23/replication_package/Code/replicate_fig_A7.R

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## Appendix: Figure A7
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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)

ages_isr_survey_wave1 = c(age1, age2, age3, age4, age5, age6, age7, age8, age9)



isr_survey_wave1 = dummy_cols(isr_survey_wave1, select_columns = c("partyID", "ethnicity"))

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")

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))

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))

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"


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)