Program Analysis - Join over path vs Meet over path

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MOP and JOP are commonly used concepts in program analysis. As far I know, MOP goes up the lattice and JOP goes down. However, I still need a solid definition + explanation (and applications) of both. Any answer would be appreciated.

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