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Upon Ed's instruction, we then looked at companies ''in Crunchbase'' which had more than one UUID associated with the company name. Of the 670,000 companies in Crunchbase, only 15,000 had duplicate UUIDs. From this list of 15,000, we used recursive filtering to determine if any companies could be properly matched to the company in our data by looking at additional variables (such as company location).
Upon refining our list based on recursive filtering, we found __ 40 companies which match our data, and added UUIDs appropriately.
===Step Two: Pulling Data===

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