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Re:Principal component analysis: pictures, code and proofs (... by alexcnwy on Monday March 11, 2019 @12:28PM (#19360231)
I found this explanation extremely helpful when I did PCA in my postgrad multivariate analysis course:

http://setosa.io/ev/principal-component-analysis/

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