A Classification of OSM Features by Economic Function
classifications.RdThis classification, developed for Krantz (2023), aims to classify OSM features into meaningful and specific economic categories such as 'education', 'health', 'tourism', 'financial', 'shopping', 'transport', 'communications', 'industrial', 'residential', 'road', 'railway', 'pipeline', 'power', 'waterway' etc. Separate classifications are developed for points and polygons (buildings) (33 categories), and lines (11 categories), which should be applied to the respective layers of OSM PBF files, see osmclass-package for and example. The classification is optimized (in terms of tag choice and order of categories) to assign the most sensible primary category to most features in the Africa OSM.
Format
An object of class list of length 33.
An object of class list of length 11.
An object of class list of length 11.
References
Krantz, Sebastian, Mapping Africa’s Infrastructure Potential with Geospatial Big Data, Causal ML, and XAI (August 10, 2023). Available at SSRN: https://www.ssrn.com/abstract=4537867
Examples
collapse::unlist2d(osm_point_polygon_class, idcols = c("category", "tag"))
#> category tag V1
#> 1 port landuse port
#> 2 military military
#> 3 military building military
#> 4 military landuse military
#> 5 craft craft
#> 6 education amenity college
#> 7 education building college
#> 8 education landuse education
#> 9 education_alt amenity driving_school
#> 10 education_alt office educational_institution
#> 11 education_alt building kindergarten
#> 12 health amenity baby_hatch
#> 13 health healthcare
#> 14 health building hospital
#> 15 farming place farm
#> 16 farming man_made beehive
#> 17 farming building farm
#> 18 farming landuse farmland
#> 19 mining man_made adit
#> 20 mining landuse quarry
#> 21 industrial industrial
#> 22 industrial man_made kiln
#> 23 industrial building industrial
#> 24 industrial landuse industrial
#> 25 accommodation tourism apartment
#> 26 accommodation building hotel
#> 27 food amenity bar
#> 28 tourism tourism !no
#> 29 tourism shop travel_agency
#> 30 tourism office guide
#> 31 creativity amenity conference_centre
#> 32 creativity leisure hackerspace
#> 33 creativity office graphic_design
#> 34 sports leisure fitness_centre
#> 35 sports sport
#> 36 sports building grandstand
#> 37 entertainment amenity arts_centre
#> 38 entertainment leisure adult_gaming_centre
#> 39 institutional office government
#> 40 institutional building government
#> 41 institutional landuse institutional
#> 42 public_service amenity courthouse
#> 43 public_service building fire_station
#> 44 storage man_made silo
#> 45 storage building hangar
#> 46 storage landuse depot
#> 47 communications amenity internet_cafe
#> 48 communications telecom
#> 49 communications utility telecom
#> 50 communications man_made antenna
#> 51 communications office telecommunication
#> 52 communications tower:type communication
#> 53 communications communication line
#> 54 transport amenity bicycle_parking
#> 55 transport highway crossing
#> 56 transport railway
#> 57 transport aerialway
#> 58 transport waterway !waterfall
#> 59 transport aeroway
#> 60 transport public_transport
#> 61 transport bridge
