My understanding is that for most analyzes (beyond inter-annotator agreement etc.) you need to export the data.
As we had similar needs, we have started developing some more analysis capabilities and recently made it open source here (warning: still in early development):
https://github.com/zesch/inception-analytics
-Torsten
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