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*** Non-STEM research and Development expenditures
*Amount spent on R&D (Higher Ed R&D Rankings) - National Science Foundation
** includes just total R&D expenditures
*STTR full data 1995-2015 (STTRData) - Small Business Administration
*University Patent Numbers 1969-2012 - USPTO

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