I am having difficulties with doing PCA analysis on my data set. I get an error message saying “Error in PCA calculations. Singular covariance after 1 variation” What does this mean? by Leah | Oct 9, 2014 | ioGAS FAQs | This message generally indicates that there is a variable in the selection that has zero variance, ie. at detection limit.