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@ryanburge

ryanburge/white_evan_mormons.R Secret

Created May 21, 2020
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White Evangelicals Mormons
## PID7 ####
gg <- cces18 %>%
mutate(grp = frcode(evangelical == 1 & race == 1 ~ "White Evangelicals",
religpew == 3 ~ "Mormon")) %>%
group_by(grp) %>%
mutate(pid = frcode(pid7 == 1 ~ "Str. Dem.",
pid7 == 2 ~ "Not Str. Dem.",
pid7 == 3 ~ "Lean Dem.",
pid7 == 4 ~ "Independent",
pid7 == 5 ~ "Lean Rep.",
pid7 == 6 ~ "Not Str. Rep.",
pid7 == 7 ~ "Str. Rep.")) %>%
ct(pid, wt = commonpostweight, show_na = FALSE)
gg %>%
filter(grp != "NA") %>%
ggplot(., aes(x = 1, y = pct, fill = fct_rev(pid))) +
geom_col(color = "black") +
coord_flip() +
facet_wrap(~ grp, ncol =1, strip.position = "left") +
scale_fill_manual(values = c("#8D021F", "#B2182B","#EF8A62","azure4", "#67A9CF", "#2166AC", "#000080", "darkorchid")) +
theme_gg("Abel") +
theme(legend.position = "bottom") +
scale_y_continuous(labels = percent) +
theme(strip.text.y = element_text(angle = 180)) +
guides(fill = guide_legend(reverse=T, nrow = 1)) +
theme(axis.title.y=element_blank(), axis.text.y=element_blank(), axis.ticks.y=element_blank()) +
theme(panel.grid.minor.y=element_blank(), panel.grid.major.y=element_blank()) +
geom_text(aes(label = ifelse(pct >.05, paste0(pct*100, '%'), '')), position = position_stack(vjust = 0.5), size = 4, family = "font", color = "white") +
labs(x = "", y = "", title = "Partisan Distribution", subtitle = "", caption = "@ryanburge\nData: CCES 2018") +
ggsave("E://evan_mormon.png", width = 9, height = 3)
##IDEO5 ####
gg <- cces18 %>%
mutate(grp = frcode(evangelical == 1 & race == 1 ~ "White Evangelicals",
religpew == 3 ~ "Mormon")) %>%
group_by(grp) %>%
mutate(ideo = frcode(ideo5 == 1 ~ "Very Liberal",
ideo5 == 2 ~ "Liberal",
ideo5 == 3 ~ "Moderate",
ideo5 == 4 ~ "Conservative",
ideo5 == 5 ~ "Very Conservative")) %>%
ct(ideo, wt = commonpostweight, show_na = FALSE) %>%
na.omit()
gg %>%
filter(grp != "NA") %>%
ggplot(., aes(x = 1, y = pct, fill = fct_rev(ideo))) +
geom_col(color = "black") +
coord_flip() +
facet_wrap(~ grp, ncol =1, strip.position = "left") +
scale_fill_manual(values = c("#B2182B","#EF8A62","azure4", "#67A9CF", "#2166AC")) +
theme_gg("Abel") +
theme(legend.position = "bottom") +
scale_y_continuous(labels = percent) +
theme(strip.text.y = element_text(angle = 180)) +
guides(fill = guide_legend(reverse=T, nrow = 1)) +
theme(axis.title.y=element_blank(), axis.text.y=element_blank(), axis.ticks.y=element_blank()) +
theme(panel.grid.minor.y=element_blank(), panel.grid.major.y=element_blank()) +
geom_text(aes(label = ifelse(pct >.05, paste0(pct*100, '%'), '')), position = position_stack(vjust = 0.5), size = 4, family = "font", color = "white") +
labs(x = "", y = "", title = "Ideological Distribution", subtitle = "", caption = "@ryanburge\nData: CCES 2018") +
ggsave("E://evan_mormon_ideo.png", width = 9, height = 3)
## Votes ####
gg08 <- cces08 %>%
mutate(grp = frcode(evangelical == 1 & race == 1 ~ "White Evangelicals",
religpew == 3 ~ "Mormon")) %>%
mutate(vote = frcode(CC410 == 1 ~ "Republican", CC410 == 2 ~ "Democrat", CC410 >= 3 & CC410 <= 7 ~ "All Others")) %>%
group_by(grp) %>%
ct(vote, wt = V201, show_na = FALSE) %>%
na.omit() %>%
mutate(year = 2008)
gg12 <- cces12 %>%
mutate(grp = frcode(evangelical == 1 & race == 1 ~ "White Evangelicals",
religpew == 3 ~ "Mormon")) %>%
mutate(vote = frcode(CC410a == 2 ~ "Republican", CC410a == 1 ~ "Democrat", CC410a ==4 ~ "All Others")) %>%
group_by(grp) %>%
ct(vote, wt = weight_vv_post, show_na = FALSE) %>%
na.omit() %>%
mutate(year = 2012)
gg16 <- cces16 %>%
mutate(grp = frcode(evangelical == 1 & race == 1 ~ "White Evangelicals",
