from __future__ import print_function """ An Annotator which wraps the GeoNames API (geonames.org) to recognize names of locations and generate semantic representations for them. For example, the phrase "boston" will be annotated with the semantic representation {'id': 4930956, 'name': 'Boston, MA, US'}. GeoNames defines a geographic database in which each location is identified by a unique integer, and provides a free, RESTful API for geocoding requests. See API documentation at http://www.geonames.org/export/web-services.html. See also the example request and response shown below. You will soon observe that the annotations are far from perfect. For example, "florida" is annotated as {'id': 3442584, 'name': 'Florida, UY'}, which denotes a city in Uruguay. The current implementation could be improved in many ways. For example, while the GeoNames API can return multiple results for ambiguous queries such as "florida", the GeoNamesAnnotator considers only the first result -- and there is no guarantee that the first result is the best. It may also be possible to improve the quality of the results by playing with some of the API request parameters, such as 'featureClass', 'countryBias', or 'orderby'. Note that the GeoNamesAnnotator uses a persistent cache which is pre-populated for phrases in the 100 annotated examples for the travel domain. If you run only on those examples, you will not need to make live calls to the GeoNames API, but if you run on any other examples, you will be making live calls. By default, requests to the GeoNames API are made with username 'wcmac'. However, each (free) GeoNames account is limited to 2000 calls per hour. If too many people are making calls as 'wcmac', that quota could be exhausted quickly. If that happens, you'll want to create your own account at http://www.geonames.org/login. Example request: http://api.geonames.org/searchJSON?q=Solomon+Guggenheim+Museum+NY&username=wcmac Example response: {'totalResultsCount': 1, 'geonames': [ {'fcode': 'MUS', 'countryId': '6252001', 'name': 'Solomon R Guggenheim Museum', 'countryCode': 'US', 'geonameId': 5119572, 'toponymName': 'Solomon R Guggenheim Museum', 'fclName': 'spot, building, farm', 'fcodeName': 'museum', 'countryName': 'United States', 'lat': '40.78288', 'lng': '-73.95903', 'population': 0, 'fcl': 'S', 'adminCode1': 'NY', 'adminName1': 'New York'}]} """ __author__ = "Bill MacCartney" __copyright__ = "Copyright 2015, Bill MacCartney" __credits__ = [] __license__ = "GNU General Public License, version 2.0" __version__ = "0.9" __maintainer__ = "Bill MacCartney" __email__ = "See the author's website" from six.moves import urllib import json import sys from annotator import Annotator class GeoNamesAnnotator(Annotator): def __init__(self, max_tokens=4, live_requests=True, refresh_cache=False): self.max_tokens = max_tokens self.live_requests = live_requests self.cache = {} if refresh_cache: for k, v in list(self.persistent_cache.items()): if v == None: self.cache[k] = v print('Kept %d of %d cache entries' % (len(self.cache), len(self.persistent_cache))) else: self.cache = self.persistent_cache self.cache_updated = False print('Loaded GeoNamesAnnotator cache with %d items' % len(self.cache)) def __del__(self): self.print_cache_if_updated() # Words which could be part of a valid location name should not appear in this list. # For example, 'in' doesn't appear, because it could mean Indiana: 'south bend in'. stopwords = set([ 'a', 'and', 'at', 'by', 'do', 'for', 'from', 'get', 'is', 'it', 'of', 'to', 'what', 'with' ]) def annotate(self, tokens): if len(tokens) > self.max_tokens: return [] if any([token in self.stopwords for token in tokens]): return [] text = ' '.join(tokens) if text in self.cache: semantics = self.cache[text] if semantics != None: return [('$Location', semantics)] else: return [] elif self.live_requests: try: semantics = self.geocode(text) self.cache[text] = semantics self.cache_updated = True print('geocoded "%s" as %s' % (text, str(semantics))) if semantics != None: return [('$Location', semantics)] else: return [] except KeyError as e: self.print_cache_if_updated() raise e else: print('To make live geocoding requests, use GeoNamesAnnotator(live_requests=True).', file=sys.stderr) return [] def geocode(self, text): try: request_url = self.build_request_url(text) f = urllib.request.urlopen(request_url) response = json.loads(f.read().decode('utf-8')) if 'status' in response: print('GeoNames server returned status:') print(response['status']) if len(response['geonames']): return self.build_semantics(response['geonames'][0]) else: return None except urllib.error.URLError as e: print(e) print('To run with cache only, use GeoNamesAnnotator(live_requests=False).', file=sys.stderr) sys.exit() def build_request_url(self, text): encoded_text = text.replace(' ', '+') # TODO: make smarter request_params = [ ('q', encoded_text), ('username', 'wcmac'), ('maxRows', 3), # ('countryBias', 'US'), ] params_string = '&'.join(['%s=%s' % pair for pair in request_params]) base_url = 'http://api.geonames.org/searchJSON' return '%s?%s' % (base_url, params_string) def build_semantics(self, result): id = result['geonameId'] full_name = self.build_full_name(result) return {'id': id, 'name': full_name} def build_full_name(self, result): try: full_name_parts = [] # Start with the ordinary name. full_name_parts.append(result['name']) # Add the state code for locations in the US, unless it's a state. if 'countryCode' in result and result['countryCode'] == 'US': if result['name'] != result['adminName1']: if 'adminCode1' in result and result['adminCode1'] != '00': full_name_parts.append(result['adminCode1']) # Add the country code, unless it's a country. if 'countryCode' in result and str(result['geonameId']) != result['countryId']: full_name_parts.append(result['countryCode']) return ', '.join(full_name_parts).encode('ascii', 'ignore') except KeyError as e: print(result) print(e) raise e def print_cache_if_updated(self): if self.cache_updated: print('GeoNamesAnnotator cache updated (%d entries)' % len(self.cache)) # print ' persistent_cache = {' # for key in sorted(self.cache.keys()): # escaped_key = key.replace("'", "\\'") # print ' \'%s\': %s,' % (escaped_key, str(self.cache[key])) # print ' }' else: print('GeoNamesAnnotator cache not updated') # We have cached interpretations for phrases appearing in the 100 annotated # examples for the travel domain. This avoids the need to make live calls # to the GeoNames API. persistent_cache = { '-detroit': {'id': 4990729, 'name': 'Detroit, MI, US'}, '000': {'id': 3446370, 'name': 'Toledo, BR'}, '06': {'id': 2996944, 'name': 'Lyon, FR'}, '1': {'id': 3037854, 'name': 'Amiens, FR'}, '10': {'id': 3575733, 'name': 'Mahaut, DM'}, '10 manhattan': {'id': 7115461, 'name': 'Manhattan Bangkok, TH'}, '10 manhattan square': None, '10 manhattan square drive': None, '14607': {'id': 5134086, 'name': 'Rochester, NY, US'}, '1500': {'id': 2796696, 'name': 'Halle, BE'}, '1500 miles': None, '1500 miles away': None, '2000': {'id': 2803138, 'name': 'Antwerp, BE'}, '2006': {'id': 3645220, 'name': 'Municipio Crdoba, VE'}, '2006 airfare': None, '2006 time': None, '2006 time line': None, '26': {'id': 161325, 'name': 'Arusha, TZ'}, '26 06': {'id': 2488835, 'name': 'Mda, DZ'}, '3': {'id': 2990969, 'name': 'Nantes, FR'}, '3 26': {'id': 1467205, 'name': 'Jurm, AF'}, '3 26 06': None, '5': {'id': 2992166, 'name': 'Montpellier, FR'}, '5 2006': None, '500': {'id': 400745, 'name': 'North Eastern Province, KE'}, '500 000': None, 'accident': {'id': 4099058, 'name': 'Accident, AR, US'}, 'accident report': None, 'address': {'id': 6949505, 'name': 'The Address Downtown Burj Dubai, AE'}, 'age': {'id': 2696519, 'name': 'Lersj Age, SE'}, 'age pension': None, 'agency': {'id': 1171388, 'name': 'Malakand, PK'}, 'air': {'id': 934750, 'name': 'Bel Air Rivire Sche, MU'}, 'air fare': None, 'air fares': None, 'airbus': {'id': 6288571, 'name': 'Airbus UK FC, GB'}, 'airfare': {'id': 9960013, 'name': 'Airfare Sahara, ES'}, 'airfares': None, 'airline': {'id': 5882812, 'name': 'Airline Lake, CA'}, 'airline flight': None, 'airline schedule': None, 'airline schedule 3': None, 'airline schedule 3 26': None, 'airline tickers': None, 'airlines': {'id': 6344140, 'name': 'American Airlines Arena, FL, US'}, 'airport': {'id': 6299704, 'name': 'Caransebe Airport, RO'}, 'airports': {'id': 6299946, 'name': 'Nausori International Airport, FJ'}, 'airports in': None, 'airports in florida': None, 'al': {'id': 285839, 'name': 'Al Ahmadi, KW'}, 'al distance': None, 'al.': {'id': 285839, 'name': 'Al Ahmadi, KW'}, 