Difference between revisions of "Geograpy"

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{{OsProject
 
{{OsProject
 
|id=geograpy3
 
|id=geograpy3
 +
|state=active
 
|owner=somnathrakshit
 
|owner=somnathrakshit
 
|title=geograpy
 
|title=geograpy
 
|url=https://github.com/somnathrakshit/geograpy3
 
|url=https://github.com/somnathrakshit/geograpy3
−
|version=0.1.15
+
|version=0.2.6
−
|date=2020/09/26
+
|date=2023-04-08
 +
|since=2018-09-18
 
|storemode=property
 
|storemode=property
 
}}
 
}}
 +
=tickets=
 +
 +
=Freitext=
 
= What is it? =
 
= What is it? =
 
Geograpy3 is a Python library to extract geographic details like:
 
Geograpy3 is a Python library to extract geographic details like:
Line 18: Line 23:
  
 
== Examples ==
 
== Examples ==
−
Let's take the [https://www.bbc.com/news/av/world-africa-54272558 BBC New article of May 2011 'London 2012 Olympic torch relay route revealed']. In this article quite a few countries, regions and cities are mentioned.
+
=== Example 1 - London 2012 Olympic torch relay route ===
 +
Let's take the [https://en.wikipedia.org/wiki/2012_Summer_Olympics_torch_relay Wikipedia article on the 2012 London Olympics torch relay route]. In this article quite a few countries, regions and cities are mentioned.
 
Let's extract that information using geograpy3
 
Let's extract that information using geograpy3
−
=== Code ===
+
==== Code ====
 
[https://github.com/somnathrakshit/geograpy3/blob/master/examples/example1.py example1.py]
 
[https://github.com/somnathrakshit/geograpy3/blob/master/examples/example1.py example1.py]
  
 
<source lang='python'>
 
<source lang='python'>
 
import geograpy
 
import geograpy
−
url='https://www.bbc.com/news/av/world-africa-54272558'
+
url='https://en.wikipedia.org/wiki/2012_Summer_Olympics_torch_relay'
−
places = geograpy.get_geoPlace_context(url = url)  
+
places = geograpy.get_geoPlace_context(url = url)
 
print(places)
 
print(places)
 
</source>
 
</source>
  
−
=== Result ===
+
==== Result ====
 +
<source lang='bash'>
 +
python example1.py
 +
</source>
 
<source lang='json'>
 
<source lang='json'>
−
countries=['Jersey', 'Guernsey', 'Greece', 'Belarus', 'South Africa', 'Australia', 'New Zealand', 'United Kingdom', 'Ireland', 'United States', 'Canada']
+
countries=['Ireland', 'Jersey', 'Guernsey', 'Turkey', 'Greece', 'United Kingdom', 'Belarus', 'South Africa', 'Australia', 'New Zealand', 'Germany', 'France', 'Jamaica', 'Antigua and Barbuda', 'Montserrat', 'United States', 'Canada', 'Japan']
−
regions=['Newcastle', 'Bristol', 'Oxford', 'Southampton', 'Greek', 'Sheffield', 'Greece', 'Media', 'Land', 'Cornwall', 'June', 'Nottingham', 'London', 'Dublin', 'Belfast', 'Guernsey', 'Locog', 'Olympia', 'Shetland', 'Jersey', 'Cardiff']
+
regions=['Hackney', 'Davy', 'Ireland', 'Burscough', 'Jersey', 'Munich', 'Newton Aycliffe', 'British/Irish', 'Plymouth', 'Greece', 'Thirsk', 'Wales', 'Locog', 'Cumbrian', 'Lincolnshire', 'Guernsey', 'Cardiff', 'Torch', 'Host', 'Cambridge', 'Bristol Harbour', 'Falmouth', 'Athens', 'Turkey', 'Wiltshire', 'British', 'England', 'United Kingdom', 'Sheffield', 'London', 'Aberaeron', 'Abraham', 'Northern Ireland', 'Wanted', 'East', 'Heathrow', 'Gravesend', 'Essex', 'Maidstone', 'Cornwall', 'Hyde Park', 'Hera', 'Swansea', 'Caerphilly', 'Taunton Lancashire', 'Stamford', 'Dublin', 'Derry', 'Portland', 'Ioannina', 'Scotland', 'Bangor', 'Engineering', 'Land']
−
cities=['Dublin', 'Newcastle', 'Belfast', 'Sheffield', 'Cardiff', 'Oxford', 'Southampton', 'Nottingham', 'London', 'Bristol', 'Media', 'Olympia', 'Guernsey', 'Cornwall']
+
cities=['Ioannina', 'Athens', 'Dublin', 'Hyde Park', 'Swansea', 'Sheffield', 'Portland', 'Cardiff', 'Cambridge', 'Bangor', 'Thirsk', 'Stamford', 'Plymouth', 'Newton Aycliffe', 'Maidstone', 'London', 'Hackney', 'Gravesend', 'Falmouth', 'Caerphilly', 'Burscough', 'Aberaeron', 'Munich', 'Derry', 'England', 'Scotland', 'Essex', 'Turkey', 'Davy', 'Ireland', 'Lincolnshire', 'Wales', 'Guernsey', 'Cornwall', 'Heathrow', 'Hera']
−
other=[]
+
other=['British', 'British', 'East']
 
</source>
 
</source>
  
Line 69: Line 78:
  
