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Corporate Income Tax rates, 1995-2018 (https://twitter.com/matschnetzer/status/1116626740346908674)
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library(tidyverse) | |
library(eurostat) | |
library(countrycode) | |
library(msthemes) | |
library(lubridate) | |
library(png) | |
library(jpeg) | |
library(grid) | |
# Load tax rate data (https://ec.europa.eu/taxation_customs/sites/taxation/files/taxation_trends_report_2018_statutory_rates.xlsx) | |
rates <- readxl::read_xlsx("taxation_trends_report_2018_statutory_rates.xlsx", | |
sheet = "CIT rates", skip = 4, n_max = 28) | |
rates <- rates %>% gather(year,taxrate,`1995`:`2018`) %>% rename(country = "...1") %>% mutate(year=as.numeric(year), country=fct_recode(country,"Czechia"="Czech Republic")) | |
# Load GDP data from Eurostat | |
eudat <- get_eurostat("nama_10_gdp",filters = list(na_item="B1GQ", unit="CP_MEUR",time=1995:2018), time_format = "num") %>% select(geo,time,values) %>% label_eurostat() %>% | |
mutate(geo=fct_recode(geo, "Germany"="Germany (until 1990 former territory of the FRG)")) %>% rename("gdp"="values") | |
# Join datasets | |
taxdat <- rates %>% left_join(., eudat, by=c("country"="geo","year"="time")) %>% group_by(year) %>% mutate(gdpshare = gdp/sum(gdp)*100) | |
# Add German country names | |
taxdat <- left_join(taxdat, codelist %>% select(country.name.en,country.name.de), by=c("country"="country.name.en")) | |
# Calculate mean and GDP-weighted mean | |
meanrate <- taxdat %>% group_by(year) %>% summarise(taxrate = mean(taxrate)) | |
wmeanrate <- taxdat %>% group_by(year) %>% summarise(taxrate = weighted.mean(taxrate,gdpshare)) | |
# Load paper image | |
image <- readJPEG("paper.jpg") | |
skyline <- readPNG("skyline.png") | |
### Deutsch | |
ltit = c("Körperschaftssteuern in der Europäischen Union") | |
lsub = c("Regelsteuertarife in den 28 EU-Staaten, 1995-2018") | |
lcap = c("Eurostat-Definition: Top statutory corporate income tax rates (including surcharges). \nDaten: Eurostat. Grafik: @matschnetzer") | |
llabs = c("BIP-Gewichteter Durchschnitt", "Durchschnitt") | |
### English | |
# ltit = c("Corporate income taxes in the European Union") | |
# lsub = c("Statutory tax rates in the EU-28 states, 1995-2018") | |
# lcap = c("Eurostat-Definition: Top statutory corporate income tax rates (including surcharges). \nData: Eurostat. Figure: @matschnetzer") | |
#llabs = c("GDP-weighted average", "Average") | |
plot <- ggplot(taxdat, aes(x=year,y=taxrate)) + | |
geom_line(aes(group=country), alpha=0.4) + | |
geom_line(data = meanrate, aes(group=""), color=msc_palette[1], size=1.4, alpha=1) + | |
geom_line(data = wmeanrate, aes(group=""), colour=msd_palette[3], size=1.4, alpha=1) + | |
geom_curve(aes(x=2006,xend=2007,y=wmeanrate$taxrate[wmeanrate$year==2006],yend=44), | |
curvature = 0.1, color=msd_palette[3], ncp=8, size=0.2, | |
arrow=arrow(length=unit(0.02, "npc"), ends="first", type="closed")) + | |
annotate(geom="label", x=2007, y=44, label=llabs[1], | |
color=msd_palette[3], size=3, hjust=0.5, family="Humor Sans") + | |
geom_curve(aes(x=2002,xend=2000, | |
y=meanrate$taxrate[meanrate$year==2002],yend=22), | |
curvature = -0.2, color=msc_palette[1], ncp=8, size=0.2, | |
arrow=arrow(length=unit(0.02, "npc"), ends="first", type="closed")) + | |
annotate(geom="label", x=2000, y=22, label=llabs[2], | |
color=msc_palette[1], size=3, hjust=1, family="Humor Sans") + | |
theme_ms(grid=F) + | |
scale_y_continuous(labels = function(x) paste0(x, "%")) + | |
labs(x="",y="",title=ltit, subtitle=lsub, caption=lcap) + | |
theme(axis.text.y = element_text(margin = margin(r = -15)), | |
text = element_text(family="Humor Sans", size=10), | |
plot.title = element_text(family="Homemade Apple",size=18,color="darkblue",margin = margin(b=2)), | |
axis.text = element_text(size=10), | |
plot.caption = element_text(size=7,color="gray20",hjust=0.9), | |
plot.subtitle = element_text(size=10,color="darkblue")) | |
png("taxrates.png", width=8, height=4, res=300, units = "in") | |
grid.draw(gList(rasterGrob(image, width = unit(1,"npc"), height = unit(1,"npc")), | |
rasterGrob(skyline, x = unit(0.5,"npc"), y=unit(0.4, "npc"), | |
width = unit(1,"npc"), height = unit(1,"npc")), | |
ggplotGrob(plot))) | |
dev.off() |
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