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Down south
Regional Usage
The term can vary based on the region - 'down south' in the UK may refer to different areas than in the US. 
General Direction
'Down south' often means moving towards a general southern direction, not a specific location. 
Metaphorical Use
Sometimes used metaphorically for going to a place that's calmer or warmer. 