POI (Points of Interest)

Access the locations and properties of a wide variety of different businesses and POIs.

  • OSM Water Features

    This global dataset contains features for most coastline, lakes, lagoons, ponds, oxbows, reservoirs, rivers, and canals.

    • Geographic Coverage
      world
      can
      mex
      grl
      usa
    • Geometry Types
      LINESTRING
      MULTILINESTRING
      MULTIPOLYGON
      POLYGON
  • OSM Highway Access

    This dataset contains estimated highway access points as recorded in Open Street Map (OSM). It includes points where roads tagged as highway=motorway_link intersect smaller roads (segments tagged as highway=trunk or highway=primary). We also includ…

    • Geographic Coverage
      usa
    • Geometry Types
      GEOMETRYCOLLECTION
      LINESTRING
      MULTIPOINT
      POINT
  • OSM Arts & Entertainment

    This dataset contains arts & entertainment points of interest listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags amenity:theatre or amenity:cinema or amenity:arts_centre or amenity:events_venue or `amenity:concert_h…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Bars

    This dataset contains bars listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags amenity:bar, amenity:pub, amenity:biergarten, or amenity:winery. It includes a poi_type, a poi_name, and all other OSM tags as associ…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Campgrounds

    This dataset contains campgrounds and campsites points of interest listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags amenity:campground, tourism:camp_site, tourism:camp_pitch, or tourism:caravan_site. It includes a…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Dog Parks

    This dataset contains dog parks listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags leisure:dog_park. It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.openstr

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Family Entertainment

    This dataset contains family entertainment points of interest listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags leisure:waterpark, tourism:theme_park, leisure:miniature_golf, leisure:trampoline_park, `leisure:amuse…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Lodging

    This dataset contains lodging options listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags tourism:hotel, tourism:motel, tourism:guest_house, tourism:chalet, tourism:hostel, or tourism:bed_and_breakfast. It includ…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Parks

    This dataset contains parks listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags amenity:park, leisure:park, leisure:nature_reserve, or boundary:national_park. It includes a poi_type, a poi_name, and all other OSM…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Playgrounds

    This dataset contains playgrounds listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags leisure:playground, amenity:playground, leisure:indoor_play, or leisure:natural_play_area. It includes a poi_type, a `poi_na…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Rest Stops

    This dataset contains rest stops listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags highway:rest_area, highway:services, or tourism:picnic_site. It includes a poi_type, a poi_name, and all other OSM tags as associ…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Restaurants

    This dataset contains restaurants listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags amenity:restaurant or amenity:cafe or amenity:fast_food or amenity:pub or amenity:food_court or amenity:bbq or `amenity:bi…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Antiques

    This dataset contains antique shops listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags shop:antiques or shop:sports_collectibles. It includes a poi_type, a poi_name, and all other OSM tags as associated with the poi…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Art

    This dataset contains art shops listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag shop:art. It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.openstreetma

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Shop Gifts

    This dataset contains gift shops listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags shop:gift or shop:florist. It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://tag

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Coffee Shops

    This dataset contains coffee shops listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag shop:coffee. It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.openst

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Farmers Markets

    This dataset contains farmers' markets listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags shop:farm or amenity:marketplace. It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (se…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Libraries

    This dataset contains libraries listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag amenity:library. It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.opens

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Sweets

    This dataset contains ice cream and confectionery shops listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags amenity:ice_cream or shop:ice_cream or shop:confectionery or shop:confectionary or amenity:confectionery o…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Sightseeing

    This dataset contains sightseeing points of interest listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags tourism:information, tourism:artwork, tourism:attraction, tourism:viewpoint, tourism:museum, tourism:zoo, t…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Wineries

    This dataset contains wineries listed in OpenStreetMap (OSM). Specifically, it includes OSM features having tags amenity:winery, landuse:vineyard, shop:winery, winery:* or (shop:alcohol and drink:wine=retail). It includes a poi_type, a `poi…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Animal Shelters

    This dataset contains animal shelters listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:animal_shelter". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Automotive

    This dataset contains locations related to automotive services listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:car_repair", "shop:automotive", "shop:auto_repair", "shop:auto_parts", "shop:auto_accessories", "sh…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Bakeries

