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geonames.py
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geonames.py
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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'},
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'conduct ticket in fairborn': None,
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'csaa discount ticket': None,
'ct.': {'id': 3128760, 'name': 'Barcelona, ES'},
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'cunmming georgia': None,
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'departing': None,
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'different airports in': None,
'different airports in florida': None,
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'directions one address': None,
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'discount tickets': None,
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'discount travel flights': None,
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'distance cunmming georgia': None,
'distance usa': {'id': 3709781, 'name': 'Empire Known Distance Range, PA'},
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'distance washington dc': None,
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'drivers license': None,
'drivers license away': None,
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'driving distance washington': None,
'driving distance washington dc': None,
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'florida name your own': None,
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'fly boston': None,
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'fr. myers fla': None,
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'fromn': None,
'fromn dc': None,
'fromn dc area': None,
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'fun on i10 alabama': None,
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'ga. airline schedule 3': None,
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'george washington': {'id': 5546220, 'name': 'Saint George, UT, US'},
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'george washington borrows 500': None,
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'honeymoon trip': None,
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'horse': {'id': 6635155, 'name': 'Horse Bluff, AQ'},
'horse shoe': {'id': 6024600, 'name': 'Lac Horse Shoe, CA'},
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'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'},
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'in': {'id': 7729895, 'name': 'Southern Asia, IN'},
'in fairborn': None,
'in fairborn ohio': None,
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'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,
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'ithaca': {'id': 261707, 'name': 'Ithaca, GR'},
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'jet': {'id': 6025896, 'name': 'Lac Jet, CA'},
'jet blue': {'id': 4296218, 'name': 'Jeffersontown, KY, US'},
'jet blue flights': None,
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'jfk ny': {'id': 5122732, 'name': 'John F. Kennedy International Airport, NY, US'},
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'juan puerto': {'id': 3629672, 'name': 'Puerto Cruz, VE'},
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'kemerovo': {'id': 1503901, 'name': 'Kemerovo, RU'},
'kentucky': {'id': 6254925, 'name': 'Kentucky, US'},
'land': {'id': 3137678, 'name': 'Sndre Land, NO'},
'land tours': None,
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'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,
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'lauderdale florida': {'id': 4155966, 'name': 'Fort Lauderdale, FL, US'},
'lawton': {'id': 4540737, 'name': 'Lawton, OK, US'},
'lawton va': None,
'legal': {'id': 3492269, 'name': 'Trampa Legal, DO'},
'lexington': {'id': 4297983, 'name': 'Lexington, KY, US'},
'lexington kentucky': {'id': 4297983, 'name': 'Lexington, KY, US'},
'license': {'id': 7915388, 'name': 'Wadat Tarkh Murr Shubr, EG'},
'license away': None,
'line': {'id': 4030940, 'name': 'Line Islands, KI'},
'lines': {'id': 1183974, 'name': 'Baghdadi Lines, PK'},
'live': {'id': 4707076, 'name': 'Live Oak County, TX, US'},
'live in': None,
'live in florida': None,
