Part 6 - Working with Custom Geocoders
Geocoders for GIS instances
As previously mentioned in Part 1, Geocoders are tools that can find spatial coordinates of addresses, business names, places of interest and so on, and output points that can be visualized on a map, inserted as stops for a route, or loaded as input for spatial analysis. Geocoders can also used to generate batch results for a set of addresses, as well as for reverse geocoding, the process of determining the address at a particular x/y location.
Geocoders can come from many sources, e.g. Esri, Google Maps, and Epi Info 7.2, with various advantages and disadvantages with regard to ease of use, exporting maps, and the ability to geocode addresses outside of the United States. Keep in mind that geocoders are not always precise. Approximate latitudes and longitudes can be found for most addresses, especially in urban areas, but the exact latitude and longitude can vary by a few decimal points depending on which geocoder you use.
A GIS includes one or more geocoders. By default it provides access to the ArcGIS World Geocoding Service, and the geocoding module provides a Geocoder class to interact with that service. You can also construct Geocoder objects from your GIS's custom geocoding service items or from the URL to a geocoding service. Further, the list of geocoders registered with the GIS can be queried using get_geocoders(), a method that returns a list of Geocoder instances.
In the example below, there are more than one registered Geocoders with the GIS, and the first one uses the Esri World Geocoding Service for geocoding:
from arcgis.gis import GIS
from arcgis.geocoding import Geocoder, get_geocoders, geocode
gis = GIS(profile="your_enterprise_profile")get_geocoders(gis)[<Geocoder url:"https://geocode.arcgis.com/arcgis/rest/services/World/GeocodeServer">, <Geocoder url:"https://datascienceqa.esri.com/portal/sharing/servers/73846618ad4b4f539e3646556a0780db/rest/services/World/GeocodeServer">, <Geocoder url:"https://datascienceqa.esri.com/server/rest/services/AtlantaLocator/GeocodeServer">]
Create a Geocoder instance from an Item or a URL
Creating a geocoder using a geocoding service item
Geocoding services can be published as items in the GIS. An instance of the geocoder can also be constructed by passing in a reference to these items from the GIS to the Geocoder's constructor Geocoder.fromitem():
from IPython.display import display
arcgis_online = GIS()
items = arcgis_online.content.search('Geocoder', 'geocoding service', max_items=3)
for item in items:
display(item)
# construct a geocoder using the 2nd geocoding service item
world_geocoder = Geocoder.fromitem(items[1])
world_geocoder
Geocoding Layer by Esri_NL_Content
<Geocoder url:"https://geocode.arcgis.com/arcgis/rest/services/World/GeocodeServer">
Creating a geocoder using a URL
Geocoders may also be created using the constructor Geocoder(location=..., gis=None) by passing in their location, such as a url to a Geocoding Service. If the geocoding service is a secure service, pass in the GIS to which it is federated with as the gis parameter:
geocoder_url = 'https://services.arcgisonline.nl/arcgis/rest/services/Geocoder_BAG_RD/GeocodeServer'
esrinl_geocoder = Geocoder(geocoder_url, gis)
esrinl_geocoder<Geocoder url:"https://services.arcgisonline.nl/arcgis/rest/services/Geocoder_BAG_RD/GeocodeServer">
Specifying a particular Geocoder instance with a GIS object
In this section, we will talk about specifying a particular Geocoder instance when there are multiple available (geocode(geocoder=))
The geocoder paramter is optional for geocode function, representing whichever geocoder to be used. If not specified, the active GIS's first geocoder is used. We can see from the example below, that with different geocoders, the geocoded results for the same address might be different, due to the difference of spatial reference, geocoder coverage and precision, etc.
results = geocode('Raadhuisstraat 52, 1016 Amsterdam', geocoder=esrinl_geocoder)
results[0]['location']{'x': 120842.00295538307, 'y': 487472.9997233087, 'z': 0}esrinl_geocoder.properties.spatialReference{
"wkid": 28992,
"latestWkid": 28992
}The geocoded result is different when using another geocoder (as shown below), mainly due to that two geocoders are in different spatial reference systems.
results = geocode('Raadhuisstraat 52, 1016 Amsterdam', geocoder=world_geocoder)
results[0]['location']{'x': 4.885602819214398, 'y': 52.374067391443106}world_geocoder.properties.spatialReference{
"wkid": 4326,
"latestWkid": 4326
}Inspecting properties of a geocoder
Geocoders have several properties and they can be accessed on geocoder.properties. You can find the basic walk through of these properties in Part 1. Here, let's look at some other details of geocoder properties.
keys_list = [prop_name for prop_name in world_geocoder.properties.keys()]
display(keys_list)['currentVersion', 'serviceDescription', 'addressFields', 'categories', 'singleLineAddressField', 'candidateFields', 'spatialReference', 'locatorProperties', 'detailedCountries', 'countries', 'capabilities']
Localized input field names in addressFields
Developers integrating the geocoder into their application may need to know the appropriate input field names to use for
the language and country of their users. This information can be obtained using the localizedNames parameter of the
address field. More information on this, as well as the recognizedNames parameter, is available in the Foreign language
field names (World Geocoding Service) documentation.
