In Australia from my experience "not bad" = "good", "pretty good" = "amazing", "bit shit" = "really shit".
I don't think its as much that everything positive is just a non-negative, but that everything (especially emotions) is shifted towards the medium. Maybe it comes from a desire to not be abrasive and always soften everything, but I'm not sure.
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