Yes I have heard that one.
And you only get two atoms if you split a heavier atom. If you were to split a hydrogen atom (is that possible?) you would get a free nucleus and electrons... Hrmm...a great big burning ball of plasma we like to call stars? Cept that is fusion... AHHHHHH!