Question: are eigenvectors and eigenvalues unique?
Answer: The set of eigenvalues is what we call the spectrum of A. The spectrum is the set of values which appears on the diagonal of your diagonal matrix. These values are unique but only up to order. ... Now this eigenspace Eλ is unique, but the vectors in the space, the eigenvectors are not unique.