Please see Map of Land Use - 2023 for most recent data Summary Land Use 2020: Land use categories for every parcel in San Francisco. The land use categories are derived from a range of City and commercial databases. Where building square footages were missing from these databases they were derived from a LIDAR survey flown in 2007. Land use categories are as follows (units are square feet): - CIE = Cultural, Institutional, Educational - MED = Medical - MIPS = Office (Management, Information, Professional Services) - MIXED = Mixed Uses (Without Residential) - MIXRES = Mixed Uses (With Residential) - PDR = Industrial (Production, Distribution, Repair) - RETAIL/ENT = Retail, Entertainment - RESIDENT = Residential - VISITOR = Hotels/Motels - VACANT = Vacant - ROW = Right-of-Way - OPENSPACE = Open Space Other attributes are: - RESUNITS = Residential Units - BLDGSQFT = Square footage data - YRBUILT = year built - TOTAL_USES = Business points from Dun & Bradstreet were spatially aggregated to the closest parcel, and this field is the sum of the square footage fields The subsequent fields (CIE, MED, MIPS, RETAIL, PDER & VISITOR) were derived using the NAICS codes supplied in the Dun & Bradstreet dataset, and the previous TOTAL_USES column. PREDOMINANT LAND USES: - RESIDENTIAL: Housing--from single family to multifamily to high-rise apartment complexes. - CIE - CULTURAL, INDUSTRIAL, EDUCATIONAL:Any cultural, institutional, medical or educational place such as a museum, zoo, hospital, medical center, college, theatre, social service, or membership organization. - MIPS (generally for offices):Management, information, and professional activities such as finance, insurance, and real estate (FIRE), business, legal, and public administration. - RETAIL/ENT(Retail/Entertainment)Shopping and direct consumer services, amusement, recreation and personal services, restaurants and bars -- from neighborhood-serving to region-serving. - PDR (Production/Distribution/Repair):Wholesale trade, showrooms, manufacturing and materials processing, warehousing, repair, businesses, construction, transportation, communications, utilities. - VISITOR:Hotels and motels.PUBLIC:Publicly owned parks, recreation, and open spaces, as well as some highway right of ways. - VACANT:An empty or undeveloped lot. - MIXED USES:Combined uses, such as office and retail, industrial-retail-entertainment, or industrial and office, etc. where no one use predominates. - MIXEDRES (Residential Mixed):Mostly housing with one or more other use (office, retail, industrial)on the ground floor). The determining factor for a parcel's LANDUSE is if the square footage of any non-residential use is 80% or more of its total uses. Otherwise it becomes MIXED. In the case where RESIDENT use has some square footage of non-residential use, this is mainly accessory uses such as home businesses, freelancers, etc.