'alabama': {'id': 4829764, 'name': 'Alabama, US'}, 'alaska': {'id': 5879092, 'name': 'Alaska, US'}, 'alaska combined': None, 'all': {'id': 3576397, 'name': 'All Saints, AG'}, 'all airlines': None, 'amtrak': {'id': 6946340, 'name': 'Miami Amtrak, FL, US'}, 'angeles': {'id': 5368361, 'name': 'Los Angeles, CA, US'}, 'another': {'id': 5885517, 'name': 'Another Lake, CA'}, 'another in': None, 'another in mobile': None, 'another in mobile al.': None, 'apply': {'id': 4984322, 'name': 'Apply Drain, MI, US'}, 'april': {'id': 8298703, 'name': 'April River Airport, PG'}, 'april 1': None, 'april 5': None, 'april 5 2006': None, 'area': {'id': 6295630, 'name': 'Earth'}, 'atlanta': {'id': 4180439, 'name': 'Atlanta, GA, US'}, 'atlanta ga.': {'id': 4180439, 'name': 'Atlanta, GA, US'}, 'atlanta ga. airline': None, 'atlanta ga. airline schedule': None, 'atlantic': {'id': 3358844, 'name': 'South Atlantic Ocean'}, 'atlantic city.': {'id': 4500546, 'name': 'Atlantic City, NJ, US'}, 'atlantic city. new': {'id': 4500546, 'name': 'Atlantic City, NJ, US'}, 'atlantic city. new jersey': {'id': 4500546, 'name': 'Atlantic City, NJ, US'}, 'augustine': {'id': 4726259, 'name': 'San Augustine County, TX, US'}, 'austin': {'id': 4671654, 'name': 'Austin, TX, US'}, 'austin texas': {'id': 4671654, 'name': 'Austin, TX, US'}, 'auto': {'id': 5880844, 'name': 'Auto, AS'}, 'away': {'id': 98378, 'name': 'w Karm, IQ'}, 'bahamas': {'id': 3572887, 'name': 'Bahamas'}, 'bakersfield': {'id': 5325738, 'name': 'Bakersfield, CA, US'}, 'bakersfield ca': {'id': 5325738, 'name': 'Bakersfield, CA, US'}, 'ballet': {'id': 5999376, 'name': 'Lac Ballet, CA'}, 'balloons': None, 'beach': {'id': 4177887, 'name': 'West Palm Beach, FL, US'}, 'beach spirit': {'id': 4159027, 'name': 'Holy Spirit Catholic Church, FL, US'}, 'beach spirit airlines': None, 'bend': {'id': 935113, 'name': 'Big Bend, SZ'}, 'bend in': {'id': 4926563, 'name': 'South Bend, IN, US'}, 'berlin': {'id': 2950159, 'name': 'Berlin, DE'}, 'berlin germany': {'id': 2950159, 'name': 'Berlin, DE'}, 'best': {'id': 2759040, 'name': 'Best, NL'}, 'best time': {'id': 9885471, 'name': 'Best Western Time Hotel, SE'}, 'bike': {'id': 2110244, 'name': 'Bike, KI'}, 'bike ride': None, 'bike riding-seattle': None, 'birmingham': {'id': 2655603, 'name': 'Birmingham, GB'}, 'birmingham al': {'id': 4049979, 'name': 'Birmingham, AL, US'}, 'birmingham al distance': None, 'blue': {'id': 3491315, 'name': 'Blue Mountain Peak, JM'}, 'blue flights': None, 'boats': {'id': 2572137, 'name': 'Two Boats Village, SH'}, 'book': {'id': 6001344, 'name': 'Lac Book, CA'}, 'borrows': {'id': 2076016, 'name': 'Borrows Hill, AU'}, 'borrows 500': None, 'borrows 500 000': None, 'boston': {'id': 4930956, 'name': 'Boston, MA, US'}, 'buffalo': {'id': 1019330, 'name': 'Bhisho, ZA'}, 'buffalo ny': {'id': 5110629, 'name': 'Buffalo, NY, US'}, 'bus': {'id': 615532, 'name': 'Batumi, GE'}, 'bus service': None, 'bus service -detroit': None, 'bus tours': None, 'buses': {'id': 6011327, 'name': 'Lac des Buses, CA'}, 'ca': {'id': 7729890, 'name': 'Northern America, US'}, 'ca.': {'id': 7729890, 'name': 'Northern America, US'}, 'california': {'id': 4017700, 'name': 'Estado de Baja California, MX'}, 'california coach': {'id': 5338165, 'name': 'Coach Royal Trailer Park, CA, US'}, 'california coach tours': None, 'california fromn': None, 'california fromn dc': None, 'california fromn dc area': None, 'canada': {'id': 6251999, 'name': 'Canada'}, 'car': {'id': 239880, 'name': 'Central African Republic'}, 'car in': {'id': 1274969, 'name': 'Car Nicobar Island, IN'}, 'car in pennsylvania': None, 'car service': {'id': 2383129, 'name': 'Service, CF'}, 'carolina': {'id': 4563243, 'name': 'Carolina, PR'}, 'casino': {'id': 2172153, 'name': 'Casino, AU'}, 'casino hammond': None, 'casino hammond in': None, 'cedar': {'id': 3576338, 'name': 'Cedar Grove, AG'}, 'cedar rapids': {'id': 4850751, 'name': 'Cedar Rapids, IA, US'}, 'cedar rapids ia': {'id': 4850751, 'name': 'Cedar Rapids, IA, US'}, 'cellular': {'id': 4914249, 'name': 'U S Cellular Field, IL, US'}, 'cellular phone': {'id': 6327265, 'name': 'Lebanon Cellular Phone Tower, FL, US'}, 'charlotte': {'id': 4795467, 'name': 'Charlotte Amalie, VI'}, 'chattanooga': {'id': 4612862, 'name': 'Chattanooga, TN, US'}, 'cheap': {'id': 5915569, 'name': 'Cape