stat_density_2d doesnt generate contours that match raw data

Question

I have a plot showing the points in my data (image 1) and a contour plot produced using stat_density_2d (image 2)

The contours clearly don't represent the raw data very well. I have used the same code to generate other contour plots that fit the data perfectly (image 3)

The code I am using is:

SolidReg<-ggplot(RhyShp[,c(13,15)], aes(x=Solidity, y=Reg) ) + 
    stat_density_2d(aes(fill = ..level..), geom = "polygon") +
    labs(x = "Solidity", y = "Regularity") +
    theme_classic()

RhyShp is the dataframe from my file 5_102_Rhy.csv used to generate images 1 and 2.

Does anyone know why the contour plot doesn't reflect the dataset? I am not sure why the code would work for one csv but not another....

thanks!

Answer 1

Turns out this was an issue with the data containing multiples of identical values which skewed the density without being discernible in the geom_point() plot. Once these duplicates were removed the density plot reflected the true density of the data.