#> 62 transport junction
#> 63 transport office logistics
#> 64 transport man_made bridge
#> 65 transport building train_station
#> 66 transport landuse railway
#> 67 shopping amenity marketplace
#> 68 shopping shop !no
#> 69 shopping building retail
#> 70 shopping landuse retail
#> 71 financial amenity atm
#> 72 financial office accountant
#> 73 religion amenity funeral_hall
#> 74 religion building cathedral
#> 75 religion office religion
#> 76 religion landuse religious
#> 77 religion religion !no
#> 78 religion denomination
#> 79 construction building construction
#> 80 construction landuse construction
#> 81 residential building house
#> 82 residential building:use residential
#> 83 residential landuse residential
#> 84 historic historic !no
#> 85 waste amenity sanitary_dump_station
#> 86 waste water wastewater
#> 87 waste man_made wastewater_plant
#> 88 waste landuse landfill
#> 89 office_other office
#> 90 office_other building office
#> 91 commercial building commercial
#> 92 commercial landuse commercial
#> 93 power power
#> 94 power utility power
#> 95 power building transformer_tower
#> 96 power tower:type power
#> 97 utilities_other man_made water_tower
#> 98 utilities_other water reservoir
#> 99 utilities_other office water_utility
#> 100 utilities_other building digester
#> 101 utilities_other landuse reservoir
#> 102 recreation amenity community_centre
#> 103 recreation leisure beach_resort
#> 104 recreation landuse recreation_ground
#> 105 recreation building civic
#> 106 facilities amenity bbq
#> 107 facilities building toilets
#> 108 emergency emergency !no
#> V2 V3 V4
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 barracks bunker <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 school university <NA>
#> 7 school university <NA>
#> 8 <NA> <NA> <NA>
#> 9 kindergarten language_school library
#> 10 tutoring <NA> <NA>
#> 11 <NA> <NA> <NA>
#> 12 clinic dentist doctors
#> 13 <NA> <NA> <NA>
#> 14 <NA> <NA> <NA>
#> 15 <NA> <NA> <NA>
#> 16 <NA> <NA> <NA>
#> 17 barn conservatory cowshed
#> 18 farmyard orchard vineyard
#> 19 mineshaft petroleum_well tailings_pond
#> 20 <NA> <NA> <NA>
#> 21 <NA> <NA> <NA>
#> 22 works <NA> <NA>
#> 23 <NA> <NA> <NA>
#> 24 <NA> <NA> <NA>
#> 25 chalet guest_house hostel
#> 26 <NA> <NA> <NA>
#> 27 cafe fast_food food_court
#> 28 <NA> <NA> <NA>
#> 29 <NA> <NA> <NA>
#> 30 travel_agent <NA> <NA>
#> 31 studio <NA> <NA>
#> 32 <NA> <NA> <NA>
#> 33 coworking engineer it
#> 34 fitness_station pitch sports_centre
#> 35 <NA> <NA> <NA>
#> 36 pavilion riding_hall sports_hall
#> 37 exhibition_centre brothel casino
#> 38 amusement_arcade bandstand dance
#> 39 ngo association diplomatic
#> 40 <NA> <NA> <NA>
#> 41 <NA> <NA> <NA>
#> 42 fire_station police post_box
#> 43 public <NA> <NA>
#> 44 storage_tank <NA> <NA>
#> 45 storage_tank silo <NA>
#> 46 <NA> <NA> <NA>
#> 47 telephone <NA> <NA>
#> 48 <NA> <NA> <NA>
#> 49 <NA> <NA> <NA>
#> 50 beacon communication_tower communications_tower
#> 51 <NA> <NA> <NA>
#> 52 telecommunication radar radio
#> 53 pole mobile mobile_phone
#> 54 bicycle_repair_station bicycle_rental boat_rental
#> 55 mini_roundabout motorway_junction traffic_signals
#> 56 <NA> <NA> <NA>
#> 57 <NA> <NA> <NA>
#> 58 !stream !stream_end !rapids
