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corresponding eigenvalues. But before we collect those k most informative eigenvectors, let’s plot the variance explained ratios of the eigenvalues. The variance explained ratio of an eigenvalue λ_j is simply the fraction of an eigenvalue λ_j and the total sum of the eigenvalues: Using the NumPy