Breton Island, CA'}, 'cheap air': None, 'cheap air fares': None, 'cheap airfare': None, 'cheap flight': None, 'cheap flights': None, 'cheap tickets': None, 'cheapest': None, 'cheapest airline': None, 'cheapest airline flight': None, 'cheapest place': None, 'chicago': {'id': 4887398, 'name': 'Chicago, IL, US'}, 'chile': {'id': 3895114, 'name': 'Chile'}, 'citizen': {'id': 7098763, 'name': 'Citizen Colony, PK'}, 'citizen texas': {'id': 7159092, 'name': 'Orange Police Department - Citizen Service, TX, US'}, 'citizen texas driving': None, 'city': {'id': 3582677, 'name': 'Belize City, BZ'}, 'city ballet': {'id': 4347782, 'name': 'Baltimore Ballet Center, MD, US'}, 'city.': {'id': 3582677, 'name': 'Belize City, BZ'}, 'city. new': {'id': 5128581, 'name': 'New York, US'}, 'city. new jersey': {'id': 5099836, 'name': 'Jersey City, NJ, US'}, 'close': {'id': 6631280, 'name': 'Close Islands, AQ'}, 'clt': {'id': 3467314, 'name': 'Capela do Alto, BR'}, 'coach': {'id': 3373973, 'name': 'Coach Hill, BB'}, 'coach tours': None, 'combined': {'id': 5249224, 'name': 'Combined Locks, WI, US'}, 'conduct': None, 'conduct ticket': None, 'conduct ticket in': None, 'conduct ticket in fairborn': None, 'cost': {'id': 4046252, 'name': 'Cost, TX, US'}, 'cruise': {'id': 6631678, 'name': 'Cruise Nunatak, AQ'}, 'cruise southampton': {'id': 9253608, 'name': 'Southampton Cruise Port, GB'}, 'cruises': {'id': 6351117, 'name': 'Cruises Creek Baptist Church Cemetery, KY, US'}, 'cruises departing': None, 'cruises lines': None, 'csaa': None, 'csaa discount': None, 'csaa discount ticket': None, 'ct.': {'id': 3128760, 'name': 'Barcelona, ES'}, 'cunmming': None, 'cunmming georgia': None, 'dallas': {'id': 4684888, 'name': 'Dallas, TX, US'}, 'dallas tx': {'id': 4684888, 'name': 'Dallas, TX, US'}, 'day': {'id': 1428970, 'name': 'Dy-e Argisht, AF'}, 'day cruise': None, 'dc': {'id': 4140963, 'name': 'Washington, DC, US'}, 'dc area': {'id': 4141010, 'name': 'Washington Metropolitan Area Transit Authority Headquarters, DC, US'}, 'delta': {'id': 2565341, 'name': 'Delta, NG'}, 'delta flights': None, 'denali': {'id': 5859404, 'name': 'Churchill Peaks, AK, US'}, 'departing': None, 'detroit': {'id': 4990729, 'name': 'Detroit, MI, US'}, 'detroit michigan': {'id': 4990729, 'name': 'Detroit, MI, US'}, 'different': {'id': 4463656, 'name': 'Different Drum Dam, NC, US'}, 'different airports': None, 'different airports in': None, 'different airports in florida': None, 'direct': {'id': 5939560, 'name': 'Direct Lake, CA'}, 'direct flights': None, 'direction': {'id': 1547375, 'name': 'Direction Island, CC'}, 'directions': {'id': 7241910, 'name': 'New Directions Alternative School, GA, US'}, 'directions one': None, 'directions one address': None, 'discount': {'id': 8621273, 'name': 'Bank Barclays Discount, IL'}, 'discount ticket': None, 'discount tickets': None, 'discount travel': None, 'discount travel flights': None, 'disorderly': None, 'disorderly conduct': None, 'disorderly conduct ticket': None, 'disorderly conduct ticket in': None, 'distance': {'id': 3709781, 'name': 'Empire Known Distance Range, PA'}, 'distance cunmming': None, 'distance cunmming georgia': None, 'distance usa': {'id': 3709781, 'name': 'Empire Known Distance Range, PA'}, 'distance washington': None, 'distance washington dc': None, 'drive': {'id': 5942705, 'name': 'Drive Lake, CA'}, 'drive in': {'id': 8477646, 'name': 'Drive-in, KE'}, 'drive in florida': {'id': 4152918, 'name': 'Daytona Beach Drive-In Christian Church, FL, US'}, 'drive in florida using': None, 'drive rochester': {'id': 7278841, 'name': 'Rochester Drive-In (historical), NY, US'}, 'drive rochester ny': {'id': 7278841, 'name': 'Rochester Drive-In (historical), NY, US'}, 'drive rochester ny 14607': None, 'drivers': {'id': 2072555, 'name': 'Drivers Hill, AU'}, 'drivers license': None, 'drivers license away': None, 'driving': {'id': 5942712, 'name': 'Driving Lake, CA'}, 'driving distance': None, 'driving distance washington': None, 'driving distance washington dc': None, 'duluth': {'id': 5024719, 'name': 'Duluth, MN, US'}, 'duluth mn': {'id': 5024719, 'name': 'Duluth, MN, US'}, 'durham': {'id': 2650628, 'name': 'Durham, GB'}, 'europe': {'id': 7729884, 'name': 'Eastern Europe, RU'}, 'fairborn': {'id': 4511263, 'name': 'Fairborn, OH, US'}, 'fairborn