diff --git a/deepsearch/cli.py b/deepsearch/cli.py index ef52bde3..9b7bc970 100644 --- a/deepsearch/cli.py +++ b/deepsearch/cli.py @@ -4,6 +4,7 @@ from deepsearch.core.cli.plugins import get_cli_groups from deepsearch.cps.cli.main import app as cps_app from deepsearch.documents.cli.main import app as documents_app +from deepsearch.model.cli.main import app as model_app from deepsearch.query.cli.main import app as query_app app.add_typer(cps_app, name="cps", help="Interact with DeepSearch CPS component") @@ -13,6 +14,9 @@ name="documents", help="Interact with DeepSearch Document Conversion component", ) +app.add_typer( + model_app, name="model", help="Interact with the DeepSearch model component" +) for group in get_cli_groups(): app.add_typer(group) diff --git a/deepsearch/model/__init__.py b/deepsearch/model/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/base/__init__.py b/deepsearch/model/base/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/base/base_annotator.py b/deepsearch/model/base/base_annotator.py new file mode 100644 index 00000000..25d55158 --- /dev/null +++ b/deepsearch/model/base/base_annotator.py @@ -0,0 +1,196 @@ +# Interface -> defines mandatory functions for annotators +from abc import ABCMeta, abstractproperty +from typing import List, Optional, Union + +from fastapi import HTTPException +from pydantic import BaseModel, ValidationError + + +class BaseAnnotator_properties(ABCMeta): + + supports = ( + entities + ) = ( + relationships + ) = ( + properties + ) = ( + name + ) = version = url = author = description = expected_compute_time = abstractproperty + + def __call__(self, *args, **kwargs): + obj = super(BaseAnnotator_properties, self).__call__(*args, **kwargs) + try: + getattr(obj, "supports") + except AttributeError: + self.supports = [] + try: + getattr(obj, "entities") + except AttributeError: + self.entities = [] + try: + getattr(obj, "relationships") + except AttributeError: + self.relationships = [] + try: + getattr(obj, "properties") + except AttributeError: + self.properties = [] + try: + getattr(obj, "name") + except AttributeError: + self.name = "undefined" + try: + getattr(obj, "version") + except AttributeError: + self.version = "undefined" + try: + getattr(obj, "url") + except AttributeError: + self.url = "undefined" + try: + getattr(obj, "author") + except AttributeError: + self.author = "undefined" + try: + getattr(obj, "description") + except AttributeError: + self.description = "undefined" + try: + getattr(obj, "expected_compute_time") + except AttributeError: + self.expected_compute_time = 1.0 + try: + getattr(obj, "kind") + except AttributeError: + self.kind = "undefined" + + return obj + + +class BaseAnnotator(metaclass=BaseAnnotator_properties): + + kind: str + supports: Union[tuple, list] + name: str + version: str + url: str + author: str + description: str + expected_compute_time: float + labels: dict + + def annotate_batched_entities( + self, object_type: str, items: List, entity_names: Optional[List[str]] + ) -> List[dict]: + results = [] + for item in items: + try: + results.append( + self.annotate_entities(object_type, item, entity_names)[0] + ) + except HTTPException as e: + raise e + return results + + def annotate_batched_properties( + self, + object_type: str, + items: List, + entities: List[dict], + property_names: Optional[List[str]], + ) -> List[dict]: + results = [] + for item, entity in zip(items, entities): + try: + results.append( + self.annotate_properties(object_type, item, entity, property_names)[ + 0 + ] + ) + except HTTPException as e: + raise e + return results + + def annotate_batched_relationships( + self, + object_type: str, + items: List, + entities: List[dict], + relationship_names: Optional[List[str]], + ) -> List[dict]: + results = [] + for item, entity in zip(items, entities): + try: + results.append( + self.annotate_relationships( + object_type, item, entity, relationship_names + )[0] + ) + except HTTPException as e: + raise e + return results + + def annotate_entities( + self, object_type: str, item: List, entity_names: Optional[List[str]] + ) -> List[dict]: + raise HTTPException( + status_code=501, detail="Unsuported Operation for annotator: findEntities" + ) + + def annotate_properties( + self, + object_type: str, + item: str, + entity: dict, + property_names: Optional[List[str]], + ) -> List[dict]: + # Incomplete + raise HTTPException( + status_code=501, detail="Unsuported Operation for annotator: findProperties" + ) + + def annotate_relationships( + self, + object_type: str, + item: str, + entity: dict, + relationship_names: Optional[List[str]], + ) -> List[dict]: + # Incomplete + raise HTTPException( + status_code=501, + detail="Unsuported Operation for annotator: findRelationships", + ) + + def get_annotator_info(self) -> dict: + annotator_info = { + "definitions": { + # The extensive url in the issue proposition + "apiVersion": "v1", + "kind": self.kind, + "spec": { + "metadata": { + "name": self.name, + "version": self.version, + "url": self.url, + "author": self.author, + "description": self.description, + "expected_compute_time": self.expected_compute_time, + "supported_object_types": self.supports, + }, + "definition": self.labels, + }, + } + } + + return annotator_info + + # def get_entity_names(self): + # return self.annotator_info["spec"]["definition"]["entities"] + # + # def get_relationship_names(self): + # return self.annotator_info["spec"]["definition"]["entities"] + # + # def get_property_names(self): + # return self.annotator_info["spec"]["definition"]["entities"] diff --git a/deepsearch/model/cli/__init__.py b/deepsearch/model/cli/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/cli/main.py b/deepsearch/model/cli/main.py new file mode 100644 index 00000000..c44eb616 --- /dev/null +++ b/deepsearch/model/cli/main.py @@ -0,0 +1,31 @@ +import importlib.util +import os + +import typer +import uvicorn + +from deepsearch.model.examples.simple_text_geography_annotator.simple_text_geography_annotator import ( # type: ignore + SimpleTextGeographyAnnotator, +) +from deepsearch.model.server.deepsearch_annotator_app import DeepSearchAnnotatorApp + +app = typer.Typer(no_args_is_help=True) + + +@app.command(name="serve", help="Serve an annotator instance") +def serve( + port: int = typer.Option(8000, "-p", "--port", help="The port to listen on"), + annotator: str = typer.Option(None, "-a", "--annotator", help="Not implemented"), +): + # Load the Annotator App + deepsearch_annotator_app = DeepSearchAnnotatorApp() + + # register annotators + deepsearch_annotator_app.register_annotator(SimpleTextGeographyAnnotator()) + + # Run + uvicorn.run(deepsearch_annotator_app.app, host="0.0.0.0", port=port) + + +if __name__ == "__main__": + app() diff --git a/deepsearch/model/examples/__init__.py b/deepsearch/model/examples/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/__init__.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/cities_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/cities_annotator.py new file mode 100644 index 00000000..449f5e33 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/entities/cities_annotator.py @@ -0,0 +1,21 @@ +import os +from typing import Any, Optional + +from .common.dictionary_text_entity_annotator import ( + Config, + DictionaryTextEntityAnnotator, +) +from .common.utils import resources_dir + + +class CitiesAnnotator(DictionaryTextEntityAnnotator): + def key(self) -> str: + return "cities" + + def description(self) -> str: + return "Names of cities" + + def __init__(self): + super().__init__( + Config(dictionary_filename=os.path.join(resources_dir, "cities.json")) + ) diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/common/__init__.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/common/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/common/base_text_entity_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/common/base_text_entity_annotator.py new file mode 100644 index 00000000..de4a95a6 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/entities/common/base_text_entity_annotator.py @@ -0,0 +1,21 @@ +from abc import ABC, abstractmethod +from typing import Any, Optional + +# from deepsearch.model.base.base_annotator import BaseAnnotator + + +class BaseTextEntityAnnotator: + @abstractmethod + def key(self) -> str: + pass + + @abstractmethod + def description(self) -> str: + pass + + def initialize(self): + return + + @abstractmethod + def annotate_entities_text(self, text: str) -> list: + pass diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/common/dictionary_text_entity_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/common/dictionary_text_entity_annotator.py new file mode 100644 index 00000000..b8ff4ffd --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/entities/common/dictionary_text_entity_annotator.py @@ -0,0 +1,105 @@ +import logging + +logger = logging.getLogger("cps-nlp") +import json +import re +from dataclasses import dataclass +from typing import List, Optional + +from .base_text_entity_annotator import BaseTextEntityAnnotator + + +@dataclass +class Config: + dictionary_filename: str + + +class DictionaryTextEntityAnnotator(BaseTextEntityAnnotator): + def __init__(self, config: Config): + self.config = config + self._initialized = False + + def initialize(self): + if self._initialized: + return + + ## In this example annotator, we load dictionaries. + ## Here you might load AI models instead. + logger.info("reading from %s", self.config.dictionary_filename) + with open(self.config.dictionary_filename) as f: + dictionary = json.load(f) + logger.info("loaded %s", len(dictionary)) + self._exprs = self._compile_dictionary(dictionary) + logger.info("compiled expr") + + self._initialized = True + + ## Dictionary compilation. + ## If you use AI models instead of dictionaries, no similar function is needed. + def _compile_dictionary(self, dictionary): + logger.info("compiling dictionary") + + # delimiters used to avoid partial matches + starts_with = "(^|\s|'|\"|\(|\{|\[|\,|\.|\!|\?|\:|\;)" + ends_with = "($|\s|'|\"|\)|\}|\]|\,|\.|\!|\?|\:|\;)" + try: + tmp = [] + for item in dictionary: + tmp.append(re.escape(item)) + + # The regex is split into multiple expressions if we exceed 4096 characters. + # This is needed to avoid length limits of regex. + exprs = [] + MAX_LEN = 48 + local = [] + for texpr in tmp: + + if len("|".join(local)) > 4096: + + expr_str = starts_with + "(" + "|".join(local) + ")" + ends_with + expr = re.compile(expr_str) + exprs.append(expr) + + local = [] + + if len(texpr) < MAX_LEN: + local.append(texpr) + else: + logger.warning( + "name of entity '%s' is longer than %s chars", texpr, MAX_LEN + ) + + if len(local) > 0: + expr_str = starts_with + "(" + "|".join(local) + ")" + ends_with + expr = re.compile(expr_str) + exprs.append(expr) + except BaseException as e: + logger.exception("Could not compile the dictionary") + raise RuntimeError("Could not compile the dictionary") + return exprs + + def annotate_entities_text(self, text: str) -> list: + self.initialize() + + ## Annotate one text string with the desired entities. + ## Output: List of entities in CPS format, i.e., dicts with keys type, match, original, range. + + logger.debug("------ Starting 'annotate_entities_text' -------") + matches = [] + + # Run all expressions created for this entity_name + for expr in self._exprs: + for match in re.finditer(expr, text): + beg = match.group(1) + end = match.group(3) + orig = match.group(2) + + tmp = { + "type": self.key(), + "match": orig, + "original": orig, + "range": [match.start() + len(beg), match.end() - len(end)], + } + matches.append(tmp) + + return matches diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/common/utils.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/common/utils.py new file mode 100644 index 00000000..7a183b4b --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/entities/common/utils.py @@ -0,0 +1,5 @@ +import os + +resources_dir = os.path.abspath( + os.path.join(os.path.dirname(__file__), "../../resources") +) diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/countries_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/countries_annotator.py new file mode 100644 index 00000000..48d1512a --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/entities/countries_annotator.py @@ -0,0 +1,21 @@ +import os +from typing import Any, Optional + +from .common.dictionary_text_entity_annotator import ( + Config, + DictionaryTextEntityAnnotator, +) +from .common.utils import resources_dir + + +class CountriesAnnotator(DictionaryTextEntityAnnotator): + def key(self) -> str: + return "countries" + + def description(self) -> str: + return "Names of countries" + + def __init__(self): + super().__init__( + Config(dictionary_filename=os.path.join(resources_dir, "countries.json")) + ) diff --git a/deepsearch/model/examples/simple_text_geography_annotator/entities/provincies_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/entities/provincies_annotator.py new file mode 100644 index 00000000..3768c75f --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/entities/provincies_annotator.py @@ -0,0 +1,21 @@ +import os +from typing import Any, Optional + +from .common.dictionary_text_entity_annotator import ( + Config, + DictionaryTextEntityAnnotator, +) +from .common.utils import resources_dir + + +class ProvinciesAnnotator(DictionaryTextEntityAnnotator): + def key(self) -> str: + return "provincies" + + def description(self) -> str: + return "Names of provinces, states, and similar units" + + def __init__(self): + super().__init__( + Config(dictionary_filename=os.path.join(resources_dir, "provincies.json")) + ) diff --git a/deepsearch/model/examples/simple_text_geography_annotator/relationships/__init__.py b/deepsearch/model/examples/simple_text_geography_annotator/relationships/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_countries_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_countries_annotator.py new file mode 100644 index 00000000..326359af --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_countries_annotator.py @@ -0,0 +1,13 @@ +from ..entities.cities_annotator import CitiesAnnotator # type: ignore +from ..entities.countries_annotator import CountriesAnnotator # type: ignore +from .common.multi_entities_relationship_annotator import ( + Config, + MultiEntitiesRelationshipAnnotator, +) + + +class CitiesToCountriesAnnotator(MultiEntitiesRelationshipAnnotator): + def __init__(self): + super().__init__( + Config(entities=[CitiesAnnotator().key(), CountriesAnnotator().key()]) + ) diff --git a/deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_provincies_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_provincies_annotator.py new file mode 100644 index 00000000..1fd0b1d9 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_provincies_annotator.py @@ -0,0 +1,13 @@ +from ..entities.cities_annotator import CitiesAnnotator # type: ignore +from ..entities.provincies_annotator import ProvinciesAnnotator # type: ignore +from .common.multi_entities_relationship_annotator import ( + Config, + MultiEntitiesRelationshipAnnotator, +) + + +class CitiesToProvinciesAnnotator(MultiEntitiesRelationshipAnnotator): + def __init__(self): + super().__init__( + Config(entities=[CitiesAnnotator().key(), ProvinciesAnnotator().key()]) + ) diff --git a/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/__init__.py b/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/base_text_relationship_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/base_text_relationship_annotator.py new file mode 100644 index 00000000..a36acf28 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/base_text_relationship_annotator.py @@ -0,0 +1,24 @@ +from abc import ABC, abstractmethod +from typing import Any + +# from deepsearch.model.base.base_annotator import BaseAnnotator + + +class BaseTextRelationshipAnnotator: + @abstractmethod + def key(self) -> str: + pass + + @abstractmethod + def columns(self) -> list: + pass + + @abstractmethod + def description(self) -> str: + pass + + @abstractmethod + def annotate_relationships_text( + self, text: str, entity_map: dict, relationship_name: str + ) -> dict: + pass diff --git a/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/multi_entities_relationship_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/multi_entities_relationship_annotator.py new file mode 100644 index 00000000..68af5478 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/relationships/common/multi_entities_relationship_annotator.py @@ -0,0 +1,57 @@ +import logging + +logger = logging.getLogger("cps-nlp") +import itertools +from dataclasses import dataclass +from typing import List + +from .base_text_relationship_annotator import BaseTextRelationshipAnnotator + + +@dataclass +class Config: + entities: List[str] + + +class MultiEntitiesRelationshipAnnotator(BaseTextRelationshipAnnotator): + """ + Create a relationship if all entitiy types are in the given text input. + """ + + def key(self) -> str: + return "-to-".join(self._entities) + + def columns(self) -> list: + return list( + [{"key": entity, "entities": [entity]} for entity in self._entities] + ) + + def description(self) -> str: + return "Relationship between entities {self._entities!r}" + + def __init__(self, config: Config): + self._entities = config.entities + + def annotate_relationships_text( + self, text: str, entity_map: dict, relationship_name: str + ) -> dict: + header = [*self._entities, "weight", "source"] + data = [] + + matches = [] + for entity_name in self._entities: + if entity_name in entity_map and len(entity_map[entity_name]) > 0: + matches.append( + [ + f"{entity_name}.{i}" + for i, _ in enumerate(entity_map[entity_name]) + ] + ) + + ## If all entity types have been found, create relationships between all of them + if len(matches) == len(self._entities): + for t in itertools.product(*matches): + row = [*t, 1.0, "entities"] + data.append(row) + + return {"header": header, "data": data} diff --git a/deepsearch/model/examples/simple_text_geography_annotator/relationships/provincies_to_countries_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/relationships/provincies_to_countries_annotator.py new file mode 100644 index 00000000..57b9ae7b --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/relationships/provincies_to_countries_annotator.py @@ -0,0 +1,13 @@ +from ..entities.countries_annotator import CountriesAnnotator # type: ignore +from ..entities.provincies_annotator import ProvinciesAnnotator # type: ignore +from .common.multi_entities_relationship_annotator import ( + Config, + MultiEntitiesRelationshipAnnotator, +) + + +class ProvinciesToCountriesAnnotator(MultiEntitiesRelationshipAnnotator): + def __init__(self): + super().__init__( + Config(entities=[ProvinciesAnnotator().key(), CountriesAnnotator().key()]) + ) diff --git a/deepsearch/model/examples/simple_text_geography_annotator/resources/cities.json b/deepsearch/model/examples/simple_text_geography_annotator/resources/cities.json new file mode 100644 index 00000000..5ed08b96 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/resources/cities.json @@ -0,0 +1,7089 @@ +[ + "'Ataq", + "'S-Hertogenbosch", + "25 De Mayo", + "28 De Noviembre", + "Aalborg", + "Aarau", + "Aba", + "Abadan", + "Abadla", + "Abaetetuba", + "Abai", + "Abakan", + "Abancay", + "Abau", + "Abaza", + "Abbotsford", + "Abbottabad", + "Abeche", + "Abengourou", + "Abeokuta", + "Aberdeen", + "Abha", + "Abidjan", + "Abilene", + "Aboa Station", + "Abohar", + "Aboisso", + "Abomey", + "Abong Mbang", + "Abra Pampa", + "Abu Dhabi", + "Abu Kamal", + "Abuja", + "Abuna", + "Acapulco", + "Acarau", + "Acarigua", + "Acatlan", + "Accra", + "Achacachi", + "Achinsk", + "Acu", + "Ad Dakhla", + "Ad Damazin", + "Ad Damman", + "Ad Diwaniyah", + "Ad Nabk", + "Adana", + "Adapazari", + "Addis Ababa", + "Adelaide", + "Adelaide River", + "Aden", + "Adigrat", + "Adiyaman", + "Adjumani", + "Ado Ekiti", + "Adrar", + "Afyon", + "Agadez", + "Agadir", + "Agana", + "Agapa", + "Agartala", + "Agboville", + "Agdam", + "Agen", + "Aginskoye", + "Agordat", + "Agra", + "Agri", + "Agrinio", + "Agua Prieta", + "Aguascalientes", + "Aguelhok", + "Ahar", + "Ahmedabad", + "Ahmednagar", + "Ahuachapan", + "Ahvaz", + "Aigua", + "Aiken", + "Aiquile", + "Aix-En-Provence", + "Aizawl", + "Ajaccio", + "Ajdabiya", + "Ajmer", + "Aketi", + "Akhtubinsk", + "Akita", + "Akjoujt", + "Akola", + "Akron", + "Aksu", + "Aksum", + "Akure", + "Akureyi", + "Al Ahmadi", + "Al Amarah", + "Al Aqabah", + "Al Ayn", + "Al Bayda", + "Al Fallujah", + "Al Fujayrah", + "Al Ghaydah", + "Al Hasakah", + "Al Hillah", + "Al Hudaydah", + "Al Hufuf", + "Al Jaghbub", + "Al Jahra", + "Al Jawf", + "Al Jubayl", + "Al Karak", + "Al Khalil", + "Al Kharj", + "Al Khums", + "Al Kut", + "Al Ladhiqiyah", + "Al Mafraq", + "Al Marj", + "Al Mubarraz", + "Al Mukalla", + "Al Musayyib", + "Al Qamishli", + "Al Qunaytirah", + "Al Qunfudhah", + "Al Quwayiyah", + "Al Wajh", + "Al-Qatif", + "Alagoinhas", + "Alajuela", + "Alamogordo", + "Alapayevsk", + "Alappuzha", + "Alatyr", + "Alausi", + "Alayat Samail", + "Alba Lulia", + "Albacete", + "Albany", + "Albert Lea", + "Albuquerque", + "Albury", + "Aldama", + "Aldan", + "Aleg", + "Aleksandrovsk Sakhalinskiy", + "Alekseyevka", + "Aleksin", + "Alenquer", + "Aleppo", + "Alert", + "Alexander Bay", + "Alexandria", + "Alexandroupoli", + "Aleysk", + "Algeciras", + "Algha", + "Algiers", + "Ali Bayramli", + "Ali Sabih", + "Alicante", + "Alice", + "Alice Springs", + "Aligarh", + "Alipur Duar", + "Aliwal North", + "Allahabad", + "Allakaket", + "Allanmyo", + "Allende", + "Allentown", + "Alliance", + "Almaty", + "Almenara", + "Almeria", + "Almetyevsk", + "Almirante", + "Alofi", + "Alor Setar", + "Alotau", + "Alpena", + "Alpine", + "Alta", + "Alta Floresta", + "Alta Gracia", + "Altagracia De Orituco", + "Altamira", + "Altata", + "Altay", + "Altdorf", + "Alto Rio Sanguer", + "Alton", + "Altoona", + "Alvorada", + "Alwar", + "Alxa Zuoqi", + "Am Timan", + "Amahai", + "Amapa", + "Amarillo", + "Amasya", + "Ambala", + "Ambanja", + "Ambarchik", + "Ambato", + "Ambatondrazaka", + "Ambler", + "Ambon", + "Ambriz", + "Amderma", + "Americana", + "Ames", + "Amherst", + "Amiens", + "Amman", + "Ammochostos", + "Amol", + "Amos", + "Amravati", + "Amritsar", + "Amsterdam", + "Amundseniscott South Pole Station", + "Amursk", + "An Nabk", + "An Najaf", + "An Nasiriyah", + "Anaco", + "Anadyr", + "Anapolis", + "Anatuya", + "Anbyon", + "Anchorage", + "Ancona", + "Ancud", + "Anda", + "Andamooka", + "Anderson", + "Andijon", + "Andkhvoy", + "Andoany", + "Andoas", + "Andong", + "Andorra", + "Andradina", + "Androka", + "Ang Thong", + "Angangxi", + "Angarsk", + "Angeles", + "Angers", + "Angoche", + "Angol", + "Angra Do Heroismo", + "Angren", + "Aniak", + "Ankang", + "Ankara", + "Anlu", + "Ann Arbor", + "Anna Regina", + "Annaba", + "Annapolis", + "Annecy", + "Anqing", + "Ansan", + "Anshan", + "Anshun", + "Antalaha", + "Antalya", + "Antananarivo", + "Antigonish", + "Antigua Guatemala", + "Antioch", + "Antofagasta", + "Antsirabe", + "Antsiranana", + "Antsohihy", + "Antwerpen", + "Anuradhapura", + "Anxi", + "Anyang", + "Anzhero Sudzhensk", + "Aomori", + "Aosta", + "Apalachicola", + "Apatity", + "Apatzingan", + "Apia", + "Apodi", + "Apolo", + "Appenzell", + "Appleton", + "Apsheronsk", + "Apucarana", + "Aqadyr", + "Aqsay", + "Aqsu", + "Aqtau", + "Aqtobe", + "Aquidauana", + "Ar Ramadi", + "Ar Raqqah", + "Ar Rutbah", + "Aracaju", + "Aracati", + "Aracatuba", + "Aracuai", + "Arad", + "Araguaina", + "Araguari", + "Arak", + "Aral", + "Aranyaprathet", + "Araouane", + "Arapiraca", + "Arapongas", + "Arar", + "Ararangua", + "Ararat", + "Arauca", + "Arawa", + "Araxa", + "Arba Minch", + "Arcata", + "Archangel", + "Arcoverde", + "Arctic Bay", + "Ardabil", + "Ardmore", + "Arebro", + "Arecibo", + "Arendal", + "Arequipa", + "Arezzo", + "Argentia", + "Arica", + "Aripuana", + "Ariquemes", + "Arjona", + "Arlington", + "Arlit", + "Arlon", + "Armavir", + "Armenia", + "Armidale", + "Arnhem", + "Arqalyq", + "Arras", + "Arrecife", + "Arroyos Y Esteros", + "Arsenyev", + "Artashat", + "Artemisa", + "Artemovsk", + "Artemovskiy", + "Artigas", + "Artigas Base", + "Artvin", + "Arua", + "Arusha", + "Arvayheer", + "Arviat", + "Arxan", + "Arys", + "Arzamas", + "As