Created
November 26, 2016 00:36
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Explore gender gap in age-specific mortality rates in Sweden at various times: 1751, 1800, 1850, 1900, 1925, 1950, 1960, 1970, 1980, 1990, 2000, 2010
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############################################################################### | |
# | |
# Sweden 26-11-2016 | |
# HMD data: illustrate gender difference in mortality | |
# Ilya Kashnitsky, ilya.kashnitsky@gmail.com | |
# | |
################################################################################ | |
# The code is written and tested on a x86_64-pc-linux-gnu (64-bit) machine | |
# R version 3.3.2 | |
library(tidyverse) # version 1.0.0 | |
library(viridis) # version 0.3.4 | |
library(ggthemes) # version 3.2.0 | |
library(magrittr) # version 1.5 | |
# By using this data, I agree to the user agreement: http://www.mortality.org/Public/UserAgreement.php. | |
df_swe <- read_csv('http://www.rostock-retreat.org/files/application2017/SWE.csv') | |
df_selected <- df_swe %>% select(Year, Sex, Age, mx) %>% | |
filter(Year %in% c(1751, 1800, 1850, 1900, 1925, 1950, 1960, 1970, 1980, 1990, 2000, 2010)) %>% | |
spread(Sex, mx) %>% | |
transmute(year = Year, age = Age, value = m / f) | |
ggplot(df_selected)+ | |
geom_hline(yintercept = 1, color = 'grey25', size = .5)+ | |
geom_point(aes(age, value), size = 2, pch=1, color = 'grey50')+ | |
stat_smooth(aes(age, value, group = 1, color = factor(year)), se = F)+ | |
facet_wrap(~year, ncol = 3)+ | |
theme_fivethirtyeight() + | |
xlab('Age')+ | |
theme(legend.position = 'none')+ | |
labs(title = 'Male-to-female age-specific mortality rate ratio, Sweden', | |
subtitle = 'Untill quite recent times, mortality of females was not much lower than that of males', | |
caption = '\nData: Human Mortality Database (https://mortality.org)') | |
ggsave('sweden.png', width = 7, height = 7) |
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