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'los': {'id': 5368361, 'name': 'Los Angeles, CA, US'},
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'manhattan': {'id': 5125771, 'name': 'Manhattan, NY, US'},
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'manhattan square drive rochester': None,
'marine': {'id': 6301844, 'name': 'Futenma Marine Corps Air Facility, JP'},
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'marine world usa in': None,
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'mcnally direction': None,
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'memphis tn': {'id': 4641239, 'name': 'Memphis, TN, US'},
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'miles away': {'id': 8805396, 'name': 'Miles Away, AU'},
'minute': {'id': 6170877, 'name': 'Twenty-Five Minute Lake, CA'},
'minute flights': None,
'mn': {'id': 7729894, 'name': 'Eastern Asia, CN'},
'mobile': {'id': 4076598, 'name': 'Mobile, AL, US'},
'mobile al.': {'id': 4076598, 'name': 'Mobile, AL, US'},
'monteray': {'id': 6097939, 'name': 'Parc Monteray, CA'},
'monteray california': None,
'monteray california fromn': None,
'monteray california fromn dc': None,
'moscow': {'id': 524901, 'name': 'Moscow, RU'},
'myers': {'id': 4155995, 'name': 'Fort Myers, FL, US'},
'myers fla': None,
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'myrtle beach': {'id': 4588718, 'name': 'Myrtle Beach, SC, US'},
'myrtle beach spirit': None,
'myrtle beach spirit airlines': None,
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'name your own': None,
'name your own price': None,
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'nevada': {'id': 5509151, 'name': 'Nevada, US'},
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'new york city': {'id': 5128581, 'name': 'New York, US'},
'new york city ballet': None,
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'newark airport': {'id': 5101809, 'name': 'Newark Liberty International Airport, NJ, US'},
'niagara': {'id': 6087892, 'name': 'Niagara Falls, CA'},
'niagara falls': {'id': 6087892, 'name': 'Niagara Falls, CA'},
'norfolk': {'id': 2155115, 'name': 'Norfolk Island'},
'norfolk va': {'id': 4776222, 'name': 'Norfolk, VA, US'},
'norwegian': {'id': 2960847, 'name': 'Norwegian Sea'},
'norwegian cruises': None,
'norwegian cruises lines': None,
'nova': {'id': 3456160, 'name': 'Nova Iguau, BR'},
'nova scotia': {'id': 6091530, 'name': 'Nova Scotia, CA'},
'now': {'id': 1131700, 'name': 'Now Qalah, AF'},
'now ther\'s': None,
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'ny': {'id': 7535963, 'name': 'Ny-lesund, SJ'},
'ny 14607': {'id': 5134086, 'name': 'Rochester, NY, US'},
'ny bus': {'id': 6353133, 'name': 'George Washington Bridge Bus Station, NY, US'},
'ny bus tours': None,
'nyc': {'id': 5128581, 'name': 'New York, US'},
'nyc flights': None,
'oakland': {'id': 5378538, 'name': 'Oakland, CA, US'},
'ohio': {'id': 5165418, 'name': 'Ohio, US'},
'oklahoma': {'id': 4544349, 'name': 'Oklahoma City, OK, US'},
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'oklahoma vehicle accident': None,
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'on': {'id': 2636841, 'name': 'Stoke-on-Trent, GB'},
'on i10': None,
'on i10 alabama': None,
'one': {'id': 2185571, 'name': 'One Tree Hill, NZ'},
'one address': None,
'one day': {'id': 8854013, 'name': 'A-One Hill, AU'},
'one day cruise': None,
'one way': {'id': 5307429, 'name': 'One Way Pass, AZ, US'},
'one way air': None,
'one way air fare': None,
'or': {'id': 7280291, 'name': 'Taiwan, TW'},
'oregon': {'id': 5744337, 'name': 'Oregon, US'},
'oregon now': None,
'oregon now ther\'s': None,
'orlando': {'id': 4167147, 'name': 'Orlando, FL, US'},
'orlando fl': {'id': 4167147, 'name': 'Orlando, FL, US'},
'orlando fl amtrak': {'id': 7192120, 'name': 'Orlando Amtrak Station, FL, US'},
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'oxnard ca.': {'id': 5380184, 'name': 'Oxnard, CA, US'},
'pa': {'id': 5881576, 'name': 'Pago Pago, AS'},
'packages': None,
'park': {'id': 3748726, 'name': 'Kingstown Park, VC'},
'park ca.': {'id': 5331575, 'name': 'Buena Park, CA, US'},
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'personal': {'id': 5238282, 'name': 'Manning Personal Airstrip, VT, US'},
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'petersburg': {'id': 498817, 'name': 'Saint-Petersburg, RU'},
'petersburg russia': {'id': 498817, 'name': 'Saint-Petersburg, RU'},
