I'm massively confused about what you can do to distributions formulas, and I haven't seen a nice collection of the rules anywhere.

So when you have something like , I understand that you can say that or that . But I don't know why these rules are true and how many of these rules exist. Can someone please point me to a useful resource? How can I manipulate these distribution expressions?