How do I run this?
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Make sure you have django, mongo, matplotlib, numpy, pymongo, pagination and a couple other things. 

Will more documentation come?
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Yes, but I am currently roaming Belgium at Brucon

Is this the same copy from PDFXRAY.com?
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Indeed

Are there any catches to all of this?
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No, but you should share. Sharing is caring.