We often walk into the city for a night out from home ( about half an hours walk) and back again even late at night. Walk to WOMAD and back. I have never felt unsafe.
i used to work in North Manchester, and bits of Salford where taxis wouldn't go!
Dont me judge it all by a couple of areas.
Go up into the Barossa for lunch at the weekend, that should help!