How can you see straight away, without any calculations, that 2x2 matrices like $A_1$ has eigenvalues 0 and 0 while $A_2$ has eigenvalues 1 and 2? Is it because there is a zero in the left bottom corner and the number in the top right corner does not matter?
$$ A_1 = \begin{bmatrix}0 & 1 \\ 0 & 0\end{bmatrix} \\ A_2 = \begin{bmatrix}1 & 3 \\ 0 & 2\end{bmatrix} $$
Please don't use math-heavy reasoning, I have a very basic understanding of linear algebra.