When we diagonalize a matrix, we search for the matrix's eigenvalues, which end up being the diagonalized matrix's exact entries. This is done so that we may diagonalize the matrix. In a similar manner, the eigenvectors constitute the new set of axes, which correspond to the diagonal matrix.
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