[R] plotting other axes for PCA
Mark Difford
mark_difford at yahoo.co.uk
Fri Jan 18 19:11:45 CET 2008
Hi Silvia,
>> What I need is exactly what I get using biplot (pca.object) but for other
>> axes.
You need to look at ?biplot.prcomp (argument: choices=)
## Try
biplot(prcomp(USArrests), choices=c(1,2)) ## plots ax1 and ax2
biplot(prcomp(USArrests), choices=c(1,3)) ## plots ax1 and ax3
Also look at package ade4 (which in my view still sets the standard in R)
## Example
T.pca <- dudi.pca(USArrests, scannf=F, nf=4)
scatter(T.pca, clab.r=0.5, clab.c=.8)
scatter(T.pca, clab.r=0.5, clab.c=.8, xax=1, yax=3, posie="none")
add.scatter.eig(T.pca$eig, T.pca$nf, "bottomright", xax=1, yax=3)
## Exclude row labels
scatter(T.pca, clab.r=0, clab.c=.8)
HTH, Mark.
Silvia Lomascolo wrote:
>
> Hi R-community,
> I am doing a PCA and I need plots for different combinations of axes
> (e.g., PC1 vs PC3, and PC2 vs PC3) with the arrows indicating the loadings
> of each variables. What I need is exactly what I get using biplot
> (pca.object) but for other axes.
>
> I have plotted PC2 and 3 using the scores of the cases, but I don't get
> the arrows proportional to the loadings of each variables on each axis.
>
> Any hints on this?
>
> Thanks, Silvia.
>
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