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'phoenix': {'id': 5308655, 'name': 'Phoenix, AZ, US'},
'phone': {'id': 1655124, 'name': 'Muang Phn-Hng, LA'},
'photos': None,
'pittsburgh': {'id': 5206379, 'name': 'Pittsburgh, PA, US'},
'pittsburgh pa': {'id': 5206379, 'name': 'Pittsburgh, PA, US'},
'place': {'id': 5881192, 'name': 'Tfuna, AS'},
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'pontiac': {'id': 5006166, 'name': 'Pontiac, MI, US'},
'pontiac mi': {'id': 5006166, 'name': 'Pontiac, MI, US'},
'portlad': None,
'portlad bike': None,
'portlad bike ride': None,
'portland': {'id': 5746545, 'name': 'Portland, OR, US'},
'portland or': {'id': 5746545, 'name': 'Portland, OR, US'},
'price': {'id': 6623594, 'name': 'Price Nunatak, AQ'},
'public': {'id': 3578562, 'name': 'Public, BL'},
'public transportation': {'id': 8090478, 'name': 'State of Alaska Department of Transportation Public Facilities, AK, US'},
'puerto': {'id': 3493175, 'name': 'Puerto Plata, DO'},
'puerto rico': {'id': 4566966, 'name': 'Puerto Rico'},
'raleigh': {'id': 4487042, 'name': 'Raleigh, NC, US'},
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'raleigh nc': {'id': 4487042, 'name': 'Raleigh, NC, US'},
'rand': {'id': 6629135, 'name': 'Rand Peak, AQ'},
'rand mcnally': None,
'rand mcnally direction': None,
'rapids': {'id': 4994358, 'name': 'Grand Rapids, MI, US'},
'rapids ia': {'id': 4850751, 'name': 'Cedar Rapids, IA, US'},
'rent': {'id': 6119503, 'name': 'Rent Lake, CA'},
'report': {'id': 5069168, 'name': 'Good Report Christian Center, NE, US'},
'rico': {'id': 6322871, 'name': 'Mato Rico, BR'},
'ride': {'id': 6039870, 'name': 'Lac Rid, CA'},
'ride this': None,
'ride this train': None,
'riding-seattle': None,
'rights': {'id': 4049985, 'name': 'Birmingham Civil Rights Institute, AL, US'},
'rivercats': None,
'rivercats games': None,
'road': {'id': 3577430, 'name': 'Road Town, VG'},
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'road trip fun': None,
'road trip fun on': None,
'rochester': {'id': 5134086, 'name': 'Rochester, NY, US'},
'rochester ny': {'id': 5134086, 'name': 'Rochester, NY, US'},
'rochester ny 14607': {'id': 5134086, 'name': 'Rochester, NY, US'},
'rochester ny bus': None,
'rochester ny bus tours': None,
'rohnert': {'id': 5388564, 'name': 'Rohnert Park, CA, US'},
'rohnert park': {'id': 5388564, 'name': 'Rohnert Park, CA, US'},
'rohnert park ca.': {'id': 5388564, 'name': 'Rohnert Park, CA, US'},
'roseburg': {'id': 2845123, 'name': 'Roseburg, DE'},
'roseburg oregon': {'id': 5749352, 'name': 'Roseburg, OR, US'},
'roseburg oregon now': None,
'roseburg oregon now ther\'s': None,
'rupparena': None,
'rupparena in': None,
'rupparena in lexington': None,
'russia': {'id': 2017370, 'name': 'Russia'},
'sacramento': {'id': 5389489, 'name': 'Sacramento, CA, US'},
'sacramento rivercats': None,
'sacramento rivercats games': None,
'salem': {'id': 3578037, 'name': 'Salem, MS'},
'san': {'id': 3583361, 'name': 'San Salvador, SV'},
'san francisco': {'id': 3621911, 'name': 'San Francisco, CR'},
'san juan': {'id': 4568127, 'name': 'San Juan, PR'},
'san juan puerto': {'id': 4566947, 'name': 'Puerto Nuevo, PR'},
'san juan puerto rico': {'id': 4568127, 'name': 'San Juan, PR'},
'santiago': {'id': 3871336, 'name': 'Santiago, CL'},
'santiago chile': {'id': 3871336, 'name': 'Santiago, CL'},
'scenic': {'id': 7839390, 'name': 'Scenic Rim, AU'},
'scenic drive': {'id': 5612287, 'name': 'White Pine Scenic Drive, ID, US'},
'schedule': {'id': 4977893, 'name': 'Schedule Brook, ME, US'},
'schedule 3': None,
'schedule 3 26': None,
'schedule 3 26 06': None,
'scotia': {'id': 6091530, 'name': 'Nova Scotia, CA'},
'scranton': {'id': 5211303, 'name': 'Scranton, PA, US'},
'scranton trains': None,
'seatac': {'id': 5809805, 'name': 'SeaTac, WA, US'},
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'tickers': None,
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'ticket in fairborn': None,
'ticket in fairborn ohio': None,
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'travel flights': None,
'travel orlando': None,
'travel orlando fl': None,
'travel packages': None,
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'.com': {'id': 3178229, 'name': 'Como, IT'},
'1 day cruises': None,
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'801': {'id': 3413604, 'name': 'Selfoss, IS'},
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