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the covariance matrix The eigenvectors matrix: Eigenvectors matrix of the covariance matrix 4) Choose the first K eigenvalues (K principal components/axises): The eigenvalues tells us the amount of variability in the direction of its corresponding eigenvector. Therefore, the eigenvector with the