Scott Stern and Jorge Guzman (''Where Is Silicon Valley '' (2014)') have collected data on business registration for California, New York, Texas, Massachusetts, Florida, and Washington. Data from California was collected via the Secretary of State. This data set was combined with data from SDC Platinum and the U.S. Patent Office.