I have a data frame in this kind of format:
df <- data.frame(
time = rep(seq(from = as.POSIXct("2016-08-10 11:00:00"),
to = as.POSIXct("2016-08-10 12:00:00"), by="sec"), 2),
value = c(diffinv(rnorm(3601)), diff(rnorm(3601))),
facets = c(rep("A",3601), rep("B", 3601)),
shading = rep(c(rep("x", 1500), rep("y", 750), rep("z", 1351)), 2),
stringsAsFactors = FALSE
)
I can plot the value
time series on separate graphs sharing the x-axis using ggplot2
's facet_grid
function. I also want to include another dimension in my plot - the variable shading
to shade the background.
I know I can do this by specifying the ranges of the x-axis the shaded regions will cover:
xRange1 <- range(df$time[df$shading=="x"])
xRange2 <- range(df$time[df$shading=="y"])
xRange3 <- range(df$time[df$shading=="z"])
yRange <- range(df$value)
When I first set this up I include alpha
in each of my geom_rect
ggplot(df, aes(x = time, y = value)) +
geom_line() +
facet_grid(facets ~ ., scales = "free_y") +
geom_rect(aes(xmin = xRange1[1], xmax = xRange1[2]),
ymin = yRange[1], ymax = yRange[2],
alpha = 0.3, fill = "#EEF2BF") +
geom_rect(aes(xmin = xRange2[1], xmax = xRange2[2]),
ymin = yRange[1], ymax = yRange[2],
alpha = 0.3, fill = "#A3BAB6",) +
geom_rect(aes(xmin = xRange3[1], xmax = xRange3[2]),
ymin = yRange[1], ymax = yRange[2],
alpha = 0.3, fill = "#BFA67E")
Obviously the alpha
didn't work.
One way to get around this is to put geom_line()
at the end:
ggplot(df, aes(x = time, y = value)) +
facet_grid(facets ~ ., scales = "free_y") +
geom_rect(aes(xmin = xRange1[1], xmax = xRange1[2]),
ymin = yRange[1], ymax = yRange[2],
alpha = 0.3, fill = "#EEF2BF") +
geom_rect(aes(xmin = xRange2[1], xmax = xRange2[2]),
ymin = yRange[1], ymax = yRange[2],
alpha = 0.3, fill = "#A3BAB6",) +
geom_rect(aes(xmin = xRange3[1], xmax = xRange3[2]),
ymin = yRange[1], ymax = yRange[2],
alpha = 0.3, fill = "#BFA67E") +
geom_line()
But that hides the grid and doesn't solve the underlying problem.
I have looked at several posts and none of them address this directly. I have looked at using other functions in my plot including scale_fill_manual
(last example on page) and scale_alpha
Edit: I suspect the best solution also involves setting up the geom_rect
in a less manual way. My actual data frame has more than 3 character values I want to shade with.