For example, the code below lists the supported address fields and the corresponding input field names in Hindi or Simplified Chinese:
for addrfld in world_geocoder.properties.addressFields:
print(addrfld['name'], end='')
print(": " + str(addrfld['localizedNames']['hi'] if 'hi' in addrfld['localizedNames'] else '-'))Address: पता या स्थान Address2: पता2 Address3: पता3 Neighborhood: आस-पड़ोस City: शहर Subregion: उपक्षेत्र Region: क्षेत्र Postal: डाक-सम्बन्धी PostalExt: डाक विस्तार CountryCode: देश
for addrfld in world_geocoder.properties.addressFields:
print(addrfld['name'], end='')
print(": " + str(addrfld['localizedNames']['zh'] if 'zh' in addrfld['localizedNames'] else '-'))Address: 住址 Address2: - Address3: - Neighborhood: 县 City: 市 Subregion: 行政區 Region: 省或自治区 Postal: 邮编 PostalExt: - CountryCode: 国家代码
candidateFields property
The CandidateFields property of the geocoder contains the fields that are returned for each candidate.
for addrfld in world_geocoder.properties.candidateFields:
req_str = ""
if addrfld["required"]:
req_str = "*"
if "length" in addrfld:
print(addrfld["name"], "(", addrfld["length"], ")", req_str)
else:
print(addrfld["name"], req_str)Loc_name ( 20 ) Shape * Status ( 1 ) * Score * Match_addr ( 500 ) * LongLabel ( 500 ) ShortLabel ( 500 ) Addr_type ( 20 ) Type ( 50 ) PlaceName ( 200 ) Place_addr ( 500 ) Phone ( 25 ) URL ( 250 ) Rank AddBldg ( 125 ) AddNum ( 50 ) AddNumFrom ( 50 ) AddNumTo ( 50 ) AddRange ( 100 ) Side ( 1 ) StPreDir ( 5 ) StPreType ( 50 ) StName ( 125 ) StType ( 30 ) StDir ( 20 ) BldgType ( 20 ) BldgName ( 50 ) LevelType ( 20 ) LevelName ( 50 ) UnitType ( 20 ) UnitName ( 50 ) SubAddr ( 250 ) StAddr ( 300 ) Block ( 120 ) Sector ( 120 ) Nbrhd ( 120 ) District ( 120 ) City ( 120 ) MetroArea ( 120 ) Subregion ( 120 ) Region ( 120 ) RegionAbbr ( 50 ) Territory ( 120 ) Zone ( 100 ) Postal ( 20 ) PostalExt ( 10 ) Country ( 30 ) LangCode ( 5 ) Distance X Y DisplayX DisplayY Xmin Xmax Ymin Ymax ExInfo ( 500 )
locatorProperties
The geocoder has several important properties that are specified in the locatorProperties.
These include the maximum number of addresses that can be geocoded in a single batch geocoding method call. The MaxBatchSize property defines this limit. For instance, if MaxBatchSize=2000, and 3000 addresses are passed in as input to the batch_geocode() method, only the first 2000 will be geocoded.
The SuggestedBatchSize property is also useful, as it specifies the optimal number of addresses to include in a single batch request.
The code below lists these useful locator properties.
world_geocoder.properties.locatorProperties{
"MinimumCandidateScore": "60",
"UICLSID": "{AE5A3A0E-F756-11D2-9F4F-00C04F8ED1C4}",
"MinimumMatchScore": "60",
"IntersectionConnectors": "& @ | and",
"SuggestedBatchSize": 150,
"MaxBatchSize": 1000,
"LoadBalancerTimeOut": 60,
"isAGOWorldLocator": true,
"WriteXYCoordFields": "TRUE",
"WriteStandardizedAddressField": "FALSE",
"WriteReferenceIDField": "FALSE",
"WritePercentAlongField": "FALSE",
"LocatorVersion": "11.0",
"supportsBatchOutFields": "True"
}capbilities property
Not all geocoders support reverse_geocode, batch_geocode, and etc. Before calling these methods with arcgis.geocoding module, try to query the geocoder's capabilities first.
world_geocoder.properties.capabilities'Geocode,ReverseGeocode,Suggest'
Geocoding with custom geocoder
When the geocoder parameter is not applied, the geocode() function adopts the first registered geocoding service with the currently active GIS; when specified, geocode() uses the custom geocoder input with the parameter.