Salt", + "As Samawah", + "As Sib", + "As Sidr", + "As Sulaymaniyah", + "As Sulayyil", + "As Suwayda", + "Asadabad", + "Asahikawa", + "Asansol", + "Asbest", + "Ascension", + "Asela", + "Ash Shatrah", + "Ash Shihr", + "Asha", + "Ashburton", + "Asheville", + "Ashgabat", + "Ashtarak", + "Asino", + "Asmara", + "Asosa", + "Assab", + "Assen", + "Assis", + "Astana", + "Astersund", + "Asti", + "Astoria", + "Astrakhan", + "Asuncion", + "Aswan", + "Asyut", + "At Bashy", + "At Tafilah", + "At Taif", + "Atafu", + "Atakpame", + "Atamyrat", + "Atar", + "Atasu", + "Atbara", + "Atbasar", + "Athabasca", + "Athens", + "Atherton", + "Ati", + "Atikokan", + "Atka", + "Atkarsk", + "Atlanta", + "Atlantic City", + "Atlixco", + "Atoyac", + "Atqasuk", + "Attapu", + "Attawapiskat", + "Atyrau", + "Auburn", + "Auckland", + "Augsburg", + "Augusta", + "Aurangabad", + "Aurora", + "Austin", + "Autlan", + "Auxerre", + "Avare", + "Avarua", + "Aveiro", + "Awasa", + "Aweil", + "Awjilah", + "Awka", + "Ayacucho", + "Ayakoz", + "Ayan", + "Ayapel", + "Ayaviri", + "Aybak", + "Aydin", + "Ayorou", + "Ayoun El Atrous", + "Ayr", + "Ayutla", + "Ayutthaya", + "Az Aubayr", + "Az Zahran", + "Az Zarqa", + "Az Zawiyah", + "Azare", + "Azogues", + "Azua", + "Azul", + "B'Abda", + "Babahoyo", + "Babanusa", + "Babati", + "Babruysk", + "Bac Giang", + "Bac Kan", + "Bac Lieu", + "Bacabal", + "Bacau", + "Bacolod", + "Badajoz", + "Baddeck", + "Bade", + "Badulla", + "Bafang", + "Bafata", + "Bafia", + "Bafoulabe", + "Bafoussam", + "Bafra", + "Bafwasende", + "Bagamoyo", + "Bagdarin", + "Bage", + "Baghdad", + "Baghlan", + "Baglung", + "Bago", + "Baguio City", + "Bahawalpur", + "Bahia Blanca", + "Bahir Dar", + "Bahraich", + "Baia Mare", + "Baicheng", + "Baie-Comeau", + "Baiquan", + "Bairin Zuoqi", + "Bairnsdale", + "Baishan", + "Bajram Curri", + "Bakal", + "Baker Lake", + "Bakersfield", + "Baku", + "Balakhna", + "Balakovo", + "Balancan", + "Balashov", + "Balboa", + "Balcarce", + "Balikesir", + "Balikpapan", + "Balkanabat", + "Balkh", + "Ballarat", + "Ballina", + "Balqash", + "Balsas", + "Baltasar Brum", + "Balti", + "Baltimore", + "Balykchy", + "Balyqshy", + "Bam", + "Bama", + "Bamako", + "Bambari", + "Bamenda", + "Bamian", + "Ban Houayxay", + "Banamba", + "Banda Aceh", + "Bandar Lampung", + "Bandar Seri Begawan", + "Bandar-E Bushehr", + "Bandar-E-Abbas", + "Bandarbeyla", + "Bandjarmasin", + "Bandundu", + "Bandung", + "Banes", + "Banff", + "Banfora", + "Bangalore", + "Bangassou", + "Banghazi", + "Bangkok", + "Bangor", + "Bangui", + "Bani", + "Bani Walid", + "Banja Luka", + "Banjul", + "Bannu", + "Bansang", + "Banska Bystrica", + "Banyuwangi", + "Baoding", + "Baoji", + "Baoshan", + "Baotou", + "Baqubah", + "Bar Harbor", + "Barabinsk", + "Barahona", + "Baraki Barak", + "Baramula", + "Baranavichy", + "Barbacena", + "Barcaldine", + "Barcelona", + "Barcelos", + "Barclayville", + "Barddhaman", + "Bareilly", + "Bari", + "Barinas", + "Barisal", + "Barlett", + "Barletta", + "Barnaul", + "Barquisimeto", + "Barra Do Bugres", + "Barra Do Corda", + "Barra Do Garcas", + "Barra Mansa", + "Barrancabermeja", + "Barranquilla", + "Barras", + "Barreiras", + "Barreiros", + "Barretos", + "Barrie", + "Barrow", + "Barstow", + "Bartica", + "Bartlesville", + "Baruun Urt", + "Barysaw", + "Basankusu", + "Base Presidente Montalva", + "Basel", + "Basoko", + "Basra", + "Bassar", + "Basse Santa Su", + "Basse-Terre", + "Basseterre", + "Bastia", + "Bata", + "Batagay", + "Batangas", + "Batatais", + "Bataysk", + "Batemans Bay", + "Bath", + "Bathurst", + "Bati", + "Batman", + "Batna", + "Baton Rouge", + "Batouri", + "Battambang", + "Batticaloa", + "Battle Creek", + "Batu Pahat", + "Batumi", + "Baturite", + "Baubau", + "Bauchi", + "Baures", + "Bauru", + "Bavaro", + "Bawku", + "Bay City", + "Bayamo", + "Bayan Obo", + "Bayankhongor", + "Baydhabo", + "Bayghanin", + "Baykonur", + "Baytown", + "Bdrum", + "Beaufort", + "Beaufort West", + "Beaumont", + "Beaver Falls", + "Bechar", + "Beckley", + "Bedourie", + "Beer Sheva", + "Beeville", + "Behbehan", + "Beian", + "Beihai", + "Beijing", + "Beipiao", + "Beira", + "Beirut", + "Beitbridge", + "Beja", + "Bejaia", + "Bekasi", + "Bekescsaba", + "Bekiy", + "Belabo", + "Belaya Kalitva", + "Belebey", + "Beledweyne", + "Belem", + "Belen", + "Belfast", + "Belgaum", + "Belgorod", + "Belgrade", + "Belgrano Station", + "Belize City", + "Bell Ville", + "Bella Bella", + "Bella Union", + "Bella Vista", + "Bellary", + "Belleville", + "Bellingham", + "Bellinzona", + "Bello", + "Belmopan", + "Belo Horizonte", + "Belogorsk", + "Belomorsk", + "Bemidji", + "Ben Gardane", + "Bend", + "Bendigo", + "Benevento", + "Bengbu", + "Bengkulu", + "Benguela", + "Benha", + "Beni", + "Beni Mazar", + "Beni Ounif", + "Beni Suef", + "Benin City", + "Benoni", + "Bensonville", + "Bentiu", + "Bento Goncalves", + "Benton Harbor", + "Benxi", + "Berat", + "Berber", + "Berbera", + "Berberati", + "Berdyansk", + "Berekum", + "Berenice", + "Berens River", + "Berezniki", + "Bergamo", + "Bergen", + "Beringovskiy", + "Berkeley", + "Berlin", + "Bermejo", + "Bern", + "Berri", + "Bertoua", + "Besalampy", + "Besancon", + "Bestobe", + "Betanzos", + "Bethal", + "Bethanie", + "Bethel", + "Bethlehem", + "Beyla", + "Beyneu", + "Bezhetsk", + "Beziers", + "Bhagalpur", + "Bhairawa", + "Bharatpur", + "Bhatpara", + "Bhavnagar", + "Bhilai", + "Bhilwara", + "Bhimphedi", + "Bhisho", + "Bhiwandi", + "Bhiwani", + "Bhopal", + "Bhubaneshwar", + "Bhuj", + "Bhusawal", + "Biak", + "Bialystok", + "Biarritz", + "Bicheno", + "Bida", + "Bidar", + "Biel", + "Bielefeld", + "Bien Hoa", + "Bifoum", + "Big Beaver House", + "Big Delta", + "Big Spring", + "Biggar", + "Biharamulo", + "Bijapur", + "Bijar", + "Bikaner", + "Bikin", + "Bila Tserkva", + "Bilaspur", + "Bilbao", + "Bilecik", + "Bilibino", + "Billings", + "Biloela", + "Biloxi", + "Biltine", + "Binga", + "Binghamton", + "Bingol", + "Binjai", + "Bintulu", + "Bir Anzarane", + "Bir Lehlou", + "Bir Mogrein", + "Birak", + "Birao", + "Biratnagar", + "Birdsville", + "Birganj", + "Birjand", + "Birmingham", + "Birni Nkonni", + "Birnin Kebbi", + "Birobidzhan", + "Birsk", + "Biryusinsk", + "Bishkek", + "Bishop", + "Biskra", + "Bismarck", + "Bissau", + "Bistrita", + "Bitam", + "Bitlis", + "Bitola", + "Biu", + "Biysk", + "Bizerte", + "Black River", + "Blackpool", + "Blacksburg", + "Blagodarnyy", + "Blagoveshchensk", + "Blantyre", + "Blenheim", + "Blida", + "Blitar", + "Bloemfontein", + "Bloemhof", + "Bloomington", + "Bluefields", + "Blumenau", + "Bo", + "Boa Vista", + "Boaco", + "Bobo Dioulasso", + "Bocaiuva", + "Bocas Del Toro", + "Bodaybo", + "Bodi", + "Boende", + "Boffa", + "Bogande", + "Bogor", + "Bogoroditsk", + "Bogota", + "Bogotol", + "Bogue", + "Boise", + "Bojnurd", + "Boke", + "Bol", + "Bol'Sheretsk", + "Bolama", + "Bolgatanga", + "Boli", + "Bollnas", + "Bolobo", + "Bologna", + "Bologoye", + "Bolu", + "Bolzano", + "Bom Jesus Da Lapa", + "Boma", + "Bombo", + "Bonao", + "Bondo", + "Bondoukou", + "Bongandanga", + "Bongaree", + "Bongor", + "Bonn", + "Bontang", + "Boorama", + "Boosaaso", + "Bor", + "Boralday", + "Bordeaux", + "Bordertown", + "Bordj Bou Arreridj", + "Borgarnes", + "Borisoglebsk", + "Borllnge", + "Borovichi", + "Borujerd", + "Borus", + "Borzya", + "Bose", + "Bosobolo", + "Bossangoa", + "Bossembele", + "Boston", + "Botosani", + "Botucatu", + "Bouafle", + "Bouake", + "Bouar", + "Bougouni", + "Bouira", + "Boulder", + "Boulder City", + "Boulia", + "Boulsa", + "Bourem", + "Bourges", + "Bourke", + "Bournemouth", + "Boutilimit", + "Bowen", + "Bowling Green", + "Boyarka", + "Bozeman", + "Bozoum", + "Bradford", + "Braga", + "Braganca", + "Braganca Paulista", + "Brahmapur", + "Braila", + "Brainerd", + "Brandfort", + "Brandon", + "Brasilia", + "Brasov", + "Bratislava", + "Bratsk", + "Braunschweig", + "Brazzaville", + "Bredasdorp", + "Bregenz", + "Bremen", + "Bremerhaven", + "Bremerton", + "Brest", + "Breves", + "Bria", + "Bridgeport", + "Bridgetown", + "Brighton", + "Brikama", + "Brindisi", + "Brisbane", + "Bristol", + "Brits", + "Brive", + "Brno", + "Brochet", + "Brockville", + "Broken Hill", + "Brokopondo", + "Brookings", + "Brooks", + "Broome", + "Brovary", + "Brownsville", + "Brownsweg", + "Brownwood", + "Brugge", + "Brumado", + "Brunswick", + "Brus Laguna", + "Brusque", + "Brussels", + "Bryan", + "Bryansk", + "Bu'Aale", + "Bua Yai", + "Bubanza", + "Bucaramanga", + "Buchanan", + "Buchans", + "Bucharest", + "Budapest", + "Budaun", + "Buea", + "Buenaventura", + "Buenos Aires", + "Buffalo", + "Bugrino", + "Bugt", + "Bugulma", + "Buguruslan", + "Buizhou", + "Bujumbura", + "Bukachacha", + "Bukama", + "Bukavu", + "Bukhara", + "Bukittinggi", + "Bukoba", + "Bulaevo", + "Bulandshahr", + "Bulawayo", + "Bulgan", + "Bullhead City", + "Buluko", + "Bulungu", + "Bumba", + "Bunbury", + "Bundaberg", + "Bungoma", + "Bunia", + "Buon Me Thuot", + "Bur Safaga", + "Bur Said", + "Buraydah", + "Burco", + "Burdur", + "Burgas", + "Burgos", + "Burhanpur", + "Buriram", + "Burketown", + "Burley", + "Burlington", + "Burnie", + "Burns Lake", + "Burrel", + "Bursa", + "Bururi", + "Burwash Landing", + "Burylbaytal", + "Busan", + "Busia", + "Businga", + "Busselton", + "Buta", + "Butare", + "Butembo", + "Butha-Buthe", + "Butte", + "Butterworth", + "Butuan", + "Buur Gaabo", + "Buurhakaba", + "Buy", + "Buyant-Uhaa", + "Buynaksk", + "Buzau", + "Buzmeyin", + "Buzuluk", + "Bydgoszcz", + "Byron Bay", + "Bytom", + "Byumba", + "Ca Mau", + "Caacupe", + "Caazapa", + "Caballococha", + "Cabanatuan", + "Cabimas", + "Cabinda", + "Cabo De Santo Agostinho", + "Cabo Frio", + "Cabo San Lucas", + "Caboolture", + "Caborca", + "Cacador", + "Cacheu", + "Cachoeira Do Sul", + "Cachoeiro De Itapemirim", + "Cacolo", + "Cadillac", + "Cadiz", + "Caen", + "Cafayate", + "Cagayan De Oro", + "Cagliari", + "Cahul", + "Caibarien", + "Caico", + "Cairns", + "Cairo", + "Cajabamba", + "Cajamarca", + "Calabar", + "Calabozo", + "Calais", + "Calama", + "Calarasi", + "Calatrava", + "Calbayog", + "Calbuco", + "Caldera", + "Caldwell", + "Calgary", + "Cali", + "Callao", + "Caloundra", + "Calucinga", + "Calulo", + "Caluula", + "Cam Pha", + "Cam Ranh", + "Camabatela", + "Camacupa", + "Camaguey", + "Camana", + "Camaqua", + "Camargo", + "Cambridge", + "Cambridge Bay", + "Cameta", + "Camiri", + "Camocim", + "Camooweal", + "Camp Sobral", + "Campana", + "Campbell River", + "Campeche", + "Campina Grande", + "Campinas", + "Campo Belo", + "Campo Grande", + "Campo Maior", + "Campo Murao", + "Campoalegre", + "Campobasso", + "Campos", + "Camrose", + "Can Tho", + "Canakkale", + "Cananea", + "Canas", + "Canatlan", + "Canavieiras", + "Canberra", + "Cancun", + "Canela", + "Canelones", + "Cangamba", + "Cangzhou", + "Caninde", + "Cankiri", + "Cankuzo", + "Canoas", + "Canoinhas", + "Canton", + "Cantwell", + "Cao Bang", + "Cao Lanh", + "Cap-Chat", + "Cap-Haitien", + "Capanema", + "Cape Coast", + "Cape Coral", + "Cape Dorset", + "Cape Girardeau", + "Cape Town", + "Capenda-Camulemba", + "Capitan Arturo Prat Station", + "Capitan Pablo Lagerenza", + "Capitao Poco", + "Capitol Hill", + "Caracarai", + "Caracas", + "Carahue", + "Caratinga", + "Carazinho", + "Carbondale", + "Cardenas", + "Cardiff", + "Carhue", + "Carlini Station", + "Carlisle", + "Carlsbad", + "Carmelo", + "Carnarvon", + "Carnot", + "Carora", + "Carpina", + "Carson City", + "Cartagena", + "Cartago", + "Cartwright", + "Caruaru", + "Carupano", + "Casa Grande", + "Casablanca", + "Cascavel", + "Caserta", + "Casey Station", + "Casma", + "Casper", + "Castanhal", + "Castello", + "Castelo Branco", + "Castillos", + "Castries", + "Castro", + "Cat Lake", + "Catalao", + "Catamarca", + "Catanduva", + "Catania", + "Catanzaro", + "Catio", + "Cauquenes", + "Caxias", + "Caxias Do Sul", + "Caxito", + "Cayambe", + "Cayenne", + "Cazombo", + "Cdrdoba", + "Cebu", + "Cedar City", + "Cedar Rapids", + "Ceduna", + "Ceerigaabo", + "Celaya", + "Celeken", + "Central Coast", + "Centralia", + "Ceres", + "Cerrillos", + "Cerro De Pasco", + "Ceske Budejovice", + "Ceuta", + "Chabahar", + "Chacabuco", + "Chachapoyas", + "Chachoengsao", + "Chadron", + "Chagda", + "Chaghcharan", + "Chaguaramas", + "Chainat", + "Chaiyaphum", + "Chake Chake", + "Chalatenango", + "Chalkida", + "Challapata", + "Chaman", + "Chamdo", + "Chamical", + "Champasak", + "Champoton", + "Chanaral", + "Chancay", + "Chandigarh", + "Chandrapur", + "Changchun", + "Changde", + "Changhua", + "Changling", + "Changping", + "Changsha", + "Changting", + "Changwon", + "Changyon", + "Changzhi", + "Changzhou", + "Channel-Port Aux Basques", + "Chanthaburi", + "Chaoyang", + "Chaozhou", + "Chapadinha", + "Chapaev", + "Chapayevsk", + "Chapleau", + "Charagua", + "Charana", + "Charata", + "Charikar", + "Charleroi", + "Charleston", + "Charleville", + "Charlotte", + "Charlottesville", + "Charlottetown", + "Charters Towers", + "Chascomus", + "Chattanooga", + "Chau Doc", + "Chauk", + "Cheboksary", + "Chegdomyn", + "Chegga", + "Chelyabinsk", + "Chelyuskin", + "Chemnitz", + "Chengde", + "Chengdu", + "Chennai", + "Chenzhou", + "Cheongju", + "Chepes", + "Cherbourg", + "Cheremkhovo", + "Cherepanovo", + "Cherepovets", + "Cherkasy", + "Cherkessk", + "Cherlak", + "Chernihiv", + "Chernivtsi", + "Chernobyl", + "Chernogorsk", + "Chernyakhovsk", + "Chernyshevskiy", + "Cherskiy", + "Chester", + "Chesterfield Inlet", + "Chetumal", + "Chevery", + "Cheyenne", + "Chiang Mai", + "Chiang Rai", + "Chiayi", + "Chibemba", + "Chibia", + "Chicago", + "Chiclayo", + "Chico", + "Chicoutimi", + "Chifeng", + "Chignik", + "Chihuahua", + "Chilca", + "Childress", + "Chilecito", + "Chililabombwe", + "Chillan", + "Chilliwack", + "Chilpancingo", + "Chimaltenango", + "Chimbote", + "Chimboy", + "Chimoio", + "Chinandega", + "Chincha Alta", + "Chingola", + "Chinhoyi", + "Chiniot", + "Chinsali", + "Chipata", + "Chiquimula", + "Chiquinquira", + "Chiradzulu", + "Chirala", + "Chiramba", + "Chirchiq", + "Chiredzi", + "Chiromo", + "Chisinau", + "Chistopol", + "Chita", + "Chitado", + "Chitipa", + "Chitre", + "Chittagong", + "Chitungwiza", + "Chivilcoy", + "Chlef", + "Choele Choel", + "Chokurdakh", + "Cholpon Ata", + "Choluteca", + "Choma", + "Chon Buri", + "Chonchi", + "Chone", + "Chongjin", + "Chongju", + "Chongqing", + "Chos Malal", + "Chosan", + "Chosica", + "Chota", + "Choybalsan", + "Christchurch", + "Christiansted", + "Chukai", + "Chulucanas", + "Chumbicha", + "Chumikan", + "Chumphon", + "Chuncheon", + "Chuquicamata", + "Chur", + "Churchill", + "Churchill Falls", + "Chusovoy", + "Chuxiong", + "Ciego De Avila", + "Cienaga", + "Cienfuegos", + "Cilacap", + "Cincinnati", + "Circle", + "Cirebon", + "Ciudad Altamirano", + "Ciudad Bolivar", + "Ciudad Camargo", + "Ciudad Constitucion", + "Ciudad Cortes", + "Ciudad Del Carmen", + "Ciudad Del Este", + "Ciudad Guayana", + "Ciudad Guzman", + "Ciudad Hidalgo", + "Ciudad Ju Rez", + "Ciudad Madero", + "Ciudad Mante", + "Ciudad Obregon", + "Ciudad Valles", + "Ciudad Victoria", + "Civitavecchia", + "Clare", + "Clarksburg", + "Clarksville", + "Cleburne", + "Clermont-Ferrand", + "Cleveland", + "Cliza", + "Cloncurry", + "Clovis", + "Cluj-Napoca", + "Coalcoman", + "Coari", + "Coatzacoalcos", + "Cobalt", + "Coban", + "Cobija", + "Cobram", + "Coburg", + "Coceres", + "Cochabamba", + "Cochrane", + "Codo", + "Cody", + "Coeur D'Alene", + "Coffeyville", + "Coffs Harbour", + "Coihaique", + "Coimbatore", + "Coimbra", + "Cojutepeque", + "Colac", + "Cold Bay", + "Colesberg", + "Colider", + "Colima", + "Colinas", + "Collipulli", + "Cologne", + "Colombo", + "Colon", + "Colonia Del Sacramento", + "Colorado Springs", + "Columbia", + "Columbus", + "Comallo", + "Comandante Fontana", + "Comayagua", + "Combarbala", + "Comendador", + "Comilla", + "Como", + "Comodoro Rivadavia", + "Comondante Luis Piedrabuena", + "Compostela", + "Conakry", + "Conceicao Do Araguaia", + "Concepcion", + "Concepcion Del Uruguay", + "Concord", + "Concordia", + "Concordia Research Station", + "Conroe", + "Conselheiro Lafaiete", + "Constanta", + "Constantine", + "Constitucion", + "Contamana", + "Conway", + "Cooma", + "Coos Bay", + "Copiapo", + "Coquimbo", + "Coracora", + "Coral Gables", + "Coral Harbour", + "Coral Springs", + "Cordoba", + "Cordova", + "Cork", + "Corner Brook", + "Cornwall", + "Coro", + "Coro Coro", + "Coroata", + "Coroico", + "Coronel", + "Coronel Bogado", + "Coronel Oviedo", + "Coronel Suarez", + "Corovode", + "Corozal", + "Corpus Christi", + "Corrientes", + "Corriverton", + "Corum", + "Corumba", + "Corvallis", + "Cotabato", + "Cotonou", + "Cottbus", + "Cottica", + "Cotui", + "Council Bluffs", + "Courtenay", + "Coventry", + "Covilha", + "Covington", + "Cowell", + "Cowra", + "Cozumel", + "Cradock", + "Craig", + "Craiova", + "Cranbourne", + "Cranbrook", + "Crateus", + "Crato", + "Crescent City", + "Creston", + "Crestview", + "Criciuma", + "Cristalina", + "Crookston", + "Crotone", + "Cruzeiro Do Sul", + "Cuamba", + "Cuangar", + "Cuauhtemoc", + "Cubal", + "Cucuta", + "Cuddalore", + "Cuenca", + "Cuencame", + "Cuernavaca", + "Cuevo", + "Cuiaba", + "Cuilapa", + "Cuito Caunavale", + "Culiacan", + "Cumana", + "Cumberland", + "Curanilahue", + "Curepipe", + "Curico", + "Curitiba", + "Curvelo", + "Cusco", + "Cutral Co", + "Cuttack", + "Cuya", + "Cyangugu", + "Da Lat", + "Da Nang", + "Daan", + "Dabola", + "Dabou", + "Daegu", + "Daejeon", + "Dagupan", + "Dahuk", + "Dajabon", + "Dakar", + "Dalaba", + "Dalandzadgad", + "Dalby", + "Dalhart", + "Dali", + "Dalian", + "Dallas", + "Dalnegorsk", + "Dalnerechensk", + "Daloa", + "Dalton", + "Daman", + "Damanh1R", + "Damascus", + "Damaturu", + "Dandeldhura", + "Dandong", + "Dangriga", + "Danjiangkou", + "Danville", + "Daqing", + "Dar Es Salaam", + "Dar'A", + "Darhan", + "Darnah", + "Darregueira", + "Daru", + "Darwin", + "Dasoguz", + "Datong", + "Daugavpils", + "Dauphin", + "Davangere", + "Davao", + "Davenport", + "David", + "Davis Station", + "Dawei", + "Dawmat Al Jandal", + "Dawra", + "Dawson City", + "Dawson Creek", + "Dawwah", + "Dayr Az Zawr", + "Dayton", + "Daytona Beach", + "Ddsseldorf", + "De Aar", + "De Kastri", + "Dease Lake", + "Debre Birhan", + "Debre Markos", + "Debrecen", + "Decatur", + "Dedougou", + "Dedza", + "Deer Lake", + "Dehibat", + "Dehra Dun", + "Del Rio", + "Delano", + "Delemont", + "Delhi", + "Delicias", + "Demba", + "Dembi Dolo", + "Deming", + "Denali Park", + "Dengzhou", + "Deniliquin", + "Denizli", + "Denow", + "Denpasar", + "Denton", + "Denver", + "Dera Ghazi Khan", + "Dera Ismail Khan", + "Derbent", + "Derby", + "Derzhavinsk", + "Des Moines", + "Desaguadero", + "Dese", + "Detroit", + "Deva", + "Devils Lake", + "Devonport", + "Deyang", + "Dezful", + "Dezhou", + "Dhaka", + "Dhamar", + "Dhanbad", + "Dhangarhi", + "Dhule", + "Dhuusa Mareeb", + "Diamantina", + "Diapaga", + "Dibaya", + "Dibrugarh", + "Dickinson", + "Dickson", + "Diebougou", + "Diego De Almagro", + "Diekirch", + "Dieppe", + "Diffa", + "Digby", + "Dijon", + "Dikhil", + "Dila", + "Dili", + "Dillingham", + "Dillon", + "Dilolo", + "Dimbokro", + "Dimitrovgrad", + "Dindigul", + "Dinguiraye", + "Dingzhou", + "Diourbel", + "Dire Dawa", + "Dirj", + "Dispur", + "Diu", + "Divinopolis", + "Divo", + "Diyarbakir", + "Djado", + "Djambala", + "Djanet", + "Djelfa", + "Djenne", + "Djibo", + "Djibouti", + "Djougou", + "Dnipropetrovsk", + "Doba", + "Dobrich", + "Doctor Pedro P. Pena", + "Dodge City", + "Dodoma", + "Doha", + "Dolbeau", + "Doline", + "Dolinsk", + "Dolo Bay", + "Dolores", + "Dombarovskiy", + "Dondo", + "Donegal", + "Donetsk", + "Dong Ha", + "Dong Hoi", + "Dongguan", + "Dongola", + "Dori", + "Dortmund", + "Dosso", + "Dothan", + "Douala", + "Douglas", + "Douliou", + "Douma", + "Dourados", + "Dover", + "Drammen", + "Dresden", + "Drobeta-Turnu Severin", + "Drogheda", + "Drohobych", + "Drummondville", + "Dryden", + "Dubai", + "Dubasari", + "Dubbo", + "Dublin", + "Dubrovnik", + "Dubuque", + "Dudinka", + "Duisburg", + "Duitama", + "Dulan", + "Duluth", + "Dumas", + "Dumfries", + "Dumont D'Urville Station", + "Dumyat", + "Dund-Us", + "Dundalk", + "Dundee", + "Dundo", + "Dunedin", + "Dunhua", + "Dunhuang", + "Duque De Caxias", + "Durango", + "Durazno", + "Durban", + "Durham", + "Durres", + "Dushanbe", + "Dutse", + "Dyatkovo", + "Dzaoudzi", + "Dzerzhinsk", + "Dzhankoy", + "Dzuunharaa", + "Dzuunmod", + "Eagle", + "Eagle Pass", + "East London", + "Eastmain", + "Eau Claire", + "Ebebiyin", + "Ebolowa", + "Echuca", + "Ed Dueim", + "Eddamer", + "Edea", + "Edinburg", + "Edinburgh", + "Edirne", + "Edmonton", + "Edmundston", + "Eger", + "Egilsstadir", + "Egvekinot", + "Eidsvold", + "Eindhoven", + "Eirunepe", + "Eisenstadt", + "Ekibastuz", + "El Agheila", + "El Alamein", + "El Arish", + "El Banco", + "El Bayadh", + "El Calafate", + "El Carmen De Bolivar", + "El Cayo", + "El Centro", + "El Daba", + "El Dorado", + "El Faiyum", + "El Fasher", + "El Fuerte", + "El Giza", + "El Golea", + "El Jadida", + "El Kef", + "El Kharga", + "El Maiten", + "El Manaqil", + "El Mansura", + "El Manteco", + "El Minya", + "El Obeid", + "El Oued", + "El Paso", + "El Porvenir", + "El Progreso", + "El Qasr", + "El Seibo", + "El Tigre", + "El Tur", + "Elazig", + "Elbasan", + "Elblag", + "Eldama Ravine", + "Eldikan", + "Eldorado", + "Eldoret", + "Elephant Island", + "Elgin", + "Elista", + "Elk", + "Elkhart", + "Elko", + "Elmira", + "Ely", + "Embi", + "Embu", + "Emden", + "Emerald", + "Emmonak", + "Emporia", + "En Nuhud", + "Encarnacion", + "Ende", + "Engels", + "Enid", + "Ennadai", + "Ensenada", + "Entebbe", + "Enterprise", + "Entre Rios", + "Enugu", + "Enurmino", + "Er Rachidia", + "Erdenet", + "Erechim", + "Eregli", + "Erenhot", + "Erfurt", + "Ergun Zuoqi", + "Erie", + "Erldunda", + "Ermoupoli", + "Erseke", + "Ertis", + "Erymentau", + "Erzincan", + "Erzurum", + "Esbjerg", + "Escanaba", + "Escudero Base", + "Escuinapa", + "Escuintla", + "Eseka", + "Esik", + "Esil", + "Eskisehir", + "Esmeraldas", + "Esperance", + "Esperanza", + "Esperanza Station", + "Espungabera", + "Esquel", + "Essen", + "Estancia", + "Esteli", + "Etawah", + "Eugene", + "Eumseong", + "Eureka", + "Evanston", + "Evansville", + "Evensk", + "Everett", + "Evinayong", + "Evora", + "Ewo", + "Exeter", + "Exmouth", + "Eyl", + "Eyumojok", + "Fada", + "Fada Ngourma", + "Fairbanks", + "Faisalabad", + "Faizabad", + "Falfurrias", + "Falmouth", + "False Pass", + "Falun", + "Farafangana", + "Farah", + "Faranah", + "Fargo", + "Fargona", + "Faribault", + "Faridabad", + "Farim", + "Farmington", + "Faro", + "Fasa", + "Fatehpur", + "Fatick", + "Faya Largeau", + "Fayetteville", + "Fderik", + "Feira De Santana", + "Felipe Carrillo Puerto", + "Fengcheng", + "Fengjie", + "Fengzhen", + "Ferfer", + "Ferkessedougou", + "Fernandopolis", + "Ferrara", + "Ferrenafe", + "Feyzabad", + "Fez", + "Fianarantsoa", + "Fier", + "Filadelfia", + "Finnsnes", + "Firozabad", + "Flagstaff", + "Flensburg", + "Flin Flon", + "Flint", + "Florence", + "Florencia", + "Flores", + "Floriano", + "Florianopolis", + "Florida", + "Focsani", + "Foggia", + "Fond Du Lac", + "Fonte Boa", + "Forbes", + "Forecariah", + "Formiga", + "Formosa", + "Forster-Tuncurry", + "Fort Chipewyan", + "Fort Collins", + "Fort Good Hope", + "Fort Lauderdale", + "Fort Mcmurray", + "Fort Mcpherson", + "Fort Nelson", + "Fort Pierce", + "Fort Portal", + "Fort Resolution", + "Fort Severn", + "Fort Shevchenko", + "Fort Simpson", + "Fort Smith", + "Fort St. John", + "Fort Stockton", + "Fort Wayne", + "Fort William", + "Fort Yukon", + "Fort-De-France", + "Fort-Liberte", + "Fortaleza", + "Forteau", + "Fortin Falcon", + "Foshan", + "Foumban", + "Fox Bay", + "Foz Do Iguacu", + "Franca", + "Franceville", + "Francistown", + "Frankfort", + "Frankfurt", + "Frauenfeld", + "Fray Bentos", + "Fredericksburg", + "Fredericton", + "Frederikshavn", + "Freeport", + "Freetown", + "Freiburg", + "Fresnillo", + "Fresno", + "Fria", + "Frias", + "Fribourg", + "Frolovo", + "Frontera", + "Frutal", + "Ft. Dodge", + "Ft. Myers", + "Ft. Worth", + "Fuan", + "Fuerte Olimpo", + "Fujin", + "Fukui", + "Fukuoka", + "Fukushima", + "Fulacunda", + "Fulin", + "Funafuti", + "Funchal", + "Funtua", + "Furth", + "Fushun", + "Fuxin", + "Fuyang", + "Fuyu", + "Fuzhou", + "Gaalkacyo", + "Gabes", + "Gaborone", + "Gabu", + "Gadabay", + "Gadsden", + "Gafsa", + "Gagnoa", + "Gainesville", + "Galati", + "Galena", + "Galesburg", + "Galle", + "Gallup", + "Galveston", + "Galway", + "Gamba", + "Gambell", + "Gamboma", + "Ganca", + "Gandajika", + "Gander", + "Gandhinagar", + "Gangneung", + "Gangtok", + "Gannan", + "Ganzhou", + "Gao", + "Gaoua", + "Gaoual", + "Gar", + "Garanhuns", + "Garbahaarey", + "Garca", + "Garden