How can a data ellipse be superimposed on a ggplot2 scatterplot?

Posted by Radu on Stack Overflow See other posts from Stack Overflow or by Radu
Published on 2010-03-07T17:12:48Z Indexed on 2010/04/11 1:43 UTC
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Hi, I have an R function which produces 95% confidence ellipses for scatterplots. The output looks like this, having a default of 50 points for each ellipse (50 rows):

           [,1]         [,2]
 [1,]  0.097733810  0.044957994
 [2,]  0.084433494  0.050337990
 [3,]  0.069746783  0.054891438

I would like to superimpose a number of such ellipses for each level of a factor called 'site' on a ggplot2 scatterplot, produced from this command:

> plat1 <- ggplot(mapping=aes(shape=site, size=geom), shape=factor(site)); plat1 + geom_point(aes(x=PC1.1,y=PC2.1))

This is run on a dataset, called dflat which looks like this:

site      geom         PC1.1        PC2.1       PC3.1        PC1.2       PC2.2
1 Buhlen 1259.5649 -0.0387975838 -0.022889782  0.01355317  0.008705276  0.02441577
2 Buhlen  653.6607 -0.0009398704 -0.013076251  0.02898955 -0.001345149  0.03133990

The result is fine, but when I try to add the ellipse (let's say for this one site, called "Buhlen"):

> plat1 + geom_point(aes(x=PC1.1,y=PC2.1)) + geom_path(data=subset(dflat, site="Buhlen"),mapping=aes(x=ELLI(PC1.1,PC2.1)[,1],y=ELLI(PC1.1,PC2.1)[,2]))

I get an error message: "Error in data.frame(x = c(0.0977338099339815, 0.0844334944904515, 0.0697467834016782, : arguments imply differing number of rows: 50, 211

I've managed to fix this in the past, but I cannot remember how. It seems that geom_path is relying on the same points rather than plotting new ones. Any help would be appreciated.

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