I am new in R and I am trying to create a density plot. I am looking to create a plot based on some regression analysis I have done earlier. So, basically, I want to see the relationship of Z to a,b and c variables that I have. All variables have values that range between 0 and 1 (numeric).
I have been trying to use ggplot to do the plot using the following code:
dataset$test <- data.frame(a, b, c)
ggplot(dataset, aes(Z, colour = test)) + geom_density()
I am not sure how I can group the a,b,c variables into 1 so I can use that in the colour of the ggplot function (see test variable)
When I run the ggplot I get this error: Aesthetics must be either length 1 or the same as the data (417): x, colour.
Can anyone help me develop this plot?
Thanks!
# example dataset
df = data.frame(a = rnorm(50, 5, 6),
b = rnorm(50, 0, 1),
c = runif(50,0,1))
library(dplyr)
library(tidyr)
library(ggplot2)
df %>%
gather(var, Z) %>% # reshape dataset
ggplot(aes(Z, fill=var))+geom_density(alpha = 0.3) # plot data