We live in the Maryland suburbs just Northeast of DC. There’s a house we used to pass often, and once we saw a doe in the fenced yard of the house, apparently eating acorns from a tree there.
That animal had to cross railroad tracks and wander through a housing development, to get to that house and tree from anyplace nearby that deer might commonly hunker.
Over the years a couple bears have ended up inside the Beltway!