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Stephen comments on Decoherent Essences - Less Wrong
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"The number of distinct eigenvalues has to equal the dimension of the space."
That may be a sufficient condition but it is definitely not a necessary one. The identity matrix has only one eigenvalue, but it has a set of eigenvectors that span the space.