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diagonal values are respectively the variances of the first and the second variable. The covariance between the two variables is around 12.2. Now, you will calculate the eigenvectors and eigenvalues of this covariance matrix: (array([ 6.78475896, 31.20734501]), array([[-0.71735154, -0.69671139], [