City", + "Gardiz", + "Garissa", + "Garoowe", + "Garoua", + "Gary", + "Garzon", + "Gashua", + "Gaspe", + "Gastre", + "Gatchina", + "Gavarr", + "Gawler", + "Gay", + "Gaya", + "Gaza", + "Gaziantep", + "Gbadolite", + "Gbarnga", + "Gdansk", + "Gdteborg", + "Gdvle", + "Gdynia", + "Gedaref", + "Geelong", + "Geita", + "Gejiu", + "Gelendzhik", + "Gemena", + "Gen. O'Higgins Station", + "Geneina", + "General Conesa", + "General Eugenio Alejandrino Garay", + "General Guemes", + "General Pico", + "General Roca", + "General Santos", + "Geneva", + "Genoa", + "Gent", + "George", + "George Town", + "Georgetown", + "Georgievsk", + "Gera", + "Geraldton", + "Ghadamis", + "Ghanzi", + "Ghardaia", + "Gharyan", + "Ghat", + "Ghaziabad", + "Ghazni", + "Gibraltar", + "Giessen", + "Gifu", + "Gijon", + "Gikongoro", + "Gila Bend", + "Gilgit", + "Gillam", + "Gillette", + "Gimbi", + "Gimli", + "Gingin", + "Gingoog", + "Girardot", + "Giresun", + "Girga", + "Gisborne", + "Gisenyi", + "Gitarama", + "Gitega", + "Giurgiu", + "Giyon", + "Gizo", + "Gjirokaster", + "Gjoa Haven", + "Gjpvik", + "Gladstone", + "Glarus", + "Glasgow", + "Glazov", + "Glendale", + "Glendive", + "Glenwood Springs", + "Gliwice", + "Goba", + "Gobabis", + "Gobernador Gregores", + "Gode", + "Gogrial", + "Goiana", + "Goianesia", + "Goiania", + "Gold Coast", + "Goldsboro", + "Golela", + "Golfito", + "Golmud", + "Golyshmanovo", + "Goma", + "Gombe", + "Gomez Palacio", + "Gonaives", + "Gonbad-E Kavus", + "Gonder", + "Goodland", + "Goodnews Bay", + "Goondiwindi", + "Gorakhpur", + "Goranboy", + "Gore", + "Gorgan", + "Gorno Altaysk", + "Gornyak", + "Goroka", + "Gorom Gorom", + "Gorontalo", + "Gottingen", + "Goulburn", + "Goulimine", + "Goundam", + "Goure", + "Governador Valadares", + "Govorovo", + "Goya", + "Goyang", + "Goycay", + "Graaff Reinet", + "Gracias", + "Grafton", + "Grahamstown", + "Grajau", + "Gramsh", + "Granada", + "Grand Bassam", + "Grand Canyon", + "Grand Forks", + "Grand Island", + "Grand Junction", + "Grand Prairie", + "Grand Rapids", + "Grand Turk", + "Granja", + "Grants Pass", + "Graz", + "Great Falls", + "Great Wall Station", + "Greeley", + "Green Bay", + "Green River", + "Greenock", + "Greensboro", + "Greenville", + "Grenoble", + "Grevenmacher", + "Greymouth", + "Griffith", + "Grise Fiord", + "Groningen", + "Grootfontein", + "Groznyy", + "Grudziadz", + "Gryazi", + "Grytviken", + "Guadalajara", + "Guaira", + "Guajara-Miram", + "Gualeguay", + "Gualeguaychu", + "Guamuchil", + "Guanajuato", + "Guanambi", + "Guanare", + "Guangshui", + "Guangyuan", + "Guangzhou", + "Guanhaes", + "Guantanamo", + "Guapi", + "Guaranda", + "Guarapuava", + "Guaratingueta", + "Guarda", + "Guasave", + "Guasdualito", + "Guatemala", + "Guaxupe", + "Guayaquil", + "Guayaramerin", + "Guaymas", + "Gubakha", + "Gubkin", + "Gueckedou", + "Guelma", + "Gueppi", + "Guerrero Negro", + "Guide", + "Guider", + "Guiglo", + "Guilin", + "Guines", + "Guiyang", + "Gujranwala", + "Gujrat", + "Gulbarga", + "Gulfport", + "Guliston", + "Gulkana", + "Gulu", + "Gumushane", + "Gunnedah", + "Gunnison", + "Gunsan", + "Guntur", + "Gurgaon", + "Gurupi", + "Guryevsk", + "Gusau", + "Gusinoozyorsk", + "Guwahati", + "Guymon", + "Gwadar", + "Gwalior", + "Gwanda", + "Gwangju", + "Gweru", + "Gyangze", + "Gyda", + "Gyeongju", + "Gympie", + "Gyor", + "Gyumri", + "Gyzlarbat", + "Ha Giang", + "Ha Tinh", + "Haapsalu", + "Haarlem", + "Hachinohe", + "Hachioji", + "Hadiboh", + "Haeju", + "Hafar Al Batin", + "Hagere Hiywet", + "Hagerstown", + "Hai Duong", + "Haifa", + "Haikou", + "Hail", + "Hailar", + "Hailun", + "Haiphong", + "Haiya", + "Hajjah", + "Hakha", + "Hakkari", + "Hakodate", + "Halacho", + "Haldia", + "Half Way Tree", + "Halifax", + "Hall Beach", + "Halley Station", + "Halls Creek", + "Halmstad", + "Hamadan", + "Hamah", + "Hamamatsu", + "Hamar", + "Hamburg", + "Hameenlinna", + "Hamhung", + "Hami", + "Hamilton", + "Hammerfest", + "Hampton", + "Hancheng", + "Hancock", + "Handan", + "Hanggin Houqi", + "Hangu", + "Hangzhou", + "Hania", + "Hannover", + "Hanoi", + "Hanzhong", + "Haora", + "Happy Valley - Goose Bay", + "Hapur", + "Harar", + "Harare", + "Harbin", + "Hardin", + "Hargeysa", + "Harlingen", + "Harnosand", + "Harper", + "Harrisburg", + "Harrisonburg", + "Harstad", + "Hartford", + "Hasselt", + "Hassi Messaoud", + "Hastings", + "Hat Yai", + "Hatay", + "Hathras", + "Hato Mayor", + "Hattiesburg", + "Haugesund", + "Havana", + "Havre", + "Hawalli", + "Hawera", + "Hay River", + "Hays", + "Hearst", + "Hebi", + "Hechi", + "Hefei", + "Hegang", + "Heidelberg", + "Heihe", + "Helena", + "Helong", + "Helsingborg", + "Helsinki", + "Hengshui", + "Hengyang", + "Herat", + "Heredia", + "Hereford", + "Herisau", + "Hermanus", + "Hermosillo", + "Hervey Bay", + "Hetauda", + "Heyuan", + "Heze", + "Hickory", + "Hidalgo Del Parral", + "Higuey", + "Hillerod", + "Hilo", + "Hims", + "Hinche", + "Hindupur", + "Hinthada", + "Hinton", + "Hios", + "Hirosaki", + "Hiroshima", + "Hisar", + "Hlatikulu", + "Hlotse", + "Ho", + "Ho Chi Minh City", + "Hoa Binh", + "Hobart", + "Hobbs", + "Hodrogo", + "Hof", + "Hofn", + "Hohenau", + "Hohhot", + "Hokitika", + "Holguin", + "Holman", + "Homer", + "Homestead", + "Homyel", + "Hon Quan", + "Honda", + "Hong Gai", + "Hong Kong", + "Honiara", + "Honolulu", + "Hoonah", + "Hooper Bay", + "Hopedale", + "Hopkinsville", + "Horlivka", + "Horqueta", + "Horsham", + "Horta", + "Hosaina", + "Hoshiarpur", + "Hoskins", + "Hospet", + "Hot Springs", + "Hotan", + "Houlton", + "Houma", + "Houston", + "Hradec Kralove", + "Hrodna", + "Hsinchu", + "Hua Hin", + "Huacho", + "Huaibei", + "Huainan", + "Huaiyin", + "Huajuapan De Leon", + "Hualien", + "Huamachuco", + "Huambo", + "Huancavelica", + "Huancayo", + "Huanghua", + "Huangshi", + "Huangyan", + "Huanren", + "Huanta", + "Huanuco", + "Huaraz", + "Huarmey", + "Huasco", + "Huatabampo", + "Huaura", + "Hubli", + "Hudson Bay", + "Hudur", + "Hue", + "Huehuetenango", + "Huelva", + "Hughenden", + "Hughes", + "Huinan", + "Huize", + "Huizhou", + "Hulan Ergi", + "Hulin", + "Humahuaca", + "Hun", + "Hungnam", + "Huntington", + "Huntsville", + "Hurdiyo", + "Hurghada", + "Hutchinson", + "Huzhou", + "Hwange", + "Hydaburg", + "Hyderabad", + "Hyeson", + "I-N-Amenas", + "I-N-Salah", + "Iasi", + "Ibadan", + "Ibague", + "Ibarra", + "Ibb", + "Ibri", + "Ica", + "Icel", + "Ico", + "Idah", + "Idaho Falls", + "Idlib", + "Ifakara", + "Ife", + "Iganga", + "Igarka", + "Igloolik", + "Igrim", + "Iguala", + "Iguape", + "Iguatu", + "Ihosy", + "Ijebu Ode", + "Ijevan", + "Ijui", + "Ikare", + "Ikela", + "Iksan", + "Il'Pyrskiy", + "Ilam", + "Ilave", + "Ilebo", + "Ilheus", + "Iligan", + "Illapel", + "Illichivsk", + "Illizi", + "Ilo", + "Iloilo", + "Ilorin", + "Ilulissat", + "Imbituba", + "Imperatriz", + "Impfondo", + "Imphal", + "In Amguel", + "Incheon", + "Independence", + "Indianapolis", + "Indiga", + "Indore", + "Indramayu", + "Ingeniero Guillermo N. Juarez", + "Ingeniero Jacobacci", + "Ingham", + "Ingolstadt", + "Inhambane", + "Inhumas", + "Innisfail", + "Innsbruck", + "Inongo", + "Inowroclaw", + "Inta", + "International Falls", + "Inukjuak", + "Inuvik", + "Invercargill", + "Inverell", + "Inverness", + "Ioanina", + "Iowa City", + "Ipatinga", + "Ipiales", + "Ipoh", + "Ipora", + "Ipswich", + "Ipu", + "Iqaluit", + "Iquique", + "Iquitos", + "Iracoubo", + "Iraklio", + "Irapuato", + "Irati", + "Irbid", + "Irbil", + "Irece", + "Iringa", + "Irkutsk", + "Iron Mountain", + "Ironwood", + "Irvine", + "Iseyin", + "Isfahan", + "Ishim", + "Isikul", + "Isiro", + "Iskandar", + "Iskenderun", + "Iskitim", + "Isla Mujeres", + "Islamabad", + "Island Lake", + "Ismailia", + "Isna", + "Isparta", + "Istanbul", + "Ita", + "Itaberaba", + "Itaberai", + "Itabuna", + "Itacoatiara", + "Itaituba", + "Itajai", + "Itamaraju", + "Itambe", + "Itanagar", + "Itanhaem", + "Itapecuru Mirim", + "Itapetinga", + "Itapetininga", + "Itapeva", + "Itapipoca", + "Itauna", + "Ithaca", + "Itigi", + "Ittoqqortoormiit", + "Itu", + "Ituiutaba", + "Itumbiara", + "Ituni", + "Itupiranga", + "Iturama", + "Ivanhoe", + "Ivano-Frankivsk", + "Ivanovo", + "Ivdel", + "Ivugivik", + "Iwaki", + "Iwo", + "Izamal", + "Izaz", + "Izhevsk", + "Izmayil", + "Izmir", + "Izmit", + "Jabal Ali", + "Jabalpur", + "Jaboatao", + "Jaboticabal", + "Jacareacanga", + "Jacarezinho", + "Jackson", + "Jacksonville", + "Jacmel", + "Jacundt", + "Jaen", + "Jaffna", + "Jaguaquara", + "Jaguarao", + "Jaipur", + "Jakarta", + "Jalal Abad", + "Jalalabad", + "Jalapa", + "Jalingo", + "Jaltipan", + "Jamaame", + "Jamalpur", + "Jambi", + "Jamestown", + "Jammu", + "Jamshedpur", + "Janauba", + "Janesville", + "Januaria", + "Japn", + "Jaque", + "Jaragua Do Sul", + "Jardim", + "Jasper", + "Jatai", + "Jau", + "Jauja", + "Jawhar", + "Jayapura", + "Jdnknping", + "Jeddah", + "Jefferson City", + "Jeju", + "Jelgava", + "Jember", + "Jena", + "Jendouba", + "Jeonju", + "Jequie", + "Jeremie", + "Jerusalem", + "Jessore", + "Jhang", + "Jhansi", + "Ji-Parana", + "Jiamusi", + "Jian", + "Jiangmen", + "Jianmen", + "Jiaohe", + "Jiaojing", + "Jiaozuo", + "Jiaxing", + "Jiayuguan", + "Jieshou", + "Jiexiu", + "Jihlava", + "Jijel", + "Jijiga", + "Jilin", + "Jima", + "Jimani", + "Jinan", + "Jinchang", + "Jincheng", + "Jingdezhen", + "Jingmen", + "Jinhua", + "Jining", + "Jinja", + "Jinotega", + "Jinotepe", + "Jinshi", + "Jinxi", + "Jinzhou", + "Jipijapa", + "Jiujiang", + "Jiutai", + "Jixi", + "Jizan", + "Jizzax", + "Joacaba", + "Joao Pessoa", + "Joaquin V. Gonzalez", + "Jodhpur", + "Joensuu", + "Johannesburg", + "John Day", + "Johnson City", + "Johnstown", + "Johor Bahru", + "Joinville", + "Joliet", + "Joliette", + "Jonesboro", + "Joplin", + "Jorhat", + "Jos", + "Jose Batlle Y Ordonez", + "Juan Aldama", + "Juan Jose Castelli", + "Juanjui", + "Juarez", + "Juazeiro", + "Juazeiro Do Norte", + "Juba", + "Juchitan", + "Juigalpa", + "Juina", + "Juiz De Fora", + "Juliaca", + "Jullundur", + "Jumla", + "Jundiai", + "Juneau", + "Junin", + "Jurado", + "Jutiapa", + "Juticalpa", + "Jyekundo", + "Jyviskylc", + "Kaabong", + "Kabale", + "Kabalo", + "Kaberamaido", + "Kabinda", + "Kabul", + "Kabwe", + "Kachiry", + "Kadoma", + "Kadugli", + "Kaduna", + "Kaedi", + "Kaesong", + "Kafr El Sheikh", + "Kafue", + "Kaga Bandoro", + "Kagoshima", + "Kahama", + "Kahemba", + "Kahramanmaras", + "Kaiapoi", + "Kaifeng", + "Kaikoura", + "Kailu", + "Kailua-Kona", + "Kaitaia", + "Kaka", + "Kakamega", + "Kakata", + "Kakinada", + "Kakonko", + "Kaktovik", + "Kalabo", + "Kalachinsk", + "Kalamata", + "Kalamazoo", + "Kalangala", + "Kalasin", + "Kalbarri", + "Kalemie", + "Kalgoorlie", + "Kalima", + "Kaliningrad", + "Kalispell", + "Kalmar", + "Kaltag", + "Kaltukatjara", + "Kaluga", + "Kalyan", + "Kambove", + "Kamenka", + "Kamenna Obi", + "Kamensk Shakhtinskiy", + "Kamensk Uralskiy", + "Kamina", + "Kamloops", + "Kampala", + "Kampene", + "Kamphaeng Phet", + "Kampong Cham", + "Kampong Spoe", + "Kampong Thum", + "Kampot", + "Kamsar", + "Kamuli", + "Kamyanets-Podilskyy", + "Kamyshin", + "Kanab", + "Kananga", + "Kanash", + "Kanazawa", + "Kanchanaburi", + "Kanchipuram", + "Kandahar", + "Kandalaksha", + "Kandi", + "Kandy", + "Kangaba", + "Kangar", + "Kangerlussuaq", + "Kangersuatsiaq", + "Kanggye", + "Kangirsuk", + "Kaniama", + "Kankakee", + "Kankan", + "Kano", + "Kanoya", + "Kanpur", + "Kansas City", + "Kansk", + "Kanyato", + "Kanye", + "Kaohsiung", + "Kaolack", + "Kaoma", + "Kapan", + "Kapiri Mposhi", + "Kapoeta", + "Kaposvar", + "Kapuskasing", + "Kara Balta", + "Karabuk", + "Karachi", + "Karaj", + "Karakol", + "Karaman", + "Karamay", + "Karamken", + "Karasburg", + "Karasuk", + "Karbala", + "Karema", + "Kargat", + "Kariba", + "Karibib", + "Karimnagar", + "Karlovac", + "Karlskrona", + "Karlsruhe", + "Karlstad", + "Karluk", + "Karnal", + "Karoi", + "Karokh", + "Karonga", + "Karpinsk", + "Karratha", + "Kars", + "Kartaly", + "Karumba", + "Karungu", + "Karur", + "Karusi", + "Kasaji", + "Kasama", + "Kasane", + "Kasangulu", + "Kasempa", + "Kasese", + "Kashan", + "Kashgar", + "Kashmar", + "Kasimov", + "Kasongo", + "Kasongo-Lunda", + "Kaspiysk", + "Kassala", + "Kassel", + "Kasserine", + "Kastamonu", + "Kasulu", + "Kasur", + "Katakwi", + "Katanning", + "Katerini", + "Katherine", + "Kathmandu", + "Kati", + "Katima Mulilo", + "Katoomba", + "Katowice", + "Katsina", + "Kattaqorgon", + "Katwe", + "Kaunas", + "Kavache", + "Kavala", + "Kavalerovo", + "Kavaratti", + "Kavieng", + "Kawagoe", + "Kawambwa", + "Kawasaki", + "Kaya", + "Kayanza", + "Kayes", + "Kayseri", + "Kayunga", + "Kazan", + "Kdbenhavn", + "Kearney", + "Kebili", + "Kecskemet", + "Kediri", + "Kedougou", + "Keelung", + "Keetmanshoop", + "Keffi", + "Keflavtk", + "Kelang", + "Kelo", + "Kelowna", + "Keluang", + "Kem", + "Kemerovo", + "Kemi", + "Kemijarvi", + "Kempsey", + "Kenai", + "Kendari", + "Kendu Bay", + "Kenema", + "Kenge", + "Kenitra", + "Kennewick", + "Kenora", + "Kentau", + "Kerch", + "Kerema", + "Keren", + "Kerewan", + "Kericho", + "Kerikeri", + "Kerkira", + "Kerma", + "Kerman", + "Kermanshah", + "Kerouane", + "Keshan", + "Ketchikan", + "Key West", + "Khabarovsk", + "Khakhar", + "Khammam", + "Khandyga", + "Khanty Mansiysk", + "Kharkiv", + "Khartoum", + "Khaskovo", + "Khatanga", + "Kherson", + "Khilok", + "Khiwa", + "Khmelnytskyy", + "Kholmsk", + "Khomeini Shahr", + "Khon Kaen", + "Khorgo", + "Khorramabad", + "Khorugh", + "Khromtau", + "Khujand", + "Khujayli", + "Khulna", + "Khvoy", + "Kiama", + "Kibaha", + "Kibale", + "Kibiti", + "Kiboga", + "Kibungo", + "Kibuye", + "Kiel", + "Kielce", + "Kieta", + "Kiev", + "Kiffa", + "Kigali", + "Kigoma", + "Kikwit", + "Kilchu", + "Kilifi", + "Kilindoni", + "Kilinochchi", + "Kilis", + "Kilkenny", + "Killarney", + "Killeen", + "Kilosa", + "Kimba", + "Kimbe", + "Kimberley", + "Kimchaek", + "Kimhyonggwon", + "Kimmirut", + "Kimpese", + "Kimry", + "Kindersley", + "Kindia", + "Kindu", + "Kineshma", + "King Salmon", + "King Sejong Station", + "Kingaroy", + "Kingman", + "Kingoonya", + "Kingsport", + "Kingston", + "Kingston South East", + "Kingston Upon Hull", + "Kingstown", + "Kingsville", + "Kinkala", + "Kinshasa", + "Kipili", + "Kipushi", + "Kirensk", + "Kirikkale", + "Kirkenes", + "Kirklareli", + "Kirksville", + "Kirkuk", + "Kirkwall", + "Kirov", + "Kirovo-Chepetsk", + "Kirovohrad", + "Kirovsk", + "Kirs", + "Kirsanov", + "Kirsehir", + "Kiruna", + "Kirundo", + "Kisangani", + "Kiselevsk", + "Kishkenekol", + "Kisii", + "Kislovodsk", + "Kismaayo", + "Kisoro", + "Kissidougou", + "Kissimmee", + "Kisumu", + "Kita", + "Kitakyushu", + "Kitale", + "Kitami", + "Kitchener", + "Kitgum", + "Kitty Hawk", + "Kitwe", + "Kivalina", + "Kizel", + "Klagenfurt", + "Klaipeda", + "Klaksvik", + "Klamath Falls", + "Klerksdorp", + "Klin", + "Klintsy", + "Klyuchi", + "Knoxville", + "Knysna", + "Kobe", + "Koblenz", + "Kobuk", + "Kochi", + "Kodiak", + "Kodinskiy", + "Koforidua", + "Kofu", + "Kogalym", + "Kogon", + "Kohat", + "Kohima", + "Kohtla-Jarve", + "Koidu", + "Kok Yangak", + "Kokkola", + "Koko", + "Kokomo", + "Kokshetau", + "Koktokay", + "Kolar", + "Kolda", + "Kolhapur", + "Kolkata", + "Kollam", + "Kolomna", + "Kolpashevo", + "Kolpino", + "Kolwezi", + "Kom Ombo", + "Komatini", + "Komatipoort", + "Kombissiri", + "Kompong Chhnang", + "Komsa", + "Komsomolets", + "Komsomolsk Na Amure", + "Kon Tum", + "Kondopoga", + "Kondoz", + "Koneurgench", + "Kongolo", + "Konibodom", + "Konotop", + "Kontagora", + "Kontcha", + "Konya", + "Konza", + "Korce", + "Korf", + "Korhogo", + "Koriyama", + "Korla", + "Korogwe", + "Koror", + "Korosten", + "Korsakov", + "Kos", + "Kosice", + "Kosti", + "Kostroma", + "Koszalin", + "Kota", + "Kota Baharu", + "Kota Kinabalu", + "Kotabumi", + "Kotelnich", + "Kotlas", + "Kotlit", + "Kotovsk", + "Kotzebue", + "Koudougou", + "Koulamoutou", + "Koulikoro", + "Koundara", + "Koupela", + "Kourou", + "Kouroussa", + "Koutiala", + "Kouvola", + "Kovda", + "Kovel", + "Kovrov", + "Koyuk", + "Koyukuk", + "Kozhikode", + "Kpalime", + "Krabi", + "Kracheh", + "Kragujevac", + "Kraknw", + "Kramatorsk", + "Krasino", + "Krasnoarmeysk", + "Krasnodar", + "Krasnogorsk", + "Krasnokamensk", + "Krasnokamsk", + "Krasnoturinsk", + "Krasnoufimsk", + "Krasnouralsk", + "Krasnoyarsk", + "Kremenchuk", + "Kribi", + "Krishnanagar", + "Kristiansand", + "Kristianstad", + "Krong Koh Kong", + "Kroonstad", + "Kropotkin", + "Kruje", + "Kryvyy Rih", + "Ksar El Kebir", + "Kuala Lipis", + "Kuala Lumpur", + "Kuala Terengganu", + "Kualakapuas", + "Kuantan", + "Kuching", + "Kudymkar", + "Kugluktuk", + "Kuito", + "Kukes", + "Kullorsuaq", + "Kulob", + "Kulunda", + "Kulusuk", + "Kumaka", + "Kumamoto", + "Kumasi", + "Kumba", + "Kumbakonam", + "Kumbo", + "Kumertau", + "Kumi", + "Kumo", + "Kundian", + "Kundiawa", + "Kungur", + "Kunming", + "Kununurra", + "Kuopio", + "Kupang", + "Kupina", + "Kupyansk", + "Kuqa", + "Kure", + "Kurgan", + "Kurnool", + "Kursk", + "Kurtamysh", + "Kuruman", + "Kushiro", + "Kuta", + "Kutahya", + "Kutaisi", + "Kuujjuaq", + "Kuujjuarapik", + "Kuwait", + "Kuybyshevskiy", + "Kuznetsk", + "Kwekwe", + "Kwinana", + "Kyakhta", + "Kyaukphyu", + "Kyoto", + "Kyrenia", + "Kyshtym", + "Kyustendil", + "Kyzyl", + "L'Aquila", + "L'Ariana", + "La Asuncion", + "La Barca", + "La Ceiba", + "La Coruea", + "La Crosse", + "La Cruz", + "La Esmeralda", + "La Esperanza", + "La Grande", + "La Grange", + "La Libertad", + "La Ligua", + "La Oroya", + "La Palma", + "La Paloma", + "La Paz", + "La Plata", + "La Rioja", + "La Rochelle", + "La Romana", + "La Ronge", + "La Sarre", + "La Scie", + "La Serena", + "La Union", + "La Vega", + "La Victoria", + "Laascaanood", + "Laayoune", + "Labasa", + "Labe", + "Labinsk", + "Labrador City", + "Labutta", + "Lac La Biche", + "Ladysmith", + "Lae", + "Lafayette", + "Lafia", + "Laghouat", + "Lagos", + "Lagos De Moreno", + "Laguna", + "Lagunas", + "Lahad Datu", + "Lahat", + "Lahij", + "Lahore", + "Lahti", + "Lai", + "Laiwu", + "Laiyang", + "Lajes", + "Lake Charles", + "Lake City", + "Lake Havasu City", + "Lake Louise", + "Lake Minchumina", + "Lakeville", + "Lalitpur", + "Lamar", + "Lamas", + "Lambarene", + "Lamia", + "Lampang", + "Lamphun", + "Lamu", + "Lancaster", + "Lander", + "Lang Son", + "Langfang", + "Langsa", + "Langzhong", + "Lankaran", + "Lansdowne House", + "Lansing", + "Lanxi", + "Lanzhou", + "Lao Chi", + "Laoag", + "Lapa", + "Lappeenranta", + "Larache", + "Laramie", + "Laranjal Do Jari", + "Laredo", + "Larissa", + "Larkana", + "Larnaka", + "Laryak", + "Las Cruces", + "Las Heras", + "Las Lajas", + "Las Lomitas", + "Las Palmas", + "Las Plumas", + "Las Tablas", + "Las Tunas", + "Las Vegas", + "Lascano", + "Lashkar Gah", + "Lata", + "Latacunga", + "Latur", + "Launceston", + "Laurel", + "Lausanne", + "Lautoka", + "Laverton", + "Lavras", + "Lavrentiya", + "Lawrence", + "Lawton", + "Lazaro Cardenas", + "Ldderitz", + "Lddz", + "Le Havre", + "Le Mans", + "Lead", + "Lebowakgomo", + "Lebu", + "Lecce", + "Leeds", + "Leesburg", + "Leeton", + "Leeuwarden", + "Legazpi", + "Lehututu", + "Leicester", + "Leikanger", + "Leipzig", + "Leiria", + "Lemosos", + "Lemsid", + "Lenger", + "Leninobod", + "Leninogorsk", + "Leninsk Kuznetsky", + "Lensk", + "Leo", + "Leon", + "Leonara", + "Leopoldina", + "Lerwick", + "Les Cayes", + "Leshan", + "Lesosibirsk", + "Lesozavodsk", + "Lethbridge", + "Lethem", + "Leticia", + "Letpadan", + "Levin", + "Lewiston", + "Lexington", + "Lezhe", + "Lgov", + "Lhasa", + "Lhokseumawe", + "Lianxian", + "Lianyungang", + "Liaocheng", + "Liaoyang", + "Liaoyuan", + "Libenge", + "Liberec", + "Liberia", + "Libertador General San Martin", + "Librazhd", + "Libreville", + "Lichinga", + "Lida", + "Liege", + "Liepaga", + "Liestal", + "Ligonha", + "Lihue", + "Lijiang", + "Likasi", + "Lille", + "Lillehammer", + "Lillooet", + "Lilongwe", + "Lima", + "Limbe", + "Limeira", + "Limerick", + "Limoges", + "Linares", + "Linchuan", + "Lincoln", + "Linden", + "Lindi", + "Linfen", + "Lingyuan", + "Linhai", + "Linhares", + "Linjiang", + "Linknping", + "Linkou", + "Linqing", + "Linxi", + "Linxia", + "Linyi", + "Linz", + "Lipetsk", + "Lira", + "Lisala", + "Lisbon", + "Lisburn", + "Lishui", + "Lismore", + "Lithgow", + "Little Current", + "Little Rock", + "Liuhe", + "Liuzhou", + "Liverpool", + "Livingston", + "Livingstone", + "Livny", + "Livorno", + "Ljubljana", + "Llallagua", + "Llica", + "Lobamba", + "Lobatse", + "Lobito", + "Lobos", + "Lodja", + "Lodwar", + "Loei", + "Logan", + "Logashkino", + "Logrono", + "Loikaw", + "Loja", + "Lokhwabe", + "Lokoja", + "Lokossa", + "Lome", + "Loncoche", + "London", + "Londonderry", + "Londrina", + "Long Beach", + "Long Xuyen", + "Longjiang", + "Longreach", + "Longview", + "Longxi", + "Longyan", + "Longyearbyen", + "Lonquimay", + "Lop Buri", + "Lorca", + "Lorengau", + "Loreto", + "Lorica", + "Lorient", + "Los Alamos", + "Los Andes", + "Los Angeles", + "Los Blancos", + "Los Lagos", + "Los Mochis", + "Los Teques", + "Lota", + "Louang Namtha", + "Louangphrabang", + "Loubomo", + "Louga", + "Louisville", + "Lovec", + "Lowell", + "Lower Hutt", + "Luan", + "Luan Chau", + "Luanda", + "Luangwa", + "Luanshya", + "Luanza", + "Luau", + "Luba", + "Lubango", + "Lubao", + "Lubbock", + "Lubeck", + "Lublin", + "Lubumbashi", + "Lubutu", + "Lucapa", + "Lucea", + "Lucknow", + "Ludhiana", + "Luebo", + "Luena", + "Lufkin", + "Luga", + "Lugano", + "Luganville", + "Luhansk", + "Luiana", + "Lujan", + "Lukulu", + "Luleburgaz", + "Lulen", + "Lumbala Nguimbo", + "Lumberton", + "Lumphat", + "Lundazi", + "Luohe", + "Luoyang", + "Lupanshui", + "Lusaka", + "Lusambo", + "Lusanga", + "Lushnje", + "Luton", + "Lutselke", + "Lutsk", + "Luuq", + "Luwuk", + "Luxembourg", + "Luxor", + "Luzern", + "Luzhou", + "Lvov", + "Lynchburg", + "Lynn Lake", + "Lyon", + "Lysychansk", + "M'Sila", + "Ma'An", + "Maanshan", + "Maastricht", + "Mabaruma", + "Macae", + "Macap-", + "Macara", + "Macas", + "Macau", + "Maceio", + "Macenta", + "Machakos", + "Machala", + "Macheng", + "Machilipatnam", + "Machinga", + "Machiques", + "Macia", + "Mackay", + "Macon", + "Madang", + "Madaoua", + "Madinat Ath Thawrah", + "Madingou", + "Madison", + "Madisonville", + "Madiun", + "Madrid", + "Madurai", + "Mae Hong Son", + "Mae Sot", + "Maebashi", + "Mafetang", + "Magadan", + "Magangue", + "Magdagachi", + "Magdalena", + "Magdeburg", + "Magelang", + "Magnitogorsk", + "Magong", + "Magta Lajar", + "Magway", + "Maha Sarakham", + "Mahabad", + "Mahajanga", + "Mahalapye", + "Mahdia", + "Mahilyow", + "Mahmud-E Eraqi", + "Maiduguri", + "Maintirano", + "Mainz", + "Maiquetia", + "Maitland", + "Maitri Station", + "Maizuru", + "Majene", + "Majuro", + "Makale", + "Makamba", + "Makarov", + "Makeni", + "Makhachkala", + "Makhambet", + "Makinsk", + "Makiyivka", + "Makkah", + "Makokou", + "Makoua", + "Makurdi", + "Malabo", + "Malacca", + "Maladzyechna", + "Malaga", + "Malakal", + "Malang", + "Malanje", + "Malargue", + "Malatya", + "Malayer", + "Maldonado", + "Male", + "Malegaon", + "Mali", + "Malindi", + "Mallawi", + "Malmn", + "Maltah1He", + "Mamou", + "Man", + "Manacapuru", + "Manado", + "Managua", + "Manama", + "Mananjary", + "Manaus", + "Manbij", + "Manchester", + "Mandalay", + "Mandalgovi", + "Mandali", + "Mandera", + "Mandeville", + "Mandritsara", + "Mandurah", + "Mandya", + "Manga", + "Mangai", + "Mangalore", + "Mango", + "Mangochi", + "Mangyshlak", + "Manhattan", + "Manica", + "Manicore", + "Manila", + "Manily", + "Manisa", + "Manizales", + "Manja", + "Manjimup", + "Mankato", + "Mannheim", + "Manokwari", + "Manono", + "Manpo", + "Mansa", + "Mansa Konko", + "Mansehra", + "Mansfield", + "Manta", + "Manukau", + "Manyoni", + "Manzanillo", + "Manzhouli", + "Manzini", + "Mao", + "Maoming", + "Mapai", + "Maputo", + "Maqat", + "Mar De Ajo", + "Mar Del Plata", + "Maraba", + "Maracaibo", + "Maracaju", + "Maracay", + "Maradah", + "Maradi", + "Maragheh", + "Maralal", + "Marambio Station", + "Marathon", + "Marbella", + "Mardan", + "Mardin", + "Maria Elena", + "Marib", + "Maribor", + "Maridi", + "Mariehamn", + "Mariental", + "Mariestad", + "Marietta", + "Mariinsk", + "Marilia", + "Marinette", + "Maringa", + "Marion", + "Mariscal Estigarribia", + "Mariupol", + "Marka", + "Markala", + "Maroantsetra", + "Maroua", + "Marovoay", + "Marquette", + "Marrakesh", + "Marrupa", + "Marsabit", + "Marsala", + "Marseille", + "Martapura", + "Marv Dasht", + "Mary", + "Maryborough", + "Marzuq", + "Masaka", + "Masasi", + "Masaya", + "Mascara", + "Maseru", + "Mashhad", + "Masindi", + "Masindi-Port", + "Masjed