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"on" would be something like"continuing" and "over" something like"changing, in or to a place"?
It basically means "go to" or "move to."
"Head over" or "head on over" mean the same thing. "After the game, head on over to my house for a victory party."
it's like "come on in/over/up etc?"
Yes. It's an invitation for a visit.