#> 59 <NA> <NA> <NA>
#> 60 <NA> <NA> <NA>
#> 61 <NA> <NA> <NA>
#> 62 <NA> <NA> <NA>
#> 63 moving_company <NA> <NA>
#> 64 goods_conveyor <NA> <NA>
#> 65 transportation bridge <NA>
#> 66 <NA> <NA> <NA>
#> 67 shop <NA> <NA>
#> 68 !vacant <NA> <NA>
#> 69 kiosk supermarket warehouse
#> 70 <NA> <NA> <NA>
#> 71 bank bureau_de_change mobile_money
#> 72 financial financial_advisor insurance
#> 73 crematorium grave_yard monastery
#> 74 chapel church kingdom_hall
#> 75 <NA> <NA> <NA>
#> 76 <NA> <NA> <NA>
#> 77 !none <NA> <NA>
#> 78 <NA> <NA> <NA>
#> 79 <NA> <NA> <NA>
#> 80 <NA> <NA> <NA>
#> 81 apartments bungalow detached
#> 82 apartments <NA> <NA>
#> 83 <NA> <NA> <NA>
#> 84 <NA> <NA> <NA>
#> 85 recycling waste_basket waste_disposal
#> 86 <NA> <NA> <NA>
#> 87 <NA> <NA> <NA>
#> 88 <NA> <NA> <NA>
#> 89 <NA> <NA> <NA>
#> 90 <NA> <NA> <NA>
#> 91 <NA> <NA> <NA>
#> 92 <NA> <NA> <NA>
#> 93 <NA> <NA> <NA>
#> 94 <NA> <NA> <NA>
#> 95 <NA> <NA> <NA>
#> 96 <NA> <NA> <NA>
#> 97 water_well water_works water_tap
#> 98 <NA> <NA> <NA>
#> 99 <NA> <NA> <NA>
#> 100 service water_tower <NA>
#> 101 <NA> <NA> <NA>
#> 102 fountain public_bath public_bookcase
#> 103 marina miniature_golf common
#> 104 <NA> <NA> <NA>
#> 105 <NA> <NA> <NA>
#> 106 bench dog_toilet childcare
#> 107 <NA> <NA> <NA>
#> 108 <NA> <NA> <NA>
#> V5 V6 V7
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 <NA> <NA> <NA>
#> 5 <NA> <NA> <NA>
#> 6 <NA> <NA> <NA>
#> 7 <NA> <NA> <NA>
#> 8 <NA> <NA> <NA>
#> 9 training music_school <NA>
#> 10 <NA> <NA> <NA>
#> 11 <NA> <NA> <NA>
#> 12 hospital nursing_home pharmacy
#> 13 <NA> <NA> <NA>
#> 14 <NA> <NA> <NA>
#> 15 <NA> <NA> <NA>
#> 16 <NA> <NA> <NA>
#> 17 farm_auxiliary greenhouse slurry_tank
#> 18 aquaculture salt_pond greenhouse_horticulture
#> 19 <NA> <NA> <NA>
#> 20 <NA> <NA> <NA>
#> 21 <NA> <NA> <NA>
#> 22 <NA> <NA> <NA>
#> 23 <NA> <NA> <NA>
#> 24 <NA> <NA> <NA>
#> 25 hotel motel wilderness_hut
#> 26 <NA> <NA> <NA>
#> 27 ice_cream pub restaurant
#> 28 <NA> <NA> <NA>
#> 29 <NA> <NA> <NA>
#> 30 <NA> <NA> <NA>
#> 31 <NA> <NA> <NA>
#> 32 <NA> <NA> <NA>
#> 33 research <NA> <NA>
#> 34 stadium swimming_pool track
#> 35 <NA> <NA> <NA>
#> 36 stadium <NA> <NA>
#> 37 cinema events_venue gambling
#> 38 <NA> <NA> <NA>
#> 39 political_party <NA> <NA>
#> 40 <NA> <NA> <NA>
#> 41 <NA> <NA> <NA>
#> 42 post_depot post_office prison
#> 43 <NA> <NA> <NA>
#> 44 <NA> <NA> <NA>
#> 45 <NA> <NA> <NA>
#> 46 <NA> <NA> <NA>
#> 47 <NA> <NA> <NA>
#> 48 <NA> <NA> <NA>
#> 49 <NA> <NA> <NA>
#> 50 lighthouse satellite_dish <NA>
#> 51 <NA> <NA> <NA>
#> 52 radio_transmitter <NA> <NA>
#> 53 mobile_phone=yes <NA> <NA>
#> 54 boat_sharing bus_station train_station
#> 55 turning_circle turning_loop bus_stop
#> 56 <NA> <NA> <NA>
#> 57 <NA> <NA> <NA>
#> 58 !tidal_channel !riverbank <NA>
#> 59 <NA> <NA> <NA>
#> 60 <NA> <NA> <NA>
#> 61 <NA> <NA> <NA>
#> 62 <NA> <NA> <NA>
#> 63 <NA> <NA> <NA>
#> 64 <NA> <NA> <NA>
#> 65 <NA> <NA> <NA>
#> 66 <NA> <NA> <NA>
#> 67 <NA> <NA> <NA>
#> 68 <NA> <NA> <NA>
#> 69 <NA> <NA> <NA>
#> 70 <NA> <NA> <NA>
#> 71 mobile_money_agent money_transfer <NA>
#> 72 tax_advisor <NA> <NA>
#> 73 place_of_mourning place_of_worship <NA>
#> 74 monastery mosque presbytery
#> 75 <NA> <NA> <NA>
#> 76 <NA> <NA> <NA>
