Yes there is a $1 trolly that makes rounds every hour until midnight. Get on in front of the little brown wooden office shack. If you stay in Deadwood after midnight there a "lots" of taxis that will take you back (I think for around $5). The ride is less than 10min, as it makes its rounds (2 or 3 other stops).
It's also walkable
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