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Providers were matched to their ZIP code by using their unique National Provider Identifier (NPI) in the July 2015 NPPES Data Dissemination. The July 2015 NPPES Data Dissemination was accessed via archive.org, as it is not currently posted publicly but is available upon request. The standardized 30-day supply measure was also used at the county level, although days' supply, a more accurate measure of the volume prescribed, is available in the Prescriber PUF. 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