Spearman correlation
## S H lit ston rock moss bare total_sf
## S 1
## H 0.55 1
## lit -0.12 -0.1 1
## ston 0.05 0.27 -0.36 1
## rock 0.17 0.09 0.07 -0.22 1
## moss 0.08 -0.08 0 -0.23 0.27 1
## bare -0.22 0 0.05 -0.05 -0.28 -0.39 1
## total_sf 0.29 -0.11 0.02 -0.36 0.02 0.19 -0.51 1
## $importance
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Eigenvalue 2.128 1.6321 1.3005 1.0242 0.74931 0.66700 0.33507
## Proportion Explained 0.266 0.2040 0.1626 0.1280 0.09366 0.08338 0.04188
## Cumulative Proportion 0.266 0.4701 0.6326 0.7606 0.85430 0.93767 0.97956
## PC8
## Eigenvalue 0.16355
## Proportion Explained 0.02044
## Cumulative Proportion 1.00000
Principal component one explains 26.6%, component two explains 20.4%, and component three explains 16.3% of the variance.
Variables and principal components 1-2
Commons and principal Components 1-2