#> 77 <NA> <NA> <NA>
#> 78 <NA> <NA> <NA>
#> 79 <NA> <NA> <NA>
#> 80 <NA> <NA> <NA>
#> 81 semidetached_house terrace dormitory
#> 82 <NA> <NA> <NA>
#> 83 <NA> <NA> <NA>
#> 84 <NA> <NA> <NA>
#> 85 waste_transfer_station <NA> <NA>
#> 86 <NA> <NA> <NA>
#> 87 <NA> <NA> <NA>
#> 88 <NA> <NA> <NA>
#> 89 <NA> <NA> <NA>
#> 90 <NA> <NA> <NA>
#> 91 <NA> <NA> <NA>
#> 92 <NA> <NA> <NA>
#> 93 <NA> <NA> <NA>
#> 94 <NA> <NA> <NA>
#> 95 <NA> <NA> <NA>
#> 96 <NA> <NA> <NA>
#> 97 water_tank gasometer pipeline
#> 98 <NA> <NA> <NA>
#> 99 <NA> <NA> <NA>
#> 100 <NA> <NA> <NA>
#> 101 <NA> <NA> <NA>
#> 102 social_centre <NA> <NA>
#> 103 park dog_park water_park
#> 104 <NA> <NA> <NA>
#> 105 <NA> <NA> <NA>
#> 106 clock photo_booth kitchen
#> 107 <NA> <NA> <NA>
#> 108 <NA> <NA> <NA>
#> V8 V9 V10 V11
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA>
#> 6 <NA> <NA> <NA> <NA>
#> 7 <NA> <NA> <NA> <NA>
#> 8 <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA>
#> 11 <NA> <NA> <NA> <NA>
#> 12 social_facility veterinary <NA> <NA>
#> 13 <NA> <NA> <NA> <NA>
#> 14 <NA> <NA> <NA> <NA>
#> 15 <NA> <NA> <NA> <NA>
#> 16 <NA> <NA> <NA> <NA>
#> 17 stable sty <NA> <NA>
#> 18 plant_nursery <NA> <NA> <NA>
#> 19 <NA> <NA> <NA> <NA>
#> 20 <NA> <NA> <NA> <NA>
#> 21 <NA> <NA> <NA> <NA>
#> 22 <NA> <NA> <NA> <NA>
#> 23 <NA> <NA> <NA> <NA>
#> 24 <NA> <NA> <NA> <NA>
#> 25 <NA> <NA> <NA> <NA>
#> 26 <NA> <NA> <NA> <NA>
#> 27 <NA> <NA> <NA> <NA>
#> 28 <NA> <NA> <NA> <NA>
#> 29 <NA> <NA> <NA> <NA>
#> 30 <NA> <NA> <NA> <NA>
#> 31 <NA> <NA> <NA> <NA>
#> 32 <NA> <NA> <NA> <NA>
#> 33 <NA> <NA> <NA> <NA>
#> 34 <NA> <NA> <NA> <NA>
#> 35 <NA> <NA> <NA> <NA>
#> 36 <NA> <NA> <NA> <NA>
#> 37 love_hotel nightclub planetarium stripclub
#> 38 <NA> <NA> <NA> <NA>
#> 39 <NA> <NA> <NA> <NA>
#> 40 <NA> <NA> <NA> <NA>
#> 41 <NA> <NA> <NA> <NA>
#> 42 ranger_station townhall public_building <NA>
#> 43 <NA> <NA> <NA> <NA>
#> 44 <NA> <NA> <NA> <NA>
#> 45 <NA> <NA> <NA> <NA>
#> 46 <NA> <NA> <NA> <NA>
#> 47 <NA> <NA> <NA> <NA>
#> 48 <NA> <NA> <NA> <NA>
#> 49 <NA> <NA> <NA> <NA>
#> 50 <NA> <NA> <NA> <NA>
#> 51 <NA> <NA> <NA> <NA>
#> 52 <NA> <NA> <NA> <NA>
#> 53 <NA> <NA> <NA> <NA>
#> 54 car_rental car_sharing car_wash compressed_air
#> 55 services speed_camera <NA> <NA>
#> 56 <NA> <NA> <NA> <NA>
#> 57 <NA> <NA> <NA> <NA>
#> 58 <NA> <NA> <NA> <NA>
#> 59 <NA> <NA> <NA> <NA>
#> 60 <NA> <NA> <NA> <NA>
#> 61 <NA> <NA> <NA> <NA>
#> 62 <NA> <NA> <NA> <NA>
#> 63 <NA> <NA> <NA> <NA>
#> 64 <NA> <NA> <NA> <NA>
#> 65 <NA> <NA> <NA> <NA>
#> 66 <NA> <NA> <NA> <NA>
#> 67 <NA> <NA> <NA> <NA>
#> 68 <NA> <NA> <NA> <NA>
#> 69 <NA> <NA> <NA> <NA>
#> 70 <NA> <NA> <NA> <NA>
#> 71 <NA> <NA> <NA> <NA>
#> 72 <NA> <NA> <NA> <NA>
#> 73 <NA> <NA> <NA> <NA>
#> 74 shrine synagogue temple religious
#> 75 <NA> <NA> <NA> <NA>
#> 76 <NA> <NA> <NA> <NA>
#> 77 <NA> <NA> <NA> <NA>
#> 78 <NA> <NA> <NA> <NA>
#> 79 <NA> <NA> <NA> <NA>
#> 80 <NA> <NA> <NA> <NA>
#> 81 residential <NA> <NA> <NA>
#> 82 <NA> <NA> <NA> <NA>
#> 83 <NA> <NA> <NA> <NA>
#> 84 <NA> <NA> <NA> <NA>
#> 85 <NA> <NA> <NA> <NA>
#> 86 <NA> <NA> <NA> <NA>
#> 87 <NA> <NA> <NA> <NA>
#> 88 <NA> <NA> <NA> <NA>
#> 89 <NA> <NA> <NA> <NA>
#> 90 <NA> <NA> <NA> <NA>
#> 91 <NA> <NA> <NA> <NA>
#> 92 <NA> <NA> <NA> <NA>
