it to the original data plot in Figure 3.1 and you will notice how, while the variation
along the principle eigenvector (see Figure 3.2 for the eigenvector overlayed on top of
the mean-adjusted data) has been kept, the variation along the other component (the
other eigenvector that we left out) has gone.