Theorem: A real matrix has eigenvalues that occur in complex conjugate pairs. If $\lambda$ is an eigenvalue with eigenvector $v$, then $\overline{\lambda}$ is also an eigenvalue with eigenvector $\overline{v}$. This follows because the characteristic polynomial has real coefficients.
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