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Monatliche Inflationsraten in Österreich seit 1960 (https://twitter.com/matschnetzer/status/1583451964352102405)
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librarian::shelf(tidyverse, janitor, ggridges, ggtext, glue, colorspace, MetBrewer, msthemes, ggforce) | |
rawdata <- read.csv2("https://data.statistik.gv.at/data/OGD_vpi58ii_VPI_1958_ii_1.csv") | |
inflation <- rawdata |> | |
mutate(datum = ym(str_extract(C.VPIZR.0, "(\\d)+"))) |> | |
select(datum, Index = F.VPIMZBM) |> | |
drop_na() |> | |
mutate(Inflation = (Index - lag(Index,12))/lag(Index,12)*100, | |
decade = factor(floor(year(datum)/10)*10)) | |
avginf <- inflation |> | |
group_by(decade) |> | |
summarise(avginf = mean(Inflation, na.rm = T)) |> | |
drop_na() |> | |
mutate(decadeend = decade + 10, | |
fillcol = c(darken("gray20",0.8),darken("gray20",0.6),darken("gray20",0.3), | |
darken("gray20",0.2),darken("gray20",0),lighten("gray20",0.1), | |
lighten("gray20",0.2))) | |
mainfont <- "Victor Mono" | |
inflation |> drop_na() |> | |
ggplot() + | |
geom_rect(ymin = as.numeric(avginf$decade)-1, ymax = as.numeric(avginf$decade)+10, | |
xmin = -Inf, xmax = Inf, fill = avginf$fillcol, | |
data = avginf) + | |
geom_vline(xintercept = seq(0,12,4), color = "gray80", size = 0.05) + | |
geom_density_ridges_gradient(aes(y = decade, x = Inflation, group = decade, fill = ..x..), | |
size = 0.2, jittered_points = TRUE, scale = 1.3, color = "gray80", | |
point_alpha=1, point_shape="|", alpha = 0.1, point_size = 2, | |
position = position_points_jitter(height = 0), | |
quantile_lines = TRUE, quantiles = 2) + | |
geom_point(aes(y = decade, x = Inflation), color = "gray80", shape = 1, size = 4, | |
data = inflation |> group_by(decade) |> slice_max(Inflation)) + | |
geom_text(aes(y = decade, x = Inflation, | |
label = glue("{month(datum, label=T)} {year(datum)}")), | |
data = inflation |> group_by(decade) |> slice_max(Inflation), | |
family = mainfont, size = 3, vjust = 0, nudge_x = 0.3, nudge_y = 0.2, | |
color = "gray90") + | |
geom_text(aes(y = decade, x = -2.5, label = glue("{decade}er")), data = avginf, alpha = 0.1, | |
family = "Impact", color = "gray90", size = 10, vjust = 0, nudge_y = 0.1, | |
fontface="bold", hjust = 0.35) + | |
scale_x_continuous(labels = scales::percent_format(scale = 1), expand = c(0,0.1), | |
position = "top") + | |
scale_y_discrete(expand = c(0,0.11)) + | |
scale_fill_gradient(high = darken("darkred",0.2), low = darken("yellow",0.1)) + | |
annotate("text", x = 1.5, y = 1.7, label = "Median", color = "gray90", family = mainfont, | |
size = 2.5, hjust = 1) + | |
geom_curve(x = 3.2, xend = 1.6, y = 1.5, yend = 1.7, curvature = 0.15, color = "white", | |
size = .1, arrow = arrow(ends = "last", type = "open", length = unit(2, "pt"))) + | |
annotate("text_box", x = 7, y = 6.3, hjust = 0, vjust = 1, | |
label = "<span style='font-size:11pt'>**Inflation in Österreich**</span><br><span style='font-size:8pt'>Monatliche Inflationsraten gegenüber dem Vorjahresmonat auf Basis des VPI 1958</span><br><span style='font-size:5.5pt'>*Daten*: Statistik Austria | *Grafik*: @matschnetzer</span>", | |
family = mainfont, size = 3.5, color = "gray20", width = unit(11, "lines"), | |
box.colour = NA) + | |
labs(x = NULL, y = NULL) + | |
theme_ms(dark = T, grid = F, alttf = T) + | |
theme(legend.position = "none", | |
plot.background = element_rect(fill = lighten("gray20",0.3), size = NA), | |
axis.text.y = element_blank(), | |
axis.text.x = element_text(family = mainfont, color = "gray80", size = 11)) | |
ggsave("inflation_history.png", width = 8, height = 5, dpi = 320) |
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