#> 93 <NA> <NA> <NA> <NA>
#> 94 <NA> <NA> <NA> <NA>
#> 95 <NA> <NA> <NA> <NA>
#> 96 <NA> <NA> <NA> <NA>
#> 97 pump pumping_rig pumping_station reservoir_covered
#> 98 <NA> <NA> <NA> <NA>
#> 99 <NA> <NA> <NA> <NA>
#> 100 <NA> <NA> <NA> <NA>
#> 101 <NA> <NA> <NA> <NA>
#> 102 <NA> <NA> <NA> <NA>
#> 103 nature_reserve picnic_table fishing garden
#> 104 <NA> <NA> <NA> <NA>
#> 105 <NA> <NA> <NA> <NA>
#> 106 dressing_room drinking_water give_box parcel_locker
#> 107 <NA> <NA> <NA> <NA>
#> 108 <NA> <NA> <NA> <NA>
#> V12 V13 V14 V15
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA>
#> 6 <NA> <NA> <NA> <NA>
#> 7 <NA> <NA> <NA> <NA>
#> 8 <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA>
#> 11 <NA> <NA> <NA> <NA>
#> 12 <NA> <NA> <NA> <NA>
#> 13 <NA> <NA> <NA> <NA>
#> 14 <NA> <NA> <NA> <NA>
#> 15 <NA> <NA> <NA> <NA>
#> 16 <NA> <NA> <NA> <NA>
#> 17 <NA> <NA> <NA> <NA>
#> 18 <NA> <NA> <NA> <NA>
#> 19 <NA> <NA> <NA> <NA>
#> 20 <NA> <NA> <NA> <NA>
#> 21 <NA> <NA> <NA> <NA>
#> 22 <NA> <NA> <NA> <NA>
#> 23 <NA> <NA> <NA> <NA>
#> 24 <NA> <NA> <NA> <NA>
#> 25 <NA> <NA> <NA> <NA>
#> 26 <NA> <NA> <NA> <NA>
#> 27 <NA> <NA> <NA> <NA>
#> 28 <NA> <NA> <NA> <NA>
#> 29 <NA> <NA> <NA> <NA>
#> 30 <NA> <NA> <NA> <NA>
#> 31 <NA> <NA> <NA> <NA>
#> 32 <NA> <NA> <NA> <NA>
#> 33 <NA> <NA> <NA> <NA>
#> 34 <NA> <NA> <NA> <NA>
#> 35 <NA> <NA> <NA> <NA>
#> 36 <NA> <NA> <NA> <NA>
#> 37 swingerclub theatre <NA> <NA>
#> 38 <NA> <NA> <NA> <NA>
#> 39 <NA> <NA> <NA> <NA>
#> 40 <NA> <NA> <NA> <NA>
#> 41 <NA> <NA> <NA> <NA>
#> 42 <NA> <NA> <NA> <NA>
#> 43 <NA> <NA> <NA> <NA>
#> 44 <NA> <NA> <NA> <NA>
#> 45 <NA> <NA> <NA> <NA>
#> 46 <NA> <NA> <NA> <NA>
#> 47 <NA> <NA> <NA> <NA>
#> 48 <NA> <NA> <NA> <NA>
#> 49 <NA> <NA> <NA> <NA>
#> 50 <NA> <NA> <NA> <NA>
#> 51 <NA> <NA> <NA> <NA>
#> 52 <NA> <NA> <NA> <NA>
#> 53 <NA> <NA> <NA> <NA>
#> 54 vehicle_inspection charging_station ferry_terminal fuel
#> 55 <NA> <NA> <NA> <NA>
#> 56 <NA> <NA> <NA> <NA>
#> 57 <NA> <NA> <NA> <NA>
#> 58 <NA> <NA> <NA> <NA>
#> 59 <NA> <NA> <NA> <NA>
#> 60 <NA> <NA> <NA> <NA>
#> 61 <NA> <NA> <NA> <NA>
#> 62 <NA> <NA> <NA> <NA>
#> 63 <NA> <NA> <NA> <NA>
#> 64 <NA> <NA> <NA> <NA>
#> 65 <NA> <NA> <NA> <NA>
#> 66 <NA> <NA> <NA> <NA>
#> 67 <NA> <NA> <NA> <NA>
#> 68 <NA> <NA> <NA> <NA>
#> 69 <NA> <NA> <NA> <NA>
#> 70 <NA> <NA> <NA> <NA>
#> 71 <NA> <NA> <NA> <NA>
#> 72 <NA> <NA> <NA> <NA>
#> 73 <NA> <NA> <NA> <NA>
#> 74 <NA> <NA> <NA> <NA>
#> 75 <NA> <NA> <NA> <NA>
#> 76 <NA> <NA> <NA> <NA>
#> 77 <NA> <NA> <NA> <NA>
#> 78 <NA> <NA> <NA> <NA>
#> 79 <NA> <NA> <NA> <NA>
#> 80 <NA> <NA> <NA> <NA>
#> 81 <NA> <NA> <NA> <NA>
#> 82 <NA> <NA> <NA> <NA>
#> 83 <NA> <NA> <NA> <NA>
#> 84 <NA> <NA> <NA> <NA>
#> 85 <NA> <NA> <NA> <NA>
#> 86 <NA> <NA> <NA> <NA>
#> 87 <NA> <NA> <NA> <NA>
#> 88 <NA> <NA> <NA> <NA>
#> 89 <NA> <NA> <NA> <NA>
#> 90 <NA> <NA> <NA> <NA>
#> 91 <NA> <NA> <NA> <NA>
#> 92 <NA> <NA> <NA> <NA>
#> 93 <NA> <NA> <NA> <NA>
#> 94 <NA> <NA> <NA> <NA>
#> 95 <NA> <NA> <NA> <NA>
#> 96 <NA> <NA> <NA> <NA>
#> 97 street_cabinet <NA> <NA> <NA>
#> 98 <NA> <NA> <NA> <NA>
#> 99 <NA> <NA> <NA> <NA>
#> 100 <NA> <NA> <NA> <NA>
#> 101 <NA> <NA> <NA> <NA>
#> 102 <NA> <NA> <NA> <NA>
#> 103 playground swimming_area <NA> <NA>
#> 104 <NA> <NA> <NA> <NA>
