Comparing Ubuntu, Xubuntu, and Lubuntu Linux Distributions

So you're looking to try out a new Linux distribution and wondering about the differences between Ubuntu, Xubuntu, and Lubuntu. With so many options out there it can definitely get confusing. As someone who has used all three at various points, let m...