religpew == 3 ~ "Mormon")) %>%
mutate(vote = frcode(CC16_410a == 1 ~ "Republican", CC16_410a == 2 ~ "Democrat",
CC16_410a == 3 | CC16_410a == 4 | CC16_410a == 5 | CC16_410a == 8 ~ "All Others")) %>%
group_by(grp) %>%
ct(vote, wt = commonweight_vv_post, show_na = FALSE) %>%
na.omit() %>%
mutate(year = 2016)
graph <- bind_rows(gg08, gg12, gg16)
graph %>%
ggplot(., aes(x = vote, y = pct, fill = grp)) +
geom_col(color = "black", position = "dodge") +
facet_wrap(~ year) +
y_pct() +
scale_fill_manual(values = c("#00539CFF", "#EEA47FFF")) +
theme_gg("Abel", legend = TRUE) +
lab_bar(top = TRUE, type = pct, sz = 3, pos = .02) +
labs(x = "", y = "", title = "Vote Choice in Presidential Elections", caption = "@ryanburge\nData: CCES 2008-2016") +
ggsave("E://mormon_evan_vote.png", type = "cairo-png", width = 7)
## Issue Areas ####
fun <- function(df, var, name){
df %>%
mutate(grp = frcode(evangelical == 1 & race == 1 ~ "White Evangelicals",
religpew == 3 ~ "Mormon")) %>%
mutate(vv = case_when({{var}} == 1 ~ 1,
{{var}} == 2 ~ 0)) %>%
group_by(grp) %>%
mean_ci(vv, ci = .84) %>%
na.omit() %>%
mutate(type = name)
}
yyy1 <- cces18 %>% fun(CC18_320a, "Background Checks\non Gun Sales")
yyy2 <- cces18 %>% fun(CC18_320c, "Ban Assault\nRifles")
yyy3 <- cces18 %>% fun(CC18_320d, "Make it Easier to get\nConceal-Carry Permit")
gg <- bind_df("yyy")
one <- gg %>%
ggplot(., aes(x = type, y = mean, fill = grp)) +
geom_col(color = "black", position = "dodge") +
y_pct() +
scale_fill_manual(values = c("#00539CFF", "#EEA47FFF")) +
theme_gg("Abel") +
error_bar() +
lab_bar(top = FALSE, type = mean, sz = 4, pos = .05) +
labs(x = "", y = "Share in Favor", title = "Policy Differences in White Evangelicals and Mormons", caption = "", subtitle = "Gun Control") +
ggsave("E://mormon_evan_guns.png", type = "cairo-png", width = 7)
ttt1 <- cces18 %>% fun(CC18_321a, "Always Allow\nas a Choice")
ttt2 <- cces18 %>% fun(CC18_321b, "Only in\nRape,Incest,\nLife of Mother")
ttt3 <- cces18 %>% fun(CC18_321c, "Ban After\n20 Weeks")
ttt4 <- cces18 %>% fun(CC18_321d, "Employeers Deny\nAbortion Coverage\nin Insurance")
ttt5 <- cces18 %>% fun(CC18_321e, "Prohibit\nFederal Funds")
ttt6 <- cces18 %>% fun(CC18_321f, "Make\nCompletely\nIllegal")
gg <- bind_df("ttt")
two <- gg %>%
ggplot(., aes(x = type, y = mean, fill = grp)) +
geom_col(color = "black", position = "dodge") +
y_pct() +
scale_fill_manual(values = c("#00539CFF", "#EEA47FFF")) +
theme_gg("Abel") +
error_bar() +
lab_bar(top = FALSE, type = mean, sz = 4, pos = .05) +
labs(x = "", y = "Share in Favor", title = "", caption = "", subtitle = "Abortion") +
ggsave("E://mormon_evan_ab.png", type = "cairo-png", width = 7)
qqq1 <- cces18 %>% fun(CC18_322a, "Increase Funding\nby $25 billion")
qqq2 <- cces18 %>% fun(CC18_322b, "DACA")
qqq3 <- cces18 %>% fun(CC18_322c_new, "Eliminate Visa\nLottery and Family\nBased Migration")
qqq4 <- cces18 %>% fun(CC18_322c, "Withhold Fed.\nFunds for \nSancturay Cities")
qqq5 <- cces18 %>% fun(CC18_322f, "Imprison Repeated\nBorder Crossers")
gg <- bind_df("qqq")
three <- gg %>%
ggplot(., aes(x = type, y = mean, fill = grp)) +
geom_col(color = "black", position = "dodge") +
y_pct() +
scale_fill_manual(values = c("#00539CFF", "#EEA47FFF")) +
theme_gg("Abel", legend = TRUE) +
error_bar() +
lab_bar(top = FALSE, type = mean, sz = 4, pos = .05) +
labs(x = "", y = "Share in Favor", title = "", caption = "@ryanburge\nData: CCES 2018", subtitle = "Immigration") +
ggsave("E://mormon_evan_imm.png", type = "cairo-png", width = 7)
library(patchwork)
all <- one / two / three
ggsave("E://all_evan_mormon.png", type = "cairo-png", all, height = 10, width = 7)
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