To expand upon this, in PCA, different components have "loadings" not on single variables but on many variables (a.k.a. columns), which are often highly correla

To expand upon this, in PCA, different components have "loadings" not on single variables but on many variables (a.k.a. columns), which are often highly correlated with each other.