Soleyman", + "Mason City", + "Massangena", + "Massawa", + "Masterton", + "Masvingo", + "Matadi", + "Matagalpa", + "Matagami", + "Matamoros", + "Matanzas", + "Matara", + "Mataram", + "Mataro", + "Matehuala", + "Mathura", + "Mato Grosso", + "Matochkin Shar", + "Matola", + "Matruh", + "Matsue", + "Matsumoto", + "Matsuyama", + "Maturin", + "Maues", + "Maumere", + "Maun", + "Mavinga", + "Mawlamyine", + "Mawson Station", + "Maxixe", + "May Pen", + "Mayaguez", + "Mayda Shahr", + "Maydh", + "Maykop", + "Mayumba", + "Mazabuka", + "Mazar-E Sharif", + "Mazatenango", + "Mazatlan", + "Mazatltn", + "Mazowe", + "Mazyr", + "Mbabane", + "Mbaiki", + "Mbala", + "Mbale", + "Mbalmayo", + "Mbamba Bay", + "Mbandaka", + "Mbanza-Congo", + "Mbanza-Ngungu", + "Mbarara", + "Mbe", + "Mbeya", + "Mbombela", + "Mbuji-Mayi", + "Mbulu", + "Mcalester", + "Mcallen", + "Mccook", + "Mcgrath", + "Mchinji", + "Mcminns Lagoon", + "Mcmurdo Station", + "Meadow Lake", + "Meander River", + "Medan", + "Medani", + "Medea", + "Medellin", + "Medenine", + "Medford", + "Medicine Hat", + "Medina", + "Medinipur", + "Mednogorsk", + "Meekatharra", + "Meerut", + "Megion", + "Mehtar Lam", + "Meiganga", + "Meizhou", + "Mejillones", + "Mekambo", + "Mekele", + "Meknes", + "Mekoryuk", + "Melbourne", + "Melekeok", + "Melilla", + "Melitopol", + "Melo", + "Melton", + "Melun", + "Melut", + "Melville", + "Memphis", + "Menaka", + "Mendefera", + "Mendi", + "Mendocino", + "Mendoza", + "Mengzi", + "Meningie", + "Menkere", + "Menongue", + "Merauke", + "Merced", + "Mercedes", + "Mereeg", + "Merida", + "Meridian", + "Merimbula", + "Merowe", + "Merredin", + "Meru", + "Mesa", + "Messina", + "Metairie", + "Metz", + "Mexicali", + "Mexico City", + "Meymaneh", + "Mezen", + "Miahuatlan", + "Miami", + "Miami Beach", + "Miandrivazo", + "Mianyang", + "Miaoli", + "Miass", + "Michurinsk", + "Middelburg", + "Middlesbrough", + "Midland", + "Miercurea Cuic", + "Mikhalkino", + "Mikhaylova", + "Mikhaylovka", + "Mikkeli", + "Mikumi", + "Milagro", + "Milan", + "Mildura", + "Miles City", + "Millerovo", + "Milwaukee", + "Minas", + "Minatitlan", + "Mindelo", + "Mineiros", + "Mingan", + "Minna", + "Minneapolis", + "Minot", + "Minsk", + "Minxian", + "Miracema", + "Mirbat", + "Miri", + "Mirny Station", + "Mirnyy", + "Mirput Khas", + "Mirzapur", + "Mishan", + "Miskolc", + "Misratah", + "Missoula", + "Mistassini", + "Mitchell", + "Mitilini", + "Mitla", + "Mito", + "Mitu", + "Mityana", + "Mitzik", + "Miyazaki", + "Mizdah", + "Mkokotoni", + "Mmabatho", + "Mo I Rana", + "Moab", + "Moanda", + "Moatize", + "Moba", + "Mobaye", + "Mobile", + "Mobridge", + "Moca", + "Mocambique", + "Mochudi", + "Mocimboa", + "Mocoa", + "Mocuba", + "Modena", + "Modesto", + "Moengo", + "Mogadishu", + "Mogocha", + "Mohales Hoek", + "Mohembo", + "Mojokerto", + "Mokhotlong", + "Mokpo", + "Molde", + "Molepolole", + "Mollendo", + "Moloundou", + "Mombasa", + "Monaco", + "Monastir", + "Monchegorsk", + "Monclova", + "Moncton", + "Mongbwalu", + "Mongo", + "Mongomo", + "Mongu", + "Monroe", + "Monrovia", + "Mons", + "Monster", + "Mont-Laurier", + "Montana", + "Monte Cristi", + "Monte Plata", + "Monte Quemado", + "Montego Bay", + "Montemorelos", + "Montepuez", + "Monterey", + "Monteria", + "Montero", + "Monterrey", + "Montes Claros", + "Montevideo", + "Montgomery", + "Monticello", + "Montpelier", + "Montpellier", + "Montraal", + "Montrose", + "Monywa", + "Moorhead", + "Moose Jaw", + "Moosonee", + "Mopipi", + "Mopti", + "Moquegua", + "Moradabad", + "Moranbah", + "Moratuwa", + "Morawa", + "Moree", + "Morelia", + "Morgantown", + "Morioka", + "Morogoro", + "Morombe", + "Moron", + "Morondava", + "Moroni", + "Moroto", + "Morrinhos", + "Morshansk", + "Moscow", + "Moshi", + "Moss", + "Mossel Bay", + "Mossendjo", + "Mossoro", + "Mostaganem", + "Mostar", + "Mosul", + "Motul", + "Motupe", + "Mouila", + "Moundou", + "Mount Barker", + "Mount Gambier", + "Mount Isa", + "Mount Magnet", + "Mountain Village", + "Moyale", + "Moyeni", + "Moyo", + "Moyobamba", + "Mozdok", + "Mozhga", + "Mpanda", + "Mpigi", + "Mpika", + "Mpwapwa", + "Mt. Hagen", + "Mt. Shasta", + "Mtsensk", + "Mtwara", + "Muar", + "Mubende", + "Mubi", + "Muconda", + "Mucusso", + "Mudangiang", + "Mudgee", + "Mudon", + "Mufulira", + "Mugla", + "Muglad", + "Muineachan", + "Muisne", + "Mukhomornoye", + "Mulanje", + "Mulhouse", + "Multan", + "Mumbai", + "Mumbwa", + "Munchon", + "Muncie", + "Mundybash", + "Munich", + "Muramvya", + "Murcia", + "Murfreesboro", + "Muriae", + "Murmansk", + "Murom", + "Muroran", + "Murray Bridge", + "Mus", + "Musan", + "Muscat", + "Mushie", + "Musina", + "Muskegon", + "Muskogee", + "Musoma", + "Muswellbrook", + "Mutare", + "Muyinga", + "Muynoq", + "Muzaffarnagar", + "Muzaffarpur", + "Mwanza", + "Mweka", + "Mwene-Ditu", + "Mwenga", + "Mwingi", + "Mwinilunga", + "My Tho", + "Myeik", + "Myingyan", + "Myitkyina", + "Mykolayiv", + "Mymensingh", + "Myrtle Beach", + "Mys Shmidta", + "Mysore", + "Mzimba", + "Mzuzu", + "Nabatiye Et Tahta", + "Naberezhnyye Chelny", + "Nabeul", + "Nabire", + "Nablus", + "Nacala", + "Nacaome", + "Nacogdoches", + "Nacozari Viejo", + "Nacunday", + "Nadym", + "Naga", + "Nagano", + "Nagaoka", + "Nagasaki", + "Nagchu", + "Nagele", + "Nagercoil", + "Nagoya", + "Nagpur", + "Nagua", + "Naha", + "Nain", + "Nairobi", + "Naivasha", + "Najran", + "Nakasongola", + "Nakhodka", + "Nakhon Nayok", + "Nakhon Pathom", + "Nakhon Phanom", + "Nakhon Ratchasima", + "Nakhon Sawan", + "Nakhon Si Thammarat", + "Nakuru", + "Naltchik", + "Nalut", + "Nam Dinh", + "Namanga", + "Namangan", + "Namibe", + "Nampo", + "Nampula", + "Namsos", + "Namtu", + "Namur", + "Nan", + "Nanaimo", + "Nancha", + "Nanchang", + "Nanchong", + "Nancy", + "Nanded", + "Nandi", + "Nandyal", + "Nangong", + "Nanjing", + "Nanning", + "Nanping", + "Nantes", + "Nantong", + "Nantou", + "Nanuque", + "Nanyang", + "Nanyuki", + "Napier", + "Naples", + "Nara", + "Narathiwat", + "Narayanganj", + "Narrabri", + "Narrogin", + "Narsarsuaq", + "Narva", + "Narvik", + "Naryan Mar", + "Naryn", + "Nasca", + "Nashville", + "Nasik", + "Nasir", + "Nassau", + "Nata", + "Natal", + "Natara", + "Natashquan", + "Natchez", + "National City", + "Natitingou", + "Nauta", + "Nautla", + "Navajoa", + "Navoi", + "Navsari", + "Nawabganj", + "Nawabshah", + "Naxcivan", + "Naypyidaw", + "Nazareth", + "Nazran", + "Nazret", + "Nazyvayevsk", + "Nchelenge", + "Ndalatando", + "Ndele", + "Ndende", + "Ndjamena", + "Ndola", + "Nebbi", + "Necochea", + "Needles", + "Neftekamsk", + "Nefteyugansk", + "Nehe", + "Neiafu", + "Neiba", + "Neijiang", + "Neiva", + "Nekemte", + "Nelidovo", + "Nellore", + "Nelson", + "Nelson House", + "Nema", + "Nenana", + "Nenjiang", + "Nepalganj", + "Nephi", + "Nerchinsk", + "Neryungri", + "Neuchatel", + "Neumayer Station Iii", + "Neuquen", + "Nevelsk", + "Nevers", + "Nevinnomyssk", + "Nevsehir", + "Nevyansk", + "New Albany", + "New Amsterdam", + "New Bedford", + "New Braunfels", + "New Delhi", + "New Glasgow", + "New Haven", + "New Iberia", + "New Liskeard", + "New London", + "New Orleans", + "New Plymouth", + "New Taipei", + "New York", + "Newark", + "Newcastle", + "Newcastle Waters", + "Newhalen", + "Newman", + "Newport", + "Neyshabur", + "Nezahualcoyotl", + "Ngaoundere", + "Ngara", + "Ngorongoro", + "Ngozi", + "Nguigmi", + "Nguru", + "Nha Trang", + "Niagara Falls", + "Niamey", + "Nice", + "Nicosia", + "Nicuadala", + "Nieuw Amsterdam", + "Nieuw Nickerie", + "Nigde", + "Niigata", + "Nikel", + "Nikolayevsk", + "Nikolayevsk Na Amure", + "Nikolski", + "Nikopol", + "Nimes", + "Nimule", + "Ninde", + "Ningan", + "Ningbo", + "Ninh Binh", + "Nioro Du Sahel", + "Nipigon", + "Niquelandia", + "Nis", + "Niteroi", + "Niyala", + "Nizamabad", + "Nizhenvartovsk", + "Nizhnekamsk", + "Nizhneudinsk", + "Nizhneyansk", + "Nizhny Novgorod", + "Nizhny Tagil", + "Nizhnyaya Tura", + "Nizhyn", + "Nizwa", + "Njombe", + "Nkawkaw", + "Nkhata Bay", + "Nkhotakota", + "Nkongsamba", + "Nogales", + "Noginsk", + "Nogliki", + "Nokaneng", + "Nola", + "Nome", + "Nong Khai", + "Nongan", + "Nonthaburi", + "Nord", + "Nordvik", + "Norfolk", + "Norilsk", + "Norman", + "Norman Wells", + "Nornberg", + "Norrkaping", + "Norseman", + "North Battleford", + "North Bay", + "North Platte", + "North Shore", + "Northam", + "Norway House", + "Norwich", + "Nottingham", + "Nouadhibou", + "Nouakchott", + "Noumea", + "Nouna", + "Nova Cruz", + "Nova Friburgo", + "Nova Iguacu", + "Nova Lima", + "Nova Vicosa", + "Novara", + "Novi Sad", + "Novo Airao", + "Novo Hamburgo", + "Novo Horizonte", + "Novoaltaysk", + "Novocherkassk", + "Novokuybishevsk", + "Novokuznetsk", + "Novolazarevskaya Station", + "Novomoskovsk", + "Novorossiysk", + "Novoshakhtinsk", + "Novosibirsk", + "Novotroitsk", + "Novozybkov", + "Novy Port", + "Novy Urengoy", + "Novyy Uoyin", + "Nowra", + "Noyabrsk", + "Nsanje", + "Nsukka", + "Ntcheu", + "Ntungamo", + "Nueva Gerona", + "Nueva Imperial", + "Nueva Ocotepeque", + "Nueva Rosita", + "Nueva San Salvador", + "Nueve De Julio", + "Nuevitas", + "Nuevo Casas Grandes", + "Nuevo Laredo", + "Nuevo Rocafuerte", + "Nukualofa", + "Nukus", + "Numan", + "Numto", + "Nuqui", + "Nusaybin", + "Nuuk", + "Nuussuaq", + "Nyac", + "Nyagan", + "Nyahanga", + "Nyanza", + "Nyeri", + "Nyimba", + "Nyingchi", + "Nyiregyhaza", + "Nykoping", + "Nyukzha", + "Nyunzu", + "Nzega", + "Nzerekore", + "Nzeto", + "Oak Ridge", + "Oakland", + "Oamaru", + "Oatlands", + "Oaxaca", + "Ob", + "Oban", + "Obando", + "Obidos", + "Obihiro", + "Obluchye", + "Obninsk", + "Obo", + "Obock", + "Obuasi", + "Ocala", + "Ocana", + "Oceanside", + "Ocotal", + "Ocumare Del Tuy", + "Odense", + "Odessa", + "Odienne", + "Ogbomosho", + "Ogden", + "Oguz", + "Oita", + "Ojinaga", + "Okahandja", + "Okandja", + "Okara", + "Okayama", + "Okha", + "Okhotsk", + "Oklahoma City", + "Oktyabrsk", + "Oktyabrskiy", + "Olavarria", + "Olbia", + "Oldeani", + "Oldenburg", + "Olenek", + "Olgiy", + "Olinda", + "Olmaliq", + "Olmos", + "Olomouc", + "Olongapo", + "Olovyannaya", + "Olsztyn", + "Olympia", + "Olyokminsk", + "Omagh", + "Omaha", + "Omaruru", + "Omboue", + "Omchak", + "Omdurman", + "Ometepec", + "Omolon", + "Omsk", + "Omsukchan", + "Omutninsk", + "Ondjiva", + "Ondo", + "Ondorhaan", + "Onega", + "Ongjin", + "Ongole", + "Ongwediva", + "Onitsha", + "Onslow", + "Ontario", + "Onverwacht", + "Oostanay", + "Opobo", + "Opole", + "Opuwo", + "Oradea", + "Oral", + "Oran", + "Orange", + "Orange Walk", + "Orangeburg", + "Orangeville", + "Oranjemund", + "Oranjestad", + "Orcadas Station", + "Ordu", + "Orekhovo-Zuevo", + "Orel", + "Orenburg", + "Orillia", + "Oriximina", + "Orizaba", + "Orlando", + "Orleans", + "Orlu", + "Ormac", + "Orocue", + "Orodara", + "Orongen Zizhiqi", + "Orsha", + "Orsk", + "Oruro", + "Osaka", + "Osakarovka", + "Osh", + "Oshawa", + "Oshikango", + "Oshkosh", + "Oshogbo", + "Osijek", + "Oskemen", + "Oslo", + "Osnabrtck", + "Osorio", + "Osorno", + "Ostrava", + "Otar", + "Otaru", + "Otavi", + "Otjiwarongo", + "Otradnyy", + "Otsu", + "Ottawa", + "Ottumwa", + "Oturkpo", + "Otuzco", + "Ouadda", + "Ouagadougou", + "Ouahigouya", + "Ouargla", + "Oudtshoorn", + "Ouesso", + "Ouezzane", + "Ouidah", + "Oujda", + "Oulu", + "Oum El Bouaghi", + "Oum Hadjer", + "Ourense", + "Ourinhos", + "Outjo", + "Ouyen", + "Ovalle", + "Oviedo", + "Owando", + "Owen Sound", + "Owensboro", + "Owerri", + "Owo", + "Oxford", + "Oxford House", + "Oyem", + "Oymyakon", + "Oyo", + "Oytal", + "Ozamis", + "Pa-An", + "Paamiut", + "Paarl", + "Pabna", + "Pacasmayo", + "Pachuca", + "Padang", + "Padangpanjang", + "Padangsidempuan", + "Padilla", + "Paducah", + "Pagadian", + "Pago Pago", + "Paita", + "Pakalongan", + "Pakhachi", + "Pakokku", + "Pakwach", + "Pakxe", + "Pala", + "Palana", + "Palangkaraya", + "Palapye", + "Palatka", + "Palembang", + "Palermo", + "Pali", + "Palikir", + "Pallasovka", + "Pallisa", + "Palm Coast", + "Palm Springs", + "Palma", + "Palma Soriano", + "Palmas", + "Palmeira Dos Indios", + "Palmer", + "Palmer Station", + "Palmerston North", + "Palopo", + "Palu", + "Pampa Del Infierno", + "Pamplona", + "Panaji", + "Panama City", + "Panda", + "Panevetys", + "Pangkalpinang", + "Pangnirtung", + "Panipat", + "Pannawonica", + "Panshi", + "Panuco", + "Panzhihua", + "Papasquiaro", + "Papeete", + "Paphos", + "Paracatu", + "Parachinar", + "Paracuru", + "Paragominas", + "Paragould", + "Paraguari", + "Paraiso", + "Parakou", + "Paramaribo", + "Parana", + "Paranagua", + "Paranaiba", + "Paraparaumu", + "Parbhani", + "Pardubice", + "Parepare", + "Parintins", + "Paris", + "Parkersburg", + "Parkes", + "Parma", + "Parnaiba", + "Parnu", + "Paro", + "Parowan", + "Parras", + "Parry Sound", + "Partizansk", + "Pasadena", + "Pasay City", + "Paso De Los Toros", + "Paso Rio Mayo", + "Paso Robles", + "Passau", + "Passo Fundo", + "Passos", + "Pasto", + "Pasuruan", + "Paterson", + "Pathankot", + "Pathein", + "Pathum Thani", + "Pati", + "Patiala", + "Pativilca", + "Patna", + "Patos", + "Patra", + "Pattani", + "Paulatuk", + "Paulo Afonso", + "Pavlodar", + "Paysandu", + "Peace River", + "Pec", + "Pechora", + "Pecos", + "Pecs", + "Pedernales", + "Pedreiras", + "Pedro Juan Caballero", + "Pedro Luro", + "Pekanbaru", + "Pelotas", + "Pematangsiantar", + "Pemba", + "Pembroke", + "Penapolis", + "Pendleton", + "Penedo", + "Penola", + "Penonome", + "Pensacola", + "Penticton", + "Penza", + "Penzance", + "Peoria", + "Perabumulih", + "Peregrebnoye", + "Pereira", + "Pergamino", + "Perito Moreno", + "Perm", + "Permet", + "Pernik", + "Perpignan", + "Perryville", + "Perth", + "Perugia", + "Pervouralsk", + "Pescara", + "Peshawar", + "Peshkopi", + "Petatlan", + "Peter I Island", + "Peterborough", + "Petersburg", + "Peto", + "Petoskey", + "Petrolina", + "Petropavlovsk", + "Petropavlovsk Kamchatskiy", + "Petropolis", + "Petrovsk Zabaykalskiy", + "Petrozavodsk", + "Pevek", + "Phan Rang", + "Phan Thiet", + "Phangnga", + "Phatthalung", + "Phayao", + "Phetchabun", + "Phetchaburi", + "Phichit", + "Philadelphia", + "Phitsanulok", + "Phnom Penh", + "Phnum Tbeng Meanchey", + "Phoenix", + "Phongsali", + "Phrae", + "Phuket", + "Phyarpon", + "Piatra-Neamt", + "Pichilemu", + "Picos", + "Picton", + "Piedras Negras", + "Pierre", + "Pietermaritzburg", + "Piggs Peak", + "Pijijiapan", + "Pilar", + "Pilibhit", + "Pilot Point", + "Pimenta Bueno", + "Pimentel", + "Pinar Del Rio", + "Pinas", + "Pindamonhangaba", + "Pine Bluff", + "Pine Creek", + "Pingdingshan", + "Pingdu", + "Pingliang", + "Pingtung", + "Pingxiang", + "Pingyi", + "Pingzhen", + "Pinheiro", + "Pinrang", + "Pinsk", + "Piracicaba", + "Piraiavs", + "Pirapora", + "Pirassununga", + "Pires Do Rio", + "Pirgos", + "Piripiri", + "Pisa", + "Pisco", + "Piso Firme", + "Pita", + "Pitesti", + "Pittsburgh", + "Pittsfield", + "Piura", + "Pizen", + "Placetas", + "Plast", + "Plattsburg", + "Play Ku", + "Plesund", + "Pleven", + "Ploiesti", + "Plovdiv", + "Plumtree", + "Plymouth", + "Po", + "Pocatello", + "Pochutla", + "Pocos De Caldas", + "Podgorica", + "Podkamennaya", + "Podolsk", + "Poffader", + "Pogradec", + "Pohang", + "Point Hope", + "Pointe-A-Pitre", + "Pointe-Noire", + "Poitier", + "Pokhara", + "Pokrovsk", + "Pol-E Khomri", + "Polatli", + "Polatsk", + "Polevskoy", + "Polokwane", + "Polson", + "Poltava", + "Polyarnyy", + "Polygyros", + "Ponca City", + "Ponce", + "Pond Inlet", + "Pondicherry", + "Ponta Delgada", + "Ponta Grossa", + "Ponta Pora", + "Ponte Nova", + "Pontes E Lacerda", + "Pontiac", + "Pontianak", + "Popayan", + "Poplar Bluff", + "Popondetta", + "Porbandar", + "Pori", + "Porirua", + "Porlamar", + "Poronaysk", + "Port Alfred", + "Port Antonio", + "Port Arthur", + "Port Augusta", + "Port Blair", + "Port Burwell", + "Port Charlotte", + "Port Denison", + "Port Douglas", + "Port Elizabeth", + "Port Harcourt", + "Port Hardy", + "Port Hedland", + "Port Heiden", + "Port Hope Simpson", + "Port Lavaca", + "Port Lincoln", + "Port Louis", + "Port Macquarie", + "Port Maria", + "Port Morant", + "Port Moresby", + "Port Pirie", + "Port Shepstone", + "Port St. Johns", + "Port Sudan", + "Port Vila", + "Port-Au-Prince", + "Port-De-Paix", + "Port-Gentil", + "Port-Menier", + "Port-Of-Spain", + "Portachuelo", + "Portalegre", + "Portel", + "Portimao", + "Portland", + "Porto", + "Porto Alegre", + "Porto Nacional", + "Porto Santana", + "Porto Seguro", + "Porto Uniao", + "Porto Velho", + "Porto-Novo", + "Portoviejo", + "Portsmouth", + "Porvoo", + "Posadas", + "Poso", + "Potchefstroom", + "Potenza", + "Poti", + "Potiskum", + "Potosi", + "Potsdam", + "Poughkeepsie", + "Pouso Alegre", + "Powell", + "Powell River", + "Poza Rica De Hidalgo", + "Poznan", + "Pozo Almonte", + "Pozo Colorado", + "Prachin Buri", + "Prachuap Khiri Khan", + "Prague", + "Praia", + "Praya", + "Prescott", + "Presidencia Roque Saenz Pena", + "Presidente Dutra", + "Presidente Prudente", + "Presov", + "Presque Isle", + "Pretoria", + "Prey Veng", + "Prhus", + "Price", + "Prieska", + "Prijedor", + "Prince Albert", + "Prince George", + "Prince Rupert", + "Principe Da Beira", + "Pristina", + "Prizren", + "Prnskaldsvik", + "Probolinggo", + "Proddatur", + "Progreso", + "Progress", + "Prokopyevsk", + "Proserpine", + "Providence", + "Provideniya", + "Provo", + "Prudhoe Bay", + "Psafjareur", + "Pskov", + "Puca Urco", + "Pucallpa", + "Puch'On", + "Puebla", + "Pueblo", + "Puerto Acosta", + "Puerto Aisen", + "Puerto Armuelles", + "Puerto Ayacucho", + "Puerto Baquerizo Moreno", + "Puerto Barrios", + "Puerto Berrio", + "Puerto Cabello", + "Puerto Cabezas", + "Puerto Carreno", + "Puerto Deseado", + "Puerto Escondido", + "Puerto Heath", + "Puerto La Cruz", + "Puerto Lempira", + "Puerto Limon", + "Puerto Lopez", + "Puerto Madryn", + "Puerto Maldonado", + "Puerto Montt", + "Puerto Natales", + "Puerto Pinasco", + "Puerto Plata", + "Puerto Princesa", + "Puerto Quijarro", + "Puerto San Julian", + "Puerto Suarez", + "Puerto Vallarta", + "Puerto Varas", + "Puerto Villamil", + "Puerto Villarroel", + "Puerto Williams", + "Pugachev", + "Pukatawagan", + "Puke", + "Pukekohe", + "Pula", + "Punakha", + "Punata", + "Pune", + "Puno", + "Punta Alta", + "Punta Arenas", + "Punta Del Este", + "Punta Gorda", + "Punta Prieta", + "Puntarenas", + "Punto Fijo", + "Puqi", + "Puquio", + "Puri", + "Purnia", + "Pursat", + "Put Lenina", + "Putian", + "Putina", + "Putrajaya", + "Puttalan", + "Puyang", + "Puyo", + "Puzi", + "Pyatigorsk", + "Pyay", + "Pyongsan", + "Pyongyang", + "Pyu", + "Qaanaaq", + "Qabala", + "Qacha'S Nek", + "Qairouan", + "Qal At Bishah", + "Qal Eh-Ye Now", + "Qalat", + "Qaminis", + "Qapshaghay", + "Qaqortoq", + "Qaraghandy", + "Qaratau", + "Qarazhal", + "Qardho", + "Qarqaraly", + "Qarshi", + "Qasigiannguit", + "Qasr Farafra", + "Qasr-E Shirin", + "Qasserine", + "Qazaly", + "Qazvin", + "Qena", + "Qeqertasuaq", + "Qingan", + "Qingdao", + "Qinggang", + "Qingyuan", + "Qinhuangdao", + "Qinzhou", + "Qiqihar", + "Qitaihe", + "Qom", + "Qomsheh", + "Qoqon", + "Quang Ngai", + "Quang Tri", + "Quanzhou", + "Quarai", + "Quchan", + "Queanbeyan", + "Queenstown", + "Quelimane", + "Quellon", + "Queretaro", + "Quesada", + "Quesnel", + "Quetta", + "Quetzaltenango", + "Quezon City", + "Qui Nhon", + "Quibala", + "Quibdo", + "Quiemo", + "Quillacollo", + "Quillota", + "Quilpie", + "Quime", + "Quincy", + "Quinhagak", + "Quipungo", + "Quirihue", + "Quissico", + "Quito", + "Quixada", + "Qulan", + "Qulsary", + "Qumbec", + "Qunghirot", + "Qurghonteppa", + "Qusmuryn", + "Quzhou", + "Qyzylorda", + "Raba", + "Rabat", + "Rabaul", + "Rach Gia", + "Racine", + "Radisson", + "Rafaela", + "Rafha", + "Ragusa", + "Rahim Yar Khan", + "Raichur", + "Raipur", + "Rajahmundry", + "Rajapalaiyam", + "Rajbiraj", + "Rajkot", + "Rajshahi", + "Raleigh", + "Ramallah", + "Ramechhap", + "Ramla", + "Rampur", + "Rancagua", + "Ranchi", + "Rangoon", + "Rangpur", + "Rankin Inlet", + "Ranong", + "Raoul Island Station", + "Rapid City", + "Ras Al Khaymah", + "Rashid", + "Rasht", + "Ratchaburi", + "Ratlam", + "Ratnapura", + "Raton", + "Raub", + "Raurkela", + "Ravenna", + "Ravensthorpe", + "Rawalpindi", + "Rawlins", + "Rawson", + "Rayevskiy", + "Rayong", + "Razgrad", + "Reading", + "Recife", + "Reconquista", + "Red Deer", + "Red Devil", + "Red Lake", + "Redding", + "Regensburg", + "Reggane", + "Reggio Di Calabria", + "Regina", + "Registro", + "Rehoboth", + "Reims", + "Remanso", + "Rennes", + "Reno", + "Reo", + "Repulse Bay", + "Requena", + "Resistencia", + "Resita", + "Resolute", + "Retalhuleu", + "Revelstoke", + "Reyes", + "Reykjav K", + "Reynosa", + "Rezekne", + "Rhinelander", + "Ribeirao Preto", + "Riberalta", + "Richfield", + "Richland", + "Richmond", + "Rida", + "Ridder", + "Riga", + "Rigolet", + "Rijeka", + "Rimnicu Vilcea", + "Rimouski", + "Rinconada", + "Rio Branco", + "Rio Bueno", + "Rio Claro", + "Rio Colorado", + "Rio Cuarto", + "Rio De Janeiro", + "Rio Gallegos", + "Rio Grande", + "Rio Largo", + "Rio Negro", + "Rio Tercero", + "Rio Verde", + "Riobamba", + "Riohacha", + "Rivas", + "Rivera", + "Rivercess", + "Riverside", + "Riverton", + "Riviere-Du-Loup", + "Rivne", + "Riyadh", + "Rize", + "Rizhao", + "Roanne", + "Roanoke", + "Roatan", + "Robertsport", + "Robore", + "Rocha", + "Rochester", + "Rock Hill", + "Rock Island", + "Rockford", + "Rockhampton", + "Rocky Mount", + "Rodeo", + "Rodos", + "Roebourne", + "Rohtak", + "Roi Et", + "Rolim De Moura", + "Roma", + "Rome", + "Rondonopolis", + "Rongzhag", + "Rorvik", + "Ros Comain", + "Rosario", + "Rosario Do Sul", + "Roseau", + "Roseburg", + "Rosenheim", + "Roskilde", + "Roslavl", + "Rosso", + "Rostock", + "Rostov", + "Roswell", + "Rothera Station", + "Rotorua", + "Rotterdam", + "Rouen", + "Roura", + "Rouyn-Noranda", + "Rovaniemi", + "Roxas", + "Rreshen", + "Rubtsovsk", + "Rudny", + "Ruhengeri", + "Rumbek", + "Rundu", + "Rurrenabaque", + "Rusanovo", + "Ruse", + "Russas", + "Rustavi", + "Rustenburg", + "Rutana", + "Ruteng", + "Ruyigi", + "Ruzayevka", + "Ryazan", + "Rybinsk", + "Rzeszow", + "Rzhev", + "Saarbrucken", + "Sabanalarga", + "Sabaneta", + "Sabaya", + "Sabha", + "Sabinas Hidalgo", + "Sabzewar", + "Sacramento", + "Sadah", + "Sadiqabad", + "Safford", + "Safi", + "Safonovo", + "Sagaing", + "Sagar", + "Sagastyr", + "Saginaw", + "Sagua La Grande", + "Saharanpur", + "Sahiwal", + "Saida", + "Saidpur", + "Saidu", + "Saint Gallen", + "Saint George'S", + "Saint John", + "Saint John'S", + "Saint-Etienne", + "Saint-Georges", + "Saint-Laurent-Du-Maroni", + "Saint-Louis", + "Sakakah", + "Sakarya", + "Sakata", + "Sakhon Nakhon", + "Saki", + "Salalah", + "Salama", + "Salamanca", + "Salatiga", + "Salavat", + "Salaverry", + "Salcedo", + "Saldanha", + "Sale", + "Salekhard", + "Salem", + "Salerno", + "Salgotarjan", + "Salgueiro", + "Salima", + "Salina", + "Salina Cruz", + "Salinas", + "Salinopolis", + "Salisbury", + "Salluit", + "Salmon", + "Salsk", + "Salt Lake City", + "Salta", + "Saltillo", + "Salto", + "Salum", + "Salvador", + "Salyan", + "Salzburg", + "Samaipata", + "Samalut", + "Samana", + "Samandagi", + "Samara", + "Samarinda", + "Samarqand", + "Samarra", + "Sambalpur", + "Sambava", + "Same", + "Sampit", + "Samsun", + "Samut Prakan", + "Samut Sakhon", + "Samut Songkhram", + "San", + "San Andres", + "San Angelo", + "San Antonio", + "San Antonio De Los Banos", + "San Antonio De Los Cobres", + "San Antonio Oeste", + "San Bernardino", + "San Bernardo", + "San Borja", + "San Carlos", + "San Carlos De Bariloche", + "San Carlos Del Zulia", + "San Cristobal", + "San Cristobal De Las Casas", + "San Diego", + "San Felipe", + "San Fernando", + "San Fernando De Apure", + "San Francisco", + "San Francisco De Macoris", + "San Francisco Gotera", + "San Gabriel", + "San Ignacio", + "San Javier", + "San Jose", + "San Jose De Mayo", + "San Jose Del Guaviare", + "San Juan", + "San Juan Bautista", + "San Juan De Los Morros", + "San Juan De Nicaragua", + "San Juan Del Rio", + "San Juan Del Sur", + "San Justo", + "San Lorenzo", + "San Luis", + "San Luis Obispo", + "San Luis Potosi", + "San Marcos", + "San Marino", + "San Martin", + "San Martin Station", + "San Mateo", + "San Matias", + "San Miguel", + "San Nicolas", + "San Pablo", + "San Pedro", + "San Pedro De Las Colonias", + "San Pedro De Macoris", + "San Pedro Sula", + "San Quintin", + "San Rafael", + "San Ramon", + "San Ramon De La Nueva Oran", + "San Salvador", + "San Salvador De Jujuy", + "San Sebastiln", + "San Vicente", + "San Vicente Del Caguan", + "San-Pedro", + "Sanaa", + "Sanandaj", + "Sancti Spiritus", + "Sand