p <- ggbiplot(pca_res, groups = grocery_all$Group, ellipse = TRUE, circle = TRUE) p <- p + ggtitle("Perceptual Map: PCA Biplot for Bakersfield Grocery Consumers") + theme_minimal() print(p)