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The data was then updated for 2017 and 2018 (Q1 and Q2), which resulted in a ranking spreadsheet and document, but not a full report.
==Last Complete Rebuild== The data was completely rebuilt based on geocoded places (i.e., place names from Tiger) and was restricted to rounds of growth VC from the outset. In this way, it can be joined the [[American Community Survey]], and it uses real, rather than self-reported cities (lots of people claim to be located in San Francisco while actually being in Alameda or South San Fran, etc.). Likewise, companies on the Emeryville side of the Emeryville-Berkeley border often claim to be in Berkeley. ==First code rebuild==
The constraint that a city had to have raised $100m in SEL VC over the last 34 years was too onerous for some of the very new ecosystems and was removed from the last build.

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