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\(\Sigma = \diag(\sigma_1, \sigma_2, \dots, \sigma_n)\) is the diagonal matrix containing the lengths of the principal semiaxes. We order them as \begin{equation*} \sigma_1 \geq \sigma_2 \geq \cdots \geq \sigma_n \geq 0. \end{equation*}