#> 105 <NA> <NA> <NA> <NA>
#> 106 shelter shower toilets water_point
#> 107 <NA> <NA> <NA> <NA>
#> 108 <NA> <NA> <NA> <NA>
#> V16 V17 V18 V19
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA>
#> 6 <NA> <NA> <NA> <NA>
#> 7 <NA> <NA> <NA> <NA>
#> 8 <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA>
#> 11 <NA> <NA> <NA> <NA>
#> 12 <NA> <NA> <NA> <NA>
#> 13 <NA> <NA> <NA> <NA>
#> 14 <NA> <NA> <NA> <NA>
#> 15 <NA> <NA> <NA> <NA>
#> 16 <NA> <NA> <NA> <NA>
#> 17 <NA> <NA> <NA> <NA>
#> 18 <NA> <NA> <NA> <NA>
#> 19 <NA> <NA> <NA> <NA>
#> 20 <NA> <NA> <NA> <NA>
#> 21 <NA> <NA> <NA> <NA>
#> 22 <NA> <NA> <NA> <NA>
#> 23 <NA> <NA> <NA> <NA>
#> 24 <NA> <NA> <NA> <NA>
#> 25 <NA> <NA> <NA> <NA>
#> 26 <NA> <NA> <NA> <NA>
#> 27 <NA> <NA> <NA> <NA>
#> 28 <NA> <NA> <NA> <NA>
#> 29 <NA> <NA> <NA> <NA>
#> 30 <NA> <NA> <NA> <NA>
#> 31 <NA> <NA> <NA> <NA>
#> 32 <NA> <NA> <NA> <NA>
#> 33 <NA> <NA> <NA> <NA>
#> 34 <NA> <NA> <NA> <NA>
#> 35 <NA> <NA> <NA> <NA>
#> 36 <NA> <NA> <NA> <NA>
#> 37 <NA> <NA> <NA> <NA>
#> 38 <NA> <NA> <NA> <NA>
#> 39 <NA> <NA> <NA> <NA>
#> 40 <NA> <NA> <NA> <NA>
#> 41 <NA> <NA> <NA> <NA>
#> 42 <NA> <NA> <NA> <NA>
#> 43 <NA> <NA> <NA> <NA>
#> 44 <NA> <NA> <NA> <NA>
#> 45 <NA> <NA> <NA> <NA>
#> 46 <NA> <NA> <NA> <NA>
#> 47 <NA> <NA> <NA> <NA>
#> 48 <NA> <NA> <NA> <NA>
#> 49 <NA> <NA> <NA> <NA>
#> 50 <NA> <NA> <NA> <NA>
#> 51 <NA> <NA> <NA> <NA>
#> 52 <NA> <NA> <NA> <NA>
#> 53 <NA> <NA> <NA> <NA>
#> 54 grit_bin motorcycle_parking parking parking_entrance
#> 55 <NA> <NA> <NA> <NA>
#> 56 <NA> <NA> <NA> <NA>
#> 57 <NA> <NA> <NA> <NA>
#> 58 <NA> <NA> <NA> <NA>
#> 59 <NA> <NA> <NA> <NA>
#> 60 <NA> <NA> <NA> <NA>
#> 61 <NA> <NA> <NA> <NA>
#> 62 <NA> <NA> <NA> <NA>
#> 63 <NA> <NA> <NA> <NA>
#> 64 <NA> <NA> <NA> <NA>
#> 65 <NA> <NA> <NA> <NA>
#> 66 <NA> <NA> <NA> <NA>
#> 67 <NA> <NA> <NA> <NA>
#> 68 <NA> <NA> <NA> <NA>
#> 69 <NA> <NA> <NA> <NA>
#> 70 <NA> <NA> <NA> <NA>
#> 71 <NA> <NA> <NA> <NA>
#> 72 <NA> <NA> <NA> <NA>
#> 73 <NA> <NA> <NA> <NA>
#> 74 <NA> <NA> <NA> <NA>
#> 75 <NA> <NA> <NA> <NA>
#> 76 <NA> <NA> <NA> <NA>
#> 77 <NA> <NA> <NA> <NA>
#> 78 <NA> <NA> <NA> <NA>
#> 79 <NA> <NA> <NA> <NA>
#> 80 <NA> <NA> <NA> <NA>
#> 81 <NA> <NA> <NA> <NA>
#> 82 <NA> <NA> <NA> <NA>
#> 83 <NA> <NA> <NA> <NA>
#> 84 <NA> <NA> <NA> <NA>
#> 85 <NA> <NA> <NA> <NA>
#> 86 <NA> <NA> <NA> <NA>
#> 87 <NA> <NA> <NA> <NA>
#> 88 <NA> <NA> <NA> <NA>
#> 89 <NA> <NA> <NA> <NA>
#> 90 <NA> <NA> <NA> <NA>
#> 91 <NA> <NA> <NA> <NA>
#> 92 <NA> <NA> <NA> <NA>
#> 93 <NA> <NA> <NA> <NA>
#> 94 <NA> <NA> <NA> <NA>
#> 95 <NA> <NA> <NA> <NA>
#> 96 <NA> <NA> <NA> <NA>
#> 97 <NA> <NA> <NA> <NA>
#> 98 <NA> <NA> <NA> <NA>
#> 99 <NA> <NA> <NA> <NA>
#> 100 <NA> <NA> <NA> <NA>
#> 101 <NA> <NA> <NA> <NA>
#> 102 <NA> <NA> <NA> <NA>
#> 103 <NA> <NA> <NA> <NA>
#> 104 <NA> <NA> <NA> <NA>
#> 105 <NA> <NA> <NA> <NA>
#> 106 watering_place refugee_site vending_machine <NA>
#> 107 <NA> <NA> <NA> <NA>
#> 108 <NA> <NA> <NA> <NA>
#> V20 V21
#> 1 <NA> <NA>
#> 2 <NA> <NA>
#> 3 <NA> <NA>
#> 4 <NA> <NA>
#> 5 <NA> <NA>
#> 6 <NA> <NA>
#> 7 <NA> <NA>
#> 8 <NA> <NA>
#> 9 <NA> <NA>
#> 10 <NA> <NA>
#> 11 <NA> <NA>
#> 12 <NA> <NA>
#> 13 <NA> <NA>
#> 14 <NA> <NA>
#> 15 <NA> <NA>
#> 16 <NA> <NA>
#> 17 <NA> <NA>
#> 18 <NA> <NA>
#> 19 <NA> <NA>