 
= Data used =
 
= Data used =
 +
== Overview ==
 +
 +
<uml>
 +
title
 +
geograpy Tables
 +
2021-08-13
 +
[[https://github.com/somnathrakshit/geograpy3 © 2020-2021 geograpy3 project]]
 +
end title
 +
package geograpy3 {
 +
  class cities << Entity >> {
 +
  city_name : TEXT
 +
  continent_code : TEXT
 +
  continent_name : TEXT
 +
  country_iso_code : TEXT
 +
  country_name : TEXT
 +
  geoname_id : TEXT <<PK>>
 +
  is_in_european_union : TEXT
 +
  locale_code : TEXT
 +
  metro_code : TEXT
 +
  subdivision_1_iso_code : TEXT
 +
  subdivision_1_name : TEXT
 +
  subdivision_2_iso_code : TEXT
 +
  subdivision_2_name : TEXT
 +
  time_zone : TEXT
 +
  }
 +
  class countries << Entity >> {
 +
  country : TEXT
 +
  countryCoord : TEXT
 +
  countryGDP_perCapita : FLOAT
 +
  countryIsoCode : TEXT
 +
  countryLabel : TEXT
 +
  countryPopulation : FLOAT
 +
  }
 +
  class regions << Entity >> {
 +
  country : TEXT
 +
  countryIsoCode : TEXT
 +
  countryLabel : TEXT
 +
  location : TEXT
 +
  region : TEXT
 +
  regionIsoCode : TEXT
 +
  regionLabel : TEXT
 +
  regionPopulation : FLOAT
 +
  }
 +
  class cityPops << Entity >> {
 +
  city : TEXT
 +
  cityLabel : TEXT
 +
  cityPop : FLOAT
 +
  country : TEXT
 +
  countryIsoCode : TEXT
 +
  countryLabel : TEXT
 +
  countryPopulation : FLOAT
 +
  geoNameId : TEXT
 +
  }
 +
  class citiesWithPopulation << Entity >> {
 +
  cityLabel : TEXT
 +
  cityPop : FLOAT
 +
  city_name : TEXT
 +
  country_iso_code : TEXT
 +
  country_name : TEXT
 +
  geoname_id : TEXT
 +
  subdivision_1_iso_code : TEXT
 +
  subdivision_1_name : TEXT
 +
  wikidataurl : TEXT
 +
  }
 +
  class Version << Entity >> {
 +
  version : TEXT <<PK>>
 +
  }
 +
  class cities_wikidata << Entity >> {
 +
  country_wikidataid : TEXT
 +
  lat : TEXT
 +
  level : INTEGER
 +
  locationKind : TEXT
 +
  lon : TEXT
 +
  name : TEXT
 +
  partOf : TEXT
 +
  population : INTEGER
 +
  region_wikidataid : TEXT
 +
  wikidataid : TEXT <<PK>>
 +
  }
 +
  class regions_wikidata << Entity >> {
 +
  country_wikidataid : TEXT
 +
  iso : TEXT
 +
  lat : FLOAT
 +
  level : INTEGER
 +
  locationKind : TEXT
 +
  lon : FLOAT
 +
  name : TEXT
 +
  population : FLOAT
 +
  wikidataid : TEXT <<PK>>
 +
  }
 +
  class countries_wikidata << Entity >> {
 +
  iso : TEXT
 +
  lat : FLOAT
 +
  level : INTEGER
 +
  locationKind : TEXT
 +
  lon : FLOAT
 +
  name : TEXT
 +
  population : FLOAT
 +
  wikidataid : TEXT <<PK>>
 +
  }
 +
}
 +
 +
' BITPlan Corporate identity skin params
 +
' Copyright (c) 2015-2020 BITPlan GmbH
 +
' see http://wiki.bitplan.com/PlantUmlSkinParams#BITPlanCI
 +
' skinparams generated by com.bitplan.restmodelmanager
 +
skinparam note {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam component {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam package {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam usecase {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam activity {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam classAttribute {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam interface {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam class {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
skinparam object {
 +
  BackGroundColor #FFFFFF
 +
  FontSize 12
 +
  ArrowColor #FF8000
 +
  BorderColor #FF8000
 +
  FontColor black
 +
  FontName Technical
 +
}
 +
hide Circle
 +
' end of skinparams '
 +
</uml>
 +
 +
== Cities ==
 +
The cities table is derived from the [http://dev.maxmind.com/geoip/geoip2/geolite2/ GeoLite2 by MaxMind] database
 +
== Countries ==
 +
The countries table is derived from Wikidata:
 +
<source lang='sparql'>
 +
# get a list of countries
 +
# for geograpy3 library
 +
# see https://github.com/somnathrakshit/geograpy3/issues/15
 +
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
 +
PREFIX wd: <http://www.wikidata.org/entity/>
 +
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
 +
PREFIX p: <http://www.wikidata.org/prop/>
 +
PREFIX ps: <http://www.wikidata.org/prop/statement/>
 +
PREFIX pq: <http://www.wikidata.org/prop/qualifier/>
 +
# get City details with Country
 +
SELECT DISTINCT ?country ?countryLabel ?countryIsoCode  ?countryCoord  ?countryPopulation ?continent ?continentLabel
 +
WHERE {
 +
  # instance of Country
 +
  ?country wdt:P31/wdt:P279* wd:Q6256 .
 +
  # VALUES ?country { wd:Q55}.
 +
  # label for the country
 +
  ?country rdfs:label ?countryLabel filter (lang(?countryLabel) = "en").
 +
  # get the continent (s)
 +
  #OPTIONAL {
 +
  #  ?country wdt:P30 ?continent.
 +
  #  ?continent rdfs:label ?continentLabel filter (lang(?continentLabel) = "en").
 +
  #}
 +
  # get the coordinates
 +
  OPTIONAL {
 +
      ?country wdt:P625 ?countryCoord.
 +
  }
 +
  # https://www.wikidata.org/wiki/Property:P297 ISO 3166-1 alpha-2 code
 +
  ?country wdt:P297 ?countryIsoCode.
 +
  # population of country 
 +
  OPTIONAL
 +
  {
 +
    SELECT ?country (max(?countryPopulationValue) as ?countryPopulation)
 +
    WHERE {
 +
      ?country wdt:P1082 ?countryPopulationValue
 +
    } group by ?country
 +
  }
 +
  # https://www.wikidata.org/wiki/Property:P2132
 +
  # nominal GDP per capita
 +
  # OPTIONAL { ?country wdt:P2132 ?countryGDP_perCapitaValue. }
 +
}
 +
ORDER BY ?countryIsoCode
 +
</source>
 +
[https://query.wikidata.org/#%23%20get%20a%20list%20of%20countries%0A%23%20for%20geograpy3%20library%0A%23%20see%20https%3A%2F%2Fgithub.com%2Fsomnathrakshit%2Fgeograpy3%2Fissues%2F15%0APREFIX%20rdfs%3A%20%3Chttp%3A%2F%2Fwww.w3.org%2F2000%2F01%2Frdf-schema%23%3E%0APREFIX%20wd%3A%20%3Chttp%3A%2F%2Fwww.wikidata.org%2Fentity%2F%3E%0APREFIX%20wdt%3A%20%3Chttp%3A%2F%2Fwww.wikidata.org%2Fprop%2Fdirect%2F%3E%0APREFIX%20p%3A%20%3Chttp%3A%2F%2Fwww.wikidata.org%2Fprop%2F%3E%0APREFIX%20ps%3A%20%3Chttp%3A%2F%2Fwww.wikidata.org%2Fprop%2Fstatement%2F%3E%0APREFIX%20pq%3A%20%3Chttp%3A%2F%2Fwww.wikidata.org%2Fprop%2Fqualifier%2F%3E%0A%23%20get%20City%20details%20with%20Country%0ASELECT%20DISTINCT%20%3Fcountry%20%3FcountryLabel%20%3FcountryIsoCode%20%20%3FcountryCoord%20%20%3FcountryPopulation%20%3Fcontinent%20%3FcontinentLabel%0AWHERE%20%7B%0A%20%20%23%20instance%20of%20Country%0A%20%20%3Fcountry%20wdt%3AP31%2Fwdt%3AP279%2a%20wd%3AQ6256%20.%0A%20%20%23%20VALUES%20%3Fcountry%20%7B%20wd%3AQ55%7D.%0A%20%20%23%20label%20for%20the%20country%0A%20%20%3Fcountry%20rdfs%3Alabel%20%3FcountryLabel%20filter%20%28lang%28%3FcountryLabel%29%20%3D%20%22en%22%29.%0A%20%20%23%20get%20the%20continent%20%28s%29%0A%20%20%23OPTIONAL%20%7B%0A%20%20%23%20%20%3Fcountry%20wdt%3AP30%20%3Fcontinent.%0A%20%20%23%20%20%3Fcontinent%20rdfs%3Alabel%20%3FcontinentLabel%20filter%20%28lang%28%3FcontinentLabel%29%20%3D%20%22en%22%29.%0A%20%20%23%7D%0A%20%20%23%20get%20the%20coordinates%0A%20%20OPTIONAL%20%7B%20%0A%20%20%20%20%20%20%3Fcountry%20wdt%3AP625%20%3FcountryCoord.%0A%20%20%7D%20%0A%20%20%23%20https%3A%2F%2Fwww.wikidata.org%2Fwiki%2FProperty%3AP297%20ISO%203166-1%20alpha-2%20code%0A%20%20%3Fcountry%20wdt%3AP297%20%3FcountryIsoCode.%0A%20%20%23%20population%20of%20country%20%20%20%0A%20%20OPTIONAL%0A%20%20%7B%20%0A%20%20%20%20SELECT%20%3Fcountry%20%28max%28%3FcountryPopulationValue%29%20as%20%3FcountryPopulation%29%0A%20%20%20%20WHERE%20%7B%0A%20%20%20%20%20%20%3Fcountry%20wdt%3AP1082%20%3FcountryPopulationValue%0A%20%20%20%20%7D%20group%20by%20%3Fcountry%0A%20%20%7D%0A%20%20%23%20https%3A%2F%2Fwww.wikidata.org%2Fwiki%2FProperty%3AP2132%0A%20%20%23%20nominal%20GDP%20per%20capita%0A%20%20%23%20OPTIONAL%20%7B%20%3Fcountry%20wdt%3AP2132%20%3FcountryGDP_perCapitaValue.%20%7D%0A%7D%0AORDER%20BY%20%3FcountryIsoCode try it!] - 204 results in some 7.9 s as of 2021-12
 +
 +
== Regions ==
 +
The regions list is derived from Wikidata
 +
<source lang='sparql'>
 +
# get a list of regions
 +
# for geograpy3 library
 +
# see https://github.com/somnathrakshit/geograpy3/issues/15
 +
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
 +
PREFIX wd: <http://www.wikidata.org/entity/>
 +
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
 +
PREFIX wikibase: <http://wikiba.se/ontology#>
 +
SELECT DISTINCT ?country ?countryLabel ?countryIsoCode ?region ?regionLabel ?regionIsoCode ?regionPopulation ?location
 +
WHERE
 +
{
 +
  # administrative unit of first order
 +
  ?region wdt:P31/wdt:P279* wd:Q10864048.
 +
  OPTIONAL {
 +
    ?region rdfs:label ?regionLabel filter (lang(?regionLabel) = "en").
 +
  }
 +
  # isocode state/province (mandatory - filters historic regions while at it ...)
 +
  # filter historic regions
 +
  # FILTER NOT EXISTS {?region wdt:P576 ?end}
 +
  {
 +
    SELECT ?region (max(?regionAlpha2) as ?regionIsoCode) (max(?regionPopulationValue) as ?regionPopulation) (max(?locationValue) as ?location)
 +
    WHERE {
 +
      ?region wdt:P300 ?regionAlpha2.
 +
      # get the population
 +
      # https://www.wikidata.org/wiki/Property:P1082
 +
      OPTIONAL {
 +
        ?region wdt:P1082 ?regionPopulationValue
 +
      }
 +
      # get he location
 +
      # https://www.wikidata.org/wiki/Property:P625
 +
      OPTIONAL {
 +
        ?region wdt:P625 ?locationValue.
 +
      }
 +
    } GROUP BY ?region
 +
  }
 +
  # # https://www.wikidata.org/wiki/Property:P297
 +
  OPTIONAL {
 +
    ?region wdt:P17 ?country.
 +
    # label for the country
 +
    ?country rdfs:label ?countryLabel filter (lang(?countryLabel) = "en").
 +
    ?country wdt:P297 ?countryIsoCode.
 +
  }
 +
} ORDER BY ?regionIsoCode
 +
</source>
 +
[https://query.wikidata.org/#%23%20get%20a%20list%20of%20regions%0A%23%20for%20geograpy3%20library%0A%23%20see%20https%3A%2F%2Fgithub.com%2Fsomnathrakshit%2Fgeograpy3%2Fissues%2F15%0APREFIX%20rdfs%3A%20%3Chttp%3A%2F%2Fwww.w3.org%2F2000%2F01%2Frdf-schema%23%3E%0APREFIX%20wd%3A%20%3Chttp%3A%2F%2Fwww.wikidata.org%2Fentity%2F%3E%0APREFIX%20wdt%3A%20%3Chttp%3A%2F%2Fwww.wikidata.org%2Fprop%2Fdirect%2F%3E%0APREFIX%20wikibase%3A%20%3Chttp%3A%2F%2Fwikiba.se%2Fontology%23%3E%0ASELECT%20DISTINCT%20%3Fcountry%20%3FcountryLabel%20%3FcountryIsoCode%20%3Fregion%20%3FregionLabel%20%3FregionIsoCode%20%3FregionPopulation%20%3Flocation%0AWHERE%0A%7B%0A%20%20%23%20administrative%20unit%20of%20first%20order%0A%20%20%3Fregion%20wdt%3AP31%2Fwdt%3AP279%2a%20wd%3AQ10864048.%0A%20%20OPTIONAL%20%7B%0A%20%20%20%20%20%3Fregion%20rdfs%3Alabel%20%3FregionLabel%20filter%20%28lang%28%3FregionLabel%29%20%3D%20%22en%22%29.%0A%20%20%7D%0A%20%20%23%20isocode%20state%2Fprovince%20%28mandatory%20-%20filters%20historic%20regions%20while%20at%20it%20...%29%0A%20%20%23%20filter%20historic%20regions%0A%20%20%23%20FILTER%20NOT%20EXISTS%20%7B%3Fregion%20wdt%3AP576%20%3Fend%7D%0A%20%20%7B%20%0A%20%20%20%20SELECT%20%3Fregion%20%28max%28%3FregionAlpha2%29%20as%20%3FregionIsoCode%29%20%28max%28%3FregionPopulationValue%29%20as%20%3FregionPopulation%29%20%28max%28%3FlocationValue%29%20as%20%3Flocation%29%0A%20%20%20%20WHERE%20%7B%0A%20%20%20%20%20%20%3Fregion%20wdt%3AP300%20%3FregionAlpha2.%0A%20%20%20%20%20%20%23%20get%20the%20population%0A%20%20%20%20%20%20%23%20https%3A%2F%2Fwww.wikidata.org%2Fwiki%2FProperty%3AP1082%0A%20%20%20%20%20%20OPTIONAL%20%7B%0A%20%20%20%20%20%20%20%20%3Fregion%20wdt%3AP1082%20%3FregionPopulationValue%0A%20%20%20%20%20%20%7D%20%0A%20%20%20%20%20%20%23%20get%20he%20location%0A%20%20%20%20%20%20%23%20https%3A%2F%2Fwww.wikidata.org%2Fwiki%2FProperty%3AP625%0A%20%20%20%20%20%20OPTIONAL%20%7B%0A%20%20%20%20%20%20%20%20%3Fregion%20wdt%3AP625%20%3FlocationValue.%20%0A%20%20%20%20%20%20%20%7D%0A%20%20%20%20%7D%20GROUP%20BY%20%3Fregion%0A%20%20%7D%0A%20%20%23%20%23%20https%3A%2F%2Fwww.wikidata.org%2Fwiki%2FProperty%3AP297%0A%20%20OPTIONAL%20%7B%20%0A%20%20%20%20%3Fregion%20wdt%3AP17%20%3Fcountry.%0A%20%20%20%20%23%20label%20for%20the%20country%0A%20%20%20%20%3Fcountry%20rdfs%3Alabel%20%3FcountryLabel%20filter%20%28lang%28%3FcountryLabel%29%20%3D%20%22en%22%29.%0A%20%20%20%20%3Fcountry%20wdt%3AP297%20%3FcountryIsoCode.%20%0A%20%20%7D%0A%7D%20ORDER%20BY%20%3FregionIsoCode try it!] - 3753 results in  11.4 s as of 2021-08
  
