eigenvalues compress information in a matrix into a compact form. This information is retrieved and found through a few handy rules and equations.
(matrix A, identity matrix I, e eigenvalues, v eigenvectors, 0 zero vector)
first off the rules that are in your tool box:
inverse(A)*A=I...