#> 20 <NA> <NA>
#> 21 <NA> <NA>
#> 22 <NA> <NA>
#> 23 <NA> <NA>
#> 24 <NA> <NA>
#> 25 <NA> <NA>
#> 26 <NA> <NA>
#> 27 <NA> <NA>
#> 28 <NA> <NA>
#> 29 <NA> <NA>
#> 30 <NA> <NA>
#> 31 <NA> <NA>
#> 32 <NA> <NA>
#> 33 <NA> <NA>
#> 34 <NA> <NA>
#> 35 <NA> <NA>
#> 36 <NA> <NA>
#> 37 <NA> <NA>
#> 38 <NA> <NA>
#> 39 <NA> <NA>
#> 40 <NA> <NA>
#> 41 <NA> <NA>
#> 42 <NA> <NA>
#> 43 <NA> <NA>
#> 44 <NA> <NA>
#> 45 <NA> <NA>
#> 46 <NA> <NA>
#> 47 <NA> <NA>
#> 48 <NA> <NA>
#> 49 <NA> <NA>
#> 50 <NA> <NA>
#> 51 <NA> <NA>
#> 52 <NA> <NA>
#> 53 <NA> <NA>
#> 54 parking_space taxi
#> 55 <NA> <NA>
#> 56 <NA> <NA>
#> 57 <NA> <NA>
#> 58 <NA> <NA>
#> 59 <NA> <NA>
#> 60 <NA> <NA>
#> 61 <NA> <NA>
#> 62 <NA> <NA>
#> 63 <NA> <NA>
#> 64 <NA> <NA>
#> 65 <NA> <NA>
#> 66 <NA> <NA>
#> 67 <NA> <NA>
#> 68 <NA> <NA>
#> 69 <NA> <NA>
#> 70 <NA> <NA>
#> 71 <NA> <NA>
#> 72 <NA> <NA>
#> 73 <NA> <NA>
#> 74 <NA> <NA>
#> 75 <NA> <NA>
#> 76 <NA> <NA>
#> 77 <NA> <NA>
#> 78 <NA> <NA>
#> 79 <NA> <NA>
#> 80 <NA> <NA>
#> 81 <NA> <NA>
#> 82 <NA> <NA>
#> 83 <NA> <NA>
#> 84 <NA> <NA>
#> 85 <NA> <NA>
#> 86 <NA> <NA>
#> 87 <NA> <NA>
#> 88 <NA> <NA>
#> 89 <NA> <NA>
#> 90 <NA> <NA>
#> 91 <NA> <NA>
#> 92 <NA> <NA>
#> 93 <NA> <NA>
#> 94 <NA> <NA>
#> 95 <NA> <NA>
#> 96 <NA> <NA>
#> 97 <NA> <NA>
#> 98 <NA> <NA>
#> 99 <NA> <NA>
#> 100 <NA> <NA>
#> 101 <NA> <NA>
#> 102 <NA> <NA>
#> 103 <NA> <NA>
#> 104 <NA> <NA>
#> 105 <NA> <NA>
#> 106 <NA> <NA>
#> 107 <NA> <NA>
#> 108 <NA> <NA>
collapse::unlist2d(osm_line_class, idcols = c("category", "tag"))
#> category tag V1 V2
#> 1 aerialway aerialway <NA>
#> 2 aeroway aeroway <NA>
#> 3 pipeline man_made pipeline <NA>
#> 4 road highway motorway motorway_link
#> 5 railway railway <NA>
#> 6 waterway waterway !waterfall !stream
#> 7 waterway water !yes <NA>
#> 8 waterway man_made water_works reservoir_covered
#> 9 power power <NA>
#> 10 telecom telecom <NA>
#> 11 telecom communication <NA>
#> 12 storage man_made silo storage_tank
#> 13 boundary boundary national_park protected_area
#> 14 ferry route ferry <NA>
#> V3 V4 V5 V6 V7
#> 1 <NA> <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA> <NA>
#> 4 trunk trunk_link primary primary_link secondary
#> 5 <NA> <NA> <NA> <NA> <NA>
#> 6 !stream_end !wadi !rapids !tidal_channel !riverbank
#> 7 <NA> <NA> <NA> <NA> <NA>
#> 8 water_tower <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA> <NA>
#> 11 <NA> <NA> <NA> <NA> <NA>
#> 12 <NA> <NA> <NA> <NA> <NA>
#> 13 special_economic_zone <NA> <NA> <NA> <NA>
#> 14 <NA> <NA> <NA> <NA> <NA>
#> V8 V9 V10
#> 1 <NA> <NA> <NA>
#> 2 <NA> <NA> <NA>
#> 3 <NA> <NA> <NA>
#> 4 secondary_link tertiary tertiary_link
#> 5 <NA> <NA> <NA>
#> 6 !yes <NA> <NA>
#> 7 <NA> <NA> <NA>
#> 8 <NA> <NA> <NA>
#> 9 <NA> <NA> <NA>
#> 10 <NA> <NA> <NA>
#> 11 <NA> <NA> <NA>
#> 12 <NA> <NA> <NA>
#> 13 <NA> <NA> <NA>
#> 14 <NA> <NA> <NA>
# This list contains additional tags with information about lines (e.g. roads and railways)
collapse::unlist2d(osm_line_info_tags, idcols = c("category", "tag"))
#> category V1 V2 V3 V4 V5 V6 V7 V8 V9
#> 1 aerialway type ref name description operator usage service capacity man_made
#> 2 aeroway type ref name description operator usage service capacity man_made
