I have created a barplot and arranged the x-axis accordingly to how I want it. However, once I run it through facet_nested, it changes the order.
This is what my file looks like:
file:
drug P_resistant G_resistant
DrugA 18 16
DrugB1 430 425
DrugB2 156 154
DrugB3 0 0
DrugC1 60 56
DrugC2 66 64
DrugC3 113 111
DrugC4 250 248
To arrange the order according type, class and drug order:
library(ggplot2)
library(tidyr)
library(dplyr)
library(ggrepel)
library(forcats)
library(data.table)
library(ggnomics)
library(scales)
library(survival)
library(tidytext)
file.g <- gather(file, type, value, -drug)
##this is for facet "group"
file.g$group <-c("87.51%","98.85%","98.71%","NA","93.2%","96.9%","98.2%","99%","87.51%","98.85%","98.71%","NA","93.2%","96.9%","98.2%","99%")
##this is for facet "class"
file.g$class <- c(rep("Class A",1),rep("Class B",3),rep("Class C",4),rep("Class A",1),rep("Class B",3),rep("Class C",4))
## the order of drug appearance on x-axis
file.g$drug_order<- c(4,1,2,3,5,6,7,8,4,1,2,3,5,6,7,8)
So when you look at file.g, it will look like this
drug type value group class drug_order
DrugA P_resistant 18 87.51% Class A 4
DrugB1 P_resistant 430 98.85% Class B 1
DrugB2 P_resistant 156 98.71% Class B 2
DrugB3 P_resistant 0 NA Class B 3
DrugC1 P_resistant 60 93.2% Class C 5
DrugC2 P_resistant 66 96.9% Class C 6
DrugC3 P_resistant 113 98.2% Class C 7
DrugC4 P_resistant 250 99% Class C 8
DrugA G_resistant 16 87.51% Class A 4
DrugB1 G_resistant 425 98.85% Class B 1
DrugB2 G_resistant 154 98.71% Class B 2
DrugB3 G_resistant 0 NA Class B 3
DrugC1 G_resistant 56 93.2% Class C 5
DrugC2 G_resistant 64 96.9% Class C 6
DrugC3 G_resistant 111 98.2% Class C 7
DrugC4 G_resistant 248 99% Class C 8
The following code arranges the x-axis to how I want it:
DrugB1, DrugB2, DrugB3, DrugA, DrugC1, DrugC2, DrugC3, DrugC4
file.g$type <- factor(file.g$type, levels=c("P_resistant","G_resistant"))
file.g$class <- factor(file.g$class, levels= c("Class B", "Class A", "Class C"))
##main script
p<-ggplot(file.g, aes(fill=type, x=reorder_within(drug, drug_order, class), y=value)) +
geom_bar(aes(fill = type), stat = "identity", position = "dodge", colour="white") +
geom_text(aes(label=value), position=position_dodge(width=1.2), vjust=-0.5)+
scale_fill_manual(values=c("#af8dc3","#7fbf7b")) +
scale_y_continuous(expand = c(0, 0), limits = c(0, 500)) +
theme(title = element_text(size = 18), legend.text=element_text(size=12), axis.text.x=element_text(size=9), axis.text.y =element_text(size=15)) +
theme(plot.title = element_text(hjust = 0.5))+
scale_x_reordered()
But when I run this through facet nested
p+facet_nested(.~class+group, scales= "free_x", space= "free_x")+
theme(strip.text.x = element_text(size = 7.5))
it changes the x-axis order to
DrugB2, DrugB1, DrugB3, DrugA, DrugC1, DrugC2, DrugC3, DrugC4
I've been stuck on this for a couple of hours now..I appreciate any help or ideas.
The problem is not the x-axis, the x-axis only has one value within each facet. More likely, the problem is the ordering of the factor levels within file.g$class
and file.g$group
that you use for facetting. This is not an issue specific to facet_nested
, you'd have the same ordering problem with facet_grid
on which it is based.
The following gets me the order you mentioned you wanted:
# Reordering factors
file.g$class <- factor(file.g$class,
levels = c("Class B", "Class A", "Class C"))
file.g$group <- factor(file.g$group,
levels = c("98.85%", "98.71%", "87.51%", "93.2%", "96.9%", "98.2%", "99%"))
# Plotting
ggplot(file.g, aes(fill = type, x = drug, y = value)) +
geom_bar(aes(fill = type), stat = "identity", position = "dodge", colour="white") +
geom_text(aes(label = value), position = position_dodge(width = 1.2), vjust = -0.5)+
scale_fill_manual(values = c("#af8dc3", "#7fbf7b")) +
scale_y_continuous(expand = c(0, 0), limits = c(0, 500)) +
theme(title = element_text(size = 18),
legend.text = element_text(size = 12),
axis.text.x = element_text(size = 9),
axis.text.y =element_text(size = 15),
plot.title = element_text(hjust = 0.5)) +
facet_nested(.~class + group, scales = "free_x", space= "free_x")