 
= Adding city details from Wikidata =
 
= Adding city details from Wikidata =
Line 122: Line 409:
 
90482
 
90482
 
</source>
 
</source>
 +
== Difference in Name/Label ==
 +
17499 differences:
 +
<source lang='sql'>
 +
select c.city_name as name,cp.cityLabel,c.*,city as wikidataurl,cityPop
 +
from cities c
 +
join cityPops cp
 +
on c.geoname_id=cp.geoNameId
 +
where not c.city_name =cp.cityLabel
 +
group by geoNameId
 +
</source>
 +
{| class='wikitable sortable'
 +
!name !!cityLabel !!id !!wikidataurl !!pop
 +
|- 
 +
| ||Chongqing ||1814905 ||http://www.wikidata.org/entity/Q11725 ||30165500
 +
|- 
 +
| ||Shanghai ||1796231 ||http://www.wikidata.org/entity/Q8686 ||24152700
 +
|- 
 +
| ||Beijing ||2038349 ||http://www.wikidata.org/entity/Q956 ||21705000
 +
|- 
 +
| ||Delhi ||1273293 ||http://www.wikidata.org/entity/Q1353 ||16314838
 +
|- 
 +
| ||Tianjin ||1792943 ||http://www.wikidata.org/entity/Q11736 ||15469500
 +
|- 
 +
| ||Istanbul ||745042 ||http://www.wikidata.org/entity/Q406 ||14657434
 +
|- 
 +
| ||Metro Manila ||7521311 ||http://www.wikidata.org/entity/Q13580 ||12877253
 +
|- 
 +
| ||Moscow ||524894 ||http://www.wikidata.org/entity/Q649 ||12380664
 +
|- 
 +
| ||Seoul ||1835847 ||http://www.wikidata.org/entity/Q8684 ||9805506
 +
|- 
 +
| ||Jakarta ||1642907 ||http://www.wikidata.org/entity/Q3630 ||9607787
 +
|- 
 +
| ||Mexico City ||3527646 ||http://www.wikidata.org/entity/Q1489 ||8918653
 +
|- 
 +
| New York ||New York City ||5128581 ||http://www.wikidata.org/entity/Q60 ||8537673
 +
|- 
 +
| Bengaluru ||Bangalore ||1277333 ||http://www.wikidata.org/entity/Q1355 ||8425970
 +
|- 
 +
| ||Bogotá ||3688685 ||http://www.wikidata.org/entity/Q2841 ||8080734
 +
|- 
 +
| Prayagraj ||Allahabad ||1278994 ||http://www.wikidata.org/entity/Q162442 ||5954391
 +
|- 
 +
| ||Singapore ||1880251 ||http://www.wikidata.org/entity/Q334 ||5781728
 +
|- 
 +
| Changteh ||Changde ||1791121 ||http://www.wikidata.org/entity/Q416544 ||5717200
 +
|- 
 +
| ||Bangkok ||1609348 ||http://www.wikidata.org/entity/Q1861 ||5696409
 +
|- 
 +
| St Petersburg ||Saint Petersburg ||498817 ||http://www.wikidata.org/entity/Q656 ||5281579
 +
|- 
 +
| ||New Taipei City ||1665148 ||http://www.wikidata.org/entity/Q244898 ||3970644
 +
|- 
 +
| Sanaa ||Sana'a ||71137 ||http://www.wikidata.org/entity/Q2471 ||2957000
 +
|- 
 +
| ||Kiev ||703447 ||http://www.wikidata.org/entity/Q1899 ||2907684
 +
|- 
 +
| ||Buenos Aires ||3433955 ||http://www.wikidata.org/entity/Q1486 ||2890151
 +
|- 
 +
| Osaka ||Ōsaka ||1853909 ||http://www.wikidata.org/entity/Q35765 ||2713157
 +
|- 
 +
| ||Dubai ||292224 ||http://www.wikidata.org/entity/Q612 ||2502715
 +
|- 
 +
| Yaoundé ||Yaounde ||2220957 ||http://www.wikidata.org/entity/Q3808 ||2440462
 +
|- 
 +
| ||Baku ||587081 ||http://www.wikidata.org/entity/Q9248 ||2181800
 +
|- 
 +
| Basrah ||Basra ||99532 ||http://www.wikidata.org/entity/Q48195 ||2150000
 +
|- 
 +
| Taoyuan City ||Taoyuan District ||6696918 ||http://www.wikidata.org/entity/Q715975 ||2058328
 +
|- 
 +
| ||Vienna ||2761367 ||http://www.wikidata.org/entity/Q1741 ||1840573
 +
|- 
 +
| Makkah ||Mecca ||104515 ||http://www.wikidata.org/entity/Q5806 ||1675368
 +
|- 
 +
| Ecatepec ||Ecatepec de Morelos ||3529612 ||http://www.wikidata.org/entity/Q8972 ||1655015
 +
|- 
 +
| Kobe ||Kōbe ||1859171 ||http://www.wikidata.org/entity/Q48320 ||1532153
 +
|- 
 +
| Ulan Bator ||Ulaanbaatar ||2028462 ||http://www.wikidata.org/entity/Q23430 ||1396288
 +
|- 
 +
| ||Prague ||3067695 ||http://www.wikidata.org/entity/Q1085 ||1280508
 +
|- 
 +
| Nizhniy Novgorod ||Nizhny Novgorod ||520555 ||http://www.wikidata.org/entity/Q891 ||1264075
 +
|- 
 +
| ||Can Tho ||1581188 ||http://www.wikidata.org/entity/Q216075 ||1237300
 +
|- 
 +
| Kazan’ ||Kazan ||551487 ||http://www.wikidata.org/entity/Q900 ||1231878
 +
|- 
 +
| South Tangerang ||Tangerang Selatan ||8581443 ||http://www.wikidata.org/entity/Q10128 ||1219245
 +
|- 
 +
| Bandar Lampung ||Bandarlampung ||1624917 ||http://www.wikidata.org/entity/Q8156 ||1166761
 +
|- 
 +
| Bien Hoa ||Biên Hòa ||1587923 ||http://www.wikidata.org/entity/Q19316 ||1104000
 +
|- 
 +
| ||Tbilisi ||611716 ||http://www.wikidata.org/entity/Q994 ||1082400
 +
|- 
 +
| Ciudad Nezahualcoyotl ||Ciudad Nezahualcóyotl ||3530589 ||http://www.wikidata.org/entity/Q210307 ||1039867
 +
|- 
 +
| Ogbomoso ||Ogbomosho ||2327735 ||http://www.wikidata.org/entity/Q500366 ||1032000
 +
|- 
 +
| Shubra al Khaymah ||Shubra El-Kheima ||349076 ||http://www.wikidata.org/entity/Q269960 ||1025569
 +
|- 
 +
| Sao Goncalo ||São Gonçalo ||3449072 ||http://www.wikidata.org/entity/Q83114 ||999728
 +
|- 
 +
| Goyang-si ||Goyang ||1842485 ||http://www.wikidata.org/entity/Q42061 ||990073
 +
|- 
 +
| Dnipropetrovsk ||Dnipro ||709930 ||http://www.wikidata.org/entity/Q48256 ||983836
 +
|- 
 +
| Yongin-si ||Yongin ||1832426 ||http://www.wikidata.org/entity/Q18459 ||971327
 +
|- 
 +
| Kitakyushu ||Kitakyūshū ||1859307 ||http://www.wikidata.org/entity/Q188806 ||950646
 +
|- 
 +
| Heroica Matamoros ||Matamoros ||3523466 ||http://www.wikidata.org/entity/Q738353 ||918536
 +
|- 
 +
| Tiruchi ||Trichy ||1254388 ||http://www.wikidata.org/entity/Q207754 ||916857
 +
|- 
 +
| Moradabad ||Muradabad ||1262801 ||http://www.wikidata.org/entity/Q330643 ||887871
 +
|- 
 +
| Chihuahua City ||Chihuahua ||4014338 ||http://www.wikidata.org/entity/Q61302 ||870769
 +
|- 
 +
| Bucheon-si ||Bucheon ||1838716 ||http://www.wikidata.org/entity/Q42099 ||867678
 +
|- 
 +
| Cheongju-si ||Cheongju ||1845604 ||http://www.wikidata.org/entity/Q42147 ||833276
 +
|- 
 +
| Najaf ||An Najaf ||98860 ||http://www.wikidata.org/entity/Q168193 ||820000
 +
|- 
 +
| Nur-Sultan ||Astana ||1526273 ||http://www.wikidata.org/entity/Q1520 ||814401
 +
|- 
 +
| Al Hillah ||Hillah ||99347 ||http://www.wikidata.org/entity/Q243846 ||780000
 +
|- 
 +
| Antipolo City ||Antipolo ||1730501 ||http://www.wikidata.org/entity/Q1636 ||776386
 +
|- 
 +
| San Luis Potosí City ||San Luis Potosí ||3985606 ||http://www.wikidata.org/entity/Q204271 ||772828
 +
|- 
 +
| Krakow ||Kraków ||3094802 ||http://www.wikidata.org/entity/Q31487 ||766739
 +
|- 
 +
| Alexandrovsk ||Zaporizhzhya ||687700 ||http://www.wikidata.org/entity/Q157835 ||748984
 +
|- 
 +
| Trivandrum ||Thiruvananthapuram ||1254163 ||http://www.wikidata.org/entity/Q167715 ||743691
 +
|- 
 +
| Frankfurt am Main ||Frankfurt ||2925533 ||http://www.wikidata.org/entity/Q1794 ||732688
 +
|- 
 +
| ||Chișinău ||618069 ||http://www.wikidata.org/entity/Q21197 ||723500
