pearson correlation with axes of NMDS or capscale
On Wed, 2010-08-18 at 09:50 +0200, Opdekamp Wout wrote:
Hi all, In Primer/permanova+ it is possible to get the pearson correlation of a species with the axes of NMDS or capscale. Is it possible to extract or calculate these as well based on the output from metaMDS() or capscale (), both from the vegan-package?
Wout, Short answer: Yes. A bit longer answer: you shouldn't do this for metaMDS (or NMDS in general) since there the orientation of axes is random and axes do not have a special meaning. A longer answer or how to do this. You may paste the following to an R window (explanations are commented): ### BEGIN R ## NMDS library(vegan) data(dune) m <- metaMDS(dune) cor(dune, scores(m, dis="si")) ## capscale, copying the previous method, but 4 axes m <- capscale(dune ~ 1) cor(dune, scores(m, dis="si", choices=1:4) ## capscale, the direct way re-using the previous result scores(m, dis="sp", scaling=-2, const = sqrt(nrow(dune)-1))) ### END That is, with appropriate scaling, capscale scores are the correlations between species and axes. Cheers, Jari Oksanen