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How to use stat_bin2d() to compute counts labels in ggplot2?

Tags:

r

ggplot2

I wish to build a plot, essentially identical to that which i can produce using ggplots 'stat_bin2d' layer, however instead of the counts being mapped to a variable, I want the counts associated with the bin to be displayed as a label to each bin.

I got the following solution to the equivalent 1D problem from another thread

data <- data.frame(x = rnorm(1000), y = rnorm(1000))

ggplot(data, aes(x = x)) +
  stat_bin() +  
  stat_bin(geom="text", aes(label=..count..), vjust=-1.5)

The counts for each bin are clearly labeled. However moving from the 1D to 2D case, this works,

ggplot(data, aes(x = x, y = y)) +
  stat_bin2d()

But this returns an error.

ggplot(data, aes(x = x, y = y)) +
  stat_bin2d() +  
  stat_bin2d(geom="text", aes(label=..count..))

Error: geom_text requires the following missing aesthetics: x, y
like image 874
user4009949 Avatar asked Dec 15 '14 01:12

user4009949


1 Answers

In more recent versions of ggplot this is perfectly possible and works without errors.

Just be sure that you use the same arguments to both call of stat_bin2d(). For example, set binwidth = 1 on both lines:

library(ggplot2)
data <- data.frame(x = rnorm(1000), y = rnorm(1000))

ggplot(data, aes(x = x, y = y)) +
  geom_bin2d(binwidth = 1) + 
  stat_bin2d(geom = "text", aes(label = ..count..), binwidth = 1) +
  scale_fill_gradient(low = "white", high = "red") +
  xlim(-4, 4) +
  ylim(-4, 4) +
  coord_equal()

enter image description here

like image 147
Andrie Avatar answered Sep 24 '22 11:09

Andrie