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The commercial data was not updated; the commercial data will be updated in next year's 2024 release. \n\nEach row of data corresponds to a parcel with 16 columns (fields or attributes) of information about each parcel, as described below.\n\n\nB. HOW THE DATASET IS CREATED\nThe dataset is assembled from a range of City and commercial databases, including Assessor’s office and Dun & Bradstreet for commercial land uses. \n\nC. UPDATE PROCESS\nA new dataset will be added annually without updating previous years’ data.\n\nD. HOW TO USE THIS DATASET\nReview this document to understand the data (fields and their categories): \n Land Use Database 2023 Summary\n\nLimitations: Although every attempt is made to provide accurate data, the volume of data and parcels does not allow the Department to guarantee accuracy. Should errors be found, or questions arise, please email rebecca.latto@sfgov.org.\n\nE. 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