ohio': {'id': 4511263, 'name': 'Fairborn, OH, US'}, 'falls': {'id': 6087892, 'name': 'Niagara Falls, CA'}, 'fare': {'id': 7730131, 'name': 'Huahine Fare Airport, PF'}, 'fares': {'id': 2508099, 'name': 'Ain Fares, DZ'}, 'farmer': {'id': 6632964, 'name': 'Farmer Island, AQ'}, 'fight': {'id': 5952672, 'name': 'Fight Lake, CA'}, 'finance': {'id': 8556343, 'name': 'Ministry of Finance, EG'}, 'finance war': None, 'fl': {'id': 2759879, 'name': 'Almere, NL'}, 'fl amtrak': {'id': 6946340, 'name': 'Miami Amtrak, FL, US'}, 'fla': {'id': 6453361, 'name': 'Fl, NO'}, 'flight': {'id': 6639250, 'name': 'Flight Deck Nv, AQ'}, 'flights': {'id': 8193558, 'name': 'Little Flights Bay, AU'}, 'flights newark': None, 'florida': {'id': 3442584, 'name': 'Florida, UY'}, 'florida name': {'id': 4166036, 'name': 'No Name Key, FL, US'}, 'florida name your': None, 'florida name your own': None, 'florida using': None, 'flowers': {'id': 6633253, 'name': 'Flowers Hills, AQ'}, 'fly': {'id': 8657194, 'name': 'Middle Fly, PG'}, 'fly boston': None, 'fort': {'id': 3570675, 'name': 'Fort-de-France, MQ'}, 'fort lauderdale': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'fort lauderdale florida': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'fr.': {'id': 9408659, 'name': 'Western Europe, DE'}, 'fr. myers': None, 'fr. myers fla': None, 'francisco': {'id': 3621911, 'name': 'San Francisco, CR'}, 'fromn': None, 'fromn dc': None, 'fromn dc area': None, 'ft': {'id': 6298316, 'name': 'Fort Hood, Robert Gray AAF Ft Hood, TX, US'}, 'ft lauderdale': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'ft.': {'id': 6298316, 'name': 'Fort Hood, Robert Gray AAF Ft Hood, TX, US'}, 'ft. lauderdale': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'ft.lauderdale': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'ft.lauderdale florida': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'fun': {'id': 2110394, 'name': 'Funafuti, TV'}, 'fun on': {'id': 4257826, 'name': 'Fun Creek, IN, US'}, 'fun on i10': None, 'fun on i10 alabama': None, 'ga.': {'id': 7729886, 'name': 'Central Africa, CD'}, 'ga. airline': {'id': 4179263, 'name': 'Airline Baptist Church, GA, US'}, 'ga. airline schedule': None, 'ga. airline schedule 3': None, 'games': {'id': 9017448, 'name': 'Chino Games, MX'}, 'gas': {'id': 197745, 'name': 'Garissa, KE'}, 'george': {'id': 3580661, 'name': 'George Town, KY'}, 'george washington': {'id': 5546220, 'name': 'Saint George, UT, US'}, 'george washington borrows': None, 'george washington borrows 500': None, 'georgia': {'id': 614540, 'name': 'Georgia'}, 'germany': {'id': 2921044, 'name': 'Germany'}, 'hammond': {'id': 4921100, 'name': 'Hammond, IN, US'}, 'hammond in': {'id': 4921100, 'name': 'Hammond, IN, US'}, 'hampshire': {'id': 5089178, 'name': 'Manchester, NH, US'}, 'hartford': {'id': 4835797, 'name': 'Hartford, CT, US'}, 'hartford ct.': {'id': 4835797, 'name': 'Hartford, CT, US'}, 'hawaii': {'id': 5855797, 'name': 'Hawaii, US'}, 'honeymoon': {'id': 5976546, 'name': 'Honeymoon Lake, CA'}, 'honeymoon trip': None, 'honolulu': {'id': 5856195, 'name': 'Honolulu, HI, US'}, 'honolulu hawaii': {'id': 5856195, 'name': 'Honolulu, HI, US'}, 'horse': {'id': 6635155, 'name': 'Horse Bluff, AQ'}, 'horse shoe': {'id': 6024600, 'name': 'Lac Horse Shoe, CA'}, 'horse shoe casino': None, 'horse shoe casino hammond': None, 'hotels': {'id': 6500584, 'name': 'Hotel ICON, a member of Preferred Hotels, TX, US'}, 'hotels close': None, 'how': {'id': 8211807, 'name': 'Lake How, AU'}, 'i': {'id': 1114993, 'name': 'Gasherbrum I, PK'}, 'i10': {'id': 6478153, 'name': 'Hampton Inn Houston I10 E, TX, US'}, 'i10 alabama': None, 'ia': {'id': 1904975, 'name': 'Ia Grai District, VN'}, 'in': {'id': 7729895, 'name': 'Southern Asia, IN'}, 'in fairborn': None, 'in fairborn ohio': None, 'in florida': {'id': 4159315, 'name': 'Howie In The Hills, FL, US'}, 'in florida using': None, 'in lexington': {'id': 4260324, 'name': 'Lexington, IN, US'}, 'in mobile': {'id': 8096937, 'name': "Spall's Mobile Home Village, IN, US"}, 'in mobile al.': {'id': 7313134, 'name': 'Victory in Praise Ministry, AL, US'}, 'in pennsylvania': {'id': 7148877, 'name': 'University of the Sciences in Philadelphia, PA, US'}, 'in vallejo': None, 'indianapolish': None, 'indianapolish in': None, 'israel': {'id': 294640, 'name': 'Israel'}, 