When do girls want to be talked to at the gym?

I've never been the guy who hits on girls at the gym because I figure we are all there for one purpose but I've been catching girls looking at me and maintaining eye contact so I'm just wondering should I leave them alone or should I say something? Are they just checking me out or are they interested?
When do girls want to be talked to at the gym?
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