Modest digs, eh? Well, there's SE DC.
Affordability depends on just how much support you have to send back to Philadelphia. As far as "reasonable" locations in the DC area, you have Arlington and Alexandria, plus the Huntington area. I know plenty of places in MD, but I don't know how you'd feel about staying there (given the gun laws and all).