Point", + "Sandakan", + "Sandnes", + "Sandspit", + "Sanford", + "Sangar", + "Sangli", + "Sangolqui", + "Sanliurfa", + "Sanming", + "Sanniquellie", + "Santa Ana", + "Santa Barbara", + "Santa Clara", + "Santa Cruz", + "Santa Cruz Cabralia", + "Santa Cruz De Tenerife", + "Santa Cruz Del Quiche", + "Santa Cruz Do Sul", + "Santa Fe", + "Santa Ines", + "Santa Lucia", + "Santa Maria", + "Santa Maria Da Vitoria", + "Santa Marta", + "Santa Rita", + "Santa Rosa", + "Santa Rosa De Copan", + "Santa Rosalia", + "Santa Vitoria Do Palmar", + "Santana Do Livramento", + "Santander", + "Santarem", + "Santiago", + "Santiago De Compostela", + "Santiago De Cuba", + "Santiago Del Estero", + "Santiago Ixcuintla", + "Santiago Tuxtla", + "Santo Andre", + "Santo Angelo", + "Santo Antonio", + "Santo Domingo", + "Santo Tomas", + "Santos", + "Sanya", + "Sao Borja", + "Sao Cabriel Da Cachoeira", + "Sao Carlos", + "Sao Francisco Do Sul", + "Sao Gabriel", + "Sao Joao Da Boa Vista", + "Sao Joao Del Rei", + "Sao Jose De Ribamar", + "Sao Jose Do Rio Preto", + "Sao Jose Dos Campos", + "Sao Jose Dos Pinhais", + "Sao Lourenco Do Sul", + "Sao Luiz Gonzaga", + "Sao Mateus", + "Sao Paulo", + "Sao Tome", + "Sapele", + "Sapouy", + "Sapporo", + "Saraburi", + "Sarajevo", + "Sarande", + "Saranpaul", + "Saransk", + "Sarapul", + "Sarasota", + "Saratoga Springs", + "Saratov", + "Saravan", + "Sargodha", + "Sarh", + "Sari", + "Sariwon", + "Sarmiento", + "Sarnen", + "Sarnia", + "Sarqan", + "Saryshaghan", + "Sasebo", + "Saskatoon", + "Saskylakh", + "Sasovo", + "Sassandra", + "Sassari", + "Satadougou", + "Satipo", + "Satu Mare", + "Satun", + "Sault Ste. Marie", + "Saurimo", + "Sauulrkrdkur", + "Savanna-La-Mar", + "Savannah", + "Savannakhet", + "Saveh", + "Savetskaya Gavan", + "Savissivik", + "Savonlinna", + "Sawahlunto", + "Sayanogorsk", + "Sayhut", + "Saywun", + "Scarborough", + "Schaffhausen", + "Schefferville", + "Schenectady", + "Schwerin", + "Schwyz", + "Scone", + "Scott Base", + "Scottsbluff", + "Scottsdale", + "Scranton", + "Sdid Bouzid", + "Sdo Lu1S", + "Seattle", + "Sebba", + "Sechura", + "Sefra", + "Segezha", + "Segou", + "Seguela", + "Sekondi", + "Selawik", + "Selfoss", + "Selibaby", + "Selkirk", + "Selma", + "Semarang", + "Sembe", + "Semey", + "Semnan", + "Sena Madureira", + "Senanga", + "Sendai", + "Senhor Do Bonfim", + "Senmonorom", + "Sennar", + "Sensuntepeque", + "Seoul", + "Sept-Ales", + "Serang", + "Serdobsk", + "Serebryansk", + "Seremban", + "Seres", + "Sergiyev Posad", + "Serov", + "Serowe", + "Serpukhov", + "Serrinha", + "Sesheke", + "Sete Lagoas", + "Setif", + "Settat", + "Setubal", + "Sevastapol", + "Severnyy", + "Severo Kurilsk", + "Severobaykalsk", + "Severodvinsk", + "Severomorsk", + "Severouralsk", + "Seville", + "Seward", + "Seymour", + "Sfax", + "Sfintu-Gheorghe", + "Shache", + "Shadrinsk", + "Shah Alam", + "Shahhat", + "Shahjahanpur", + "Shahrisabz", + "Shahrud", + "Shakhty", + "Shalaurova", + "Shalqar", + "Shamattawa", + "Shamva", + "Shangdu", + "Shanghai", + "Shangqiu", + "Shangrao", + "Shangzhi", + "Shannon", + "Shantou", + "Shanxian", + "Shaoguan", + "Shaowu", + "Shaoxing", + "Shaoyang", + "Shar", + "Shar E Kord", + "Sharbaqty", + "Sharjah", + "Sharya", + "Shashemene", + "Shashi", + "Shawinigan", + "Shawnee", + "Shchekino", + "Shebekino", + "Sheberghan", + "Sheboygan", + "Sheffield", + "Sheikhu Pura", + "Shelburne", + "Shemonaikha", + "Shendi", + "Shenyeng", + "Shenzhen", + "Shepparton", + "Sherbrooke", + "Sherlovaya Gora", + "Sherman", + "Shibin El Kom", + "Shieli", + "Shihezi", + "Shijianzhuang", + "Shilka", + "Shillong", + "Shimanovsk", + "Shimoga", + "Shimonoseki", + "Shinyanga", + "Shira", + "Shiraz", + "Shishmaref", + "Shishou", + "Shiyan", + "Shizuishan", + "Shizuoka", + "Shkoder", + "Sholapur", + "Shonzhy", + "Shostka", + "Showa Station", + "Shoyna", + "Shreveport", + "Shu", + "Shuangcheng", + "Shuangyashan", + "Shulan", + "Shumen", + "Shumerlya", + "Shuozhou", + "Shuya", + "Shuyang", + "Shwebo", + "Shymkent", + "Si Racha", + "Sialkote", + "Siauliai", + "Sibay", + "Sibenik", + "Sibiti", + "Sibiu", + "Sibolga", + "Sibu", + "Sibut", + "Sica Sica", + "Sicuani", + "Sidi Bel Abbes", + "Sidney", + "Siem Reap", + "Siena", + "Sierra Colorado", + "Sierra Mojada", + "Siglan", + "Signy Research Station", + "Siguiri", + "Siirt", + "Sikar", + "Sikasso", + "Sikonge", + "Silchar", + "Siliana", + "Siliguri", + "Silvassa", + "Simao", + "Simferopol", + "Simla", + "Sin-Ni", + "Sincelejo", + "Sing Buri", + "Singapore", + "Singaraja", + "Singida", + "Singkawang", + "Singleton", + "Sinnamary", + "Sinop", + "Sinuiju", + "Sion", + "Sioux City", + "Sioux Falls", + "Sioux Lookout", + "Siping", + "Siracusa", + "Sirjan", + "Sironko", + "Sirsa", + "Sisaket", + "Sisimiut", + "Sisophon", + "Sitapur", + "Siteki", + "Sitia", + "Sitka", + "Sittwe", + "Sivas", + "Siwa", + "Sixaola", + "Skagway", + "Skellefte", + "Skien", + "Skikda", + "Skopje", + "Skovorodino", + "Slantsy", + "Slatina", + "Slavgorod", + "Slavonski Brod", + "Slidell", + "Sligo", + "Sliven", + "Slobodskoy", + "Slobozia", + "Slyudyanka", + "Smara", + "Smithers", + "Smithton", + "Smolensk", + "Sobral", + "Soc Trang", + "Sochi", + "Socorro", + "Sodankyld", + "Sodo", + "Sofia", + "Sogamoso", + "Sohag", + "Sohano", + "Sokcho", + "Soke", + "Sokode", + "Sokol", + "Sokolo", + "Sokoto", + "Sol-Lletsk", + "Soldado Bartra", + "Soledad", + "Solenzo", + "Solikamsk", + "Solnechnogorsk", + "Solola", + "Solothurn", + "Solwezi", + "Somoto", + "Son La", + "Son Tay", + "Sonbong", + "Songea", + "Songkhla", + "Songnam", + "Songo", + "Sonipat", + "Sonson", + "Sonsonate", + "Sopore", + "Sorata", + "Soro", + "Sorocaba", + "Sorong", + "Soroti", + "Sosnogorsk", + "Sotik", + "Sotouboua", + "Soubre", + "Souk Ahras", + "Sousse", + "South Bend", + "Southampton", + "Southaven", + "Southend-On-Sea", + "Southern Cross", + "Sovetsk", + "Soyo", + "Spanish Town", + "Spartanburg", + "Sparti", + "Spassk Dalniy", + "Spencer", + "Split", + "Spokane", + "Spring Hill", + "Springbok", + "Springfield", + "Springs", + "Srednekolymsk", + "Sri Jawewardenepura Kotte", + "Srinagar", + "St-Augustin", + "St. Ann'S Bay", + "St. Anthony", + "St. Augustine", + "St. Charles", + "St. Cloud", + "St. George", + "St. Johncs", + "St. Joseph", + "St. Louis", + "St. Paul", + "St. Petersburg", + "St.-Benoit", + "St.-Brieuc", + "St.-Denis", + "St.-Jerome", + "Stamford", + "Standerton", + "Stanley", + "Stans", + "Stara Zagora", + "Staraya Russa", + "Starorybnoye", + "Starsy Oskol", + "State College", + "Stavanger", + "Stavropol", + "Stawell", + "Steinbach", + "Steinkjer", + "Stepanakert", + "Stephenville", + "Sterlitamak", + "Stettler", + "Stillwater", + "Stockholm", + "Stockton", + "Stoeng Treng", + "Stoke", + "Stony Rapids", + "Stralsund", + "Strasbourg", + "Streaky Bay", + "Strelka", + "Strezhevoy", + "Stuttgart", + "Subotica", + "Suceava", + "Suchboatar", + "Sucre", + "Sudbury", + "Suez", + "Suhar", + "Suihua", + "Suileng", + "Suining", + "Sukabumi", + "Sukhothai", + "Sukhumi", + "Sukkur", + "Sullana", + "Sumbawanga", + "Sumbe", + "Sumenep", + "Sumqayt", + "Sumter", + "Sumy", + "Sunbury", + "Sunchales", + "Sunchon", + "Sunderland", + "Sundsvall", + "Sungai Petani", + "Sungaipenuh", + "Sunshine Coast", + "Suntar", + "Sunyani", + "Superior", + "Supham Buri", + "Sur", + "Surabaya", + "Surakarta", + "Surat", + "Surat Thani", + "Surgut", + "Surigao", + "Surin", + "Surt", + "Susques", + "Susuman", + "Suva", + "Suwon", + "Suzhou", + "Svay Rieng", + "Svea Station", + "Svendborg", + "Svetogorsk", + "Svobodnyy", + "Svolvar", + "Swakopmund", + "Swan Hill", + "Swansea", + "Swellendam", + "Swift Current", + "Sydney", + "Syktyvkar", + "Sylhet", + "Syracuse", + "Syzran", + "Szczecin", + "Szeged", + "Szekesfehervar", + "Szekszard", + "Szolnok", + "Szombathely", + "Tabora", + "Tabriz", + "Tabuk", + "Tacheng", + "Tacloban", + "Tacna", + "Tacoma", + "Tacuarembo", + "Tadjoura", + "Tadmur", + "Taedong", + "Taganrog", + "Tagum", + "Tahoua", + "Taian", + "Taibao", + "Taichung", + "Tailai", + "Tainan", + "Taipei", + "Taiping", + "Taitung", + "Taiyuan", + "Taizhou", + "Taizz", + "Tajarhi", + "Tak", + "Takamatsu", + "Takaoka", + "Takeo", + "Taksimo", + "Talara", + "Talas", + "Talca", + "Talcahuano", + "Taldyqorghan", + "Talkeetna", + "Tall Afar", + "Tallahassee", + "Tallinn", + "Taloqan", + "Taloyoak", + "Taltal", + "Tamale", + "Tamanrasset", + "Tamazunchale", + "Tambacounda", + "Tambov", + "Tame", + "Tampa", + "Tampere", + "Tampico", + "Tamuin", + "Tamworth", + "Tan An", + "Tan Tan", + "Tanacross", + "Tanana", + "Tandil", + "Tanga", + "Tangail", + "Tangier", + "Tangshan", + "Tanjungpandan", + "Tanjungpinang", + "Tanta", + "Taonan", + "Taoudenni", + "Taoyuan", + "Tapachula", + "Tara", + "Tarabuco", + "Tarakan", + "Taranto", + "Tarapoto", + "Tarawa", + "Taraz", + "Tarbes", + "Taree", + "Targoviste", + "Targu Jiu", + "Tarija", + "Tarin Kowt", + "Tarlac", + "Tarma", + "Tarragona", + "Tarsus", + "Tartagal", + "Tartu", + "Tartus", + "Tarutung", + "Tash Komur", + "Tashkent", + "Tashtagol", + "Tasiilaq", + "Tasikmalaya", + "Tasiusaq", + "Tatabanya", + "Tataouine", + "Tatarsk", + "Tatui", + "Tatvan", + "Taua", + "Taubate", + "Taunggyi", + "Taungoo", + "Taupo", + "Tauranga", + "Tavda", + "Tawau", + "Taxco", + "Tay Ninh", + "Tayshet", + "Tayynsha", + "Taza", + "Tazovskiy", + "Tbilisi", + "Tchibanga", + "Tdnsberg", + "Tdrshavn", + "Te Anau", + "Tebessa", + "Tebingtinggi", + "Tecoman", + "Tecpan", + "Tecuala", + "Tefe", + "Tegal", + "Tegucigalpa", + "Tehran", + "Tehuacan", + "Tehuantepec", + "Tejen", + "Tekax", + "Tekirdag", + "Tel Aviv-Yafo", + "Telemaco Borba", + "Teli", + "Telimele", + "Teller", + "Telsen", + "Teluk Intan", + "Telukbutun", + "Tema", + "Temirtau", + "Temple", + "Temuco", + "Tena", + "Tengchong", + "Tenkodogo", + "Tennant Creek", + "Tenosique", + "Teofilo Otoni", + "Tepelene", + "Tepic", + "Terbyas", + "Teresina", + "Termiz", + "Ternate", + "Ternopil", + "Terrace", + "Terre Haute", + "Tessalit", + "Tessenei", + "Tete", + "Tetovo", + "Texarkana", + "Texas City", + "Teyateyaneng", + "Teziutlan", + "Tezpur", + "Thai Binh", + "Thai Nguyen", + "Thakhek", + "Thames", + "Thanh Hoa", + "Thanjavur", + "Thargomindah", + "The Hague", + "The Pas", + "Theodore", + "Thermopolis", + "Thessalon", + "Thessaloniki", + "Thies", + "Thika", + "Thimphu", + "Thiruvananthapuram", + "Thohoyandou", + "Thompson", + "Thongwa", + "Three Springs", + "Thu Dau Mot", + "Thunder Bay", + "Thung Song", + "Tianjin", + "Tianshui", + "Tiarat", + "Tibati", + "Ticul", + "Tidjikdja", + "Tidore", + "Tieli", + "Tieling", + "Tierra Amarilla", + "Tijuana", + "Tikhoretsk", + "Tikhvin", + "Tikrit", + "Tiksi", + "Tillaberi", + "Tillamook", + "Timaru", + "Timashevsk", + "Timbauba", + "Timbedra", + "Timbuktu", + "Timika", + "Timimoun", + "Timiryazevskiy", + "Timisoara", + "Timmiarmiut", + "Timmins", + "Timon", + "Tindouf", + "Tingo Maria", + "Tinogasta", + "Tirana", + "Tiraspol", + "Tirgu Mures", + "Tiruchirappalli", + "Tirunelveli", + "Tirupati", + "Tiruppur", + "Tiruvannamalai", + "Titusville", + "Tizi-Ouzou", + "Tizimin", + "Tiznit", + "Tlaxcala", + "Tlaxiaco", + "Tlimcen", + "Tmassah", + "Toamasina", + "Tobol", + "Tobolsk", + "Tocache", + "Tocantinopolis", + "Toconao", + "Tocopilla", + "Tofino", + "Togiak", + "Toguchin", + "Tokar", + "Tokat", + "Tokmak", + "Tokoroa", + "Toktogul", + "Tokushima", + "Tokyo", + "Tolanaro", + "Toledo", + "Toliara", + "Tolten", + "Tolu", + "Toluca", + "Tolyatti", + "Tom Price", + "Tomah", + "Tomakomai", + "Tombstone", + "Tombua", + "Tomsk", + "Tonantins", + "Tongchuan", + "Tonghua", + "Tongliao", + "Tongling", + "Tongren", + "Tongue", + "Tonk", + "Tonopah", + "Toowoomba", + "Topeka", + "Topki", + "Torbat-E Jam", + "Toronto", + "Tororo", + "Torreon", + "Torzhok", + "Totness", + "Totonicapan", + "Tottori", + "Touba", + "Tougan", + "Touggourt", + "Toulon", + "Toulouse", + "Toumodi", + "Tournavista", + "Tours", + "Tovuz", + "Townsville", + "Toyama", + "Tozeur", + "Tra Vinh", + "Trablous", + "Trabzon", + "Tralee", + "Trancas", + "Trang", + "Tranqueras", + "Traralgon", + "Trat", + "Traverse City", + "Treinta Y Tres", + "Trelew", + "Trento", + "Trenton", + "Trepassey", + "Tres Arroyos", + "Tres Lagoas", + "Treviso", + "Trieste", + "Trincomalee", + "Trindade", + "Trinidad", + "Tripoli", + "Trnava", + "Trofimovsk", + "Trois-Rivipres", + "Troitsk", + "Troll Station", + "Trollhtttan", + "Troms-", + "Trondheim", + "Trout River", + "Troyes", + "Truc Giang", + "Trujillo", + "Truth Or Consequences", + "Tsau", + "Tsavo", + "Tsetserleg", + "Tshabong", + "Tshela", + "Tshikapa", + "Tsiigehtchic", + "Tskhinvali", + "Tsu", + "Tsumeb", + "Tsuruoka", + "Tuapse", + "Tuban", + "Tubarao", + "Tubruq", + "Tucano", + "Tucson", + "Tucum-N", + "Tucumcari", + "Tucupita", + "Tucurui", + "Tuguegarao", + "Tukchi", + "Tuktoyaktuk", + "Tukuyu", + "Tula", + "Tulare", + "Tulcan", + "Tulcea", + "Tulsa", + "Tulua", + "Tulun", + "Tumaco", + "Tumbes", + "Tumby Bay", + "Tumen", + "Tumkur", + "Tumut", + "Tunceli", + "Tunduma", + "Tunduru", + "Tunguskhaya", + "Tunis", + "Tunja", + "Tununak", + "Tunuyan", + "Tupa", + "Tupelo", + "Tupiza", + "Tuquerres", + "Tura", + "Turangi", + "Turbat", + "Turbo", + "Turgay", + "Turin", + "Turkistan", + "Turkmenabat", + "Turkmenbasy", + "Turku", + "Turnovo", + "Turpan", + "Turukhansk", + "Tuscaloosa", + "Tuticorin", + "Tuxpam", + "Tuxpan", + "Tuxtla Gutierrez", + "Tuy Hoa", + "Tuyen Quang", + "Tuymazy", + "Tuzla", + "Tver", + "Tweed Heads", + "Twin Falls", + "Tyler", + "Tynda", + "Tyumen", + "Tzaneen", + "Uba", + "Ubaitaba", + "Uberaba", + "Uberlandia", + "Ubomba", + "Ubon Ratchathani", + "Udachnyy", + "Udaipur", + "Udine", + "Udon Thani", + "Uelen", + "Ufa", + "Uglegorsk", + "Uglich", + "Ugolnye Kopi", + "Uige", + "Uitenhage", + "Ujjain", + "Ujungpandang", + "Ukhta", + "Ukiah", + "Ulaan-Uul", + "Ulaanbaatar", + "Ulaangom", + "Ulan Ude", + "Ulanhot", + "Uliastay", + "Ulkan", + "Ulladulla", + "Ulm", + "Ulsan", + "Ulundi", + "Ulyanovsk", + "Uman", + "Umba", + "Umei", + "Umm Al Abid", + "Umm Al Qaywayn", + "Umm Ruwaba", + "Umtata", + "Umuahia", + "Unalakleet", + "Unalaska", + "Uncia", + "Upata", + "Upernavik", + "Upington", + "Upper Hutt", + "Uppsala", + "Uranium City", + "Uray", + "Urbana", + "Urgentch", + "Urgut", + "Urmia", + "Uroteppa", + "Uruapan", + "Uruara", + "Urubamba", + "Uruguaiana", + "Urumqi", + "Uryupinsk", + "Urzhar", + "Usak", + "Usakos", + "Ushtobe", + "Ushuaia", + "Usinsk", + "Usolye Sibirskoye", + "Uspallata", + "Ussuriysk", + "Ust Kamchatsk", + "Ust Kut", + "Ust Kuyga", + "Ust Maya", + "Ust Nera", + "Ust Olensk", + "Ust' Ordynskiy", + "Ust-Ulimsk", + "Usti Nad Labem", + "Usulutan", + "Uthai Thani", + "Utica", + "Utkholok", + "Utrecht", + "Utsunomiya", + "Uttaradit", + "Uummannaq", + "Uvinza", + "Uvira", + "Uyar", + "Uyo", + "Uyuni", + "Uzhgorod", + "Uzhur", + "Vaasa", + "Vac", + "Vacaria", + "Vadodara", + "Vadsl", + "Vaduz", + "Val D'Or", + "Valdez", + "Valdivia", + "Valdosta", + "Valenca", + "Valencia", + "Valera", + "Valladolid", + "Valle De La Pascua", + "Valledupar", + "Vallegrande", + "Vallejo", + "Vallenar", + "Valletta", + "Valparai", + "Valparaiso", + "Valuyki", + "Van", + "Van Horn", + "Vanadzor", + "Vancouver", + "Vanhynsdorp", + "Vanimo", + "Vanino", + "Vannersborg", + "Varamin", + "Varanasi", + "Varna", + "Varnek", + "Varzea Grande", + "Vaslui", + "Vatican City", + "Vdster1S", + "Vdxjn", + "Vegreville", + "Veinticinco De Mayo", + "Vejle", + "Velikiy Novgorod", + "Velikiy Ustyug", + "Velikiye Luki", + "Vellore", + "Velsk", + "Venado Tuerto", + "Venice", + "Ventspils", + "Vera", + "Veracruz", + "Vereeniging", + "Vergara", + "Verkhnevilyuysk", + "Verkhniy Ufaley", + "Verkhnyaya Salda", + "Verkhoyansk", + "Vernal", + "Vernon", + "Vero Beach", + "Verona", + "Versailles", + "Veszprem", + "Viacha", + "Viana", + "Viana Do Castelo", + "Vibo Valentia", + "Viborg", + "Vicente Guerrero", + "Vichuga", + "Vichy", + "Vicksburg", + "Victor Harbor", + "Victoria", + "Victoria Falls", + "Victoriaville", + "Victorica", + "Victorville", + "Vicuna", + "Viedma", + "Vienna", + "Vientiane", + "Viet Tri", + "Vigan", + "Vigo", + "Vijayawada", + "Vikhorevka", + "Vila Real", + "Vila Velha", + "Vilanculos", + "Vilhena", + "Viljandi", + "Villa Ahumada", + "Villa Angela", + "Villa Carlos Paz", + "Villa Constitucion", + "Villa Hayes", + "Villa Maria", + "Villa Martin", + "Villa O'Higgins", + "Villa Rumipal", + "Villa Union", + "Villahermosa", + "Villalonga", + "Villamontes", + "Villanueva", + "Villarica", + "Villarrica", + "Villavicencio", + "Villazon", + "Vilnius", + "Vilyuysk", + "Vina Del Mar", + "Vinh", + "Vinh Long", + "Vinnytsya", + "Virginia", + "Virginia Beach", + "Visalia", + "Visby", + "Viseu", + "Vishakhapatnam", + "Vitim", + "Vitiria", + "Vitoria", + "Vitoria Da Conquista", + "Vitsyebsk", + "Vizianagaram", + "Vladikavkaz", + "Vladimir", + "Vladivostok", + "Vlore", + "Voi", + "Voinjama", + "Volgodonsk", + "Volgograd", + "Volkhov", + "Volksrust", + "Vologda", + "Volos", + "Volsk", + "Volta Redonda", + "Volzhskiy", + "Vorkuta", + "Voronezh", + "Vorontsovo", + "Vossavangen", + "Vostok", + "Votkinsk", + "Voznesensk", + "Vratsa", + "Vryburg", + "Vryheid", + "Vung Tau", + "Vyazemskiy", + "Vyazma", + "Vyborg", + "Vyshnniy Volochek", + "Vyska", + "Wa", + "Wabag", + "Waco", + "Wadi Halfa", + "Wafangdian", + "Wagga Wagga", + "Wagin", + "Wahiawa", + "Wailuku", + "Waingapu", + "Wainwright", + "Waitakere", + "Waitangi", + "Wajir", + "Wakayama", + "Wakema", + "Waku Kungo", + "Wales", + "Walla Walla", + "Wallace", + "Wallaroo", + "Walvis Bay", + "Wamba", + "Wanaka", + "Wanganui", + "Wangaratta", + "Wangdue Prodrang", + "Wangqing", + "Wanzhou", + "Warangal", + "Warri", + "Warrnambool", + "Warsaw", + "Warwick", + "Wasa Station", + "Washington, D.C.", + "Wasilla", + "Watampone", + "Waterbury", + "Waterford", + "Waterloo", + "Watertown", + "Waterville", + "Watsa", + "Watson Lake", + "Wau", + "Waukegan", + "Waukesha", + "Wausau", + "Wawa", + "Waycross", + "Weifang", + "Weihai", + "Weinan", + "Weipa", + "Welkom", + "Wellington", + "Wenatchee", + "Wenshan", + "Wenzhou", + "West Bend", + "West Palm Beach", + "Westport", + "Wetaskiwin", + "Wete", + "Wewak", + "Weyburn", + "Whakatane", + "Whangarei", + "Wheeling", + "White Sulphur Springs", + "Whitehorse", + "Whittier", + "Whyalla", + "Wiarton", + "Wichita", + "Wichita Falls", + "Wick", + "Wiener Neustadt", + "Wiesbaden", + "Wilcannia", + "Wilkes Barre", + "Willcox", + "Willemstad", + "Williams Lake", + "Williamsport", + "Williston", + "Willmar", + "Wilmington", + "Winchester", + "Windhoek", + "Windorah", + "Windsor", + "Winneba", + "Winnemucca", + "Winnipeg", + "Winona", + "Winslow", + "Winston-Salem", + "Winter Haven", + "Winton", + "Wiseman", + "Witu", + "Wollongong", + "Wonju", + "Wonsan", + "Wonthaggi", + "Woodward", + "Woomera", + "Worcester", + "Wrangell", + "Wroclaw", + "Wuchuan", + "Wuhai", + "Wuhan", + "Wuhu", + "Wukari", + "Wum", + "Wuppertal", + "Wurzburg", + "Wuwei", + "Wuxi", + "Wuyuan", + "Wuzhou", + "Wyndham", + "Xai-Xai", + "Xaignabouri", + "Xalapa", + "Xam Nua", + "Xangongo", + "Xanthi", + "Xapeco", + "Xiamen", + "Xian", + "Xiangfan", + "Xiangkhoang", + "Xiangtai", + "Xiangtan", + "Xiantao", + "Xianyang", + "Xiaogan", + "Xichang", + "Xigaze", + "Xilinhot", + "Xinguara", + "Xingyi", + "Xining", + "Xinqing", + "Xinxiang", + "Xinyang", + "Xinyi", + "Xinyu", + "Xinzhou", + "Xique-Xique", + "Xuanhua", + "Xuanzhou", + "Xuchang", + "Xuzhou", + "Yaan", + "Yacuiba", + "Yakeshi", + "Yakima", + "Yako", + "Yakossi", + "Yakutat", + "Yakutsk", + "Yala", + "Yalta", + "Yalutorovsk", + "Yamagata", + "Yamba", + "Yambio", + "Yamburg", + "Yamoussoukro", + "Yanbu Al Bahr", + "Yancheng", + "Yandoon", + "Yangambi", + "Yangjiang", + "Yangmei", + "Yangquan", + "Yangzhou", + "Yanji", + "Yankton", + "Yantai", + "Yaounde", + "Yarmouth", + "Yaroslavl", + "Yarumal", + "Yasothon", + "Yasuj", + "Yaupi", + "Yaynangyoung", + "Yazd", + "Yazdan", + "Ye", + "Yefremov", + "Yeghegnadzor", + "Yegoryevsk", + "Yei", + "Yekaterinburg", + "Yelets", + "Yelimane", + "Yellowknife", + "Yemanzhelinsk", + "Yen Bai", + "Yendi", + "Yeniseysk", + "Yeosu", + "Yeppoon", + "Yerema", + "Yerevan", + "Yessey", + "Yevlax", + "Yevpatoriya", + "Yeysk", + "Ygatimi", + "Yian", + "Yibin", + "Yichang", + "Yichun", + "Yilan", + "Yinchuan", + "Yingkow", + "Yining", + "Yirga Alem", + "Yishan", + "Yishui", + "Yitulihe", + "Yiyang", + "Yogyakarta", + "Yokohama", + "Yola", + "Yomou", + "Yongzhou", + "Yopal", + "York", + "Yorkton", + "Yoro", + "Yoshkar Ola", + "Young", + "Youngstown", + "Yozgat", + "Ypacarai", + "Ype Jhu", + "Yuba City", + "Yuci", + "Yueyang", + "Yulara", + "Yulin", + "Yuma", + "Yumen", + "Yunxian", + "Yurga", + "Yuscaran", + "Yuxi", + "Yuzhno Sakhalinsk", + "Zabid", + "Zabol", + "Zacapa", + "Zacatecas", + "Zacatecoluca", + "Zadar", + "Zagazig", + "Zaghouan", + "Zagreb", + "Zahedan", + "Zahle", + "Zakho", + "Zalaegerszeg", + "Zalantun", + "Zalau", + "Zambezi", + "Zamboanga", + "Zamora", + "Zanesville", + "Zanjan", + "Zanzibar", + "Zaozernyy", + "Zaozhuang", + "Zapala", + "Zaporizhzhya", + "Zarafshon", + "Zaragoza", + "Zaranj", + "Zarate", + "Zaraza", + "Zareh Sharan", + "Zaria", + "Zarzis", + "Zaysan", + "Zdrich", + "Zelenodolsk", + "Zelenokumsk", + "Zemio", + "Zemlya Bunge", + "Zenica", + "Zeya", + "Zhaltyr", + "Zhangaozen", + "Zhangjiakou", + "Zhangye", + "Zhangzhou", + "Zhanibek", + "Zhanjiang", + "Zhanyi", + "Zhaodong", + "Zhaoqing", + "Zhaotang", + "Zharkent", + "Zheleznogorsk", + "Zheleznogorsk Ilimskiy", + "Zhengzhou", + "Zhenjiang", + "Zhetiqara", + "Zhezqazghan", + "Zhigansk", + "Zhijiang", + "Zhilinda", + "Zhob", + "Zholymbet", + "Zhongli", + "Zhongshan Station", + "Zhosaly", + "Zhoukou", + "Zhuanghe", + "Zhubei", + "Zhucheng", + "Zhuhai", + "Zhuozhou", + "Zhuzhou", + "Zhytomyr", + "Zibo", + "Zicheng", + "Zielona Gora", + "Zigong", + "Ziguinchor", + "Zilina", + "Zillah", + "Zima", + "Zinder", + "Ziniare", + "Zixing", + "Zlatoust", + "Zlin", + "Zmeinogorsk", + "Zomba", + "Zongo", + "Zonguldak", + "Zorgo", + "Zouar", + "Zouirat", + "Zrenjanin", + "Zucchelli Station", + "Zug", + "Zumpango", + "Zunyi", + "Zuwarah", + "Zvezdnyy", + "Zvishavane", + "Zvolen", + "Zwedru", + "Zwolle", + "Zyryanka", + "Zyryanovsk" +] diff --git a/deepsearch/model/examples/simple_text_geography_annotator/resources/countries.json b/deepsearch/model/examples/simple_text_geography_annotator/resources/countries.json new file mode 100644 index 00000000..4d2d0aea --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/resources/countries.json @@ -0,0 +1,257 @@ +[ + "Afghanistan", + "Akrotiri", + "Aland", + "Albania", + "Algeria", + "American Samoa", + "Andorra", + "Angola", + "Anguilla", + "Antarctica", + "Antigua And Barb.", + "Argentina", + "Armenia", + "Aruba", + "Ashmore And Cartier Is.", + "Australia", + "Austria", + "Azerbaijan", + "Bahamas", + "Bahrain", + "Baikonur", + "Bajo Nuevo Bank (Petrel Is.)", + "Bangladesh", + "Barbados", + "Belarus", + "Belgium", + "Belize", + "Benin", + "Bermuda", + "Bhutan", + "Bolivia", + "Bosnia And Herz.", + "Botswana", + "Br. Indian Ocean Ter.", + "Brazil", + "British Virgin Is.", + "Brunei", + "Bulgaria", + "Burkina Faso", + "Burundi", + "Cambodia", + "Cameroon", + "Canada", + "Cape Verde", + "Cayman Is.", + "Central African Rep.", + "Chad", + "Chile", + "China", + "Clipperton I.", + "Colombia", + "Comoros", + "Congo", + "Cook Is.", + "Coral Sea Is.", + "Costa Rica", + "Croatia", + "Cuba", + "Cura\u00e7Ao", + "Cyprus", + "Cyprus U.N. Buffer Zone", + "Czech Rep.", + "C\u00f4Te D'Ivoire", + "Dem. Rep. Congo", + "Dem. Rep. Korea", + "Denmark", + "Dhekelia", + "Djibouti", + "Dominica", + "Dominican Rep.", + "Ecuador", + "Egypt", + "El Salvador", + "Eq. Guinea", + "Eritrea", + "Estonia", + "Ethiopia", + "Faeroe Is.", + "Falkland Is.", + "Fiji", + "Finland", + "Fr. Polynesia", + "Fr. S. Antarctic Lands", + "France", + "Gabon", + "Gambia", + "Georgia", + "Germany", + "Ghana", + "Gibraltar", + "Greece", + "Greenland", + "Grenada", + "Guam", + "Guatemala", + "Guernsey", + "Guinea", + "Guinea-Bissau", + "Guyana", + "Haiti", + "Heard I. And Mcdonald Is.", + "Honduras", + "Hong Kong", + "Hungary", + "Iceland", + "India", + "Indian Ocean Ter.", + "Indonesia", + "Iran", + "Iraq", + "Ireland", + "Isle Of Man", + "Israel", + "Italy", + "Jamaica", + "Japan", + "Jersey", + "Jordan", + "Kazakhstan", + "Kenya", + "Kiribati", + "Korea", + "Kosovo", + "Kuwait", + "Kyrgyzstan", + "Lao