Mary here is a article about growing peonies from the Seattle Times.
Washington state or D.C.? We have had peonies in both western and eastern WA. They grow well. D.C. is approximately same latitude, so they should do well.
I was looking for your planting zone. Washington has several, so here is a website to help you out.