If it was a residential area (houses) police generally know everyone who lives there, so yes, they will consider someone they haven't seen before talking on the street at night suspicious.
Sure, except I've been there for a week and walked my child 3 times a day and would go to the local community gym for a swim when she was asleep. So it's not really an excuse.