I have a dataset that looks like this:
library(tidyverse)
df <- tribble(
~year, ~value, ~dummy,
#--|--|----
2003, 3, 0,
2004, 4, 0,
2005, 7, 1,
2006, 9, 1,
2007, 15, 1,
2008, 17, 0,
2009, 7, 0,
2010, 8, 0,
2011, 8, 0,
2012, 7, 0,
2013, 2, 0,
2014, 9, 1,
2015, 5, 0
)
I'm trying to plot the value
series and have gray bars in the background for years that are marked with dummy == 1
. (Like this)
I have trouble passing the right years to R. I've tried the following, but it doesn't work:
dummy_years <- df$year[df$dummy == 1]
ggplot(df , aes(x = year)) +
geom_ribbon(aes(x = dummy_years, ymin = -Inf, ymax = Inf)) +
geom_line(aes(y = value))
I get: Error: Aesthetics must be either length 1 or the same as the data (13): x, ymin, ymax
.
We can use geom_rect
, filling by dummy
, and using a scale_fill_manual
:
library(ggplot2)
ggplot(df) +
geom_line(aes(year, value)) +
geom_rect(aes(ymax = Inf,
ymin = -Inf,
xmin = year,
xmax = year + 1,
fill = factor(dummy)),
alpha = .5,
show.legend = FALSE) +
scale_fill_manual(values = c('transparent', 'grey45')) +
theme_minimal()