Tyler Rinker Tyler Rinker - 4 months ago 45
R Question

heatmap with values (ggplot2)

I've seen heatmaps with values made in various R graphics systems including lattice and base like this:

enter image description here

I tend to use

a bit and would like to be able to make a heatmap with the corresponding cell values plotted. Here's the heat map and an attempt using

library(reshape2, ggplot2)
dat <- matrix(rnorm(100, 3, 1), ncol=10)
names(dat) <- paste("X", 1:10)
dat2 <- melt(dat, id.var = "X1")
p1 <- ggplot(dat2, aes(as.factor(Var1), Var2, group=Var2)) +
geom_tile(aes(fill = value)) +
scale_fill_gradient(low = "white", high = "red")

labs <- c(apply(round(dat[, -2], 1), 2, as.character))
p1 + geom_text(aes(label=labs), size=1)

Normally I can figure out the x and y values to pass but I don't know in this case since this info isn't stored in the data set. How can I place the text on the heatmap?


This has been updated to conform to tidyverse principles and improve poor use of ggplot2

Per SlowLeraner's comment I was easily able to do this:


## make data
dat <- matrix(rnorm(100, 3, 1), ncol=10)

## reshape data (tidy/tall form)
dat2 <- dat %>%
    tbl_df() %>%
    rownames_to_column('Var1') %>%
    gather(Var2, value, -Var1) %>%
        Var1 = factor(Var1, levels=1:10),
        Var2 = factor(gsub("V", "", Var2), levels=1:10)

## plot data
ggplot(dat2, aes(Var1, Var2)) +
    geom_tile(aes(fill = value)) + 
    geom_text(aes(label = round(value, 1))) +
    scale_fill_gradient(low = "white", high = "red") 

enter image description here