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eigenvalues of the covariance matrix. Eigenvectors represent the directions (principal components), and eigenvalues represent the magnitude of variance in those directions. To understand what eigenvectors and eigenvalues are, you can go through this video: 4. Sort Eigenvalues Sort the eigenvalues