 +
|- 
 +
| Chisinau ||Chișinău ||618426 ||http://www.wikidata.org/entity/Q21197 ||723500
 +
|- 
 +
| Acapulco de Juárez ||Acapulco ||3533462 ||http://www.wikidata.org/entity/Q81398 ||673479
 +
|- 
 +
| ||Bremen ||2944387 ||http://www.wikidata.org/entity/Q1209 ||661000
 +
|- 
 +
| Washington ||Washington, D.C. ||4140963 ||http://www.wikidata.org/entity/Q61 ||658893
 +
|- 
 +
| Jaboatao dos Guararapes ||Jaboatão dos Guararapes ||6317344 ||http://www.wikidata.org/entity/Q271393 ||644620
 +
|- 
 +
| Al Ain City ||Al Ain ||292913 ||http://www.wikidata.org/entity/Q234600 ||631005
 +
|- 
 +
| Querétaro City ||Querétaro ||3991164 ||http://www.wikidata.org/entity/Q173121 ||626495
 +
|- 
 +
| Taiz ||Ta'izz ||70225 ||http://www.wikidata.org/entity/Q466216 ||596672
 +
|- 
 +
| Macao ||Macau ||1821274 ||http://www.wikidata.org/entity/Q14773 ||566375
 +
|- 
 +
| ||Macau ||1821275 ||http://www.wikidata.org/entity/Q14773 ||566375
 +
|- 
 +
| Bacolod City ||Bacolod ||1729564 ||http://www.wikidata.org/entity/Q5217 ||561875
 +
|- 
 +
| Tlajomulco de Zuniga ||Tlajomulco de Zuñiga ||3981467 ||http://www.wikidata.org/entity/Q1962285 ||549442
 +
|- 
 +
| Poznan ||Poznań ||3088171 ||http://www.wikidata.org/entity/Q268 ||544612
 +
|- 
 +
| Naberezhnyye Chelny ||Naberezhnye Chelny ||523750 ||http://www.wikidata.org/entity/Q95041 ||529797
 +
|- 
 +
| New Mirpur ||Mirpur ||1169027 ||http://www.wikidata.org/entity/Q2579925 ||523500
 +
|- 
 +
| Tultitlan de Mariano Escobedo ||Tultitlán de Mariano Escobedo ||3515042 ||http://www.wikidata.org/entity/Q740477 ||520557
 +
|- 
 +
| Ile-Ife ||Ife ||2338900 ||http://www.wikidata.org/entity/Q180084 ||501952
 +
|- 
 +
| Mykolayiv ||Mykolaiv ||700569 ||http://www.wikidata.org/entity/Q41572 ||487996
 +
|- 
 +
| Ciudad Lopez Mateos ||Ciudad López Mateos ||3532624 ||http://www.wikidata.org/entity/Q1963483 ||472526
 +
|- 
 +
| Sao Joao de Meriti ||São João de Meriti ||3448877 ||http://www.wikidata.org/entity/Q459690 ||460541
 +
|- 
 +
| Aparecida de Goiania ||Aparecida de Goiânia ||6316406 ||http://www.wikidata.org/entity/Q459711 ||455657
 +
|- 
 +
| Malacca ||Malacca City ||1734759 ||http://www.wikidata.org/entity/Q61089 ||455300
 +
|- 
 +
| Amagasaki Shi ||Amagasaki ||1865383 ||http://www.wikidata.org/entity/Q213318 ||451000
 +
|- 
 +
| Marikina City ||Marikina ||1700925 ||http://www.wikidata.org/entity/Q17175 ||450741
 +
|- 
 +
| Al Mahallah al Kubra ||El-Mahalla El-Kubra ||360829 ||http://www.wikidata.org/entity/Q312723 ||442958
 +
|- 
 +
| Sao Jose do Rio Preto ||São José do Rio Preto ||3448639 ||http://www.wikidata.org/entity/Q192181 ||442548
 +
|- 
 +
| Al Mansurah ||Mansoura ||360761 ||http://www.wikidata.org/entity/Q223587 ||439348
 +
|- 
 +
| Jeju City ||Jeju ||1846266 ||http://www.wikidata.org/entity/Q42142 ||435413
 +
|- 
 +
| Diadema ||Diadema, São Paulo ||3464739 ||http://www.wikidata.org/entity/Q651891 ||412428
 +
|- 
 +
| Shekhupura ||Sheikhupura ||1165221 ||http://www.wikidata.org/entity/Q972756 ||411834
 +
|- 
 +
| Kisumu ||City of Kisumu ||191245 ||http://www.wikidata.org/entity/Q214485 ||409928
 +
|- 
 +
| Lapu-Lapu City ||Lapu-Lapu ||1707267 ||http://www.wikidata.org/entity/Q574903 ||408112
 +
|- 
 +
| Ciudad Obregón ||Ciudad culiacan ||4013704 ||http://www.wikidata.org/entity/Q681340 ||405000
 +
|- 
 +
| Gifu City ||Gifu ||1863641 ||http://www.wikidata.org/entity/Q45798 ||404233
 +
|- 
 +
| Assiut ||Asyut ||359783 ||http://www.wikidata.org/entity/Q29962 ||389307
 +
|- 
 +
| Mandaluyong City ||Mandaluyong ||1701966 ||http://www.wikidata.org/entity/Q9085 ||386276
 +
|- 
 +
| Okazaki-shi ||Okazaki ||1854373 ||http://www.wikidata.org/entity/Q242783 ||385221
 +
|- 
 +
| Sanandij ||Sanandaj ||117574 ||http://www.wikidata.org/entity/Q272093 ||373987
 +
|- 
 +
| Ambon City ||Ambon ||1651531 ||http://www.wikidata.org/entity/Q18970 ||372249
 +
|- 
 +
| Mogilev ||Mogilyov ||625665 ||http://www.wikidata.org/entity/Q154835 ||370712
 +
|- 
 +
| Jhang City ||Jhang ||1330335 ||http://www.wikidata.org/entity/Q1026616 ||365198
 +
|- 
 +
| Mandaue City ||Mandaue ||1701947 ||http://www.wikidata.org/entity/Q1889017 ||362654
 +
|- 
 +
| Mogale City ||Mogale City Local Municipality ||7291234 ||http://www.wikidata.org/entity/Q127787 ||362422
 +
|- 
 +
| Anantapur ||Anantapur, Andhra Pradesh ||1278672 ||http://www.wikidata.org/entity/Q760144 ||362350
 +
|- 
 +
| Hrodna ||Grodno ||627904 ||http://www.wikidata.org/entity/Q181376 ||361352
 +
|- 
 +
| Petionville ||Pétion-Ville ||3719028 ||http://www.wikidata.org/entity/Q1001440 ||359615
 +
|- 
 +
| Sao Vicente ||São Vicente ||3448136 ||http://www.wikidata.org/entity/Q272254 ||355542
 +
|- 
 +
| Serrekunda ||Serekunda ||2411989 ||http://www.wikidata.org/entity/Q217568 ||348118
 +
|- 
 +
| Baguio City ||Baguio ||1728930 ||http://www.wikidata.org/entity/Q1822 ||345366
 +
|- 
 +
| Iligan City ||Iligan ||1711082 ||http://www.wikidata.org/entity/Q285488 ||342618
 +
|- 
 +
| Binan ||Biñan ||1725115 ||http://www.wikidata.org/entity/Q75961 ||333028
 +
|- 
 +
| Lipa City ||Lipa ||1706090 ||http://www.wikidata.org/entity/Q1725 ||332386
 +
|- 
 +
| Volzhskiy ||Volzhsky ||472231 ||http://www.wikidata.org/entity/Q98995 ||326055
 +
|- 
 +
| Cordova ||Córdoba ||2519240 ||http://www.wikidata.org/entity/Q5818 ||325916
 +
|- 
 +
| Nazret ||Adama ||330186 ||http://www.wikidata.org/entity/Q351427 ||324000
 +
|- 
 +
| St Louis ||St. Louis ||4407066 ||http://www.wikidata.org/entity/Q38022 ||318416
 +
|- 
 +
| Ust-Kamenogorsk ||Oskemen ||1520316 ||http://www.wikidata.org/entity/Q162548 ||316699
 +
|- 
 +
| Al Fayyum ||Faiyum ||361320 ||http://www.wikidata.org/entity/Q203299 ||315940
 +
|- 
 +
| Malmo ||Malmö ||2692969 ||http://www.wikidata.org/entity/Q2211 ||307496
 +
|- 
 +
| Taubate ||Taubaté ||3446682 ||http://www.wikidata.org/entity/Q170540 ||302331
 +
|- 
 +
| Cabanatuan City ||Cabanatuan ||1721906 ||http://www.wikidata.org/entity/Q55595 ||302231
 +
|- 
 +
| Oaxaca City ||Oaxaca de Juárez ||3522507 ||http://www.wikidata.org/entity/Q131429 ||300050
 +
|- 
 +
| Bialystok ||Białystok ||776069 ||http://www.wikidata.org/entity/Q761 ||295624
 +
|- 
 +
| Los Reyes Acaquilpan ||La Paz ||3523908 ||http://www.wikidata.org/entity/Q2276224 ||293725
 +
|- 
 +
| Ismailia ||Ismaïlia ||361055 ||http://www.wikidata.org/entity/Q217156 ||293184
 +
|- 
 +
| Iasi ||Iași ||675810 ||http://www.wikidata.org/entity/Q16898350 ||290422
 +
|- 
 +
