Created
April 13, 2024 17:31
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Catholic Weekly Attendance
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over <- gss %>% | |
filter(year == 1982 | year == 1987) %>% | |
filter(reltrad == 1 | reltrad == 2 | reltrad == 3 | reltrad == 4) %>% | |
mutate(att = case_when(attend == 6 | attend == 7 | attend == 8 ~ 1, | |
attend <= 5 ~ 0)) %>% | |
group_by(year, reltrad) %>% | |
mean_ci(att, wt = oversamp) | |
## This is the weight for the rest of the sample #### | |
wtss <- gss %>% | |
filter(year <= 2018) %>% | |
filter(reltrad == 1 | reltrad == 2 | reltrad == 3 | reltrad == 4) %>% | |
mutate(att = case_when(attend == 6 | attend == 7 | attend == 8 ~ 1, | |
attend <= 5 ~ 0)) %>% | |
group_by(year, reltrad) %>% | |
mean_ci(att, wt = wtssall) | |
##Removing the two years that used the overweight #### | |
wtss <- wtss %>% | |
filter(year != 1982) %>% | |
filter(year != 1987) | |
last <- gss %>% | |
filter(year == 2021) %>% | |
filter(reltrad == 1 | reltrad == 2 | reltrad == 3 | reltrad == 4) %>% | |
mutate(att = case_when(attend == 6 | attend == 7 | attend == 8 ~ 1, | |
attend <= 5 ~ 0)) %>% | |
group_by(year, reltrad) %>% | |
mean_ci(att, wt = wtssps) %>% | |
mutate(year = 2021) | |
## Bind them both together #### | |
graph <- bind_rows(over, wtss, last) | |
graph <- graph %>% | |
gss_reltrad(reltrad) | |
graph %>% | |
ggplot(., aes(x = year, y = mean, color = reltrad, group = reltrad)) + | |
geom_point(stroke = .5, shape = 21, alpha = .45) + | |
geom_labelsmooth(aes(label = reltrad), method = "lm", formula = y ~ x, family = "font", linewidth = 1, text_smoothing = 30, size =6, linewidth = 1, boxlinewidth = 0.3, hjust = .65) + | |
y_pct() + | |
scale_color_manual(values = c(met.brewer("Johnson", 4))) + | |
theme_rb() + | |
labs(x = "Year", y = "", title = "Share Attending Services Nearly Every Week or More", caption = "@ryanburge\nData: General Social Survey, 1972-2021") | |
save("wk_att_reltrad.png") |
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