    This dataset contains bakeries listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:bakery" or "shop:bakery". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Banks

    This dataset contains banks listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:bank" or "office:bank". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://ta

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Bicycle-Related

    This dataset contains bicycle stores and service locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:bicycle_rental", "amenity:bicycle_parking", "shop:bicycle" or "shop:bicycle_rental". It includes a `…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Boat Ramps

    This dataset contains boat ramps listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "leisure:slipway". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.open

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Cash

    This dataset contains locations to get cash listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:bureau_de_change" or "amenity:atm" or "shop:money_lender". It includes a poi_type, a poi_name, and all other…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Childcare

    This dataset contains childcare locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:childcare". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://t

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Community Buildings

    This dataset contains community buildings listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:townhall", "amenity:community_centre", or "amenity:social_centre". It includes a poi_type, a poi_name, and all…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Courthouses

    This dataset contains courthouse locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:courthouse" or "amenity:court_house". It includes a poi_type, a poi_name, and all other OSM tags as associated wi…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Coworking

    This dataset contains co-working locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:coworking_space", "office:coworking_space", "office:coworking" or "amenity:coworking". It includes a poi_type, a `…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Dentists

    This dataset contains dentist office locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:dentist". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https:…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Doctors

    This dataset contains doctors office locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:doctor", "amenity:clinic", "amenity:healthcare", "amenity:urgent_care", or "shop:optician". It includes a `poi_ty…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Dry Cleaning

    This dataset contains dry cleaner locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:dry_cleaning", "shop:dry_cleaner", "shop:dry_cleaners", or "amenity:dry_cleaner". It includes a poi_type, a `poi_nam…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Fire Stations

    This dataset contains fire stations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:fire_station". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://tagi

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Fitness

    This dataset contains gym and fitness center locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:gym", "leisure:fitness_centre", "leisure:sports_centre", "leisure:fitness_studio" or "amenity:climbing_gy…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Funeral Related

    This dataset contains funeral home and crematorium locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:funeral_directors", "shop:funeral_home", "amenity:crematorium", "amenity:funeral_directors", "amenity…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Gambling

    This dataset contains gambling-related locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:casino", "amenity:gambling", or "leisure:racetrack". It includes a poi_type, a poi_name, and all other OSM…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Gas Stations

    This dataset contains gas stations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:fuel" or "amenity:gas". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see htt…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Golf

    This dataset contains golf and miniature golf courses listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "leisure:golf_course" or "leisure:miniature_golf". It includes a poi_type, a poi_name, and all other OSM tags …

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Graveyards

    This dataset contains graveyards listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:grave_yard" or "amenity:cemetery". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Higher Education

    This dataset contains higher education locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:college" or "amenity:university" or "amenity:research_institute" or "amenity:trade_school". It includes a `poi…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Hospitals

    This dataset contains hospitals listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:hospital". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.ope

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Hunting Fishing

    This dataset contains hunting- and fishing-related locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "leisure:fishing" or "leisure:shooting_ground" or "amenity:hunting_stand" or "leisure:fishing_hole". It inc…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Laundromats

    This dataset contains laundromats listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:laundry". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.opens

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Marinas

    This dataset contains marinas listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "leisure:marina". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.openstre

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Nightclubs

    This dataset contains nightclubs and stripclubs listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:nightclub" and "amenity:stripclub". It includes a poi_type, a poi_name, and all other OSM tags as associate…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Parking

    This dataset contains auto, motorcycle, and bicycle parking locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:parking", "amenity:parking_entrance", "amenity:bicycle_parking", "amenity:parking_space",…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Pharmacies

    This dataset contains pharmacies listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:pharmacy". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.ope

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Places of Worship

    This dataset contains places of worship listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:place_of_worship" or "amenity:monastery". It includes a poi_type, a poi_name, and all other OSM tags as associated w…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Police Stations

    This dataset contains police stations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:police". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Pools

    This dataset contains swimming pools listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "leisure:swimming_pool". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://ta

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Post Offices

    This dataset contains post offices listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:post_office". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginf

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Quick Money

    This dataset contains quick money locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:pawnbroker", "shop:money_lender", or "office:bail_bond_agent". It includes a poi_type, a poi_name, and all other O…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Schools

    This dataset contains elementary, secondary, and specialty schools listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:school", "amenity:kindergarten", "amenity:prep_school", "amenity:music_school", "amenity:lan…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Alcohol

    This dataset contains alcohol shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:alcohol", "shop:wine", or "shop:beverages". It includes a poi_type, a poi_name, and all other OSM tags as associa…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Department Stores

    This dataset contains department store locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:department_store". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (se…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Books

    This dataset contains books shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:books". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Shops - Cannabis

    This dataset contains cannabis shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:cannabis" or "shop:dispensary". It includes a poi_type, a poi_name, and all other OSM tags as associated with th…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Shops - Clothing

    This dataset contains clothing and shoe shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:clothes", "shop:shoes", or "shop:boutique". It includes a poi_type, a poi_name, and all other OSM tags …

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Convenience

    This dataset contains convenience store locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:convenience". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see ht…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Crafts

    This dataset contains craft store locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:crafts", "shop:craft", "shop:fabric", "shop:art", or "shop:framing". It includes a poi_type, a poi_name, and all o…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Electronics

    This dataset contains electronics store locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:electronics". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see ht…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Shops - Florist

    This dataset contains florist shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:florist". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://tag

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Grocery

    This dataset contains grocery store locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:supermarket", "shop:deli", or "shop:greengrocer". It includes a poi_type, a poi_name, and all other OSM tags as …

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Hardware

    This dataset contains hardware shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:hardware" or "shop:doityourself". It includes a poi_type, a poi_name, and all other OSM tags as associated with t…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Household Goods

    This dataset contains household goods store locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "shop:furniture", "shop:houseware", "shop:garden_centre", "shop:interior_decoration", "shop:kitchen", "shop:carpet…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Jewelry

    This dataset contains jewelry shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:jewelry". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://tag

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Shops - Music

    This dataset contains music shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:music" or "shop:musical_instrument". It includes a poi_type, a poi_name, and all other OSM tags as associated with t…

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Shops - Pets

    This dataset contains pet store and grooming locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:pet" or "shop:pet_grooming". It includes a poi_type, a poi_name, and all other OSM tags as associated wi…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Shops - Seafood

    This dataset contains seafood shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:seafood". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://tag

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Shops - Toys

    This dataset contains toy shop locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:toys". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.op

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Social Services

    This dataset contains social services locations (e.g. shelters, food banks, group homes) listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:shelter" or "amenity:social_facility". It includes a poi_type, a `poi…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Spas & Salons

    This dataset contains spa and salon locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:spa", "amenity:salon", "amenity:nail_salon", "shop:barber", "shop:hairdresser", "shop:beauty", "shop:cosmetics", …

    • Geographic Coverage
      usa
    • Geometry Types
      POINT
      POLYGON
  • OSM Stadiums

    This dataset contains stadium locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "leisure:stadium". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://tagin

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Theme Parks

    This dataset contains theme park locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "leisure:water_park" or "tourism:theme_park". It includes a poi_type, a poi_name, and all other OSM tags as associated wit…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Veterinarians

    This dataset contains veterinarian locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:veterinary". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Warehouses

    This dataset contains warehouse locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "industrial:warehouse". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https:…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Waste Management

    This dataset contains waste management locations listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tags "amenity:recycling", "amenity:waste_transfer_station", "amenity:sanitary_dump_station", "amenity:waste_disposal", or "i…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Nursing Homes

    This dataset contains nursing homes listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "amenity:nursing_home". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://tagi

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Malls

    This dataset contains shopping malls listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "shop:mall". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https://taginfo.openst

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON
  • OSM Beaches

    This dataset contains beaches listed in OpenStreetMap (OSM). Specifically, it includes OSM features having the tag "natural:beach" or "leisure:beach". It includes a poi_type, a poi_name, and all other OSM tags as associated with the point (see https:…

    • Geographic Coverage
      usa
    • Geometry Types
      MULTIPOLYGON
      POINT
      POLYGON