There is a perception that Edinburgh, at least, does favour those students near the university, but that doesn't mean you haven't got a chance of getting in.
I am from the Midlands, and actually many people I've met have been from the south of England. If your grades are good enough and you have a strong application, you have just as much chance of getting in as someone from Scotland.