'ithaca': {'id': 261707, 'name': 'Ithaca, GR'}, 'jacksonville': {'id': 4160021, 'name': 'Jacksonville, FL, US'}, 'jacksonville fl': {'id': 4160021, 'name': 'Jacksonville, FL, US'}, 'jacksonville nc': {'id': 6298748, 'name': 'Jacksonville, New River, Marine Corps Air Station, NC, US'}, 'jersey': {'id': 3042142, 'name': 'Jersey'}, 'jet': {'id': 6025896, 'name': 'Lac Jet, CA'}, 'jet blue': {'id': 4296218, 'name': 'Jeffersontown, KY, US'}, 'jet blue flights': None, 'jfk': {'id': 5122732, 'name': 'John F. Kennedy International Airport, NY, US'}, 'jfk ny': {'id': 5122732, 'name': 'John F. Kennedy International Airport, NY, US'}, 'juan': {'id': 4568127, 'name': 'San Juan, PR'}, 'juan puerto': {'id': 3629672, 'name': 'Puerto Cruz, VE'}, 'juan puerto rico': {'id': 4568127, 'name': 'San Juan, PR'}, 'kemerovo': {'id': 1503901, 'name': 'Kemerovo, RU'}, 'kentucky': {'id': 6254925, 'name': 'Kentucky, US'}, 'land': {'id': 3137678, 'name': 'Sndre Land, NO'}, 'land tours': None, 'las': {'id': 3550598, 'name': 'Las Tunas, CU'}, 'las vegas': {'id': 5506956, 'name': 'Las Vegas, NV, US'}, 'las vegas nevada': {'id': 5506956, 'name': 'Las Vegas, NV, US'}, 'las vegas nv': {'id': 5506956, 'name': 'Las Vegas, NV, US'}, 'last': {'id': 6636708, 'name': 'Last Hill, AQ'}, 'last minute': {'id': 5301600, 'name': 'Last Minute Well, AZ, US'}, 'last minute flights': None, 'lauderdale': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'lauderdale florida': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'}, 'lawton': {'id': 4540737, 'name': 'Lawton, OK, US'}, 'lawton va': None, 'legal': {'id': 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US'}, 'ought not only': None, 'ought not': None, 'ought': {'id': 4606684, 'name': 'Billy Ought Hollow, TN, US'}, 'own government.': None, 'palm springs': {'id': 5380668, 'name': 'Palm Springs, CA, US'}, 'palm': {'id': 4177887, 'name': 'West Palm Beach, FL, US'}, 'panama city pty': {'id': 3703443, 'name': 'Panama City, PA'}, 'panama city': {'id': 3703443, 'name': 'Panama City, PA'}, 'panama': {'id': 3703430, 'name': 'Panama'}, 'parkway. niceville fla': None, 'parkway. niceville': None, 'parkway.': {'id': 5381305, 'name': 'Parkway, CA, US'}, 'people ought not only': None, 'people ought not': None, 'people ought': None, 'people': {'id': 1873107, 'name': 'North Korea'}, 'philly': {'id': 4560349, 'name': 'Philadelphia, PA, US'}, 'places': {'id': 3020679, 'name': 'Dun-les-Places, FR'}, 'plane flights': None, 'plane': {'id': 6623361, 'name': 'Plane Table, AQ'}, 'porn': {'id': 10129688, 'name': 'Porn Ping Tower Hotel, TH'}, 'port': {'id': 2088122, 'name': 'Port Moresby, PG'}, 'present time': None, 'present': {'id': 6038512, 'name': 'Lac Prsent, CA'}, 'pty': {'id': 3703443, 'name': 'Panama City, PA'}, 'puerto rico ferry': {'id': 4563297, 'name': 'Catana Ferry Terminal, PR'}, 'purchase': {'id': 887887, 'name': 'Mahandarume Purchase Land, ZW'}, 'queen large size': None, 'queen large': None, 'queen': {'id': 3371231, 'name': 'Queen Marys Peak, SH'}, 'rate': {'id': 3722671, 'name': 'La Rate, HT'}, 'receive the state': None, 'receive the': None, 'receive': None, 'recent mail': None, 'recent': {'id': 7577032, 'name': 'Recent Lagoon Saltwater Inlet, KI'}, 'red maple crimson queen': None, 'red maple crimson': None, 'red maple': {'id': 4709035, 'name': 'Maple, TX, US'}, 'red maples': None, 'red': {'id': 6118158, 'name': 'Red Deer, CA'}, 'redbirds': None, 'remove green chlorine': None, 'remove green': None, 'remove': {'id': 4126990, 'name': 'Point Remove Public Use Area, AR, US'}, 'return checks': None, 'return': {'id': 6624082, 'name': 'Return Point, AQ'}, 'rica': {'id': 3672068, 'name': 'Planeta Rica, CO'}, 'rico ferry': None, 'ringoes new jersey': {'id': 5103285, 'name': 'Ringoes, NJ, US'}, 'ringoes new': {'id': 5103285, 'name': 'Ringoes, NJ, US'}, 'ringoes': {'id': 5103285, 'name': 'Ringoes, NJ, US'}, 'river': {'id': 179585, 'name': 'Tana River, KE'}, 'riverside california': {'id': 5387877, 'name': 'Riverside, CA, US'}, 'riverside': {'id': 5387877, 'name': 'Riverside, CA, US'}, 'rouge': {'id': 4315588, 'name': 'Baton Rouge, LA, US'}, 'route': {'id': 8347503, 'name': 'Blue Crane Route, ZA'}, 'san angelo tx': {'id': 5530022, 'name': 'San Angelo, TX, US'}, 'san angelo': {'id': 5530022, 'name': 'San Angelo, TX, US'}, 'san