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component. Then, you just need to change the basis of the data using the eigenvectors as the new basis vectors. But first, you can sort the eigenvectors with respect to the eigenvalues in decreasing order: array([[-0.69671139, -0.71735154], [-0.71735154, 0.69671139]]) Now that your eigenvectors are