Center columns Select this option to center variables to mean zero (0) before computing the PCA. Centering and scaling the variables places them in standardized form and produces a PCA on their correlation matrix. Centering and not scaling the variables produces a PCA on their covariance matrix. To Center Columns: Check the Principal Component Analysis box to activate this field. Check the box.