| Khmelnytskyy ||Khmelnytskyi ||706369 ||http://www.wikidata.org/entity/Q156717 ||290100
 +
|- 
 +
| Taboao da Serra ||Taboão da Serra ||3447186 ||http://www.wikidata.org/entity/Q841231 ||272177
 +
|- 
 +
| Nagaoka Shi ||Nagaoka ||1856195 ||http://www.wikidata.org/entity/Q540312 ||271722
 +
|- 
 +
| Santo Domingo de los Colorados ||Santo Domingo ||3651297 ||http://www.wikidata.org/entity/Q1015654 ||270875
 +
|- 
 +
| Yao-shi ||Yao ||1848519 ||http://www.wikidata.org/entity/Q490872 ||267581
 +
|- 
 +
| Lucena City ||Lucena ||1705357 ||http://www.wikidata.org/entity/Q104125 ||266248
 +
|- 
 +
| San Pablo City ||San Pablo ||1688830 ||http://www.wikidata.org/entity/Q76001 ||266068
 +
|- 
 +
| Nal'chik ||Nalchik ||523523 ||http://www.wikidata.org/entity/Q5265 ||265162
 +
|- 
 +
| Embu ||Embu das Artes ||3464305 ||http://www.wikidata.org/entity/Q651860 ||261781
 +
|- 
 +
| Mossoro ||Mossoró ||3394682 ||http://www.wikidata.org/entity/Q694845 ||259815
 +
|- 
 +
| Magugpo Poblacion ||Tagum ||1684269 ||http://www.wikidata.org/entity/Q725168 ||259444
 +
|- 
 +
| Misratah ||Misrata ||2214846 ||http://www.wikidata.org/entity/Q131323 ||259056
 +
|- 
 +
| Gomez Palacio ||Gómez Palacio ||4005775 ||http://www.wikidata.org/entity/Q1775128 ||257352
 +
|- 
 +
| Cukai ||Chukai ||1732945 ||http://www.wikidata.org/entity/Q2546441 ||255865
 +
|- 
 +
| Puerto Princesa City ||Puerto Princesa ||1692685 ||http://www.wikidata.org/entity/Q111739 ||255116
 +
|- 
 +
| Brasov ||Brașov ||683844 ||http://www.wikidata.org/entity/Q16898139 ||252814
 +
|- 
 +
| Braunschweig ||Brunswick ||2945024 ||http://www.wikidata.org/entity/Q2773 ||252768
 +
|- 
 +
| Coban ||Cobán ||3598119 ||http://www.wikidata.org/entity/Q867077 ||250675
 +
|- 
 +
| Al 'Ashir min Ramadan ||10th of Ramadan City ||353229 ||http://www.wikidata.org/entity/Q337539 ||250000
 +
|- 
 +
| Al Bayda' ||Al Bayda ||89055 ||http://www.wikidata.org/entity/Q35784 ||250000
 +
|- 
 +
| Galati ||Galați ||677697 ||http://www.wikidata.org/entity/Q16898261 ||249432
 +
|- 
 +
| Soka Shi ||Sōka City ||7464123 ||http://www.wikidata.org/entity/Q734442 ||249027
 +
|- 
 +
| Tehuacán ||Tehuacan ||3516109 ||http://www.wikidata.org/entity/Q842261 ||248716
 +
|- 
 +
| Port Montt ||Puerto Montt ||3874960 ||http://www.wikidata.org/entity/Q36214 ||245902
 +
|- 
 +
| Rishon LeZiyyon ||Rishon LeZion ||293703 ||http://www.wikidata.org/entity/Q201051 ||243973
 +
|- 
 +
| Tacloban City ||Tacloban ||1684712 ||http://www.wikidata.org/entity/Q40626 ||242089
 +
|- 
 +
| Dniprodzerzhynsk ||Kamianske ||709932 ||http://www.wikidata.org/entity/Q156719 ||237244
 +
|- 
 +
| Marabu ||Miri ||1738050 ||http://www.wikidata.org/entity/Q986803 ||234541
 +
|- 
 +
| Olongapo City ||Olongapo ||1697175 ||http://www.wikidata.org/entity/Q56759 ||233040
 +
|- 
 +
| Okara ||Okara, Pakistan ||1168718 ||http://www.wikidata.org/entity/Q968211 ||232386
 +
|- 
 +
| Petaẖ Tiqwa ||Petah Tikva ||293918 ||http://www.wikidata.org/entity/Q190828 ||230984
 +
|- 
 +
| Kamoke ||Kāmoke ||1175088 ||http://www.wikidata.org/entity/Q1260929 ||230979
 +
|- 
 +
| Durán ||Durán, Ecuador ||3658192 ||http://www.wikidata.org/entity/Q1120810 ||230839
 +
|- 
 +
| Barishal ||Barisal ||1336137 ||http://www.wikidata.org/entity/Q747840 ||230000
 +
|- 
 +
| Ashaiman ||Ashiaman ||2304121 ||http://www.wikidata.org/entity/Q724730 ||228509
 +
|- 
 +
| Talisay City ||Talisay ||1683881 ||http://www.wikidata.org/entity/Q316500 ||227645
 +
|- 
 +
| Mage ||Magé ||3458142 ||http://www.wikidata.org/entity/Q841218 ||227322
 +
|- 
 +
| Turkestan ||Turkistan ||1517945 ||http://www.wikidata.org/entity/Q848638 ||227098
 +
|- 
 +
| Engel's ||Engels ||563464 ||http://www.wikidata.org/entity/Q198748 ||225752
 +
|- 
 +
| Padangsidempuan ||Padang Sidempuan ||1214369 ||http://www.wikidata.org/entity/Q5974 ||225544
 +
|- 
 +
| Kremenchug ||Kremenchuk ||704147 ||http://www.wikidata.org/entity/Q156724 ||225216
 +
|- 
 +
| Saddiqabad ||Sadiqabad ||1166652 ||http://www.wikidata.org/entity/Q1251234 ||221866
 +
|- 
 +
| Ota-shi ||Ōta ||1853626 ||http://www.wikidata.org/entity/Q386179 ||221403
 +
|- 
 +
| Patan ||Lalitpur ||1282931 ||http://www.wikidata.org/entity/Q6647 ||220802
 +
|- 
 +
| Concepción de la Vega ||La Vega ||3509382 ||http://www.wikidata.org/entity/Q538953 ||220279
 +
|- 
 +
| Itaborai ||Itaboraí ||3460950 ||http://www.wikidata.org/entity/Q841244 ||218008
 +
|- 
 +
| Alor Star ||Alor Setar ||1736309 ||http://www.wikidata.org/entity/Q474868 ||217000
 +
|- 
 +
| Ormoc City ||Ormoc ||1697018 ||http://www.wikidata.org/entity/Q1014782 ||215031
 +
|- 
 +
| Padova ||Padua ||3171728 ||http://www.wikidata.org/entity/Q617 ||211560
 +
|- 
 +
| Ploieşti ||Ploiești ||670474 ||http://www.wikidata.org/entity/Q16898469 ||209945
 +
|- 
 +
| Isesaki Shi ||Isesaki ||1861435 ||http://www.wikidata.org/entity/Q328596 ||209895
 +
|- 
 +
| Sao Jose ||São José, Santa Catarina ||3448744 ||http://www.wikidata.org/entity/Q173849 ||209804
 +
|- 
 +
| Maracanau ||Maracanaú ||3395473 ||http://www.wikidata.org/entity/Q1794732 ||209057
 +
|- 
 +
| Mostoles ||Móstoles ||3116025 ||http://www.wikidata.org/entity/Q187826 ||206589
 +
|- 
 +
| Zanzibar ||Zanzibar City ||148730 ||http://www.wikidata.org/entity/Q2222874 ||205870
 +
|- 
 +
| Santa Luzia ||Santa Luzia, Minas Gerais ||3450144 ||http://www.wikidata.org/entity/Q942235 ||202942
 +
|- 
 +
| La Romana ||La Romana, La Romana ||3500957 ||http://www.wikidata.org/entity/Q40508 ||202488
 +
|- 
 +
| Tuy Hoa ||Tuy Hòa ||1563281 ||http://www.wikidata.org/entity/Q35747 ||202030
 +
|- 
 +
| Marawi City ||Marawi ||1701053 ||http://www.wikidata.org/entity/Q592338 ||201785
 +
|- 
 +
| Episkopi ||Episkopi, Limassol ||146633 ||http://www.wikidata.org/entity/Q5383505 ||201524
 +
|- 
 +
| Qina ||Qena ||350550 ||http://www.wikidata.org/entity/Q336661 ||201191
 +
|- 
 +
| Poza Rica de Hidalgo ||Poza Rica ||3521168 ||http://www.wikidata.org/entity/Q1010503 ||200119
 +
|- 
 +
| Prokop'yevsk ||Prokopyevsk ||1494114 ||http://www.wikidata.org/entity/Q184147 ||196406
 +
|- 
 +
| Joetsu ||Jōetsu ||6825489 ||http://www.wikidata.org/entity/Q582289 ||193777
 +
|- 
 +
| Bani Suwayf ||Beni Suef ||359173 ||http://www.wikidata.org/entity/Q394080 ||193048
 +
|- 
 +
| NIA Valencia ||Valencia ||1680116 ||http://www.wikidata.org/entity/Q2158 ||192993
 +
|- 
 +
| Kishiwada Shi ||Kishiwada City ||1859382 ||http://www.wikidata.org/entity/Q740456 ||192637
 +
|- 
 +
| Tottori-shi ||Tottori ||1849892 ||http://www.wikidata.org/entity/Q200731 ||191601
 +
|}

