Plotting two stat_function()'s in a grid using ggplot

Question

I want to output two plots in a grid using the same function but with different input for x. I am using ggplot2 with stat_function as per this post and I have combined the two plots as per this post and this post.

f01 <- function(x) {1 - abs(x)}

ggplot() +
    stat_function(data = data.frame(x=c(-1, 1)), aes(x = x, color = "red"), fun = f01) +
    stat_function(data = data.frame(x=c(-2, 2)), aes(x = x, color = "black"), fun = f01)

With the following outputs:

Plot:

Message:

`mapping` is not used by stat_function()`data` is not used by stat_function()`mapping` is not used by stat_function()`data` is not used by stat_function()

I don't understand why stat_function() won't use neither of the arguments. I would expect to plot two graphs one with x between -1:1 and the second with x between -2:2. Furthermore it takes the colors as labels, which I also don't understand why. I must be missing something obvious.

stefan · Accepted Answer · 2020-06-23 20:00:45Z

3

The issue is that according to the docs the data argument is

Ignored by stat_function(), do not use.

Hence, at least in the second call to stat_function the data is ignored.

Second, the

The function is called with a grid of evenly spaced values along the x axis, and the results are drawn (by default) with a line.

Therefore both functions are plotted over the same range of x values.

If you simply want to draw functions this can be achievd without data and mappings like so:

library(ggplot2)

f01 <- function(x) {1 - abs(x)}

ggplot() +
  stat_function(color = "black", fun = f01, xlim = c(-2, 2)) +
  stat_function(color = "red", fun = f01, xlim = c(-1, 1))

answered Jun 23, 2020 at 20:00

stefan

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5 Comments

starja Over a year ago

Where in the docs can I find the part that data is ignored? On the page for stat_function I couldn't find it

stefan Over a year ago

Type ?stat_function in the console. Then scroll down to the arguments.

stefan Over a year ago

... or ggplot2.tidyverse.org/reference/…

starja Over a year ago

Thanks, apparently there was a change between 3.3.0 and 3.3.2 in the docs and you still find the old reference for stat_function (see my link above)

stefan Over a year ago

Yep. Just had a look in the change log. See ggplot2.tidyverse.org/news/index.html. There have been some changes. In particular there is now a geom_function.

starja · Accepted Answer · 2020-06-23 19:51:20Z

To be honest, I'm not really sure what happens here with ggplot and its inner workings. It seems that the functions are always applied to the complete range, here -2 to 2. Also, there is an issue on github regarding a wrong error message for stat_function.

However, you can use the xlim argument for your stat_function to limit the range on which a function is drawn. Also, if you don't specify the colour argument by a variable, but by a manual label, you need to tell which colours should be used for which label with scale_colour_manual (easiest with a named vector). I also adjusted the line width to show the function better:

library(ggplot2)

f01 <- function(x) {1 - abs(x)}

cols <- c("red" = "red", "black" = "black")

ggplot() +
  stat_function(data = data.frame(x=c(-1, 1)), aes(x = x, colour = "red"), fun = f01, size = 1.5, xlim = c(-1, 1)) +
  stat_function(data = data.frame(x=c(-2, 2)), aes(x = x, colour = "black"), fun = f01) +
  scale_colour_manual(values = cols)

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