antonio': {'id': 4726206, 'name': 'San Antonio, TX, US'}, 'san francisco ca': {'id': 5391959, 'name': 'San Francisco, CA, US'}, 'san francisco flight deals': None, 'san francisco flight': None, 'san francisco plane flights': None, 'san francisco plane': None, 'sc': {'id': 7729889, 'name': 'Eastern Africa, ET'}, 'schedule san antonio': None, 'schedule san': None, 'school north carolina': {'id': 4464274, 'name': 'Duke University, NC, US'}, 'school north': {'id': 4563232, 'name': 'Caribbean School, PR'}, 'school softball field': {'id': 4737646, 'name': 'Trinity Valley School Softball Field, TX, US'}, 'school softball': {'id': 4737646, 'name': 'Trinity Valley School Softball Field, TX, US'}, 'school': {'id': 7602271, 'name': 'Motufoua School, TV'}, 'seattle bus service': None, 'seattle bus': None, 'see alj judge': None, 'see alj': None, 'see the alj judge': None, 'see the alj': None, 'see the': {'id': 2760634, 'name': 'Zell am See, AT'}, 'see': {'id': 2916016, 'name': 'Groer See, DE'}, 'seed': {'id': 6042183, 'name': 'Lac Seed, CA'}, 'semi truck': None, 'semi': {'id': 3370726, 'name': 'Edinburgh of the Seven Seas, SH'}, 'senior rate': None, 'settlement': {'id': 2078127, 'name': 'Flying Fish Cove, CX'}, 'sfo': {'id': 3573738, 'name': 'San Fernando, TT'}, 'shipping': {'id': 4369488, 'name': 'Shipping Point, MD, US'}, 'shortest route': None, 'shortest': None, 'should have sufficient arms': None, 'should have sufficient': None, 'should have': None, 'should': None, 'shreveport la': {'id': 4341513, 'name': 'Shreveport, LA, US'}, 'shreveport': {'id': 4341513, 'name': 'Shreveport, LA, US'}, 'sims parkway. niceville fla': None, 'sims parkway. niceville': None, 'sims parkway.': None, 'sims': {'id': 6625342, 'name': 'Sims Island, AQ'}, 'size': {'id': 9127203, 'name': 'Syze Ozero, UA'}, 'so': {'id': 7729889, 'name': 'Eastern Africa, ET'}, 'softball field': {'id': 6347958, 'name': 'Frank Ignatius Grein Softball Field, KY, US'}, 'softball': {'id': 4669894, 'name': 'Aggie Softball Complex, TX, US'}, 'southwest airline on time': None, 'southwest airline on': None, 'southwest airline': None, 'southwest': {'id': 6930714, 'name': 'Southwest Region, BF'}, 'springs': {'id': 5417598, 'name': 'Colorado Springs, CO, US'}, 'ssdi in wilmington de': None, 'ssdi in wilmington': None, 'ssdi in': None, 'ssdi': None, 'st in elizabeth nj': None, 'st in elizabeth': {'id': 4919983, 'name': 'Elizabeth Lake, IN, US'}, 'st in': {'id': 3577815, 'name': 'Saint Vincent and the Grenadines'}, 'st thomas': {'id': 3488688, 'name': 'Parish of Saint Thomas, JM'}, 'st. louis mo': {'id': 4407066, 'name': 'St Louis, MO, US'}, 'st. louis': {'id': 2246452, 'name': 'Saint-Louis, SN'}, 'st.lucia': {'id': 8656542, 'name': 'De Lucia E. Jacinto, PH'}, 'state texas': {'id': 4736286, 'name': 'Texas, US'}, 'state': {'id': 1297099, 'name': 'Shan State, MM'}, 'status': {'id': 8602265, 'name': 'Status, BR'}, 'sufficient arms': None, 'sufficient': None, 't mobile code': None, 't mobile': {'id': 7192432, 'name': 'Big T Mobile Home Park, FL, US'}, 't': {'id': 1792947, 'name': 'Tianjin, CN'}, 'take': {'id': 1848511, 'name': 'Yariga-take, JP'}, 'tax return checks': None, 'tax return': None, 'tax': {'id': 2562278, 'name': 'Rdum tax-Xagra, MT'}, 'telephone calling cards': None, 'telephone calling': None, 'telephone': {'id': 6018713, 'name': 'Lac du Tlphone, CA'}, 'tenneessee.': None, 'that fly': {'id': 8493226, 'name': "Harper's Fly-In Ranch Airport, FL, US"}, 'that': {'id': 1642911, 'name': 'Jakarta, ID'}, 'the 1930': None, 'the 1950 literotica': None, 'the 1950': {'id': 7233413, 'name': "The 1950's All - Electric House Museum, KS, US"}, 'the alj judge in': None, 'the alj judge': None, 'the alj': {'id': 7492334, 'name': 'Pzeh-ye lej, IR'}, 'the best time': None, 'the best': {'id': 2643743, 'name': 'London, GB'}, 'the history': {'id': 235616, 'name': 'Persian Gulf, IR'}, 'the port': {'id': 3718426, 'name': 'Port-au-Prince, HT'}, 'the present time': None, 'the present': {'id': 964171, 'name': 'Presentpan, ZA'}, 'the state': {'id': 331180, 'name': 'Mekel, ET'}, 'their own government.': None, 'their own': None, 'their': {'id': 2464570, 'name': 'Marqab ath Their, TN'}, 'them which would include': None, 'them which would': None, 'them which': None, 'them': {'id': 2611761, 'name': 'Them, DK'}, 'they