Not sure I'm familiar with "Cards Against Humanity" not sure I like the sound of it though. A standard card deck could be fun but I'm not sure it would suffice for such a large group.
It's like apples to apples. You get one card with something written on it. And a judge. Than everyone else plays something to fill in the blanks. The fun part is it's mostly black comedy.