Artificial dataset 1. Percentage cover of three plant species in quadrats. Abundances sum to 100%.

Scatter plot of all pairs of variables

Pearson Correlation coefficients between all pairs of variables

Results of Principal Component analysis on covariance matrix

Artificial dataset 1

Plot of scores on factor 1 against scores on factor 2

With only three dimensions we can get the same result manually.