thanks @vikrampatel. Pulling the data from a few places. The concept graphs are w2v and Wikipedia. The funding data is from sources like the NSF (I capture 90% of the $60bn of annual public funded research). Papers are from sources like Elsevier. Patents are from the USPTO. I'd love to pull in the 4th innovation leg, startups, but Angel and Crunchbase are pretty tight with that info.