Created
August 30, 2018 17:49
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Mean age at first marriage, 1990-2014
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library(tidyverse) | |
library(msthemes) | |
library(eurostat) | |
# Download data from UNECE: http://bit.ly/2wtn9Sp | |
data <- read.csv("marriage.csv",skip=1,na.strings=c("","..","NA"),dec=".") | |
data <- data %>% gather(year,value, -Sex, -Country) | |
data$year <- as.numeric(substring(data$year, 2)) | |
# Change in EU countries where data is available | |
dataeu <- data %>% filter(Country %in% eu_countries$name, year %in% c(1990,2014)) %>% | |
group_by(Country,year) %>% summarise(mw=mean(value)) %>% filter(!Country %in% c("France","Luxembourg","Malta","United Kingdom")) %>% | |
arrange(mw) %>% ungroup() %>% mutate(Country = factor(Country, levels = unique(.$Country))) | |
# Create labels | |
right_label <- dataeu %>% | |
group_by(Country) %>% | |
arrange(desc(year)) %>% | |
top_n(1) | |
left_label <- dataeu %>% | |
group_by(Country) %>% | |
arrange(desc(year)) %>% | |
slice(2) | |
png("eumarriage.png",width=7,height=4,units="in",res=300) | |
dataeu %>% ggplot(aes(x=mw, y=Country)) + | |
geom_point(aes(color = as.factor(year)), size = 2) + | |
geom_line(aes(group = Country),arrow=arrow(type="closed",length=unit(0.15,"cm"))) + | |
geom_text(data = right_label, aes(color = as.factor(year), label = round(mw, 1)), | |
size = 3, hjust = -.5) + | |
geom_text(data = left_label, aes(color = as.factor(year), label = round(mw, 1)), | |
size = 3, hjust = 1.5) + | |
scale_color_msdark() + scale_x_continuous(limits=c(22,35),breaks=seq(22,36,2)) + | |
labs(x = "", y="",title="Happily ever after",subtitle="Mean age at first marriage, 1990-2014",caption="Data: UNECE. Chart: @matschnetzer") + | |
theme_ms(grid=T) + | |
theme(legend.title=element_blank(),legend.position = c(0.9,0.1)) + | |
guides(color = guide_legend(override.aes = list(size=4))) | |
dev.off() |
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