Geocoding does not rely on any external API. It relies on an internal (huge) database of 156707 coordinates corresponding to cities of more than 500 inhabitants (see Data sources for more details).
Installation
Compilation:
rebar compileTests:
rebar eunitUsage:
> erl -pa _build/default/lib/geocoding/ebin/
Erlang/OTP 23 [erts-11.1.8] [source] [64-bit] [smp:12:12] [ds:12:12:10] [async-threads:1] [hipe] [dtrace]
Eshell V11.1.8 (abort with ^G)
1> application:start(geocoding).
ok
2> geocoding:reverse(48.857929, 2.346707).
{ok,{europe,fr,<<"Paris">>,525.451956}}Technical information
Algorithm
Reverse geocoding is done thanks to a k-d tree algorithm. We use Martin F. Krafft implementation. Original source code is here: https://github.com/kbranigan/libkdtree/tree/master/kdtree%2B%2B . It is embeded in an erlang driver.
From latitude/longitude coordinates, geocoding finds the nearest point in our locations database. Associated data are returned, as weel as a distance between provided coordinates and real coordinates. Since reverse geocoding relies only on coordinates, strange behaviour may occured when a big city is near a small one: a point inside the large city and near its border may be associated to the small city because the small city coordinates will be nearest than the big city coordinates.
Data sources
All locations data come from https://www.geonames.org database (http://download.geonames.org/export/dump/cities500.zip - 2021-03-15) :
- Locations without population have been excluded.
- Fields have been reduced to: geonameId, latitude, longitude, country code (ISO-3166), standard name. A 6th fields have been added between longitude and country code: continent. Each field is separated by a tabulation.
Example:
2988507 48.85341 2.3488 europe FR ParisEach location is associated to one of the following continents:
- africa (africa and islands nearby like Madagascar, Canary, La Réunion...)
- antarctica (only one country)
- asia (including russian cities after Ural Mountains)
- europe (including russian cities before Ural Mountains)
- oceania (including Australia continent and pacific islands)
- north america
- south america
Missing locations may be added on request.