Latest revision as of 07:51, 8 April 2023

OsProject

OsProject
edit
id  geograpy3
state  active
owner  somnathrakshit
title  geograpy
url  https://github.com/somnathrakshit/geograpy3
version  0.2.6
description  
date  2023-04-08
since  2018-09-18
until  

tickets

Freitext

What is it?

Geograpy3 is a Python library to extract geographic details like:

  • country
  • region
  • city

from plaintext and websites.

Examples

Example 1 - London 2012 Olympic torch relay route

Let's take the Wikipedia article on the 2012 London Olympics torch relay route. In this article quite a few countries, regions and cities are mentioned. Let's extract that information using geograpy3

Code

example1.py 

import geograpy
url='https://en.wikipedia.org/wiki/2012_Summer_Olympics_torch_relay'
places = geograpy.get_geoPlace_context(url = url)
print(places)

Result

python example1.py

countries=['Ireland', 'Jersey', 'Guernsey', 'Turkey', 'Greece', 'United Kingdom', 'Belarus', 'South Africa', 'Australia', 'New Zealand', 'Germany', 'France', 'Jamaica', 'Antigua and Barbuda', 'Montserrat', 'United States', 'Canada', 'Japan']
regions=['Hackney', 'Davy', 'Ireland', 'Burscough', 'Jersey', 'Munich', 'Newton Aycliffe', 'British/Irish', 'Plymouth', 'Greece', 'Thirsk', 'Wales', 'Locog', 'Cumbrian', 'Lincolnshire', 'Guernsey', 'Cardiff', 'Torch', 'Host', 'Cambridge', 'Bristol Harbour', 'Falmouth', 'Athens', 'Turkey', 'Wiltshire', 'British', 'England', 'United Kingdom', 'Sheffield', 'London', 'Aberaeron', 'Abraham', 'Northern Ireland', 'Wanted', 'East', 'Heathrow', 'Gravesend', 'Essex', 'Maidstone', 'Cornwall', 'Hyde Park', 'Hera', 'Swansea', 'Caerphilly', 'Taunton Lancashire', 'Stamford', 'Dublin', 'Derry', 'Portland', 'Ioannina', 'Scotland', 'Bangor', 'Engineering', 'Land']
cities=['Ioannina', 'Athens', 'Dublin', 'Hyde Park', 'Swansea', 'Sheffield', 'Portland', 'Cardiff', 'Cambridge', 'Bangor', 'Thirsk', 'Stamford', 'Plymouth', 'Newton Aycliffe', 'Maidstone', 'London', 'Hackney', 'Gravesend', 'Falmouth', 'Caerphilly', 'Burscough', 'Aberaeron', 'Munich', 'Derry', 'England', 'Scotland', 'Essex', 'Turkey', 'Davy', 'Ireland', 'Lincolnshire', 'Wales', 'Guernsey', 'Cornwall', 'Heathrow', 'Hera']
other=['British', 'British', 'East']

Getting the source code

git clone https://github.com/somnathrakshit/geograpy3
cd geograpy3
scripts/install

History

first geograpy (2013)

The name "geograpy" was coined by Chris Albon

Angela Oduor Lungat, Brunobg, Jonathon Morgan, Romina Suarez and other contributors from Ushahidi, Nairobi, Kenya created the first and popular geograpy version. It was forked more than a hundred times and had more than 200 Stars on github.

This version was restricted to python2 and as of 2020-09 there are still some 29 open issues in this project. The project is officially archived and you might want to use geograpy3 instead.

geograpy2 (2014)

The geograpy2 fork was created in 2014. It solves several problems (such as support for utf8, places names with multiple words, confusion over homonyms etc).

Since 2015 the project didn't move forward much so you might want to use geograpy3 instead. https://github.com/Corollarium/geograpy2

geograpy3 (2018)

geograpy3 was forked from geograpy2 in 2018 by Somnath Rakshit. It added python3 compatibility. In 2020 Wolfgang Fahl joined the project since he had a need to use it for the Proceedings Title Parser as part of the ConfIDent project

Data used

Overview

Cities

The cities table is derived from the GeoLite2 by MaxMind database

Countries

The countries table is derived from Wikidata: 

# get a list of countries
# for geograpy3 library
# see https://github.com/somnathrakshit/geograpy3/issues/15
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX wd: <http://www.wikidata.org/entity/>
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
PREFIX p: <http://www.wikidata.org/prop/>
PREFIX ps: <http://www.wikidata.org/prop/statement/>
PREFIX pq: <http://www.wikidata.org/prop/qualifier/>
# get City details with Country
SELECT DISTINCT ?country ?countryLabel ?countryIsoCode  ?countryCoord  ?countryPopulation ?continent ?continentLabel
WHERE {
  # instance of Country
  ?country wdt:P31/wdt:P279* wd:Q6256 .
  # VALUES ?country { wd:Q55}.
  # label for the country
  ?country rdfs:label ?countryLabel filter (lang(?countryLabel) = "en").
  # get the continent (s)
  #OPTIONAL {
  #  ?country wdt:P30 ?continent.
  #  ?continent rdfs:label ?continentLabel filter (lang(?continentLabel) = "en").
  #}
  # get the coordinates
  OPTIONAL { 
      ?country wdt:P625 ?countryCoord.
  } 
  # https://www.wikidata.org/wiki/Property:P297 ISO 3166-1 alpha-2 code
  ?country wdt:P297 ?countryIsoCode.
  # population of country   
  OPTIONAL
  { 
    SELECT ?country (max(?countryPopulationValue) as ?countryPopulation)
    WHERE {
      ?country wdt:P1082 ?countryPopulationValue
    } group by ?country
  }
  # https://www.wikidata.org/wiki/Property:P2132
  # nominal GDP per capita
  # OPTIONAL { ?country wdt:P2132 ?countryGDP_perCapitaValue. }
}
ORDER BY ?countryIsoCode

try it! - 204 results in some 7.9 s as of 2021-12

Regions

The regions list is derived from Wikidata 

# get a list of regions
# for geograpy3 library
# see https://github.com/somnathrakshit/geograpy3/issues/15
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX wd: <http://www.wikidata.org/entity/>
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
PREFIX wikibase: <http://wikiba.se/ontology#>
SELECT DISTINCT ?country ?countryLabel ?countryIsoCode ?region ?regionLabel ?regionIsoCode ?regionPopulation ?location
WHERE
{
  # administrative unit of first order
  ?region wdt:P31/wdt:P279* wd:Q10864048.
  OPTIONAL {
     ?region rdfs:label ?regionLabel filter (lang(?regionLabel) = "en").
  }
  # isocode state/province (mandatory - filters historic regions while at it ...)
  # filter historic regions
  # FILTER NOT EXISTS {?region wdt:P576 ?end}
  { 
    SELECT ?region (max(?regionAlpha2) as ?regionIsoCode) (max(?regionPopulationValue) as ?regionPopulation) (max(?locationValue) as ?location)
    WHERE {
      ?region wdt:P300 ?regionAlpha2.
      # get the population
      # https://www.wikidata.org/wiki/Property:P1082
      OPTIONAL {
        ?region wdt:P1082 ?regionPopulationValue
      } 
      # get he location
      # https://www.wikidata.org/wiki/Property:P625
      OPTIONAL {
        ?region wdt:P625 ?locationValue. 
       }
    } GROUP BY ?region
  }
  # # https://www.wikidata.org/wiki/Property:P297
  OPTIONAL { 
    ?region wdt:P17 ?country.
    # label for the country
    ?country rdfs:label ?countryLabel filter (lang(?countryLabel) = "en").
    ?country wdt:P297 ?countryIsoCode. 
  }
} ORDER BY ?regionIsoCode

try it! - 3753 results in 11.4 s as of 2021-08

Adding city details from Wikidata

Query

# get a list of human settlements having a geoName identifier
# to add to geograpy3 library
# see https://github.com/somnathrakshit/geograpy3/issues/15
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
PREFIX wd: <http://www.wikidata.org/entity/>
SELECT ?city ?cityLabel ?cityPop ?geoNameId ?country ?countryLabel ?countryIsoCode ?countryPopulation
WHERE {
  # geoName Identifier
  ?city wdt:P1566 ?geoNameId.
  # instance of human settlement https://www.wikidata.org/wiki/Q486972
  ?city wdt:P31/wdt:P279* wd:Q486972 .
  # population of city
  OPTIONAL { ?city wdt:P1082 ?cityPop.}

  # label of the City
  ?city rdfs:label ?cityLabel filter (lang(?cityLabel) = "en").
  # country this city belongs to
  ?city wdt:P17 ?country .
  # label for the country
  ?country rdfs:label ?countryLabel filter (lang(?countryLabel) = "en").
  # https://www.wikidata.org/wiki/Property:P297 ISO 3166-1 alpha-2 code
  ?country wdt:P297 ?countryIsoCode.
  # population of country
  ?country wdt:P1082 ?countryPopulation.
  OPTIONAL {
     ?country wdt:P2132 ?countryGdpPerCapita.
  }
}

try it! - you may probably experience a timeout on this query. It takes about 1 min on a local wikidata copy based on blazegraph

