_black_shut, |
| se_arab_shut, |
| se_white_shut, |
| se_black_destroy, |
| se_arab_destroy, |
| se_white_destroy)) |
|
|
| rownames(israel_balance_se) = vars_isr_survey_wave1 |
| israel_balance_se$var = vars_isr_survey_wave1 |
|
|
| keycol <- "condition" |
| valuecol <- "se" |
| gathercols <- c("se_black_march", "se_arab_march", "se_white_march", "se_black_shut", "se_arab_shut", "se_white_shut", |
| "se_black_destroy", "se_white_destroy", "se_black_destroy", "se_arab_destroy", |
| "se_white_destroy") |
|
|
| israel_balance_se_long = gather_(israel_balance_se, keycol, valuecol, gathercols) |
|
|
| israel_balance_long = cbind(israel_balance_means_long, israel_balance_se_long[,"se"]) |
|
|
| colnames(israel_balance_long) = c("term", "model", "estimate", "std.error") |
|
|
| israel_balance_long$model[israel_balance_long$model == "means_black_destroy"] = "Black, destroy property" |
| israel_balance_long$model[israel_balance_long$model == "means_black_march"] = "Black, march in streets" |
| israel_balance_long$model[israel_balance_long$model == "means_black_shut"] = "Black, shut down traffic" |
| israel_balance_long$model[israel_balance_long$model == "means_white_destroy"] = "White, destroy property" |
| israel_balance_long$model[israel_balance_long$model == "means_white_march"] = "White, march in streets" |
| israel_balance_long$model[israel_balance_long$model == "means_white_shut"] = "White, shut down traffic" |
| israel_balance_long$model[israel_balance_long$model == "means_arab_destroy"] = "Arab, destroy property" |
| israel_balance_long$model[israel_balance_long$model == "means_arab_march"] = "Arab, march in streets" |
| israel_balance_long$model[israel_balance_long$model == "means_arab_shut"] = "Arab, shut down traffic" |
|
|
|
|
| israel_balance_long$term[israel_balance_long$term == "age_numeric"] = "Age (1-6 scale)" |
| israel_balance_long$term[israel_balance_long$term == "education"] = "Education (0-6 scale)" |
| israel_balance_long$term[israel_balance_long$term == "ethnicity2_Ethiopia"] = "Ethnicity: Jewish Ethiopian" |
| israel_balance_long$term[israel_balance_long$term == "female"] = "Female" |
| israel_balance_long$term[israel_balance_long$term == "ideology"] = "Ideology (1-7 scale)" |
| israel_balance_long$term[israel_balance_long$term == "income"] = "Income (0-8 scale)" |
| israel_balance_long$term[israel_balance_long$term == "partyID_C"] = "Party ID: Center" |
| israel_balance_long$term[israel_balance_long$term == "partyID_L"] = "Party ID: Left" |
| israel_balance_long$term[israel_balance_long$term == "partyID_R"] = "Party ID: Right" |
| israel_balance_long$term[israel_balance_long$term == "ethnicity2_Arab"] = "Ethnicity: Arab" |
| israel_balance_long$term[israel_balance_long$term == "ethnicity2_Ashkenazi"] = "Ethnicity: Jewish Ashkenazi" |
| israel_balance_long$term[israel_balance_long$term == "ethnicity2_Mizrachi"] = "Ethnicity: Jewish Mizrachi" |
| israel_balance_long$term[israel_balance_long$term == "ethnicity2_Soviet Union"] = "Ethnicity: Jewish from Soviet Union" |
|
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|
|
| dwplot(israel_balance_long) + theme_minimal() + theme(legend.title=element_blank()) + |
| geom_vline(xintercept = 0, colour = "grey60", linetype = 2) |
| ggsave("Figures/fig_A7.pdf", height=5, width=7) |
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