I have a dataframe like this:
set.seed(3467)
df<- data.frame(method= c(rep("A", 1000), rep("B", 1000), rep("C", 1000)),
beta=c(rnorm(1000, mean=0, sd=1),rnorm(1000, mean=2, sd=1.4),rnorm(1000, mean=0, sd=0.5)))
I wish to create a ridgeline plot similar to this:
library(ggplot2)
library(ggridges)
ggplot() +
geom_rect(data = data.frame(x = 1),
xmin = -0.391, xmax = 0.549, ymin = -Inf, ymax = Inf,
alpha = 0.5, fill = "gray") +
geom_density_ridges(data = df, aes(x = beta, y = method, color = method, fill = method),
size=0.75)+
xlim(-5,5)+
scale_fill_manual(values = c("#483d8b50", "#0072B250","#228b2250")) +
scale_color_manual(values = c("#483d8b", "#0072B2", "#228b22"), guide = "none") +
stat_density_ridges(data = df, aes(x = beta, y = method, color = method, fill = method),
quantile_lines = TRUE, quantiles = c(0.025, 0.5, 0.975), alpha = 0.6, size=0.75)+
scale_y_discrete(expand = expand_scale(add = c(0.1, 0.9)))
However, I wish to order the y-axis in the order of method= "B", "C", "A"
not method= "A", "B", "C"
I have tried the following method, without success, to reorder the density plots:
library(dplyr)
df %>%
mutate(method = fct_relevel(method,
"B", "C", "A"))%>%
ggplot() +
geom_rect(data = data.frame(x = 1),
xmin = -0.391, xmax = 0.549, ymin = -Inf, ymax = Inf,
alpha = 0.5, fill = "gray") +
geom_density_ridges(data = df, aes(x = beta, y = method, color = method, fill = method),
size=0.75)+
xlim(-5,5)+
scale_fill_manual(values = c("#483d8b50", "#0072B250","#228b2250")) +
scale_color_manual(values = c("#483d8b", "#0072B2", "#228b22"), guide = "none") +
stat_density_ridges(data = df, aes(x = beta, y = method, color = method, fill = method),
quantile_lines = TRUE, quantiles = c(0.025, 0.5, 0.975), alpha = 0.6, size=0.75)+
scale_y_discrete(expand = expand_scale(add = c(0.1, 0.9)))