results = geocode('Nieuwezijds Voorburgwal 147, 1012 RJ Amsterdam',
geocoder=esrinl_geocoder,
out_sr=4326,
lang_code="DUT")
results[0]{'address': 'Nieuwezijds Voorburgwal 147, 1012 RJ Amsterdam',
'location': {'x': 4.89089880263342, 'y': 52.37316406098895, 'z': 0},
'score': 100,
'attributes': {'Loc_name': 'NLD_Adreslocat',
'Score': 100,
'Match_addr': 'Nieuwezijds Voorburgwal 147, 1012 RJ Amsterdam',
'Addr_type': 'PointAddress',
'AddNum': '147',
'Side': '',
'StAddr': 'Nieuwezijds Voorburgwal 147',
'StPreType': '',
'StName': 'Nieuwezijds Voor',
'StType': 'burgwal',
'Postal': '1012 RJ',
'City': 'Amsterdam',
'Subregion': 'Amsterdam',
'Region': 'Noord-Holland',
'Country': '',
'LangCode': '',
'Distance': 0,
'DisplayX': 121202.002772,
'DisplayY': 487369.998074,
'Xmin': 121102.002772,
'Xmax': 121302.002772,
'Ymin': 487269.998074,
'Ymax': 487469.998074,
'User_fld': '0363200000218908',
'Nbrhd': '',
'Rank': ''},
'extent': {'xmin': 4.889420327191998,
'ymin': 52.37225916910978,
'xmax': 4.892377218593795,
'ymax': 52.374068935465296}}Batch geocoding with custom geocoder
With batch_geocode(), the geocoder parameter is still optional, representing the geocoder to be used. If not specified, the active GIS's first geocoder is used.
We can use a combination of the geocoder and out_sr parameters to get the geocoded results using custom geocoder and output in the desired spatial reference.
from arcgis.geocoding import batch_geocodeaddresses = ["Kalverstraat 92, 1012 PH Amsterdam",
"Plantage Middenlaan 2a, 1018 DD Amsterdam",
"Meeuwenlaan 88, 1021 JK Amsterdam"]geocoded = batch_geocode(addresses, geocoder = get_geocoders(gis)[0],
out_sr = 28992)
for res in geocoded:
print(res["location"], res["attributes"]["Match_addr"])
map1.draw(res["location"]){'x': 123163.55689999834, 'y': 488606.73910000175} Meeuwenlaan 88, 1021 JK Amsterdam
{'x': 122329.4822999984, 'y': 486564.5471000001} Plantage Middenlaan 2A, 1018 DD Amsterdam
{'x': 121159.63549999893, 'y': 486892.5181999989} Kalverstraat 92, 1012 PH Amsterdam
When drawing in a map, let's set as_featureset=True to have the geocode function return results as a FeatureSet which is easier to plot on a map.
map1 = gis.map("Amsterdam")
map1.zoom = 14
map1.center = {'spatialReference': {'latestWkid': 3857, 'wkid': 102100},
'x': 546847.186161375,
'y': 6868318.370682971}
map1
geocoded_fs = batch_geocode(addresses, geocoder = get_geocoders(gis)[0],
as_featureset=True)
map1.draw(geocoded_fs)Reverse geocoding with custom geocoder
With reverse_geocode(), the geocoder=<VAL> parameter is still optional, representing the geocoder to be used. If not specified, the active GIS's first geocoder is used.
We can use a combination of the geocoder and feature_types parameters to convert coordinates to addresses using custom geocoder and return the nearest point of interest.
from arcgis.geocoding import reverse_geocode
reverse_geocode({'x': 4.885602819214398, 'y': 52.374067391443106},
geocoder = get_geocoders(gis)[0],
feature_types="POI"){'address': {'Match_addr': 'DHB',
'LongLabel': 'DHB, Raadhuisstraat 48, 1016 DG Amsterdam, NLD',
'ShortLabel': 'DHB',
'Addr_type': 'POI',
'Type': 'Bank',
'PlaceName': 'DHB',
'AddNum': '48',
'Address': 'Raadhuisstraat 48',
'Block': '',
'Sector': '',
'Neighborhood': 'Amsterdam-Centrum',
'District': '',
'City': 'Amsterdam',
'MetroArea': '',
'Subregion': 'Amsterdam',
'Region': 'Noord-Holland',
'Territory': '',
'Postal': '1016 DG',
'PostalExt': 'DG',
'CountryCode': 'NLD'},
'location': {'x': 4.885660003895202,
'y': 52.373920062179,
'spatialReference': {'wkid': 4326, 'latestWkid': 4326}}}Note that, the input location paramter (the required list/Point Geometry) has to be in the same spatial reference as stated by the `geocoder.properties.spatialReference`. When using different geocoders, the results of `reverse_geocode` can be varied.
reverse_geocode({'x': 120842.00295538307, 'y': 487472.9997233087, 'z': 0},
geocoder = esrinl_geocoder,
feature_types="POI"){'address': {'Adres': 'Raadhuisstraat 52A',
'Postcode': '1016 DG',
'Woonplaats': 'Amsterdam',
'Match_addr': 'Raadhuisstraat 52A, 1016 DG Amsterdam',
'Loc_name': 'NLD_Adreslocat'},
'location': {'x': 120842.00295538307,
'y': 487472.9997233087,
'z': 0,
'spatialReference': {'wkid': 28992, 'latestWkid': 28992}}}Conclusions
In Part 6 of the geocoding series, we have inspected the Geocoder object, browsed its important properties, and explored ways to geocode, batch_geocode, and reverse_geocode with custom geocoders. Next, in Part 7, let's discuss how to use utility functions for geocoding.