Pdr", + "Latvia", + "Lebanon", + "Lesotho", + "Liberia", + "Libya", + "Liechtenstein", + "Lithuania", + "Luxembourg", + "Macao", + "Macedonia", + "Madagascar", + "Malawi", + "Malaysia", + "Maldives", + "Mali", + "Malta", + "Marshall Is.", + "Mauritania", + "Mauritius", + "Mexico", + "Micronesia", + "Moldova", + "Monaco", + "Mongolia", + "Montenegro", + "Montserrat", + "Morocco", + "Mozambique", + "Myanmar", + "N. Cyprus", + "N. Mariana Is.", + "Namibia", + "Nauru", + "Nepal", + "Netherlands", + "New Caledonia", + "New Zealand", + "Nicaragua", + "Niger", + "Nigeria", + "Niue", + "Norfolk Island", + "Norway", + "Oman", + "Pakistan", + "Palau", + "Palestine", + "Panama", + "Papua New Guinea", + "Paraguay", + "Peru", + "Philippines", + "Pitcairn Is.", + "Poland", + "Portugal", + "Puerto Rico", + "Qatar", + "Romania", + "Russia", + "Rwanda", + "S. Geo. And S. Sandw. Is.", + "S. Sudan", + "Saint Helena", + "Saint Lucia", + "Samoa", + "San Marino", + "Saudi Arabia", + "Scarborough Reef", + "Senegal", + "Serbia", + "Serranilla Bank", + "Seychelles", + "Siachen Glacier", + "Sierra Leone", + "Singapore", + "Sint Maarten", + "Slovakia", + "Slovenia", + "Solomon Is.", + "Somalia", + "Somaliland", + "South Africa", + "Spain", + "Spratly Is.", + "Sri Lanka", + "St-Barth\u00e9Lemy", + "St-Martin", + "St. Kitts And Nevis", + "St. Pierre And Miquelon", + "St. Vin. And Gren.", + "Sudan", + "Suriname", + "Swaziland", + "Sweden", + "Switzerland", + "Syria", + "S\u00e3O Tom\u00e9 And Principe", + "Taiwan", + "Tajikistan", + "Tanzania", + "Thailand", + "Timor-Leste", + "Togo", + "Tonga", + "Trinidad And Tobago", + "Tunisia", + "Turkey", + "Turkmenistan", + "Turks And Caicos Is.", + "Tuvalu", + "U.S. Minor Outlying Is.", + "U.S. Virgin Is.", + "Uganda", + "Ukraine", + "United Arab Emirates", + "United Kingdom", + "United States", + "Uruguay", + "Usnb Guantanamo Bay", + "Uzbekistan", + "Vanuatu", + "Vatican", + "Venezuela", + "Vietnam", + "W. Sahara", + "Wallis And Futuna Is.", + "Yemen", + "Zambia", + "Zimbabwe" +] diff --git a/deepsearch/model/examples/simple_text_geography_annotator/resources/provincies.json b/deepsearch/model/examples/simple_text_geography_annotator/resources/provincies.json new file mode 100644 index 00000000..0bd64d04 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/resources/provincies.json @@ -0,0 +1,4446 @@ +[ + "'Eua", + "A'ana", + "Aargau", + "Aberdeen", + "Aberdeenshire", + "Abia", + "Abim", + "Abkhazia", + "Abra", + "Abu Dhabi", + "Abyan", + "Ab\u015feron", + "Aceh", + "Acklins", + "Acquaviva", + "Acre", + "Ad Dakhliyah", + "Ad Daqahliyah", + "Ad Dawhah", + "Adamaoua", + "Adamawa", + "Adana", + "Addis Ababa", + "Addu", + "Adiyaman", + "Adjumani", + "Adrar", + "Adygey", + "Aerodrom", + "Afar", + "Afyonkarahisar", + "Agadez", + "Agago", + "Agal\u00e9ga", + "Aglonas", + "Agn\u00e9by", + "Agri", + "Agrigento", + "Aguascalientes", + "Agusan del Norte", + "Agusan del Sur", + "Ahal", + "Ahuachap\u00e1n", + "Aichi", + "Aiga-i-le-Tai", + "Aileu", + "Aimeliik", + "Ain", + "Ainaro", + "Airai", + "Aisne", + "Ais\u00e9n del General Carlos Ib\u00e1\u00f1ez del Campo", + "Aitutaki", + "Aiwo", + "Aizkraukles", + "Aizputes", + "Ajaria", + "Ajdabiya", + "Ajdov\u0161\u010dina", + "Ajlun", + "Ajman", + "Akershus", + "Akita", + "Aklan", + "Aknistes", + "Akrotiri", + "Aksaray", + "Akwa Ibom", + "Al Ahmadi", + "Al Asimah", + "Al Bahah", + "Al Bahr al Ahmar", + "Al Batnah North", + "Al Batnah South", + "Al Bayda'", + "Al Buhayrah", + "Al Buraymi", + "Al Butnan", + "Al Daayen", + "Al Dali'", + "Al Dhahira", + "Al Farwaniyah", + "Al Fayyum", + "Al Gharbiyah", + "Al Hudaydah", + "Al Hudud ash Shamaliyah", + "Al Iskandariyah", + "Al Isma`iliyah", + "Al Jabal al Akhdar", + "Al Jahrah", + "Al Jan\u016bb\u012byah", + "Al Jawf", + "Al Jifarah", + "Al Jizah", + "Al Jufrah", + "Al Khawr", + "Al Kufrah", + "Al Madinah", + "Al Mahrah", + "Al Mahwit", + "Al Man\u0101mah", + "Al Marj", + "Al Marqab", + "Al Minufiyah", + "Al Minya", + "Al Mu\u1e29arraq", + "Al Qahirah", + "Al Qalyubiyah", + "Al Quassim", + "Al Qubbah", + "Al Wadi at Jadid", + "Al Wakrah", + "Al Wusta", + "Al Wus\u0163\u00e1", + "Al-Anbar", + "Al-Basrah", + "Al-Muthannia", + "Al-Qadisiyah", + "Alabama", + "Alagoas", + "Alajuela", + "Alaotra-Mangoro", + "Alaska", + "Alba", + "Albacete", + "Albay", + "Alberta", + "Alborz", + "Alebtong", + "Aleppo", + "Alessandria", + "Alger", + "Ali Sabieh", + "Alibori", + "Alicante", + "Alifu Alifu", + "Alifu Dhaalu", + "Allier", + "Almaty", + "Almaty City", + "Almer\u00eda", + "Alo", + "Alojas", + "Alpes-Maritimes", + "Alpes-de-Haute-Provence", + "Alsungas", + "Alta Verapaz", + "Altay", + "Alto Paraguay", + "Alto Paran\u00e1", + "Aluksne", + "Alytaus", + "Amambay", + "Amanat Al Asimah", + "Amap\u00e1", + "Amasya", + "Amatas", + "Amazonas", + "Ambeno", + "Amhara", + "Amman", + "Amnat Charoen", + "Amolatar", + "Amoron'i Mania", + "Amp\u0101ra", + "Amran", + "Amudat", + "Amur", + "Amuria", + "Amuru", + "An Giang", + "An Nabatiyah", + "An Nuqat al Khams", + "An-Najaf", + "Anabar", + "Analamanga", + "Analanjirofo", + "Anambra", + "Anatoliki Makedonia kai Thraki", + "Ancash", + "Ancona", + "Andaman and Nicobar", + "Andhra Pradesh", + "Andijon", + "Andjaz\u00eedja", + "Andjou\u00e2n", + "Andorra la Vella", + "Andrijevica", + "Androy", + "Anenii Noi", + "Anetan", + "Ang Thong", + "Angaur", + "Angeles", + "Anglesey", + "Angus", + "Anhui", + "Anibare", + "Ankara", + "Annaba", + "Annob\u00f3n", + "Anosy", + "Anse Boileau", + "Anse Etoile", + "Anse Royale", + "Anse aux Pins", + "Anse-la-Raye", + "Anseba", + "Antalya", + "Antarctica", + "Antioquia", + "Antipodes Islands", + "Antique", + "Antofagasta", + "Antrim", + "Antwerp", + "Anur\u0101dhapura", + "Anzo\u00e1tegui", + "Aomori", + "Aoste", + "Apac", + "Apace", + "Apayao", + "Apes", + "Appenzell Ausserrhoden", + "Appenzell Innerrhoden", + "Apure", + "Apur\u00edmac", + "Aqaba", + "Aqmola", + "Aqt\u00f6be", + "Ar Raqqah", + "Ar Rayy\u0101n", + "Ar Riyad", + "Aracinovo", + "Arad", + "Aragatsotn", + "Aragua", + "Ararat", + "Arauca", + "Arbil", + "Archipel des Crozet", + "Archipel des Kerguelen", + "Ardahan", + "Ardebil", + "Ardennes", + "Ards", + "Ard\u00e8che", + "Arequipa", + "Arezzo", + "Arges", + "Argyll and Bute", + "Arhangay", + "Arica y Parinacota", + "Arima", + "Arizona", + "Ari\u00e8ge", + "Arkansas", + "Arkhangel'sk", + "Armagh", + "Armavir", + "Arta", + "Artemisa", + "Artigas", + "Artvin", + "Arua", + "Aruba", + "Arunachal Pradesh", + "Arusha", + "As Suwayda'", + "As Suways", + "As-Sulaymaniyah", + "Ascension", + "Ascoli Piceno", + "Ash Sham\u0101l\u012byah", + "Ash Sharqiyah", + "Ash Sharqiyah North", + "Ash Sharqiyah South", + "Ash Shati'", + "Ashanti", + "Ashmore and Cartier Islands", + "Assaba", + "Assam", + "Astana", + "Astara", + "Asti", + "Astrakhan'", + "Asturias", + "Asunci\u00f3n", + "Aswan", + "Asyut", + "At-Ta'mim", + "Atacama", + "Atakora", + "Atiu", + "Atlantique", + "Atl\u00e1ntico", + "Atl\u00e1ntico Norte", + "Atl\u00e1ntico Sur", + "Atl\u00e1ntida", + "Atsimo-Andrefana", + "Atsimo-Atsinanana", + "Atsinanana", + "Attapu", + "Attard", + "Attiki", + "Atua", + "Atyrau", + "Au Cap", + "Aube", + "Auces", + "Auckland", + "Auckland Islands", + "Aude", + "Aurora", + "Aust-Agder", + "Austral Islands", + "Australian Capital Territory", + "Austurland", + "Aveiro", + "Avellino", + "Aveyron", + "Ayacucho", + "Aydin", + "Ayeyarwady", + "Ayion Oros", + "Az Zawiyah", + "Azad Kashmir", + "Azores", + "Azua", + "Azuay", + "A\u00efn Defla", + "A\u00efn T\u00e9mouchent", + "A\u011fcab\u0259di", + "A\u011fdam", + "A\u011fda\u015f", + "A\u011fstafa", + "A\u011fsu", + "Baa", + "Babil", + "Babites", + "Bab\u0259k", + "Bacau", + "Bacolod", + "Badajoz", + "Badakhshan", + "Baden-W\u00fcrttemberg", + "Badghis", + "Badulla", + "Bafat\u00e1", + "Bafing", + "Baghdad", + "Baghlan", + "Bagmati", + "Bago", + "Baguio", + "Bahia", + "Bahoruco", + "Baie Lazare", + "Baie Sainte Anne", + "Baiti", + "Baja California", + "Baja California Sur", + "Baja Verapaz", + "Bajo Nuevo Bank [Petrel Is.]", + "Baker Island", + "Bakool", + "Bak\u0131", + "Balaka", + "Balak\u0259n", + "Baldones", + "Baleares", + "Bali", + "Balikesir", + "Balkan", + "Balkh", + "Ballymena", + "Ballymoney", + "Balqa", + "Baltinavas", + "Baluchistan", + "Balvu", + "Balzan", + "Balzers", + "Bal\u00e9", + "Bam", + "Bamako", + "Bamingui-Bangoran", + "Bamyan", + "Banaadir", + "Banbridge", + "Bandundu", + "Bangka-Belitung", + "Bangkok Metropolis", + "Bangui", + "Bani Suwayf", + "Banja Luka", + "Banjul", + "Banskobystrick\u00fd", + "Banten", + "Banwa", + "Bar", + "Barahona", + "Baranya", + "Barbuda", + "Barcelona", + "Barh El Gazel", + "Bari", + "Barima-Waini", + "Barinas", + "Barisal", + "Barking and Dagenham", + "Barletta-Andria Trani", + "Barnet", + "Barnsley", + "Bart\u0131n", + "Bas-Congo", + "Bas-Rhin", + "Bas-Sassandra", + "Basarabeasca", + "Basel-Landschaft", + "Basel-Stadt", + "Bashkortostan", + "Basilan", + "Basse-Kotto", + "Bataan", + "Batanes", + "Batangas", + "Batd\u00e2mb\u00e2ng", + "Bath and North East Somerset", + "Batha", + "Batken", + "Batman", + "Batna", + "Baucau", + "Bauchi", + "Bauska", + "Bay", + "Bay of Plenty", + "Bayan-\u00d6lgiy", + "Bayanhongor", + "Bayburt", + "Bayelsa", + "Bayern", + "Baykonur lease in Qyzylorda", + "Baz\u00e9ga", + "Beau Bassin-Rose Hill", + "Beau Vallon", + "Bedford", + "Beijing", + "Beirut", + "Beja", + "Bel Air", + "Bel Ombre", + "Belait", + "Belfast", + "Belgorod", + "Belize", + "Belluno", + "Beltinci", + "Ben Arous (Tunis Sud)", + "Bender", + "Benedikt", + "Benevento", + "Benghazi", + "Bengkulu", + "Bengo", + "Benguela", + "Benguet", + "Benshangul-Gumaz", + "Benue", + "Beqaa", + "Berane", + "Berat", + "Berea", + "Bergamo", + "Berlin", + "Bern", + "Berovo", + "Berry Islands", + "Betsiboka", + "Beverinas", + "Bexley", + "Beyla", + "Beyl\u0259qan", + "Bheri", + "Bhojpur", + "Biella", + "Bihar", + "Bihor", + "Bijeljina", + "Bijelo Polje", + "Bilecik", + "Biliran", + "Bil\u0259suvar", + "Bimini", + "Bing\u00f6l", + "Bioko Norte", + "Bioko Sur", + "Biombo", + "Birgu", + "Birkirkara", + "Birmingham", + "Bir\u017cebbu\u0121a", + "Bishkek", + "Biskra", + "Bissau", + "Bistrica ob Sotli", + "Bistrita-Nasaud", + "Bitlis", + "Bitola", + "Bizerte", + "Bizkaia", + "Bi\u00e9", + "Bjelovarska-Bilogorska", + "Black Point", + "Blackburn with Darwen", + "Blackpool", + "Blaenau Gwent", + "Blagoevgrad", + "Blantyre", + "Bled", + "Blekinge", + "Blida", + "Bloke", + "Blowing Point", + "Blue Nile", + "Boa Vista", + "Boaco", + "Bobonaro", + "Bocas del Toro", + "Boe", + "Boeny", + "Boffa", + "Bogdanci", + "Bogota", + "Bogovinje", + "Bohinj", + "Bohol", + "Boke", + "Bokeo", + "Bolama", + "Bolikhamxai", + "Bolivar", + "Bologna", + "Bolton", + "Bolu", + "Bol\u00edvar", + "Bomi", + "Bonaire", + "Bong", + "Bongolava", + "Boquer\u00f3n", + "Bordj Bou Arr\u00e9ridj", + "Borgo Maggiore", + "Borgou", + "Borkou", + "Borno", + "Borovnica", + "Borski", + "Borsod-Aba\u00faj-Zempl\u00e9n", + "Bosilovo", + "Bosnian Podrinje", + "Botosani", + "Bouches-du-Rh\u00f4ne", + "Bouenza", + "Bougouriba", + "Bouira", + "Boulgou", + "Boulkiemd\u00e9", + "Boumerd\u00e8s", + "Bounty Islands", + "Bournemouth", + "Bouvet Island", + "Bovec", + "Boyac\u00e1", + "Bozen", + "Bracknell Forest", + "Bradford", + "Braga", + "Bragan\u00e7a", + "Braila", + "Brakna", + "Brandenburg", + "Branicevski", + "Braslovce", + "Brasov", + "Bratislavsk\u00fd", + "Brava", + "Brazzaville", + "Brda", + "Bremen", + "Brent", + "Brescia", + "Brest", + "Brezovica", + "Bre\u017eice", + "Briceni", + "Bridgend", + "Brighton and Hove", + "Brindisi", + "Bristol", + "British Columbia", + "British Indian Ocean Territory", + "British Virgin Islands", + "Brocenu", + "Brod", + "Brodsko-Posavska", + "Brokopondo", + "Bromley", + "Brong Ahafo", + "Brunei and Muara", + "Brussels", + "Brvenica", + "Bryansk", + "Br\u00e4nd\u00f6", + "Br\u010dko Distrikt", + "Buada", + "Bubanza", + "Bucharest", + "Buckinghamshire", + "Budaka", + "Budapest", + "Bududa", + "Budva", + "Bueng Kan", + "Buenos Aires", + "Bugiri", + "Buhweju", + "Buikwe", + "Bujumbura Mairie", + "Bujumbura Rural", + "Bukedea", + "Bukhoro", + "Bukidnon", + "Bukomansimbi", + "Bukwa", + "Bulacan", + "Bulambuli", + "Bulawayo", + "Bulgan", + "Buliisa", + "Bumthang", + "Bundibugyo", + "Bur Sa`id", + "Burdur", + "Burgas", + "Burgenland", + "Burgos", + "Buri Ram", + "Bursa", + "Burtnieku", + "Bururi", + "Bury", + "Buryat", + "Busan", + "Bushehr", + "Bushenyi", + "Busia", + "Buskerud", + "Butaleja", + "Butambala", + "Butel", + "Butha-Buthe", + "Butuan", + "Buvuma", + "Buyende", + "Buzau", + "B\u00e0 R\u1ecba - V\u0169ng T\u00e0u", + "B\u00e1cs-Kiskun", + "B\u00e2nt\u00e9ay M\u00e9anchey", + "B\u00e9char", + "B\u00e9ja", + "B\u00e9ja\u00efa", + "B\u00e9k\u00e9s", + "B\u00e9k\u00e9scsaba", + "B\u00ecnh D\u01b0\u01a1ng", + "B\u00ecnh Ph\u01b0\u1edbc", + "B\u00ecnh Thu\u1eadn", + "B\u00ecnh \u0110\u1ecbnh", + "B\u00edo-B\u00edo", + "B\u0103l\u0163i", + "B\u0259rd\u0259", + "B\u1ea1c Li\u00eau", + "B\u1eafc Giang", + "B\u1eafc Ninh", + "B\u1ebfn Tre", + "Caaguaz\u00fa", + "Caazap\u00e1", + "Caba\u00f1as", + "Cabinda", + "Cabo Delgado", + "Cacheu", + "Caerphilly", + "Cagayan", + "Cagayan de Oro", + "Cagliari", + "Cahul", + "Cair", + "Cajamarca", + "Calarasi", + "Caldas", + "Calderdale", + "California", + "Callao", + "Caloocan", + "Caltanissetta", + "Calvados", + "Camag\u00fcey", + "Camarines Norte", + "Camarines Sur", + "Cambridgeshire", + "Camden", + "Camenca", + "Camiguin", + "Campbell Islands", + "Campeche", + "Campobasso", + "Can Tho", + "Canelones", + "Canillo", + "Canindey\u00fa", + "Cankova", + "Cankuzo", + "Cantabria", + "Cantal", + "Cantemir", + "Canterbury", + "Cao B\u1eb1ng", + "Capital Territory (Honiara)", + "Capiz", + "Caprivi", + "Caquet\u00e1", + "Carabobo", + "Caras-Severin", + "Carazo", + "Carbonia-Iglesias", + "Carchi", + "Cardiff", + "Cargados Carajos Shoals", + "Carlow", + "Carmarthenshire", + "Carnikavas", + "Carriacou and Petite Martinique", + "Carrickfergus", + "Cartago", + "Casanare", + "Cascade", + "Caserta", + "Castell\u00f3n", + "Castelo Branco", + "Castlereagh", + "Castries", + "Cat Island", + "Catamarca", + "Catanduanes", + "Catania", + "Catanzaro", + "Cauca", + "Causeni", + "Cavan", + "Cavite", + "Cayman Islands", + "Cayo", + "Ca\u00f1ar", + "Ca\u0161ka", + "Cear\u00e1", + "Cebu", + "Celje", + "Centar", + "Centar \u017eupa", + "Central Abaco", + "Central Andros", + "Central Bedfordshire", + "Central Bosnia", + "Central Darfur", + "Central Eleuthera", + "South Georgia and the South Sandwich Islands", + "Central Equatoria", + "Central Finland", + "Central Ostrobothnia", + "Central River", + "Central Singapore", + "Central and Western", + "Centro Sur", + "Ceredigion", + "Cerklje na Gorenjskem", + "Cerknica", + "Cerkno", + "Cerkvenjak", + "Cerro Largo", + "Cesar", + "Cesu", + "Cesvaines", + "Cetinje", + "Ceuta", + "Ce\u0161inovo-Oble\u0161evo", + "Chachoengsao", + "Chaco", + "Chagang-do", + "Chaguanas", + "Chahar Mahall and Bakhtiari", + "Chai Nat", + "Chaiyaphum", + "Chalatenango", + "Champasak", + "Chandigarh", + "Changhua", + "Chanthaburi", + "Chaouia - Ouardigha", + "Chardzhou", + "Charente", + "Charente-Maritime", + "Chari-Baguirmi", + "Charlotte", + "Chatham Islands Territory", + "Chechnya", + "Chelyabinsk", + "Cher", + "Cherkasy", + "Chernihiv", + "Chernivtsi", + "Cheshire East", + "Cheshire West and Chester", + "Chhattisgarh", + "Chhukha", + "Chiang Mai", + "Chiang Rai", + "Chiapas", + "Chiayi", + "Chiayi City", + "Chiba", + "Chiesanuova", + "Chieti", + "Chihuahua", + "Chikwawa", + "Chimaltenango", + "Chimborazo", + "Chimbu", + "Chin", + "Chinandega", + "Chiquimula", + "Chiradzulu", + "Chirang", + "Chiriqu\u00ed", + "Chita", + "Chitipa", + "Chittagong", + "Chi\u015fin\u0103u", + "Chlef", + "Choc\u00f3", + "Choiseul", + "Choluteca", + "Chon Buri", + "Chongqing", + "Chontales", + "Christ Church", + "Christ Church Nichola Town", + "Christmas Island", + "Chubut", + "Chukchi Autonomous Okrug", + "Chumphon", + "Chuquisaca", + "Chuuk", + "Chuvash", + "Chuy", + "Cibitoke", + "Ciblas", + "Ciego de \u00c1vila", + "Cienfuegos", + "Cimi\u015flia", + "City", + "City of Freeport", + "City of Hamilton", + "City of Minsk", + "City of Saint George", + "City of St. Petersburg", + "Ciudad Real", + "Ciudad de Buenos Aires", + "Ciudad de la Habana", + "Clackmannanshire", + "Clare", + "Clarendon", + "Clipperton Island", + "Cluj", + "Coahuila", + "Coast", + "Cochabamba", + "Cocl\u00e9", + "Cocos (Keeling) Islands", + "Coimbra", + "Cojedes", + "Coleraine", + "Colima", + "Collines", + "Colonia", + "Colorado", + "Col\u00f3n", + "Comayagua", + "Commewijne", + "Como", + "Compostela Valley", + "Comrat", + "Conakry", + "Concepci\u00f3n", + "Connecticut", + "Constanta", + "Constantine", + "Conwy", + "Cookstown", + "Copperbelt", + "Cop\u00e1n", + "Coquimbo", + "Coral Sea Islands", + "Cordillera", + "Cork", + "Cornwall", + "Coronie", + "Corozal", + "Corrientes", + "Corr\u00e8ze", + "Corse-du-Sud", + "Cort\u00e9s", + "Cosenza", + "Cospicua", + "Cotabato", + "Cotopaxi", + "Couva-Tabaquite-Talparo", + "Cova Lima", + "Covasna", + "Coventry", + "Coyah", + "Craigavon", + "Cremona", + "Creuse", + "Crimea", + "Criuleni", + "Crnomelj", + "Crooked Island and Long Cay", + "Cross River", + "Crotene", + "Croydon", + "Csongr\u00e1d", + "Cuando Cubango", + "Cuanza Norte", + "Cuanza Sul", + "Cucer Sandevo", + "Cuenca", + "Culfa", + "Cumbria", + "Cundinamarca", + "Cunene", + "Cuneo", + "Cura\u00e7ao", + "Curepipe", + "Cuscatl\u00e1n", + "Cusco", + "Cuvette", + "Cuvette-Ouest", + "Cuyuni-Mazaruni", + "C\u00e0 Mau", + "C\u00e1ceres", + "C\u00e1diz", + "C\u00f3rdoba", + "C\u00f4te-d'Or", + "C\u00f4tes-d'Armor", + "C\u0259bray\u0131l", + "C\u0259lilabad", + "Dabola", + "Dadra and Nagar Haveli", + "Daegu", + "Daejeon", + "Daga", + "Dagdas", + "Dagestan", + "Dagupan", + "Dajab\u00f3n", + "Dak Lak", + "Dakar", + "Dakhlet Nouadhibou", + "Dalaba", + "Dalarna", + "Daman and Diu", + "Damascus", + "Danilovgrad", + "Dar-Es-Salaam", + "Dar`a", + "Darhan-Uul", + "Dari\u00e9n", + "Darlington", + "Daugavpils", + "Dauphin", + "Davao", + "Davao Oriental", + "Davao del Norte", + "Davao del Sur", + "Dayr Az Zawr", + "Da\u015fk\u0259s\u0259n", + "Debar", + "Debarca", + "Debrecen", + "Debub", + "Debubawi Keyih Bahri", + "Dedza", + "Delaware", + "Delcevo", + "Delhi", + "Delta", + "Delta Amacuro", + "Demerara-Mahaica", + "Demir Hisar", + "Demir Kapija", + "Denbighshire", + "Dengu\u00e9l\u00e9", + "Denigomodu", + "Denizli", + "Dennery", + "Dependencias Federales", + "Derby", + "Derbyshire", + "Derry", + "Destrnik", + "Deux-S\u00e8vres", + "Devon", + "Devonshire", + "De\u010dani", + "Dhaalu", + "Dhaka", + "Dhamar", + "Dhawalagiri", + "Dhekelia", + "Dhi-Qar", + "Dhofar", + "Diana", + "Dib\u00ebr", + "Diego Martin", + "Diekirch", + "Diffa", + "Dihok", + "Dikhil", + "Dili", + "Dingli", + "Dinguiraye", + "Diourbel", + "Dire Dawa", + "District of Columbia", + "Distrito Capital", + "Distrito Federal", + "Distrito Nacional", + "Divaca", + "Dix-Huit Montagnes", + "Diyala", + "Diyarbakir", + "Djelfa", + "Djibouti", + "Dnipropetrovs'k", + "Dobele", + "Dobje", + "Doboj", + "Dobrepolje", + "Dobrich", + "Dobrna", + "Dobrova-Polhov Gradec", + "Dobrovnik", + "Dodoma", + "Dojran", + "Dokolo", + "Dol pri Ljubljani", + "Dolenjske Toplice", + "Dolj", + "Dolneni", + "Domagnano", + "Dom\u017eale", + "Doncaster", + "Donduseni", + "Donegal", + "Donets'k", + "Donga", + "Dordogne", + "Dornava", + "Dornod", + "Dornogovi", + "Dorset", + "Dosso", + "Doubs", + "Doukkala - Abda", + "Dowa", + "Down", + "Draga\u0161", + "Dravograd", + "Drenthe", + "Drochia", + "Drugovo", + "Dr\u00f4me", + "Duarte", + "Dubay", + "Dublin", + "Dubrovacko-Neretvanska", + "Dubr\u00e9ka", + "Dudley", + "Dumfries and Galloway", + "Dumyat", + "Duna\u00fajv\u00e1ros", + "Dundagas", + "Dundee", + "Dundgovi", + "Dungannon", + "Duplek", + "Durango", + "Durazno", + "Durbes", + "Durham", + "Durr\u00ebs", + "Dushanbe", + "Dytiki Ellada", + "Dytiki Makedonia", + "Dzavhan", + "D\u00e2mbovita", + "D\u00fan Laoghaire\u2013Rathdown", + "D\u00fczce", + "D\u0259v\u0259\u00e7i", + "Ealing", + "East Ayrshire", + "East Azarbaijan", + "East Berbice-Corentyne", + "East Dunbartonshire", + "East End", + "East Equatoria", + "East Flanders", + "East Grand Bahama", + "East Kazakhstan", + "East Lothian", + "East New Britain", + "East Renfrewshire", + "East Riding of Yorkshire", + "East Sepik", + "East Sussex", + "Eastern Cape", + "Eastern Darfur", + "Eastern Highlands", + "Eastern Samar", + "Eastern Tobago", + "Ebonyi", + "Ecker\u00f6", + "Edinburgh", + "Edine\u0163", + "Edirne", + "Edo", + "Eger", + "Ehime", + "Eilean Siar", + "Ekiti", + "El Bayadh", + "El Beni", + "El Oro", + "El Oued", + "El Para\u00edso", + "El Progreso", + "El Seybo", + "El Tarf", + "Elazig", + "Elbasan", + "Ember\u00e1", + "Encamp", + "Enfield", + "Enga", + "English River", + "Engures", + "Enna", + "Ennedi", + "Entre R\u00edos", + "Enugu", + "Erevan", + "Erglu", + "Ermera", + "Erongo", + "Erzincan", + "Erzurum", + "Escaldes-Engordany", + "Eschen", + "Escuintla", + "Esfahan", + "Eskisehir", + "Esmeraldas", + "Espaillat", + "Esp\u00edrito Santo", + "Essequibo Islands-West Demerara", + "Essex", + "Essonne", + "Est", + "Estel\u00ed", + "Estuaire", + "Eure", + "Eure-et-Loir", + "Ewa", + "Extr\u00eame-Nord", + "Exuma", + "Eysturoyar", + "F.A.T.A.", + "F.C.T.", + "Fa'asaleleaga", + "Faafu", + "Faetano", + "Falc\u00f3n", + "Falkirk", + "Falkland Islands", + "Famagusta", + "Farah", + "Faranah", + "Faro", + "Fars", + "Faryab", + "Fatick", + "Federal Capital Territory", + "Fej\u00e9r", + "Ferghana", + "Fermanagh", + "Fermo", + "Ferrara", + "Fgura", + "Fier", + "Fife", + "Fingal", + "Finist\u00e8re", + "Finland Proper", + "Finnmark", + "Finstr\u00f6m", + "Fiorentino", + "Firenze", + "Flacq", + "Flemish Brabant", + "Flevoland", + "Flintshire", + "Flores", + "Flore\u015fti", + "Floriana", + "Florida", + "Foggia", + "Fontana, Gozo", + "Forl\u00ec-Cesena", + "Formosa", + "For\u00e9cariah", + "Fo\u010da", + "Francisco Moraz\u00e1n", + "Francistown", + "Fria", + "Fribourg", + "Friesland", + "Fromager", + "Frosinone", + "Fujayrah", + "Fujian", + "Fukui", + "Fukuoka", + "Fukushima", + "F\u00e8s - Boulemane", + "F\u00f6gl\u00f6", + "F\u00fczuli", + "F\u0103le\u015fti", + "Gaafu Alifu", + "Gaafu Dhaalu", + "Gaborone", + "Gabrovo", + "Gab\u00e8s", + "Gab\u00fa", + "Gafsa", + "Gaga'emauga", + "Gaga'ifomauga", + "Galati", + "Galguduud", + "Galway", + "Gal\u00e1pagos", + "Gambela Peoples", + "Gampaha", + "Gamprin", + "Gandaki", + "Gangwon", + "Gansu", + "Ganzourgou", + "Gao", + "Gaoual", + "Gard", + "Garkalnes", + "Gasa", + "Gash Barka", + "Gateshead", + "Gauteng", + "Gaza", + "Gaza Strip", + "Gazi Baba", + "Gaziantep", + "Gbapolu", + "Gedarif", + "Gedo", + "Gegharkunik", + "Geita", + "Gelderland", + "General Santos", + "Genova", + "Gen\u00e8ve", + "George Hill", + "Georgia", + "Gerona", + "Gers", + "Geta", + "Geylegphug", + "Gezira", + "Ghadamis", + "Ghanzi", + "Gharb - Chrarda - B\u00e9ni Hssen", + "Gharda\u00efa", + "Ghat", + "Ghazni", + "Ghor", + "Gia Lai", + "Gibraltar", + "Gifu", + "Gilan", + "Gipuzkoa", + "Giresun", + "Gironde", + "Gisborne District", + "Gitega", + "Giurgiu", + "Gjirokast\u00ebr", + "Gjorce Petrov", + "Glacis", + "Glarus", + "Glasgow", + "Glodeni", + "Glogovac", + "Gloucestershire", + "Gnagna", + "Gnaviyani", + "Gnjilane", + "Goa", + "Goi\u00e1s", + "Golestan", + "Gomba", + "Gombe", + "Gomel", + "Goranboy", + "Gorenja vas-Poljane", + "Gorgol", + "Gorizia", + "Gori\u0161nica", + "Gorj", + "Gornja Radgona", + "Gornji Grad", + "Gornji Petrovci", + "Gorno-Altay", + "Gorno-Badakhshan", + "Gorontalo", + "Gostivar", + "Gotland", + "Gourma", + "Govi-Altay", + "Gov\u012d-S\u00fcmber", + "Gracias a Dios", + "Grad", + "Grad Beograd", + "Grad Sofiya", + "Grad Zagreb", + "Gradsko", + "Granada", + "Grand Bassa", + "Grand Cape Mount", + "Grand Casablanca", + "Grand Cay", + "Grand Gedeh", + "Grand Kru", + "Grand Port", + "Grand Turk", + "Grand'Anse", + "Grand'Anse Praslin", + "Granma", + "Graub\u00fcnden", + "Greater Accra", + "Greater Poland", + "Greenwich", + "Grenadines", + "Grevenmacher", + "Grigoriopol", + "Grobinas", + "Grodno", + "Groningen", + "Gros Islet", + "Grosseto", + "Grosuplje", + "Guadalajara", + "Guadalcanal", + "Guadeloupe", + "Guain\u00eda", + "Guair\u00e1", + "Guam", + "Guanacaste", + "Guanajuato", + "Guangdong", + "Guangxi", + "Guantanamo