#> 3 pipeline type ref name description operator usage service capacity man_made
#> 4 road type ref name description operator usage service capacity man_made
#> 5 railway type ref name description operator usage service capacity man_made
#> 6 waterway type ref name description operator usage service capacity man_made
#> 7 power type ref name description operator usage service capacity man_made
#> 8 telecom type ref name description operator usage service capacity man_made
#> 9 storage type ref name description operator usage service capacity man_made
#> 10 boundary type ref name description operator usage service capacity man_made
#> 11 route type ref name description operator usage service capacity man_made
#> V10 V11 V12 V13 V14
#> 1 aerialway occupancy duration detachable bubble
#> 2 aerialway surface lit navigationaid iata
#> 3 pipeline depth inlet outlet construction
#> 4 highway abutters lanes lit maxspeed
#> 5 railway tracks electrified embankment embedded_rails
#> 6 intermittent inlet outlet width draft
#> 7 power electricity plant:output generator:output length
#> 8 telecom telecom:medium connection_point utility length
#> 9 content crop height material length
#> 10 related_law protect_class protection_title official_name length
#> 11 access duration opening_hours reservation motor_vehicle
#> V15 V16 V17 V18 V19
#> 1 heating bicycle access length width
#> 2 icao amenity highway length width
#> 3 substance content resource diameter pressure
#> 4 traffic_calming oneway surface smoothness tracktype
#> 5 gauge loading_gauge metre_load axle_load voltage
#> 6 tidal maxwidth maxheight maxlength maxspeed
#> 7 width location origin place:origin destination
#> 8 width location origin place:origin destination
#> 9 width location origin place:origin destination
#> 10 width location origin place:origin destination
#> 11 foot maxweight maxlength maxwidth maxheight
#> V20 V21 V22 V23 V24
#> 1 location origin place:origin destination place:destination
#> 2 location origin place:origin destination place:destination
#> 3 flow_direction count length width location
#> 4 length width location origin place:origin
#> 5 frequency highspeed maxspeed historic length
#> 6 length location origin place:origin destination
#> 7 place:destination start_date end_date <NA> <NA>
#> 8 place:destination start_date end_date <NA> <NA>
#> 9 place:destination start_date end_date <NA> <NA>
#> 10 place:destination start_date end_date <NA> <NA>
#> 11 length width location origin place:origin
#> V25 V26 V27 V28
#> 1 start_date end_date <NA> <NA>
#> 2 start_date end_date <NA> <NA>
#> 3 origin place:origin destination place:destination
#> 4 destination place:destination start_date end_date
#> 5 width location origin place:origin
#> 6 place:destination start_date end_date <NA>
#> 7 <NA> <NA> <NA> <NA>
#> 8 <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA>
#> 11 destination place:destination start_date end_date
#> V29 V30 V31 V32
#> 1 <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA>
#> 3 start_date end_date <NA> <NA>
#> 4 <NA> <NA> <NA> <NA>
#> 5 destination place:destination start_date end_date
#> 6 <NA> <NA> <NA> <NA>
#> 7 <NA> <NA> <NA> <NA>
#> 8 <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA>
#> 11 <NA> <NA> <NA> <NA>