I'm building a heatmap using different data frame and I'm using ggnewscale to have different color gradients.
The problem is that when I use new_scale("fill") I lost control on the y axis order.
Do you know how to fix it?
library(dplyr)
library(tidyverse)
library(ggnewscale)
df1<- data.frame(Group = c("A","A","A","B","B","B","C","C","C"),
Treatment = c("Control", "Treatment_1", "Treatment_2", "Control",
"Treatment_1","Treatment_2","Control",
"Treatment_1","Treatment_2"),
Score = c(12,3,7,4,6,11,2,0,5))
df1 %>%
mutate(Score = as.numeric(Score),
Treatment = factor(Treatment, level = c("Treatment_2", "Control", "Treatment_1" )))%>%
ggplot(mapping = aes( x = Group , y = Treatment)) +
geom_tile(data = ~ filter(.x,df1$Treatment == "Treatment_1"), mapping = aes(fill = Score)) +
scale_fill_gradientn(colors = hcl.colors(10, "YlOrBr"), guide = "colourbar") +
new_scale("fill") +
geom_tile(data = ~ filter(.x, df1$Treatment == "Treatment_2"), mapping = aes(fill = Score)) +
scale_fill_gradientn(colors = rev(hcl.colors(10, "Blues 3")), guide = "colourbar") +
new_scale("fill") +
geom_tile(data = ~ filter(.x,df1$Treatment == "Control"), mapping = aes(fill = Score)) +
scale_fill_gradientn(colors = hcl.colors(10, "YlGn"), guide = "colourbar")
As you can see, even though I set levels for "Treatment" they are not respected.
Thanks for your help
The issue is that unused factor levels are dropped from a discrete scale. And as you use filtered datasets which only contain one of your Treatment
s the set order is no longer respected. To fix that add a scale_y_discrete(drop = FALSE)
:
library(tidyverse)
library(ggnewscale)
df1 <- data.frame(
Group = c("A", "A", "A", "B", "B", "B", "C", "C", "C"),
Treatment = c(
"Control", "Treatment_1", "Treatment_2", "Control",
"Treatment_1", "Treatment_2", "Control",
"Treatment_1", "Treatment_2"
),
Score = c(12, 3, 7, 4, 6, 11, 2, 0, 5)
)
df1 %>%
mutate(
Score = as.numeric(Score),
Treatment = factor(Treatment, level = c("Treatment_2", "Control", "Treatment_1"))
) %>%
ggplot(mapping = aes(x = Group, y = Treatment)) +
geom_tile(data = ~ filter(.x, df1$Treatment == "Treatment_1"), mapping = aes(fill = Score)) +
scale_fill_gradientn(colors = hcl.colors(10, "YlOrBr"), guide = "colourbar") +
new_scale("fill") +
geom_tile(data = ~ filter(.x, df1$Treatment == "Treatment_2"), mapping = aes(fill = Score)) +
scale_fill_gradientn(colors = rev(hcl.colors(10, "Blues 3")), guide = "colourbar") +
new_scale("fill") +
geom_tile(data = ~ filter(.x, df1$Treatment == "Control"), mapping = aes(fill = Score)) +
scale_fill_gradientn(colors = hcl.colors(10, "YlGn"), guide = "colourbar") +
scale_y_discrete(drop = FALSE)