Quidditch, is basically just ultimate frisbee but with a ball and some hula hoops on sticks.

Actually a solid yard game

Every college campus I've been to has had people playing it, and seeing as how a decent amount of DC staffers are either unpaid interns or totally stuck in college mentality, this isn't surprising.