How do I Use SKLearn PCA to Reduce a Covariance Matrix?

Question

Inspired by Boyd et. Al. 2017, I\'m trying to create a factor model to reduce the dimensionality of my covariance matrix Sigma. The idea is to split the covariance matrix,