Streets
Late at night, the middle of a street (of course non busy and or smaller ones) is actually the safest place to walk. It'll give you a clear line of sight and thus you'll have way more time to react to anything.
Of course this doesn't include country roads where there's already nothing blocking your vision and stepping on the road just makes you a target.