Hi
0 is an eigenvalue if the matrix is rank deficient, because then there exist solution x ≠ 0 for
Ax = 0
so the eigenvalue equation Ax = λx has a solution for x when λ = 0
If m is the size of the matrix and n its rank, the matrix will have m-n eigenvalues 0.