If your are intested in the result you can download the Sqlite version of query result and e.g. inspect it with the DB Browser for SQLite

CityPops Stats

Here are some statistic queries about the data imported from Wikidata 

select count(*) from cityPops where cityPop is not Null
164503
select count(*) from cityPops 
453306
select count(distinct geoNameId) from cityPops
414198
select count(*) 
from cities c 
join cityPops cp on c.geoname_id =cp.geoNameId
90482

Difference in Name/Label

17499 differences: 

select c.city_name as name,cp.cityLabel,c.*,city as wikidataurl,cityPop 
from cities c 
join cityPops cp 
on c.geoname_id=cp.geoNameId 
where not c.city_name =cp.cityLabel
group by geoNameId
name cityLabel id wikidataurl pop
Chongqing 1814905 http://www.wikidata.org/entity/Q11725 30165500
Shanghai 1796231 http://www.wikidata.org/entity/Q8686 24152700
Beijing 2038349 http://www.wikidata.org/entity/Q956 21705000
Delhi 1273293 http://www.wikidata.org/entity/Q1353 16314838
Tianjin 1792943 http://www.wikidata.org/entity/Q11736 15469500
Istanbul 745042 http://www.wikidata.org/entity/Q406 14657434
Metro Manila 7521311 http://www.wikidata.org/entity/Q13580 12877253
Moscow 524894 http://www.wikidata.org/entity/Q649 12380664
Seoul 1835847 http://www.wikidata.org/entity/Q8684 9805506
Jakarta 1642907 http://www.wikidata.org/entity/Q3630 9607787
Mexico City 3527646 http://www.wikidata.org/entity/Q1489 8918653
New York New York City 5128581 http://www.wikidata.org/entity/Q60 8537673
Bengaluru Bangalore 1277333 http://www.wikidata.org/entity/Q1355 8425970
Bogotá 3688685 http://www.wikidata.org/entity/Q2841 8080734
Prayagraj Allahabad 1278994 http://www.wikidata.org/entity/Q162442 5954391
Singapore 1880251 http://www.wikidata.org/entity/Q334 5781728
Changteh Changde 1791121 http://www.wikidata.org/entity/Q416544 5717200
Bangkok 1609348 http://www.wikidata.org/entity/Q1861 5696409
St Petersburg Saint Petersburg 498817 http://www.wikidata.org/entity/Q656 5281579
New Taipei City 1665148 http://www.wikidata.org/entity/Q244898 3970644
Sanaa Sana'a 71137 http://www.wikidata.org/entity/Q2471 2957000
Kiev 703447 http://www.wikidata.org/entity/Q1899 2907684
Buenos Aires 3433955 http://www.wikidata.org/entity/Q1486 2890151
Osaka Ōsaka 1853909 http://www.wikidata.org/entity/Q35765 2713157
Dubai 292224 http://www.wikidata.org/entity/Q612 2502715
Yaoundé Yaounde 2220957 http://www.wikidata.org/entity/Q3808 2440462
Baku 587081 http://www.wikidata.org/entity/Q9248 2181800
Basrah Basra 99532 http://www.wikidata.org/entity/Q48195 2150000
Taoyuan City Taoyuan District 6696918 http://www.wikidata.org/entity/Q715975 2058328
Vienna 2761367 http://www.wikidata.org/entity/Q1741 1840573
Makkah Mecca 104515 http://www.wikidata.org/entity/Q5806 1675368
Ecatepec Ecatepec de Morelos 3529612 http://www.wikidata.org/entity/Q8972 1655015
Kobe Kōbe 1859171 http://www.wikidata.org/entity/Q48320 1532153
Ulan Bator Ulaanbaatar 2028462 http://www.wikidata.org/entity/Q23430 1396288
Prague 3067695 http://www.wikidata.org/entity/Q1085 1280508
Nizhniy Novgorod Nizhny Novgorod 520555 http://www.wikidata.org/entity/Q891 1264075
Can Tho 1581188 http://www.wikidata.org/entity/Q216075 1237300
Kazan’ Kazan 551487 http://www.wikidata.org/entity/Q900 1231878
South Tangerang Tangerang Selatan 8581443 http://www.wikidata.org/entity/Q10128 1219245
Bandar Lampung Bandarlampung 1624917 http://www.wikidata.org/entity/Q8156 1166761
Bien Hoa Biên Hòa 1587923 http://www.wikidata.org/entity/Q19316 1104000
Tbilisi 611716 http://www.wikidata.org/entity/Q994 1082400
Ciudad Nezahualcoyotl Ciudad Nezahualcóyotl 3530589 http://www.wikidata.org/entity/Q210307 1039867
Ogbomoso Ogbomosho 2327735 http://www.wikidata.org/entity/Q500366 1032000
Shubra al Khaymah Shubra El-Kheima 349076 http://www.wikidata.org/entity/Q269960 1025569
Sao Goncalo São Gonçalo 3449072 http://www.wikidata.org/entity/Q83114 999728
Goyang-si Goyang 1842485 http://www.wikidata.org/entity/Q42061 990073
Dnipropetrovsk Dnipro 709930 http://www.wikidata.org/entity/Q48256 983836
Yongin-si Yongin 1832426 http://www.wikidata.org/entity/Q18459 971327
Kitakyushu Kitakyūshū 1859307 http://www.wikidata.org/entity/Q188806 950646
Heroica Matamoros Matamoros 3523466 http://www.wikidata.org/entity/Q738353 918536
Tiruchi Trichy 1254388 http://www.wikidata.org/entity/Q207754 916857
Moradabad Muradabad 1262801 http://www.wikidata.org/entity/Q330643 887871
Chihuahua City Chihuahua 4014338 http://www.wikidata.org/entity/Q61302 870769
Bucheon-si Bucheon 1838716 http://www.wikidata.org/entity/Q42099 867678
Cheongju-si Cheongju 1845604 http://www.wikidata.org/entity/Q42147 833276
Najaf An Najaf 98860 http://www.wikidata.org/entity/Q168193 820000
Nur-Sultan Astana 1526273 http://www.wikidata.org/entity/Q1520 814401
Al Hillah Hillah 99347 http://www.wikidata.org/entity/Q243846 780000
Antipolo City Antipolo 1730501 http://www.wikidata.org/entity/Q1636 776386
San Luis Potosí City San Luis Potosí 3985606 http://www.wikidata.org/entity/Q204271 772828
Krakow Kraków 3094802 http://www.wikidata.org/entity/Q31487 766739
Alexandrovsk Zaporizhzhya 687700 http://www.wikidata.org/entity/Q157835 748984
Trivandrum Thiruvananthapuram 1254163 http://www.wikidata.org/entity/Q167715 743691
Frankfurt am Main Frankfurt 2925533 http://www.wikidata.org/entity/Q1794 732688
Chișinău 618069 http://www.wikidata.org/entity/Q21197 723500
Chisinau Chișinău 618426 http://www.wikidata.org/entity/Q21197 723500
Acapulco de Juárez Acapulco 3533462 http://www.wikidata.org/entity/Q81398 673479
Bremen 2944387 http://www.wikidata.org/entity/Q1209 661000
Washington Washington, D.C. 4140963 http://www.wikidata.org/entity/Q61 658893
Jaboatao dos Guararapes Jaboatão dos Guararapes 6317344 http://www.wikidata.org/entity/Q271393 644620
Al Ain City Al Ain 292913 http://www.wikidata.org/entity/Q234600 631005
Querétaro City Querétaro 3991164 http://www.wikidata.org/entity/Q173121 626495
Taiz Ta'izz 70225 http://www.wikidata.org/entity/Q466216 596672
Macao Macau 1821274 http://www.wikidata.org/entity/Q14773 566375
Macau 1821275 http://www.wikidata.org/entity/Q14773 566375
Bacolod City Bacolod 1729564 http://www.wikidata.org/entity/Q5217 561875
Tlajomulco de Zuniga Tlajomulco de Zuñiga 3981467 http://www.wikidata.org/entity/Q1962285 549442
Poznan Poznań 3088171 http://www.wikidata.org/entity/Q268 544612
Naberezhnyye Chelny Naberezhnye Chelny 523750 http://www.wikidata.org/entity/Q95041 529797
New Mirpur Mirpur 1169027 http://www.wikidata.org/entity/Q2579925 523500
Tultitlan de Mariano Escobedo Tultitlán de Mariano Escobedo 3515042 http://www.wikidata.org/entity/Q740477 520557
Ile-Ife Ife 2338900 http://www.wikidata.org/entity/Q180084 501952
Mykolayiv Mykolaiv 700569 http://www.wikidata.org/entity/Q41572 487996
Ciudad Lopez Mateos Ciudad López Mateos 3532624 http://www.wikidata.org/entity/Q1963483 472526
Sao Joao de Meriti São João de Meriti 3448877 http://www.wikidata.org/entity/Q459690 460541
Aparecida de Goiania Aparecida de Goiânia 6316406 http://www.wikidata.org/entity/Q459711 455657
Malacca Malacca City 1734759 http://www.wikidata.org/entity/Q61089 455300
Amagasaki Shi Amagasaki 1865383 http://www.wikidata.org/entity/Q213318 451000
Marikina City Marikina 1700925 http://www.wikidata.org/entity/Q17175 450741
Al Mahallah al Kubra El-Mahalla El-Kubra 360829 http://www.wikidata.org/entity/Q312723 442958
Sao Jose do Rio Preto São José do Rio Preto 3448639 http://www.wikidata.org/entity/Q192181 442548
Al Mansurah Mansoura 360761 http://www.wikidata.org/entity/Q223587 439348
Jeju City Jeju 1846266 http://www.wikidata.org/entity/Q42142 435413
Diadema Diadema, São Paulo 3464739 http://www.wikidata.org/entity/Q651891 412428
Shekhupura Sheikhupura 1165221 http://www.wikidata.org/entity/Q972756 411834
