the apidictor will help you understand what's happening in your hive.
Python Java
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Small project from old Facebook Hackathon to visualize Hive table and partition sizes using an interactive treemap in Processing.

The treemap implementation was modified from the source provided in Ben Fry's "Visualizing Data"