The above python plot is from this data for soccer facilities. This is the most accurate and complete database of soccer locations/places on earth, clearly identifying the type of facility.

Total Records: 511303

Data fields

country_code,

sport_type,

latitude,longitude,

name, (multi-lingual)

place_id,

parent_place_id, linked_place_id,

importance,

geometry_sector,

rank_address,

rank_search,

osm_id,

osm_type,

class,

type,

admin_level,

address,

extratags,

area,

wikipedia,

token_info,

housenumber,

postcode

data derived from OpenStreetMap database under Open Database License (ODbL)