Kisumu City of Kisumu 191245 http://www.wikidata.org/entity/Q214485 409928
Lapu-Lapu City Lapu-Lapu 1707267 http://www.wikidata.org/entity/Q574903 408112
Ciudad Obregón Ciudad culiacan 4013704 http://www.wikidata.org/entity/Q681340 405000
Gifu City Gifu 1863641 http://www.wikidata.org/entity/Q45798 404233
Assiut Asyut 359783 http://www.wikidata.org/entity/Q29962 389307
Mandaluyong City Mandaluyong 1701966 http://www.wikidata.org/entity/Q9085 386276
Okazaki-shi Okazaki 1854373 http://www.wikidata.org/entity/Q242783 385221
Sanandij Sanandaj 117574 http://www.wikidata.org/entity/Q272093 373987
Ambon City Ambon 1651531 http://www.wikidata.org/entity/Q18970 372249
Mogilev Mogilyov 625665 http://www.wikidata.org/entity/Q154835 370712
Jhang City Jhang 1330335 http://www.wikidata.org/entity/Q1026616 365198
Mandaue City Mandaue 1701947 http://www.wikidata.org/entity/Q1889017 362654
Mogale City Mogale City Local Municipality 7291234 http://www.wikidata.org/entity/Q127787 362422
Anantapur Anantapur, Andhra Pradesh 1278672 http://www.wikidata.org/entity/Q760144 362350
Hrodna Grodno 627904 http://www.wikidata.org/entity/Q181376 361352
Petionville Pétion-Ville 3719028 http://www.wikidata.org/entity/Q1001440 359615
Sao Vicente São Vicente 3448136 http://www.wikidata.org/entity/Q272254 355542
Serrekunda Serekunda 2411989 http://www.wikidata.org/entity/Q217568 348118
Baguio City Baguio 1728930 http://www.wikidata.org/entity/Q1822 345366
Iligan City Iligan 1711082 http://www.wikidata.org/entity/Q285488 342618
Binan Biñan 1725115 http://www.wikidata.org/entity/Q75961 333028
Lipa City Lipa 1706090 http://www.wikidata.org/entity/Q1725 332386
Volzhskiy Volzhsky 472231 http://www.wikidata.org/entity/Q98995 326055
Cordova Córdoba 2519240 http://www.wikidata.org/entity/Q5818 325916
Nazret Adama 330186 http://www.wikidata.org/entity/Q351427 324000
St Louis St. Louis 4407066 http://www.wikidata.org/entity/Q38022 318416
Ust-Kamenogorsk Oskemen 1520316 http://www.wikidata.org/entity/Q162548 316699
Al Fayyum Faiyum 361320 http://www.wikidata.org/entity/Q203299 315940
Malmo Malmö 2692969 http://www.wikidata.org/entity/Q2211 307496
Taubate Taubaté 3446682 http://www.wikidata.org/entity/Q170540 302331
Cabanatuan City Cabanatuan 1721906 http://www.wikidata.org/entity/Q55595 302231
Oaxaca City Oaxaca de Juárez 3522507 http://www.wikidata.org/entity/Q131429 300050
Bialystok Białystok 776069 http://www.wikidata.org/entity/Q761 295624
Los Reyes Acaquilpan La Paz 3523908 http://www.wikidata.org/entity/Q2276224 293725
Ismailia Ismaïlia 361055 http://www.wikidata.org/entity/Q217156 293184
Iasi Iași 675810 http://www.wikidata.org/entity/Q16898350 290422
Khmelnytskyy Khmelnytskyi 706369 http://www.wikidata.org/entity/Q156717 290100
Taboao da Serra Taboão da Serra 3447186 http://www.wikidata.org/entity/Q841231 272177
Nagaoka Shi Nagaoka 1856195 http://www.wikidata.org/entity/Q540312 271722
Santo Domingo de los Colorados Santo Domingo 3651297 http://www.wikidata.org/entity/Q1015654 270875
Yao-shi Yao 1848519 http://www.wikidata.org/entity/Q490872 267581
Lucena City Lucena 1705357 http://www.wikidata.org/entity/Q104125 266248
San Pablo City San Pablo 1688830 http://www.wikidata.org/entity/Q76001 266068
Nal'chik Nalchik 523523 http://www.wikidata.org/entity/Q5265 265162
Embu Embu das Artes 3464305 http://www.wikidata.org/entity/Q651860 261781
Mossoro Mossoró 3394682 http://www.wikidata.org/entity/Q694845 259815
Magugpo Poblacion Tagum 1684269 http://www.wikidata.org/entity/Q725168 259444
Misratah Misrata 2214846 http://www.wikidata.org/entity/Q131323 259056
Gomez Palacio Gómez Palacio 4005775 http://www.wikidata.org/entity/Q1775128 257352
Cukai Chukai 1732945 http://www.wikidata.org/entity/Q2546441 255865
Puerto Princesa City Puerto Princesa 1692685 http://www.wikidata.org/entity/Q111739 255116
Brasov Brașov 683844 http://www.wikidata.org/entity/Q16898139 252814
Braunschweig Brunswick 2945024 http://www.wikidata.org/entity/Q2773 252768
Coban Cobán 3598119 http://www.wikidata.org/entity/Q867077 250675
Al 'Ashir min Ramadan 10th of Ramadan City 353229 http://www.wikidata.org/entity/Q337539 250000
Al Bayda' Al Bayda 89055 http://www.wikidata.org/entity/Q35784 250000
Galati Galați 677697 http://www.wikidata.org/entity/Q16898261 249432
Soka Shi Sōka City 7464123 http://www.wikidata.org/entity/Q734442 249027
Tehuacán Tehuacan 3516109 http://www.wikidata.org/entity/Q842261 248716
Port Montt Puerto Montt 3874960 http://www.wikidata.org/entity/Q36214 245902
Rishon LeZiyyon Rishon LeZion 293703 http://www.wikidata.org/entity/Q201051 243973
Tacloban City Tacloban 1684712 http://www.wikidata.org/entity/Q40626 242089
Dniprodzerzhynsk Kamianske 709932 http://www.wikidata.org/entity/Q156719 237244
Marabu Miri 1738050 http://www.wikidata.org/entity/Q986803 234541
Olongapo City Olongapo 1697175 http://www.wikidata.org/entity/Q56759 233040
Okara Okara, Pakistan 1168718 http://www.wikidata.org/entity/Q968211 232386
Petaẖ Tiqwa Petah Tikva 293918 http://www.wikidata.org/entity/Q190828 230984
Kamoke Kāmoke 1175088 http://www.wikidata.org/entity/Q1260929 230979
Durán Durán, Ecuador 3658192 http://www.wikidata.org/entity/Q1120810 230839
Barishal Barisal 1336137 http://www.wikidata.org/entity/Q747840 230000
Ashaiman Ashiaman 2304121 http://www.wikidata.org/entity/Q724730 228509
Talisay City Talisay 1683881 http://www.wikidata.org/entity/Q316500 227645
Mage Magé 3458142 http://www.wikidata.org/entity/Q841218 227322
Turkestan Turkistan 1517945 http://www.wikidata.org/entity/Q848638 227098
Engel's Engels 563464 http://www.wikidata.org/entity/Q198748 225752
Padangsidempuan Padang Sidempuan 1214369 http://www.wikidata.org/entity/Q5974 225544
Kremenchug Kremenchuk 704147 http://www.wikidata.org/entity/Q156724 225216
Saddiqabad Sadiqabad 1166652 http://www.wikidata.org/entity/Q1251234 221866
Ota-shi Ōta 1853626 http://www.wikidata.org/entity/Q386179 221403
Patan Lalitpur 1282931 http://www.wikidata.org/entity/Q6647 220802
Concepción de la Vega La Vega 3509382 http://www.wikidata.org/entity/Q538953 220279
Itaborai Itaboraí 3460950 http://www.wikidata.org/entity/Q841244 218008
Alor Star Alor Setar 1736309 http://www.wikidata.org/entity/Q474868 217000
Ormoc City Ormoc 1697018 http://www.wikidata.org/entity/Q1014782 215031
Padova Padua 3171728 http://www.wikidata.org/entity/Q617 211560
Ploieşti Ploiești 670474 http://www.wikidata.org/entity/Q16898469 209945
Isesaki Shi Isesaki 1861435 http://www.wikidata.org/entity/Q328596 209895
Sao Jose São José, Santa Catarina 3448744 http://www.wikidata.org/entity/Q173849 209804
Maracanau Maracanaú 3395473 http://www.wikidata.org/entity/Q1794732 209057
Mostoles Móstoles 3116025 http://www.wikidata.org/entity/Q187826 206589
Zanzibar Zanzibar City 148730 http://www.wikidata.org/entity/Q2222874 205870
Santa Luzia Santa Luzia, Minas Gerais 3450144 http://www.wikidata.org/entity/Q942235 202942
La Romana La Romana, La Romana 3500957 http://www.wikidata.org/entity/Q40508 202488
Tuy Hoa Tuy Hòa 1563281 http://www.wikidata.org/entity/Q35747 202030
Marawi City Marawi 1701053 http://www.wikidata.org/entity/Q592338 201785
Episkopi Episkopi, Limassol 146633 http://www.wikidata.org/entity/Q5383505 201524
Qina Qena 350550 http://www.wikidata.org/entity/Q336661 201191
Poza Rica de Hidalgo Poza Rica 3521168 http://www.wikidata.org/entity/Q1010503 200119
Prokop'yevsk Prokopyevsk 1494114 http://www.wikidata.org/entity/Q184147 196406
Joetsu Jōetsu 6825489 http://www.wikidata.org/entity/Q582289 193777
Bani Suwayf Beni Suef 359173 http://www.wikidata.org/entity/Q394080 193048
NIA Valencia Valencia 1680116 http://www.wikidata.org/entity/Q2158 192993
Kishiwada Shi Kishiwada City 1859382 http://www.wikidata.org/entity/Q740456 192637
Tottori-shi Tottori 1849892 http://www.wikidata.org/entity/Q200731 191601
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