Bay USNB", + "Guant\u00e1namo", + "Guarda", + "Guatemala", + "Guaviare", + "Guayas", + "Gudja", + "Guelma", + "Guelmim - Es-Semara", + "Guerrero", + "Guidimaka", + "Guimaras", + "Guizhou", + "Gujarat", + "Gulbene", + "Gulf", + "Gulu", + "Gunma", + "Guria", + "Guyane fran\u00e7aise", + "Gu\u00e1rico", + "Gu\u00e9ck\u00e9dou", + "Gu\u00e9ra", + "Gwangju", + "Gwynedd", + "Gyeonggi", + "Gyor-Moson-Sopron", + "Gy\u00f4r", + "G\u00e4vleborg", + "G\u00f6y\u00e7ay", + "G\u00fcm\u00fcshane", + "G\u0101lla", + "G\u0127ajnsielem", + "G\u0127arb", + "G\u0127arg\u0127ur", + "G\u0127asri", + "G\u0127axaq", + "G\u017cira", + "G\u0259d\u0259b\u0259y", + "G\u0259nc\u0259", + "Ha", + "Ha Noi", + "Ha Tinh", + "Ha'apai", + "Ha'il", + "HaDarom", + "HaMerkaz", + "HaZafon", + "Haa Alifu", + "Haa Dhaalu", + "Hackney", + "Hadjer-Lamis", + "Hadramawt", + "Haifa", + "Hainan", + "Hainaut", + "Hajdina", + "Hajd\u00fa-Bihar", + "Hajigabul", + "Hajjah", + "Hakkari", + "Halland", + "Halton", + "Hamadan", + "Hamah", + "Hambant\u014f\u1e6da", + "Hamburg", + "Hamgy\u014fng-bukto", + "Hamgy\u014fng-namdo", + "Hamilton", + "Hammarland", + "Hammersmith and Fulham", + "Hampshire", + "Hanover", + "Harare", + "Harari People", + "Harbour Island", + "Hardap", + "Harghita", + "Haringey", + "Harju", + "Harrow", + "Hartlepool", + "Haryana", + "Hasaka (Al Haksa)", + "Haskovo", + "Hatay", + "Hato Mayor", + "Hatobohei", + "Hau Giang", + "Haut-Mbomou", + "Haut-Ogoou\u00e9", + "Haut-Sassandra", + "Haute Matsiatra", + "Haute-Corse", + "Haute-Garonne", + "Haute-Kotto", + "Haute-Loire", + "Haute-Marne", + "Haute-Rhin", + "Haute-Savoie", + "Haute-Sa\u00f4ne", + "Haute-Vienne", + "Hautes-Alpes", + "Hautes-Pyr\u00e9n\u00e9es", + "Hauts-de-Seine", + "Havering", + "Hawaii", + "Hawalli", + "Hawke's Bay", + "Hebei", + "Hedmark", + "Heilongjiang", + "Henan", + "Hentiy", + "Herceg Novi", + "Heredia", + "Herefordshire", + "Hermanas", + "Herrera", + "Hertfordshire", + "Herzegovina-Neretva", + "Hessen", + "Heves", + "Hhohho", + "Hidalgo", + "Highland", + "Hiiraan", + "Hiiu", + "Hillingdon", + "Hilmand", + "Himachal Pradesh", + "Hirat", + "Hiroshima", + "Hoce-Slivnica", + "Hodh ech Chargui", + "Hodh el Gharbi", + "Hodo\u0161", + "Hoima", + "Hokkaido", + "Holgu\u00edn", + "Homs (Hims)", + "Hope Town", + "Hordaland", + "Horjul", + "Hormozgan", + "Houaphan", + "Houet", + "Hounslow", + "Hovd", + "Hovedstaden", + "Howland Island", + "Hrastnik", + "Hrpelje-Kozina", + "Hsinchu", + "Hsinchu City", + "Hualien", + "Huambo", + "Huancavelica", + "Hubei", + "Huehuetenango", + "Huelva", + "Huesca", + "Huila", + "Hunan", + "Hunedoara", + "Hu\u00e1nuco", + "Hu\u00edla", + "Hwanghae-bukto", + "Hwanghae-namdo", + "Hy\u014dgo", + "H\u00e0 Giang", + "H\u00e0 Nam", + "H\u00e9rault", + "H\u00eencesti", + "H\u00f2a B\u00ecnh", + "H\u00f3dmez\u00f4v\u00e1s\u00e1rhely", + "H\u00f6fu\u00f0borgarsv\u00e6\u00f0i", + "H\u00f6vsg\u00f6l", + "H\u1ea3i D\u01b0\u01a1ng", + "H\u1ea3i Ph\u00f2ng", + "H\u1ed3 Ch\u00ed Minh city", + "Ialomita", + "Ialoveni", + "Iasi", + "Ibanda", + "Ibaraki", + "Ibb", + "Ica", + "Ida-Viru", + "Idaho", + "Idlib", + "Idrija", + "Iecavas", + "Ifugao", + "Ig", + "Iganga", + "Ihorombe", + "Ijuw", + "Iklin", + "Ikskiles", + "Ilam", + "Iles Eparses de l'ocean Indien", + "Iles Saint-Paul et Nouvelle-Amsterdam", + "Ilfov", + "Iligan", + "Ilinden", + "Ilirska Bistrica", + "Ille-et-Vilaine", + "Illinois", + "Illizi", + "Ilocos Norte", + "Ilocos Sur", + "Iloilo", + "Ilukstes", + "Imbabura", + "Imereti", + "Imo", + "Imperia", + "Imtarfa", + "Inagua", + "Incheon", + "Inchiri", + "Incukalna", + "Independencia", + "Indiana", + "Indre", + "Indre-et-Loire", + "Ingush", + "Inhambane", + "Inner Mongol", + "Intibuc\u00e1", + "Inverclyde", + "Ioba", + "Ionioi Nisoi", + "Iowa", + "Ipeiros", + "Irbid", + "Irian Jaya Barat", + "Iringa", + "Irkutsk", + "Isabel", + "Isabela", + "Isernia", + "Ishikawa", + "Isingiro", + "Isla de la Juventud", + "Island Harbour", + "Islands", + "Islas de la Bah\u00eda", + "Isle of Man", + "Isle of Wight", + "Isles of Scilly", + "Islington", + "Isparta", + "Istanbul", + "Istarska", + "Istok", + "Is\u00e8re", + "Itap\u00faa", + "Itasy", + "Ivancna Gorica", + "Ivano-Frankivs'k", + "Ivanovo", + "Iwate", + "Izabal", + "Izmir", + "Izola", + "I\u011fdir", + "Jablanicki", + "Jakarta Raya", + "Jalal-Abad", + "Jalapa", + "Jalisco", + "Jambi", + "Jammu and Kashmir", + "Janakpur", + "Janub Sina'", + "Jarash", + "Jarvis Island", + "Jaunjelgavas", + "Jaunpiebalgas", + "Jaunpils", + "Jawa Barat", + "Jawa Tengah", + "Jawa Timur", + "Jawzjan", + "Ja\u00e9n", + "Jegunovce", + "Jeju", + "Jekabpils", + "Jelgava", + "Jendouba", + "Jersey", + "Jerusalem", + "Jervis Bay Territory", + "Jesenice", + "Jezersko", + "Jharkhand", + "Jiangsu", + "Jiangxi", + "Jigawa", + "Jihomoravsk\u00fd", + "Jiho\u010desk\u00fd", + "Jijel", + "Jilin", + "Jinja", + "Jinotega", + "Jizan", + "Jizzakh", + "Johnston Atoll", + "Johor", + "Jomala", + "Jubbada Dhexe", + "Jubbada Hoose", + "Jujuy", + "Jungoli", + "Jun\u00edn", + "Jura", + "Jurmala", + "Jur\u0161inci", + "Jutiapa", + "Ju\u017eno-Backi", + "Ju\u017eno-Banatski", + "Jwaneng", + "J\u00e1sz-Nagykun-Szolnok", + "J\u00e4mtland", + "J\u00e4rva", + "J\u00f5geva", + "J\u00f6nk\u00f6ping", + "K. Maras", + "Kaabong", + "Kaafu", + "Kabale", + "Kabardin-Balkar", + "Kabarole", + "Kaberamaido", + "Kabul", + "Kachin", + "Kadiogo", + "Kaduna", + "Kaffrine", + "Kafr ash Shaykh", + "Kagawa", + "Kagera", + "Kagoshima", + "Kainuu", + "Kairouan", + "Kakheti", + "Kalangala", + "Kalasin", + "Kalimantan Barat", + "Kalimantan Selatan", + "Kalimantan Tengah", + "Kalimantan Timur", + "Kalinga", + "Kaliningrad", + "Kaliro", + "Kalkara", + "Kalmar", + "Kalmyk", + "Kaluga", + "Kalungu", + "Kamchatka", + "Kamnik", + "Kampala", + "Kamphaeng Phet", + "Kamuli", + "Kamwenge", + "Kanagawa", + "Kanal", + "Kanchanaburi", + "Kandahar", + "Kandavas", + "Kanem", + "Kangarli", + "Kangw\u014fn-do", + "Kankan", + "Kano", + "Kansas", + "Kanungu", + "Kaohsiung City", + "Kaolack", + "Kapchorwa", + "Kapisa", + "Kaposv\u00e1r", + "Kara", + "Karab\u00fck", + "Karachay-Cherkess", + "Karak", + "Karakalpakstan", + "Karaman", + "Karas", + "Karbala'", + "Karbinci", + "Kardzhali", + "Karelia", + "Karlovacka", + "Karlovarsk\u00fd", + "Karnali", + "Karnataka", + "Karpo\u0161", + "Kars", + "Karsavas", + "Karuzi", + "Kasa\u00ef-Occidental", + "Kasa\u00ef-Oriental", + "Kasese", + "Kashkadarya", + "Kashmir", + "Kaskazini-Pemba", + "Kaskazini-Unguja", + "Kassala", + "Kass\u00e9rine", + "Kastamonu", + "Kasungu", + "Katakwi", + "Katanga", + "Katavi", + "Katsina", + "Kauno", + "Kavadartsi", + "Kavango", + "Kayah", + "Kayangel", + "Kayanza", + "Kayes", + "Kayin", + "Kayseri", + "Kayunga", + "Ka\u00f4h Kong", + "Ka\u010danik", + "Ka\u1e37utara", + "Kebbi", + "Kebili", + "Kecskem\u00e9t", + "Kedah", + "Keelung City", + "Keguma", + "Kekavas", + "Kelantan", + "Kemerovo", + "Kensington and Chelsea", + "Kent", + "Kentriki Makedonia", + "Kentucky", + "Kep", + "Kepulauan Riau", + "Kerala", + "Kermadec Islands", + "Kerman", + "Kermanshah", + "Kerry", + "Ker\u010bem", + "Kgalagadi", + "Kgatleng", + "Khabarovsk", + "Khakass", + "Khammouan", + "Khanty-Mansiy", + "Kharkiv", + "Khartoum", + "Khatlon", + "Khenchela", + "Kherson", + "Khmel'nyts'kyy", + "Khomas", + "Khon Kaen", + "Khorezm", + "Khost", + "Khulna", + "Khuzestan", + "Kh\u00e1nh H\u00f2a", + "Kibale", + "Kiboga", + "Kibuku", + "Kicevo", + "Kidal", + "Kidricevo", + "Kiev", + "Kiev City", + "Kigali City", + "Kigoma", + "Kildare", + "Kilimanjaro", + "Kilin\u014fchchi", + "Kilis", + "Kilkenny", + "Kindia", + "Kingman Reef", + "Kingston", + "Kingston upon Hull", + "Kingston upon Thames", + "Kinkkale", + "Kinmen", + "Kinshasa City", + "Kiribati", + "Kirklareli", + "Kirklees", + "Kirkop", + "Kirov", + "Kirovohrad", + "Kirsehir", + "Kirundo", + "Kiryandongo", + "Kisela Voda", + "Kisoro", + "Kissidougou", + "Kitgum", + "Ki\u00e9-Ntem", + "Ki\u00ean Giang", + "Klaipedos", + "Klina", + "Knowsley", + "Kobarid", + "Kobilje", + "Koboko", + "Kocaeli", + "Kocani", + "Kocenu", + "Kocevje", + "Kochi", + "Kogi", + "Kohgiluyeh and Buyer Ahmad", + "Kokneses", + "Kola\u0161in", + "Kolda", + "Kole", + "Kolubarski", + "Komen", + "Komenda", + "Komi", + "Kommune Kujalleq", + "Kommuneqarfik Sermersooq", + "Komondjari", + "Komo\u00e9", + "Kompienga", + "Kom\u00e1rom-Esztergom", + "Kon Tum", + "Konce", + "Konya", + "Koper", + "Koprivni\u010dko-Kri\u017eeva\u010dka", + "Kordestan", + "Koror", + "Kor\u00e7\u00eb", + "Kosovo Polje", + "Kosovska Kamenica", + "Kosovska Mitrovica", + "Kosrae", + "Kossi", + "Kostel", + "Kostroma", + "Kotayk", + "Kotido", + "Kotor", + "Koubia", + "Kouffo", + "Kouilou", + "Koulikoro", + "Koulp\u00e9logo", + "Koundara", + "Kouritenga", + "Kouroussa", + "Kourw\u00e9ogo", + "Kowloon City", + "Kozje", + "Ko\u0161ick\u00fd", + "Krabi", + "Kranj", + "Kranjska Gora", + "Krapinsko-Zagorska", + "Kraslavas", + "Krasnodar", + "Krasnoyarsk", + "Kratovo", + "Krimuldas", + "Kriti", + "Kriva Palanka", + "Krivoga\u0161tani", + "Kri\u017eevci", + "Krong Pailin", + "Krong Preah Sihanouk", + "Kronoberg", + "Krsko", + "Krustpils", + "Kru\u0161evo", + "Kr\u00e1lov\u00e9hradeck\u00fd", + "Kr\u00e2ch\u00e9h", + "Kr\u0161ko", + "Kuala Lumpur", + "Kuk\u00ebs", + "Kuldigas", + "Kumamoto", + "Kumanovo", + "Kumi", + "Kumlinge", + "Kuna Yala", + "Kunar", + "Kunduz", + "Kunene", + "Kungota", + "Kurgan", + "Kursk", + "Kuru\u1e47\u00e6gala", + "Kusini-Pemba", + "Kuyavian-Pomeranian", + "Kuzma", + "Kvemo Kartli", + "KwaZulu-Natal", + "Kwai Tsing", + "Kwara", + "Kween", + "Kweneng", + "Kwun Tong", + "Kyankwanzi", + "Kyegegwa", + "Kyenjojo", + "Kymenlaakso", + "Kyoto", + "Kyustendil", + "K\u00e2mp\u00f3ng Cham", + "K\u00e2mp\u00f3ng Chhnang", + "K\u00e2mp\u00f3ng Sp\u0153", + "K\u00e2mp\u00f3ng Thum", + "K\u00e2mp\u00f4t", + "K\u00e2ndal", + "K\u00e4rnten", + "K\u00e6galla", + "K\u00e9dougou", + "K\u00e9mo", + "K\u00e9n\u00e9dougou", + "K\u00e9rouan\u00e9", + "K\u00f6kar", + "K\u00fcrd\u0259mir", + "K\u00fctahya", + "K\u014f\u1e37amba", + "K\u0259lb\u0259c\u0259r", + "L'Aquila", + "L'Artibonite", + "L'viv", + "La Altagracia", + "La Araucan\u00eda", + "La Coru\u00f1a", + "La Digue and Inner Islands", + "La Estrelleta", + "La Guajira", + "La Libertad", + "La Massana", + "La Pampa", + "La Paz", + "La Rioja", + "La Romana", + "La R\u00e9union", + "La Spezia", + "La Union", + "La Uni\u00f3n", + "La Vega", + "Laamu", + "Laborie", + "Labuan", + "Lab\u00e9", + "Lac", + "Lacs", + "Laghman", + "Laghouat", + "Lagos", + "Laguna", + "Lagunes", + "Lahij", + "Lai Chau", + "Lakes", + "Lakshadweep", + "Lambayeque", + "Lambeth", + "Lampang", + "Lamphun", + "Lampung", + "Lamwo", + "Lanao del Norte", + "Lanao del Sur", + "Lancashire", + "Landes", + "Lankaran", + "Laoighis", + "Lapland", + "Lapu-Lapu", + "Lara", + "Larnaca", + "Larne", + "Las Palmas", + "Las Pinas", + "Las Tunas", + "Latina", + "Lattakia", + "Lautem", + "Lavalleja", + "La\u00e2youne - Boujdour - Sakia El Hamra", + "La\u0161ko", + "Le Kef", + "Lecce", + "Lecco", + "Leeds", + "Leeward Islands", + "Leicester", + "Leicestershire", + "Leiria", + "Leitrim", + "Lemland", + "Lempira", + "Lenart", + "Lendava", + "Leninabad", + "Leningrad", + "Leova", + "Leposavi\u0107", + "Leribe", + "Lerik", + "Les Mamelles", + "Lesser Poland", + "Lewisham", + "Leyte", + "Lezh\u00eb", + "Le\u00f3n", + "Lhaviyani", + "Lhuntshi", + "Liaoning", + "Libereck\u00fd", + "Libertador General Bernardo O'Higgins", + "Licko-Senjska", + "Liege", + "Lielvardes", + "Lienchiang", + "Liep\u0101ja", + "Ligatnes", + "Lija", + "Likoma", + "Likouala", + "Lilongwe", + "Lima", + "Lima Province", + "Limassol", + "Limavady", + "Limba\u017ei", + "Limburg", + "Limerick", + "Limpopo", + "Lim\u00f3n", + "Lincolnshire", + "Lindi", + "Lipetsk", + "Lipkovo", + "Lipljan", + "Liquica", + "Lira", + "Lisboa", + "Lisburn", + "Litija", + "Litoral", + "Littoral", + "Livanu", + "Liverpool", + "Livorno", + "Ljubljana", + "Ljubno", + "Ljutomer", + "Lobatse", + "Lobaye", + "Lodi", + "Loei", + "Lofa", + "Logar", + "Logatec", + "Logone Occidental", + "Logone Oriental", + "Loir-et-Cher", + "Loire", + "Loire-Atlantique", + "Loiret", + "Loja", + "Lola", + "Long An", + "Long Island", + "Longford", + "Lop Buri", + "Lorestan", + "Loreto", + "Lori", + "Loroum", + "Los Lagos", + "Los Rios", + "Los R\u00edos", + "Los Santos", + "Lot", + "Lot-et-Garonne", + "Louang Namtha", + "Louangphrabang", + "Louga", + "Louisiana", + "Louth", + "Lovech", + "Lovrenc na Pohorju", + "Lower River", + "Lower Silesian", + "Lozovo", + "Loz\u00e8re", + "Lo\u0161ka dolina", + "Lo\u0161ki Potok", + "Luanda", + "Luapula", + "Lubanas", + "Lublin", + "Lubombo", + "Lubusz", + "Lucca", + "Luce", + "Lucena", + "Lucerne", + "Ludzas", + "Lugo", + "Luhans'k", + "Lukovica", + "Lumbini", + "Lumparland", + "Lunda Norte", + "Lunda Sul", + "Luqa", + "Lusaka", + "Luton", + "Luuka", + "Luweero", + "Luxembourg", + "Luxor", + "Lwengo", + "Lyantonde", + "L\u00e0o Cai", + "L\u00e2m \u0110\u1ed3ng", + "L\u00e4\u00e4ne", + "L\u00e4\u00e4ne-Viru", + "L\u00e9koumou", + "L\u00e9louma", + "L\u00e9raba", + "L\u00e9rida", + "L\u1ea1ng S\u01a1n", + "M'Sila", + "Ma'rib", + "Ma`an", + "Macau", + "Macenta", + "Macerata", + "Machinga", + "Macquarie Island", + "Macvanski", + "Madaba", + "Madang", + "Madeira", + "Madhya Pradesh", + "Madinat ach Shamal", + "Madona", + "Madre de Dios", + "Madrid", + "Madriz", + "Mae Hong Son", + "Maekel", + "Mafeteng", + "Mafraq", + "Maga Buryatdan", + "Magallanes y Ant\u00e1rtica Chilena", + "Magdalena", + "Magherafelt", + "Maguindanao", + "Magway", + "Maha Sarakham", + "Mahaica-Berbice", + "Mahakali", + "Mahanuvara", + "Maharashtra", + "Mahdia", + "Maine", + "Maine-et-Loire", + "Maio", + "Maj\u0161perk", + "Makamba", + "Makati", + "Makedonska Kamenica", + "Makira", + "Makkah", + "Malabon", + "Malaita", + "Malampa", + "Malanje", + "Malatya", + "Maldonado", + "Mali", + "Mali\u0161evo", + "Malpils", + "Maluku", + "Maluku Utara", + "Mal\u00e9", + "Mamb\u00e9r\u00e9-Kad\u00e9\u00ef", + "Mamou", + "Manabi", + "Manafwa", + "Managua", + "Manatuto", + "Manawatu-Wanganui", + "Manche", + "Manchester", + "Mandalay", + "Mandaluyong City", + "Mandaue", + "Mandiana", + "Mandoul", + "Mangaia", + "Mangghystau", + "Mangochi", + "Mangrove Cay", + "Manica", + "Manicaland", + "Maniema", + "Manihiki", + "Manila", + "Manipur", + "Manisa", + "Manitoba", + "Mann\u0101rama", + "Mantova", + "Manu's", + "Manubah", + "Manufahi", + "Manus", + "Manyara", + "Manzini", + "Maputo", + "Mara", + "Maracha", + "Maradi", + "Marahou\u00e9", + "Maramures", + "Maranh\u00e3o", + "Mardin", + "Margibi", + "Maribor", + "Mariehamn", + "Marijampoles", + "Marikina", + "Marinduque", + "Maritime", + "Mariy-El", + "Markazi", + "Markovci", + "Marlborough District", + "Marne", + "Marowijne", + "Marquesas Islands", + "Marrakech - Tensift - Al Haouz", + "Marsa", + "Marsaskala", + "Marsaxlokk", + "Martinique", + "Marupes", + "Mary", + "Maryland", + "Mar\u00eda Trinidad S\u00e1nchez", + "Masaka", + "Masall\u0131", + "Masaya", + "Masbate", + "Mascara", + "Maseru", + "Mashonaland Central", + "Mashonaland East", + "Mashonaland West", + "Masindi", + "Masovian", + "Massa-Carrara", + "Massachusetts", + "Masvingo", + "Matabeleland North", + "Matabeleland South", + "Matagalpa", + "Matam", + "Matanzas", + "Matera", + "Mato Grosso", + "Mato Grosso do Sul", + "Matruh", + "Mauke", + "Maule", + "Mauren", + "Mavrovo and Rostusa", + "Mayabeque", + "Mayaguana", + "Mayenne", + "Mayo", + "Mayo-Kebbi Est", + "Mayo-Kebbi Ouest", + "Mayotte", + "Maysan", + "Mayuge", + "Mazandaran", + "Mazsalacas", + "Ma\u1e0dakalapuva", + "Mbale", + "Mbarara", + "Mbeya", + "Mbomou", + "Mchinji", + "Mdina", + "Meath", + "Mechi", + "Mecklenburg-Vorpommern", + "Medimurska", + "Medio Campidano", + "Medvode", + "Medway", + "Meemu", + "Meghalaya", + "Mehedinti", + "Mekn\u00e8s - Tafilalet", + "Melaka", + "Melaky", + "Melekeok", + "Melilla", + "Mellie\u0127a", + "Menabe", + "Mendoza", + "Meneng", + "Menge\u0161", + "Merseyside", + "Mersin", + "Mersraga", + "Merthyr Tydfil", + "Merton", + "Messina", + "Meta", + "Metlika", + "Meurhe-et-Moselle", + "Meuse", + "Me\u017eica", + "Miaoli", + "Michigan", + "Michoac\u00e1n", + "Micoud", + "Middle Caicos", + "Middlesbrough", + "Midlands", + "Midlothian", + "Midtjylland", + "Midway Islands", + "Mie", + "Miklav\u017e na Dravskem polju", + "Mila", + "Milano", + "Milne Bay", + "Milton Keynes", + "Minas Gerais", + "Mindoro Occidental", + "Mindoro Oriental", + "Ming\u0259\u00e7evir", + "Minnesota", + "Minsk", + "Miquelon-Langlade", + "Miranda", + "Miren-Kostanjevica", + "Mirna Pec", + "Misamis Occidental", + "Misamis Oriental", + "Misiones", + "Miskolc", + "Mislinja", + "Misratah", + "Mississippi", + "Missouri", + "Mitiaro", + "Mitooma", + "Mityana", + "Miyagi", + "Miyazaki", + "Mizdah", + "Mizoram", + "Modena", + "Mogilev", + "Mohale's Hoek", + "Mojkovac", + "Moka", + "Mokhotlong", + "Mon", + "Monaco", + "Monagas", + "Monaghan", + "Monastir", + "Mongar", + "Monmouthshire", + "Mono", + "Monse\u00f1or Nouel", + "Mont Buxton", + "Mont Fleuri", + "Montana", + "Monte Cristi", + "Monte Plata", + "Montegiardino", + "Montevideo", + "Montserrado", + "Monza e Brianza", + "Moore's Island", + "Mopti", + "Moquegua", + "Moravce", + "Moravicki", + "Moravske Toplice", + "Moravskoslezsk\u00fd", + "Moray", + "Moraz\u00e1n", + "Morbihan", + "Mordovia", + "Morelos", + "Morobe", + "Morogoro", + "Morona Santiago", + "Moroto", + "Moselle", + "Moskovsskaya", + "Moskva", + "Mosta", + "Mostaganem", + "Mosteiros", + "Mou Houn", + "Mount Lebanon", + "Mountain Province", + "Moxico", + "Moyen-Cavally", + "Moyen-Chari", + "Moyen-Comoe", + "Moyen-Ogoou\u00e9", + "Moyle", + "Moyo", + "Mozirje", + "Mo\u00fbh\u00eel\u00ee", + "Mpigi", + "Mpumalanga", + "Mqabba", + "Msida", + "Mtskheta-Mtianeti", + "Mtwara", + "Mubarak Al-Kabeer", + "Mubende", + "Muchinga", + "Mudug", + "Mugla", + "Mukdahan", + "Mukono", + "Mulanje", + "Mulativ", + "Muntinlupa", + "Munxar", + "Muramvya", + "Murcia", + "Mures", + "Murmansk", + "Murska Sobota", + "Murzuq", + "Mus", + "Musandam", + "Muscat", + "Muta", + "Muyinga", + "Mwanza", + "Mwaro", + "Mykolayiv", + "Mzimba", + "M\u00e1laga", + "M\u00e9denine", + "M\u00e9d\u00e9a", + "M\u00e9rida", + "M\u00e9xico", + "M\u00f4nd\u00f3l Kiri", + "M\u00f8re og Romsdal", + "M\u0101tale", + "M\u0101tara", + "M\u0121arr", + "M\u014f\u1e47ar\u0101gala", + "N'zi-Como\u00e9", + "N.W.F.P.", + "Nabeul", + "Nadur", + "Naftalan", + "Naga", + "Nagaland", + "Nagano", + "Nagasaki", + "Nagykanizsa", + "Nahouri", + "Nairobi", + "Najran", + "Nakapiripirit", + "Nakaseke", + "Nakasongola", + "Nakhon Nayok", + "Nakhon Pathom", + "Nakhon Phanom", + "Nakhon Ratchasima", + "Nakhon Sawan", + "Nakhon Si Thammarat", + "Naklo", + "Nam \u0110\u1ecbnh", + "Namangan", + "Namayingo", + "Namentenga", + "Namibe", + "Nampula", + "Namur", + "Namutumba", + "Nan", + "Nana-Gr\u00e9bizi", + "Nana-Mamb\u00e9r\u00e9", + "Nangarhar", + "Nantou", + "Napak", + "Napo", + "Napoli", + "Nara", + "Narathiwat", + "Narayani", + "Nari\u00f1o", + "Naryn", + "Nassarawa", + "National Capital District", + "Nationalparken", + "Nauksenu", + "Navarra", + "Navassa Island", + "Navoi", + "Navotas", + "Naxxar", + "Nax\u00e7\u0131van", + "Nayala", + "Nayarit", + "Nazarje", + "Na\u00e2ma", + "Neamt", + "Neath Port Talbot", + "Nebbi", + "Nebraska", + "Neft\u00e7ala", + "Negeri Sembilan", + "Negotino", + "Negros Occidental", + "Negros Oriental", + "Nelson City", + "Nenets", + "Neno", + "Neretas", + "Neuch\u00e2tel", + "Neuqu\u00e9n", + "Neutral Zone", + "Nevada", + "Nevsehir", + "New Brunswick", + "New Hampshire", + "New Ireland", + "New Jersey", + "New Mexico", + "New Providence", + "New South Wales", + "New Taipei City", + "New York", + "Newcastle upon Tyne", + "Newfoundland and Labrador", + "Newham", + "Newport", + "Newry and Mourne", + "Newtownabbey", + "Ngaraard", + "Ngarchelong", + "Ngardmau", + "Ngatpang", + "Ngchesar", + "Ngeremlengui", + "Ngh\u1ec7 An", + "Ngiwal", + "Ngora", + "Ngouni\u00e9", + "Ngozi", + "Ng\u00f6be Bugl\u00e9", + "Niamey", + "Niari", + "Niassa", + "Nibok", + "Nicas", + "Nickerie", + "Nicosia", + "Nidwalden", + "Niedersachsen", + "Nieder\u00f6sterreich", + "Nigde", + "Niger", + "Niigata", + "Nik\u0161ic", + "Nimba", + "Nimroz", + "Ninawa", + "Ningxia", + "Ninh B\u00ecnh", + "Ninh Thu\u1eadn", + "Nippes", + "Nisporeni", + "Nitriansky", + "Niuas", + "Niue", + "Nizhegorod", + "Ni\u00e8vre", + "Ni\u0161avski", + "Njombe", + "Nkhata Bay", + "Nkhotakota", + "Nong Bua Lam Phu", + "Nong Khai", + "Nonthaburi", + "Noonu", + "Noord-Brabant", + "Noord-Holland", + "Nord", + "Nord-Est", + "Nord-Kivu", + "Nord-Ouest", + "Nord-Tr\u00f8ndelag", + "Nordjylland", + "Nordland", + "Nordrhein-Westfalen", + "Norfolk", + "Norfolk Island", + "Norrbotten", + "Norte de Santander", + "North", + "North Abaco", + "North Andros", + "North Ayshire", + "North Bahr-al-Ghazal", + "North Bank", + "North Caicos", + "North Carolina", + "North Chungcheong", + "North Dakota", + "North Darfur", + "North Down", + "North East", + "North East Lincolnshire", + "North Eleuthera", + "North Gyeongsang", + "North Hill", + "North Jeolla", + "North Karelia", + "North Kazakhstan", + "North Khorasan", + "North Kordufan", + "North Lanarkshire", + "North Lebanon", + "North Lincolnshire", + "North Ossetia", + "North Side", + "North Solomons", + "North Somerset", + "North Tipperary", + "North Tyneside", + "North West", + "North Yorkshire", + "North-East", + "North-Eastern", + "North-West", + "North-Western", + "Northamptonshire", + "Northeastern", + "Northern", + "Northern Areas", + "Northern Cape", + "Northern Cyprus", + "Northern Islands", + "Northern Ostrobothnia", + "Northern Samar", + "Northern Savonia", + "Northern Territory", + "Northland", + "Northumberland", + "Northwest Territories", + "Nor\u00f0urland eystra", + "Nor\u00f0urland vestra", + "Notio Aigaio", + "Nottingham", + "Nottinghamshire", + "Nouakchott", + "Noumbiel", + "Nova Gori\u0161ka", + "Nova Scotia", + "Novara", + "Novatsi", + "Novgorod", + "Novo Brdo", + "Novo Mesto", + "Novo Selo", + "Novosibirsk", + "Nsanje", + "Ntcheu", + "Ntchisi", + "Ntoroko", + "Ntungamo", + "Nueva Ecija", + "Nueva Esparta", + "Nueva Segovia", + "Nueva Vizcaya", + "Nuevo Le\u00f3n", + "Nugaal", + "Nunavut", + "Nuoro", + "Nuristan", + "Nusa Tenggara Barat", + "Nusa Tenggara Timur", + "Nuvara \u0114liya", + "Nwoya", + "Nyanga", + "Nyanza", + "Ny\u00edregyh\u00e1za", + "Nz\u00e9r\u00e9kor\u00e9", + "N\u00f3gr\u00e1d", + "Oaxaca", + "Ober\u00f6sterreich", + "Obili\u0107", + "Obock", + "Obwalden", + "Ocni\u0163a", + "Ocotepeque", + "Odessa", + "Odranci", + "Offaly", + "Ogliastra", + "Ogoou\u00e9-Ivindo", + "Ogoou\u00e9-Lolo", + "Ogoou\u00e9-Maritime", + "Ogre", + "Ogun", + "Ohangwena", + "Ohio", + "Ohrid", + "Oio", + "Oise", + "Oita", + "Okayama", + "Okinawa", + "Oklahoma", + "Olaines", + "Olancho", + "Olbia-Tempio", + "Oldham", + "Olomouck\u00fd", + "Olongapo", + "Olt", + "Omagh", + "Omaheke", + "Ombella-M'Poko", + "Omsk", + "Omusati", + "Ondo", + "Ontario", + "Oplotnica", + "Opole", + "Oppland", + "Orahovac", + "Oran", + "Orange Free State", + "Orange Walk", + "Ordino", + "Ordu", + "Ordubad", + "Orebro", + "Oregon", + "Orel", + "Orellana", + "Orenburg", + "Orense", + "Orhei", + "Orhon", + "Oriental", + "Orientale", + "Orissa", + "Oristrano", + "Orkney", + "Ormoc", + "Ormo\u017e", + "Orne", + "Oromiya", + "Oruro", + "Osaka", + "Osh", + "Oshana", + "Oshikoto", + "Osjecko-Baranjska", + "Oslo", + "Oslomej", + "Osmaniye", + "Ostrobothnia", + "Osun", + "Otago", + "Otdar Mean Chey", + "Otjozondjupa", + "Otuke", + "Ouadda\u00ef", + "Ouaka", + "Ouargla", + "Oubritenga", + "Oudalan", + "Oud\u00f4mxai", + "Oued el Dahab", + "Ouest", + "Ouham", + "Ouham-Pend\u00e9", + "Oum el Bouaghi", + "Outer Islands", + "Ou\u00e9m\u00e9", + "Overijssel", + "Oxfordshire", + "Oyam", + "Oyo", + "Ozolnieku", + "O\u011fuz", + "P'y\u014fngan-bukto", + "P'y\u014fngan-namdo", + "P'y\u014fngyang", + "Pader", + "Padova", + "Paget", + "Pahang", + "Paktika", + "Paktya", + "Palauli", + "Palawan", + "Palencia", + "Palermo", + "Pallisa", + "Palmerston", + "Palmyra Atoll", + "Pampanga", + "Pamplemousses", + "Panama", + "Pando", + "Panevezio", + "Pangasinan", + "Paola", + "Paphos", + "Papua", + "Para", + "Paracel