I agree with KCC and Ken. You are not obligated to refund.
Is it possible they never drove by, and are trying to make up a non-issue in order to get a refund?
When guests complain that a host’s urban neighborhood was “unsafe,” I wonder if this was code for the guests fearing staying in a multicultural neighborhood.