PCA provides a powerful compression for the Main Galaxy Sample of the SDSS Data Release 7. Every galaxy is summarized by a point in a low-dimensional space spanned by the eigenvectors. Here, we show the the mixing angles θ and ϕ of the first three eigencoefficients.