Easy to read, simple paper highlighting the different aspects of PCA and related diagnostic tools. Good reference for the future.

H. Abdi and L. J. Williams, Principal Component Analysis, Wiley Interdisciplinary Reviews: Computational Statistics, 2, 2010.