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eigenvalue takes 92.5% and the second one takes 5.3%, and the third and forth don’t cover much data from the total dataset. Therefore we can easily decide to remain with only 2 variables, the first one and the second one. featureVector = eigenvectors[:,:2] Let’s remove the third and fourth