should have sufficient': None, 'they should have': None, 'they should': None, 'they': {'id': 2972910, 'name': 'They-sous-Montfort, FR'}, 'thomas': {'id': 3488688, 'name': 'Parish of Saint Thomas, JM'}, 'ticket cheap': None, 'time on my cell': None, 'time on my t': None, 'time on my': None, 'time on': {'id': 5950656, 'name': 'Exam Time Rapids, CA'}, 'time schedule san antonio': None, 'time schedule san': None, 'time schedule': None, 'to385 tremont ave east': None, 'to385 tremont ave': None, 'to385 tremont': None, 'to385': None, 'toll fees': None, 'toll': {'id': 6044884, 'name': 'Lac Toll, CA'}, 'train travel chicago': None, 'train travel': None, 'transfers': None, 'transit': {'id': 6626926, 'name': 'Transit Ridge, AQ'}, 'transport': {'id': 6290135, 'name': 'Museum of Transport Argyle Street, GB'}, 'travel chicago': None, 'travel columbus ohio': None, 'travel columbus': None, 'tremont ave east orange': None, 'tremont ave east': None, 'tremont ave': None, 'tremont': {'id': 2146067, 'name': 'Tremont, AU'}, 'trenton ga': {'id': 4227012, 'name': 'Trenton, GA, US'}, 'trenton ga.': {'id': 4227012, 'name': 'Trenton, GA, US'}, 'trenton': {'id': 5105496, 'name': 'Trenton, NJ, US'}, 'trips schedule': None, 'trips': {'id': 2821096, 'name': 'Trips, DE'}, 'truck': {'id': 6169536, 'name': 'Truck Lake, CA'}, 'tucson': {'id': 5318313, 'name': 'Tucson, AZ, US'}, 'use': {'id': 1849156, 'name': 'Use-shima, JP'}, 'utah': {'id': 5549030, 'name': 'Utah, US'}, 'vegas nv.': {'id': 5506956, 'name': 'Las Vegas, NV, US'}, 'verde vista-georgetwown tx': None, 'verde vista-georgetwown': None, 'verde': {'id': 6636393, 'name': 'Kroner Lake, AQ'}, 'view recent mail': None, 'view recent': None, 'view': {'id': 6627558, 'name': 'View Point, AQ'}, 'virginia': {'id': 4801859, 'name': 'Charleston, WV, US'}, 'vista-georgetwown tx': None, 'vista-georgetwown': None, 'walk dog in st.': None, 'walk dog in': None, 'walk dog': {'id': 4290066, 'name': 'Dog Walk, KY, US'}, 'walk': {'id': 3581514, 'name': 'Orange Walk, BZ'}, 'west virginia': {'id': 4801859, 'name': 'Charleston, WV, US'}, 'west': {'id': 3580477, 'name': 'West Bay, KY'}, 'western new york state': {'id': 5144079, 'name': 'Town of Western, NY, US'}, 'western new york': {'id': 5144079, 'name': 'Town of Western, NY, US'}, 'western new': {'id': 2083549, 'name': 'Western Province, PG'}, 'western': {'id': 7729885, 'name': 'Western Africa, NG'}, 'when': {'id': 2274684, 'name': 'Nimbo When, LR'}, 'where': {'id': 6179940, 'name': 'Where Lake, CA'}, 'which would include their': None, 'which would include': None, 'which would': None, 'which': {'id': 4414381, 'name': 'Which Church Hollow, MO, US'}, 'white flight': None, 'white porn': None, 'white': {'id': 371760, 'name': 'Kst, SD'}, 'who might attempt': None, 'who might': None, 'who': {'id': 5409061, 'name': 'Who Who Lake, CA, US'}, 'will give me time': None, 'will give me': None, 'will give': None, 'wilmington de': {'id': 4145381, 'name': 'Wilmington, DE, US'}, 'wilmington': {'id': 4145381, 'name': 'Wilmington, DE, US'}, 'wisconsin ferry service': None, 'wisconsin ferry': {'id': 5252644, 'name': 'Ferry Lake, WI, US'}, 'wisconsin': {'id': 5279468, 'name': 'Wisconsin, US'}, 'would include their own': None, 'would include their': None, 'would include': None, 'would': {'id': 2633509, 'name': 'The Would, GB'}, 'www.fun places': None, 'www.fun': None, 'year': {'id': 6622208, 'name': 'New Year Nunatak, AQ'}, 'york state': {'id': 5128581, 'name': 'New York, US'}, 'zacatecas': {'id': 3979840, 'name': 'Zacatecas, MX'}, 'zealand': {'id': 2613979, 'name': 'Sjlland, DK'}, } # testing ---------------------------------------------------------------------- texts = [ # US cities 'austin texas', 'boston', 'charlotte', 'duluth mn', 'fr. myers fla', 'ft lauderdale', 'nashville', 'niagara falls', 'orlando', 'oxnard ca.', 'phoenix', 'rohnert park ca.', 'roseburg oregon', 'texas city', # foreign cities 'kemerovo', 'st. petersburg russia', # states 'texas', 'alabama', 'florida', 'new jersey', # countries 'usa', 'uk', 'france', 'russia', # other 'europe', 'horse shoe casino hammond in', 'philadelphia airport', 'jfk', 'jfk', 'jfk' ] if __name__ == '__main__': annotator = GeoNamesAnnotator() for text in texts: print() print('"%s"' % text) result = annotator.annotate(text.split()) print(result)