Islands", + "Paraguar\u00ed", + "Paramaribo", + "Paranaque", + "Paran\u00e1", + "Para\u00edba", + "Pardubick\u00fd", + "Pargaujas", + "Paris", + "Parma", + "Paro", + "Parwan", + "Par\u00e1", + "Pas-de-Calais", + "Pasay", + "Pasco", + "Pasig", + "Passor\u00e9", + "Pastaza", + "Pateros", + "Pathum Thani", + "Pattani", + "Paul", + "Pavia", + "Pavilostas", + "Pavlodar", + "Paysand\u00fa", + "Pazardzhik", + "Pcinjski", + "Pedernales", + "Pelagonia", + "Peleliu", + "Peloponnisos", + "Pemagatsel", + "Pembroke", + "Pembrokeshire", + "Penal-Debe", + "Penama", + "Penghu", + "Pennsylvania", + "Penrhyn", + "Penza", + "Perak", + "Peravia", + "Perlis", + "Perm'", + "Pernambuco", + "Pernik", + "Perthshire and Kinross", + "Perugia", + "Pesaro e Urbino", + "Pescara", + "Pesnica", + "Pest", + "Peterborough", + "Pet\u00e9n", + "Pe\u0107", + "Phalombe", + "Phangnga", + "Phatthalung", + "Phayao", + "Phecevo", + "Phetchabun", + "Phetchaburi", + "Phichit", + "Phitsanulok", + "Phnom Penh", + "Phra Nakhon Si Ayutthaya", + "Phrae", + "Phuket", + "Ph\u00f4ngsali", + "Ph\u00fa Th\u1ecd", + "Ph\u00fa Y\u00ean", + "Piacenza", + "Piau\u00ed", + "Pichincha", + "Piet\u00e0", + "Pinar del R\u00edo", + "Pingtung", + "Piran", + "Pirkanmaa", + "Pirotski", + "Pisa", + "Pistoia", + "Pita", + "Pitcairn Islands", + "Pituffik", + "Piura", + "Pivka", + "Plaines Wilhems", + "Plaisance", + "Planken", + "Plasnica", + "Plateau", + "Plateaux", + "Plav", + "Plavinu", + "Pleven", + "Pljevlja", + "Plovdiv", + "Plu\u017eine", + "Plymouth", + "Plze\u0148sk\u00fd", + "Podcetrtek", + "Podgorica", + "Podlachian", + "Podlehnik", + "Podujevo", + "Podunavski", + "Podvelka", + "Pohnpei", + "Point Fortin", + "Pointe La Rue", + "Pointe Noire", + "Polog", + "Poltava", + "Polzela", + "Pomeranian", + "Pomeroon-Supenaam", + "Pomoravski", + "Poni", + "Pontevedra", + "Pool", + "Poole", + "Pordenone", + "Port Glaud", + "Port Louis", + "Port Louis city", + "Port of Spain", + "Portalegre", + "Portland", + "Porto", + "Porto Novo", + "Portsmouth", + "Portuguesa", + "Posavina", + "Postojna", + "Potaro-Siparuni", + "Potenza", + "Potos\u00ed", + "Pouthisat", + "Powys", + "Prachin Buri", + "Prachuap Khiri Khan", + "Prague", + "Prahova", + "Praia", + "Praslin", + "Prato", + "Preah Vih\u00e9ar", + "Prebold", + "Preddvor", + "Preilu", + "Presidente Hayes", + "Prevalje", + "Prey V\u00eang", + "Pre\u0161ov", + "Priekules", + "Priekulu", + "Prilep", + "Primor'ye", + "Primorsko-Goranska", + "Prince Edward Island", + "Princes Town", + "Prizren", + "Pri\u0161tina", + "Probistip", + "Providenciales and West Caicos", + "Pr\u00edncipe", + "Pskov", + "Ptuj", + "Puconci", + "Puducherry", + "Puebla", + "Puerto Plata", + "Puerto Princesa", + "Puerto Rico", + "Pukapuka", + "Pulau Pinang", + "Punakha", + "Punjab", + "Puntarenas", + "Putrajaya", + "Puttalama", + "Putumayo", + "Puy-de-D\u00f4me", + "Pwani", + "Pyr\u00e9n\u00e9es-Atlantiques", + "Pyr\u00e9n\u00e9es-Orientales", + "P\u00e4ij\u00e4t-H\u00e4me", + "P\u00e4rnu", + "P\u00e9cs", + "P\u00f5lva", + "P\u014f\u1e37\u014fnnaruva", + "Qaasuitsup Kommunia", + "Qacha's Nek", + "Qala", + "Qaraghandy", + "Qax", + "Qazax", + "Qazvin", + "Qeqqata Kommunia", + "Qina", + "Qinghai", + "Qobustan", + "Qom", + "Qormi", + "Qostanay", + "Qrendi", + "Quatre Bornes", + "Quba", + "Qubadli", + "Queensland", + "Quer\u00e9taro", + "Quezaltenango", + "Quezon", + "Quezon City", + "Quich\u00e9", + "Quinara", + "Quind\u00edo", + "Quintana Roo", + "Quirino", + "Quneitra", + "Qusar", + "Quthing", + "Qu\u00e0ng Nam", + "Qu\u00e9bec", + "Qu\u1ea3ng B\u00ecnh", + "Qu\u1ea3ng Ng\u00e3i", + "Qu\u1ea3ng Ninh", + "Qu\u1ea3ng Tr\u1ecb", + "Qyzylorda", + "Q\u0259b\u0259l\u0259", + "Raa", + "Rabat", + "Rabat - Sal\u00e9 - Zemmour - Zaer", + "Race-Fram", + "Racha-Lechkhumi-Kvemo Svaneti", + "Radece", + "Radenci", + "Radlje ob Dravi", + "Radovis", + "Radovljica", + "Ragged Island", + "Ragusa", + "Railik Chain", + "Rajasthan", + "Rajshahi", + "Rakahanga", + "Rakai", + "Rakhine", + "Rangpur", + "Rankovce", + "Ranong", + "Rapla", + "Rapti", + "Rarotonga", + "Ras Al Khaymah", + "Ras\u014fn", + "Ratak Chain", + "Ratchaburi", + "Ratnapura", + "Raunas", + "Ravenna", + "Ravne na Koro\u0161kem", + "Raymah", + "Rayong", + "Razavi Khorasan", + "Razgrad", + "Razkri\u017eje", + "Ra\u0161ki", + "Reading", + "Red Sea", + "Redbridge", + "Redcar and Cleveland", + "Redonda", + "Reggio Calabria", + "Reggio Emilia", + "Regi\u00f3n Metropolitana de Santiago", + "Relizane", + "Renfrewshire", + "Rennell and Bellona", + "Resen", + "Retalhuleu", + "Reykjav\u00edk", + "Rezekne", + "Rezeknes", + "Rezina", + "Rheinland-Pfalz", + "Rhode Island", + "Rhondda, Cynon, Taff", + "Rh\u00f4ne", + "Riau", + "Ribeira Brava", + "Ribeira Grande", + "Ribeira Grande de Santiago", + "Ribnica", + "Ribnica na Pohorju", + "Richmond upon Thames", + "Riebinu", + "Rieti", + "Rif Dimashq", + "Rift Valley", + "Riga", + "Rimini", + "Rio Claro-Mayaro", + "Rio Grande do Norte", + "Rio Grande do Sul", + "Rio San Juan", + "Rio de Janeiro", + "Risaralda", + "Rivas", + "River Cess", + "River Gee", + "River Nile", + "Rivera", + "Rivers", + "Rivi\u00e8re Noire", + "Rivi\u00e8re du Rempart", + "Rivne", + "Rizal", + "Rize", + "Rocha", + "Rochdale", + "Roche Ca\u00efman", + "Rodrigues", + "Rogaland", + "Rogatec", + "Roga\u0161ka Slatina", + "Roga\u0161ovci", + "Roi Et", + "Rojas", + "Roma", + "Romblon", + "Rond\u00f4nia", + "Ropazu", + "Roraima", + "Roscommon", + "Rose Atoll", + "Rostov", + "Rota", + "Rotherham", + "Rotuma", + "Rovigo", + "Royal Borough of Windsor and Maidenhead", + "Ro\u017eaje", + "Rubirizi", + "Rucavas", + "Rugaju", + "Ruggell", + "Rujienas", + "Rukungiri", + "Rukwa", + "Rum Cay", + "Rumphi", + "Rundales", + "Ruse", + "Rutana", + "Rutland", + "Ruvuma", + "Ruyigi", + "Ru\u0161e", + "Ryanggang", + "Ryazan'", + "R\u00edo Negro", + "R\u00ee\u015fcani", + "R\u00f4t\u00e2n\u00f4kiri", + "Sa Kaeo", + "Sa`dah", + "Saare", + "Saarland", + "Saatl\u0131", + "Saba", + "Sabah", + "Sabha", + "Sabirabad", + "Sacatep\u00e9quez", + "Sachsen", + "Sachsen-Anhalt", + "Safi", + "Saga", + "Sagaing", + "Sagarmatha", + "Sai Kung", + "Saint Andrew", + "Saint Ann", + "Saint Anne Sandy Point", + "Saint Anthony", + "Saint Barth\u00e9lemy", + "Saint Catherine", + "Saint Croix", + "Saint David", + "Saint Elizabeth", + "Saint George", + "Saint George Basseterre", + "Saint George Gingerland", + "Saint George's", + "Saint Georges", + "Saint Helena", + "Saint James", + "Saint James Windward", + "Saint John", + "Saint John Capesterre", + "Saint John Figtree", + "Saint Joseph", + "Saint Lawrence", + "Saint Louis", + "Saint Lucy", + "Saint Luke", + "Saint Mark", + "Saint Mary", + "Saint Mary Cayon", + "Saint Michael", + "Saint Patrick", + "Saint Paul", + "Saint Paul Capesterre", + "Saint Paul Charlestown", + "Saint Peter", + "Saint Peter Basseterre", + "Saint Philip", + "Saint Thomas", + "Saint Thomas Lowland", + "Saint Thomas Middle Island", + "Saint-Louis", + "Saint-Pierre", + "Saipan", + "Saitama", + "Sakarya", + "Sakha (Yakutia)", + "Sakhalin", + "Sakon Nakhon", + "Sal", + "Sala ad-Din", + "Salacgrivas", + "Salaj", + "Salamanca", + "Salamat", + "Salas", + "Salaspils", + "Saldus", + "Salerno", + "Salford", + "Salg\u00f3tarj\u00e1n", + "Salima", + "Salt Cay", + "Salta", + "Salto", + "Saltvik", + "Salyan", + "Salzburg", + "Samangan", + "Saman\u00e1", + "Samar", + "Samara", + "Samarkand", + "Samchi", + "Samdrup Jongkhar", + "Samegrelo-Zemo Svaneti", + "Samsun", + "Samtskhe-Javakheti", + "Samut Prakan", + "Samut Sakhon", + "Samut Songkhram", + "Samux", + "San Andr\u00e9s y Providencia", + "San Crist\u00f3bal", + "San Fernando", + "San Jos\u00e9", + "San Jos\u00e9 de Ocoa", + "San Juan", + "San Juan-Laventille", + "San Luis", + "San Luis Potos\u00ed", + "San Marcos", + "San Marino", + "San Mart\u00edn", + "San Miguel", + "San Pedro", + "San Pedro de Macor\u00eds", + "San Salvador", + "San Vicente", + "San \u0120wann", + "Sana'a", + "Sancti Sp\u00edritus", + "Sandaun", + "Sandwell", + "Sandy Ground", + "Sandy Hill", + "Sandys", + "Sangha", + "Sangha-Mba\u00e9r\u00e9", + "Sangre Grande", + "Sangui\u00e9", + "Sankt Gallen", + "Sanliurfa", + "Sanma", + "Sanmatenga", + "Sannat", + "Sant Juli\u00e0 de L\u00f2ria", + "Santa Ana", + "Santa B\u00e1rbara", + "Santa Catarina", + "Santa Catarina do Fogo", + "Santa Cruz", + "Santa Cruz de Tenerife", + "Santa Elena", + "Santa Fe", + "Santa Lu\u010bija", + "Santa Rosa", + "Santa Venera", + "Santander", + "Santar\u00e9m", + "Santiago", + "Santiago Rodr\u00edguez", + "Santiago de Cuba", + "Santiago del Estero", + "Santo Domingo", + "Santo Domingo de los Ts\u00e1chilas", + "Saraburi", + "Saraj", + "Sarajevo", + "Sarajevo-romanija", + "Saramacca", + "Sarangani", + "Saratov", + "Saravan", + "Sarawak", + "Sari Pul", + "Sark", + "Sarthe", + "Saskatchewan", + "Sassari", + "Satakunta", + "Satu Mare", + "Satun", + "Satupa'itea", + "Saulkrastu", + "Sava", + "Savanes", + "Savannakh\u00e9t", + "Savanne", + "Savoie", + "Savona", + "Sa\u00efda", + "Sa\u00f4ne-et-Loire", + "Scarborough Reef", + "Schaan", + "Schaffhausen", + "Schellenberg", + "Schleswig-Holstein", + "Schwyz", + "Scottish Borders", + "Sefton", + "Segovia", + "Seien-et-Marne", + "Seine-Maritime", + "Seine-Saint-Denis", + "Sejas", + "Sejong", + "Selangor", + "Selebi-Phikwe", + "Selenge", + "Selnica ob Dravi", + "Sembabule", + "Semenawi Keyih Bahri", + "Semic", + "Semnan", + "Senglea", + "Sennar", + "Seoul", + "Serere", + "Sergipe", + "Serranilla Bank", + "Serravalle", + "Seti", + "Set\u00fabal", + "Sevastopol", + "Severno-Backi", + "Severno-Banatski", + "Sevilla", + "Sevnica", + "Se\u017eana", + "Sfax", + "Sha Tin", + "Shaanxi", + "Shabeellaha Dhexe", + "Shabeellaha Hoose", + "Shabwah", + "Sham Shui Po", + "Shamal Sina'", + "Shan", + "Shandong", + "Shanghai", + "Shanxi", + "Sharjah", + "Shaviyani", + "Sheema", + "Shefa", + "Sheffield", + "Shemgang", + "Shetland Islands", + "Shida Kartli", + "Shiga", + "Shimane", + "Shinyanga", + "Shirak", + "Shirvan", + "Shiselweni", + "Shizuoka", + "Shkod\u00ebr", + "Shropshire", + "Shumen", + "Si Sa Ket", + "Sibiu", + "Sichuan", + "Sidi Bel Abb\u00e8s", + "Sidi Bou Zid", + "Siemr\u00e9ab", + "Siena", + "Sigave", + "Siguiri", + "Siguldas", + "Siirt", + "Sikasso", + "Sikkim", + "Sila", + "Silesian", + "Siliana", + "Silistra", + "Simiyu", + "Sinaloa", + "Sind", + "Sing Buri", + "Singida", + "Sinoe", + "Sinop", + "Sint Maarten", + "Sipaliwini", + "Siparia", + "Siquijor", + "Siracusa", + "Sirdaryo", + "Sirnak", + "Sironko", + "Sisacko-Moslavacka", + "Sissili", + "Sistan and Baluchestan", + "Sivas", + "Siy\u0259z\u0259n", + "Si\u0121\u0121iewi", + "Sja\u00e6lland", + "Skikda", + "Skopje", + "Skriveru", + "Skrundas", + "Sk\u00e5ne", + "Sliema", + "Sligo", + "Sliven", + "Slough", + "Slovenj Gradec", + "Slovenska Bistrica", + "Slovenske Konjice", + "Smiltenes", + "Smith's", + "Smolensk", + "Smolyan", + "Sodra\u017eica", + "Sofala", + "Sofia", + "Sogn og Fjordane", + "Sokoto", + "Solcava", + "Solihull", + "Solol\u00e1", + "Solothurn", + "Somali", + "Somaliland", + "Somerset", + "Somme", + "Somogy", + "Son La", + "Sondrio", + "Songkhla", + "Sonora", + "Sonsonate", + "Sonsorol", + "Sopiste", + "Sopron", + "Soria", + "Soriano", + "Soroca", + "Soroti", + "Sorsogon", + "Sottunga", + "Soufri\u00e8re", + "Souk Ahras", + "Soum", + "Sourou", + "Souss - Massa - Dra\u00e2", + "Sousse", + "South Abaco", + "South Andros", + "South Australia", + "South Ayrshire", + "South Caicos and East Caicos", + "South Carolina", + "South Chungcheong", + "South Cotabato", + "South Dakota", + "South Dublin", + "South East", + "South Eleuthera", + "South Gloucestershire", + "South Gyeongsang", + "South Hill", + "South Jeolla", + "South Karelia", + "South Kazakhstan", + "South Khorasan", + "South Kordufan", + "South Lanarkshire", + "South Lebanon", + "South Tipperary", + "South Tyneside", + "South West", + "South-East", + "Southampton", + "Southeastern", + "Southend-on-Sea", + "Southern Darfur", + "Southern Highlands", + "Southern Leyte", + "Southern Nations, Nationalities and Peoples", + "Southern Ostrobothnia", + "Southern Savonia", + "Southland", + "Southwark", + "Sowa", + "Spanish Wells", + "Splitsko-Dalmatinska", + "Spratly Islands", + "Srbica", + "Srednje-Banatski", + "Sremski", + "St. Eustatius", + "St. Julian's", + "St. Martin", + "St. Paul's Bay", + "Staffordshire", + "Stann Creek", + "Stara Zagora", + "Star\u0161e", + "Stavropol'", + "Steiermark", + "Stepanakert", + "Stere\u00e1 Ell\u00e1da", + "Stirling", + "Stockholm", + "Stockport", + "Stockton-on-Tees", + "Stoke-on-Trent", + "Stoney Ground", + "Stopinu", + "Strabane", + "Strencu", + "Struga", + "Str\u0103\u015feni", + "Studenicani", + "St\u00eeng\u0103 Nistrului", + "St\u0153ng Tr\u00eang", + "St\u0159edo\u010desk\u00fd", + "Subcarpathian", + "Suceava", + "Suchitep\u00e9quez", + "Sucre", + "Sucumbios", + "Sud", + "Sud-Bandama", + "Sud-Como\u00e9", + "Sud-Est", + "Sud-Kivu", + "Sud-Ouest", + "Suffolk", + "Suhaj", + "Sukhothai", + "Sulawesi Barat", + "Sulawesi Selatan", + "Sulawesi Tengah", + "Sulawesi Tenggara", + "Sulawesi Utara", + "Sultan Kudarat", + "Sulu", + "Sumatera Barat", + "Sumatera Selatan", + "Sumatera Utara", + "Sumqay\u0131t", + "Sumy", + "Sund", + "Sunderland", + "Suphan Buri", + "Surat Thani", + "Surigao del Norte", + "Surigao del Sur", + "Surin", + "Surkhandarya", + "Surrey", + "Surt", + "Sutton", + "Suva Reka", + "Su\u00f0urland", + "Su\u00f0urnes", + "Svalbard", + "Svay Rieng", + "Sverdlovsk", + "Sveta Ana", + "Sveti Andra\u017e v Slovenskih Goricah", + "Sveti Jurij", + "Sveti Nikole", + "Swain's Island", + "Swansea", + "Swieqi", + "Swindon", + "Syddanmark", + "Sylhet", + "Syunik", + "Szabolcs-Szatm\u00e1r-Bereg", + "Szeged", + "Szeksz\u00e1rd", + "Szolnok", + "Szombathely", + "Sz\u00e9kesfeh\u00e9rv\u00e1r", + "S\u00e1nchez Ram\u00edrez", + "S\u00e3o Domingos", + "S\u00e3o Filipe", + "S\u00e3o Louren\u00e7o dos \u00d3rg\u00e3os", + "S\u00e3o Miguel", + "S\u00e3o Paulo", + "S\u00e3o Salvador do Mundo", + "S\u00e3o Tom\u00e9", + "S\u00e3o Vicente", + "S\u00e9dhiou", + "S\u00e9gou", + "S\u00e9no", + "S\u00e9tif", + "S\u00eengerei", + "S\u00f3c Tr\u0103ng", + "S\u00f6dermanland", + "S\u00f8r-Tr\u00f8ndelag", + "S\u00fchbaatar", + "S\u0259d\u0259r\u0259k", + "Ta' Xbiex", + "Ta`izz", + "Tabasco", + "Tabor", + "Tabora", + "Tabuk", + "Tacloban", + "Tacna", + "Tacuaremb\u00f3", + "Tadjourah", + "Tadla - Azilal", + "Tadzhikistan Territories", + "Tafea", + "Tafilah", + "Tagant", + "Taguig", + "Tahoua", + "Tai Po", + "Taichung City", + "Tainan City", + "Taipei City", + "Taitung", + "Tajura' wa an Nawahi al Arba", + "Tak", + "Takamaka", + "Takhar", + "Tak\u00eav", + "Talas", + "Talsi", + "Tamanghasset", + "Tamaulipas", + "Tambacounda", + "Tambov", + "Tameside", + "Tamil Nadu", + "Tandjil\u00e9", + "Tanga", + "Tanger - T\u00e9touan", + "Tanintharyi", + "Taoyuan", + "Tapoa", + "Taraba", + "Taraclia", + "Taranaki", + "Taranto", + "Tarapac\u00e1", + "Targovishte", + "Tarija", + "Tarlac", + "Tarn", + "Tarn-et-Garonne", + "Tarrafal", + "Tarrafal de S\u00e3o Nicolau", + "Tarragona", + "Tartu", + "Tartus", + "Tarxien", + "Tashauz", + "Tashi Yangtse", + "Tashigang", + "Tashkent", + "Tasman District", + "Tasmania", + "Tatab\u00e1nya", + "Tataouine", + "Tatarstan", + "Taurages", + "Tavastia Proper", + "Tavush", + "Tawi-Tawi", + "Taza - Al Hoceima - Taounate", + "Tbilisi", + "Tearce", + "Tehran", + "Tekirdag", + "Tel Aviv", + "Telemark", + "Telene\u015fti", + "Teleorman", + "Telford and Wrekin", + "Tel\u0161iai", + "Temburong", + "Temotu", + "Tennessee", + "Teramo", + "Terni", + "Ternopil'", + "Territoire de Belfort", + "Teruel", + "Tervetes", + "Tete", + "Tetovo", + "Texas", + "Thaa", + "Thaba-Tseka", + "Thanh H\u00f3a", + "The Farrington", + "The Quarter", + "The Snares", + "The Valley", + "Thessalia", + "Thimphu", + "Thi\u00e8s", + "Three Kings Islands", + "Thurgau", + "Thurrock", + "Thyolo", + "Th\u00e1i B\u00ecnh", + "Th\u00e1i Nguy\u00ean", + "Th\u00fcringen", + "Th\u1eeba Thi\u00ean - Hu\u1ebf", + "Tianjin", + "Tiaret", + "Tibesti", + "Ticino", + "Tierra del Fuego", + "Tigray", + "Tillab\u00e9ri", + "Timbuktu", + "Timis", + "Tindouf", + "Tinian", + "Tipaza", + "Tiris Zemmour", + "Tirol", + "Tissemsilt", + "Tivat", + "Tizi Ouzou", + "Ti\u1ec1n Giang", + "Tlaxcala", + "Tlemcen", + "Tocantins", + "Tochigi", + "Tokat", + "Tokelau", + "Tokushima", + "Tokyo", + "Toledo", + "Tolima", + "Tolmin", + "Tolna", + "Tombali", + "Tomsk", + "Tongatapu", + "Tongsa", + "Toplicki", + "Torba", + "Torbay", + "Torfaen", + "Tororo", + "Totonicap\u00e1n", + "Tottori", + "Tougu\u00e9", + "Tovuz", + "Tower Hamlets", + "Toyama", + "Tozeur", + "Trabzon", + "Trafford", + "Trang", + "Transcarpathia", + "Transnistria", + "Trapani", + "Trarza", + "Trat", + "Trbovlje", + "Trebinje", + "Trebnje", + "Treinta y Tres", + "Trelawny", + "Trenciansky", + "Trengganu", + "Trento", + "Treviso", + "Triesen", + "Triesenberg", + "Trieste", + "Triku\u1e47\u0101malaya", + "Trinity Palmetto Point", + "Tripura", + "Tristan da Cunha", + "Trnavsk\u00fd", + "Trnovska vas", + "Troms", + "Trujillo", + "Trzin", + "Tr\u00e0 Vinh", + "Tr\u017ei\u010d", + "Tsuen Wan", + "Tuamasaga", + "Tuamotu-Gambier", + "Tucum\u00e1n", + "Tuen Mun", + "Tukums", + "Tula", + "Tulcea", + "Tumbes", + "Tunapuna/Piarco", + "Tunceli", + "Tungurahua", + "Tunis", + "Turin", + "Turni\u0161\u010de", + "Tutong", + "Tuva", + "Tuvalu", + "Tuy", + "Tuy\u00ean Quang", + "Tuzla", + "Tver'", + "Tyumen'", + "T\u00e1chira", + "T\u00e2y Ninh", + "T\u00e9bessa", + "T\u00e9lim\u00e9l\u00e9", + "T\u00f6v", + "T\u0259rt\u0259r", + "UNDOF", + "Uaboe", + "Ubon Ratchathani", + "Ucar", + "Ucayali", + "Udine", + "Udmurt", + "Udon Thani", + "Ul'yanovsk", + "Ulaanbaatar", + "Ulcinj", + "Ulsan", + "Umm Al Qaywayn", + "Umm Salal", + "Una-Sana", + "Ungheni", + "Unity", + "Upper Demerara-Berbice", + "Upper East", + "Upper Nile", + "Upper River", + "Upper Takutu-Upper Essequibo", + "Upper West", + "Uppsala", + "Uri", + "Uro\u0161evac", + "Uruzgan", + "Usak", + "Usulut\u00e1n", + "Utah", + "Utenos", + "Uthai Thani", + "Utrecht", + "Uttar Pradesh", + "Uttaradit", + "Uttaranchal", + "Uusimaa", + "Uvs", + "U\u00edge", + "Va'a-o-Fonoti", + "Vaavu", + "Vacoas-Phoenix", + "Vaduz", + "Vainodes", + "Vaisigano", + "Vakaga", + "Vakinankaratra", + "Val-d'Oise", + "Val-de-Marne", + "Valais", + "Valandovo", + "Vale of Glamorgan", + "Valencia", + "Valenzuela", + "Valga", + "Valkas", + "Valladolid", + "Valle", + "Valle del Cauca", + "Valletta", + "Vall\u00e9e du Bandama", + "Valmiera", + "Valpara\u00edso", + "Valverde", + "Van", + "Var", + "Varaklanu", + "Vara\u017edinska", + "Vardar", + "Varese", + "Vargas", + "Varkavas", + "Varna", + "Vas", + "Vasilevo", + "Vaslui", + "Vatican", + "Vatovavy-Fitovinany", + "Vaucluse", + "Vaud", + "Vaup\u00e9s", + "Vava'u", + "Vavuniy\u0101va", + "Vayots Dzor", + "Vecpiebalgas", + "Vecumnieku", + "Velenje", + "Veles", + "Velika Polana", + "Velike La\u0161\u010de", + "Veliko Tarnovo", + "Vend\u00e9e", + "Venezia", + "Ventspils", + "Veracruz", + "Veraguas", + "Verbano-Cusio-Ossola", + "Vercelli", + "Vermont", + "Verona", + "Ver\u017eej", + "Vest-Agder", + "Vestfir\u00f0ir", + "Vestfold", + "Vesturland", + "Veszpr\u00e9m", + "Vev\u010dani", + "Viana do Castelo", + "Vibo Valentia", + "Vicenza", + "Vichada", + "Victoria", + "Videm", + "Vidin", + "Vienne", + "Vientiane", + "Vientiane [prefecture]", + "Viesites", + "Vieux Fort", + "Vila Real", + "Vilakas", + "Vilanu", + "Viljandi", + "Villa Clara", + "Ville de N'Djamena", + "Vilniaus", + "Vinitsa", + "Vinnytsya", + "Vipava", + "Viqueque", + "Virginia", + "Viroviticko-Podravska", + "Viseu", + "Vitanje", + "Vitebsk", + "Viterbo", + "Vitina", + "Vladimir", + "Vlasenica", + "Vlor\u00eb", + "Vodice", + "Vojnik", + "Volgograd", + "Vologda", + "Volta", + "Volyn", + "Vorarlberg", + "Voreio Aigaio", + "Voronezh", + "Vosges", + "Vrancea", + "Vrane\u0161tica", + "Vransko", + "Vratsa", + "Vrhnika", + "Vukovarsko-Srijemska", + "Vuzenica", + "Vu\u010ditrn", + "Vyso\u010dina", + "V\u00e2lcea", + "V\u00e4rmland", + "V\u00e4sterbotten", + "V\u00e4sternorrland", + "V\u00e4stmanland", + "V\u00e4stra G\u00f6taland", + "V\u00e5rd\u00f6", + "V\u00f5ru", + "V\u0129nh Long", + "V\u0129nh Ph\u00fac", + "Wadi Fira", + "Wadi al Hayaa", + "Waikato", + "Wakayama", + "Wake Atoll", + "Wakefield", + "Wakiso", + "Walloon Brabant", + "Walsall", + "Waltham Forest", + "Wan Chai", + "Wandsworth", + "Wangdi Phodrang", + "Wanica", + "Warap", + "Wardak", + "Warmian-Masurian", + "Warrington", + "Warwick", + "Warwickshire", + "Washington", + "Wasit", + "Waterford", + "Wele-Nz\u00e1s", + "Wellington", + "West Azarbaijan", + "West Bahr-al-Ghazal", + "West Bank", + "West Bengal", + "West Berkshire", + "West Bosnia", + "West Coast", + "West Dunbartonshire", + "West End", + "West Equatoria", + "West Flanders", + "West Grand Bahama", + "West Herzegovina", + "West Kazakhstan", + "West Lothian", + "West New Britain", + "West Pomeranian", + "West Sussex", + "West Virginia", + "Western Australia", + "Western Cape", + "Western Darfur", + "Western Highlands", + "Western Sahara", + "Western Tobago", + "Westmeath", + "Westminster", + "Westmoreland", + "Wexford", + "White Nile", + "Wicklow", + "Wien", + "Wigan", + "Wiltshire", + "Windward Islands", + "Wisconsin", + "Wokingham", + "Wolverhampton", + "Wong Tai Sin", + "Worcestershire", + "Worodougou", + "Wouleu-Ntem", + "Wrexham", + "Wyoming", + "Xag\u0127ra", + "Xaignabouri", + "Xanlar", + "Xa\u00e7maz", + "Xewkija", + "Xg\u0127ajra", + "Xiangkhoang", + "Xinjiang", + "Xizang", + "Xiz\u0131", + "Xocal\u0131", + "Xocav\u0259nd", + "X\u00e9kong", + "Yagha", + "Yala", + "Yalova", + "Yamagata", + "Yamaguchi", + "Yamal-Nenets", + "Yamanashi", + "Yambol", + "Yangon", + "Yap", + "Yaracuy", + "Yard\u0131ml\u0131", + "Yaren", + "Yaroslavl'", + "Yasothon", + "Yatenga", + "Yau Tsim Mong", + "Yazd", + "Yevlakh", + "Yevlakh Rayon", + "Yevrey", + "Yilan", + "Yobe", + "Yogyakarta", + "Yomou", + "Yonne", + "York", + "Yoro", + "Yozgat", + "Ysyk-K\u00f6l", + "Yucat\u00e1n", + "Yuen Long", + "Yukon", + "Yumbe", + "Yunlin", + "Yunnan", + "Yvelines", + "Y\u00ean B\u00e1i", + "Y\u0101panaya", + "Zabul", + "Zacapa", + "Zacatecas", + "Zadarska", + "Zaghouan", + "Zagrebacka", + "Zaire", + "Zajas", + "Zajecarski", + "Zala", + "Zalaegerszeg", + "Zambales", + "Zambezia", + "Zamboanga", + "Zamboanga Sibugay", + "Zamboanga del Norte", + "Zamboanga del Sur", + "Zamfara", + "Zamora", + "Zamora Chinchipe", + "Zanjan", + "Zanzan", + "Zanzibar South and Central", + "Zanzibar West", + "Zapadno-Backi", + "Zaporizhzhya", + "Zaqatala", + "Zaragoza", + "Zarqa", + "Zasavska", + "Zavrc", + "Zeeland", + "Zelenikovo", + "Zenica-Doboj", + "Zhambyl", + "Zhejiang", + "Zhytomyr", + "Ziguinchor", + "Zilupes", + "Zinder", + "Zinguldak", + "Ziro", + "Zlatiborski", + "Zl\u00ednsk\u00fd", + "Zomba", + "Zombo", + "Zondoma", + "Zou", + "Zoundw\u00e9ogo", + "Zrece", + "Zrnovci", + "Zubin Potok", + "Zug", + "Zuid-Holland", + "Zulia", + "Zve\u010dan", + "Z\u00fcrich", + "Z\u0259ngilan", + "Z\u0259rdab", + "`Adan", + "`Asir", + "`Uvea", + "eard Island and McDonald Islands", + "\u00c1lava", + "\u00c1vila", + "\u00c7anakkale", + "\u00c7ankiri", + "\u00c7orum", + "\u00c9quateur", + "\u00c9rd", + "\u00c9vora", + "\u00celes Loyaut\u00e9", + "\u00d0?ng Th\u00e1p", + "\u00d1eembuc\u00fa", + "\u00d6mn\u00f6govi", + "\u00d6sterg\u00f6tland", + "\u00d6v\u00f6rhangay", + "\u00d8stfold", + "\u00dasteck\u00fd", + "\u0100da\u017ei", + "\u010cren\u0161ovci", + "\u010crna na Koro\u0161kem", + "\u0110akovica", + "\u0110i\u1ec7n Bi\u00ean", + "\u0110\u00e0 N\u1eb5ng", + "\u0110\u00f4ng B\u1eafc", + "\u0110\u00f4ng Nam B\u1ed9", + "\u0110\u1eafk N\u00f4ng", + "\u0110\u1ed3ng B\u1eb1ng S\u00f4ng H\u1ed3ng", + "\u0126amrun", + "\u0130mi\u015fli", + "\u0130smay\u0131ll\u0131", + "\u0141\u00f3d\u017a", + "\u015awi\u0119tokrzyskie", + "\u015eahbuz", + "\u015eamax\u0131", + "\u015eold\u0103ne\u015fti", + "\u015etefan Voda", + "\u015eu\u015fa", + "\u015e\u0259ki", + "\u015e\u0259mkir", + "\u015e\u0259rur", + "\u0160alovci", + "\u0160avnik", + "\u0160empeter-Vrtojba", + "\u0160entilj", + "\u0160entjernej", + "\u0160entjur pri Celju", + "\u0160en\u010dur", + "\u0160iauliai", + "\u0160ibensko-Kninska", + "\u0160kocjan", + "\u0160kofja Loka", + "\u0160kofljica", + "\u0160marje pri Jel\u0161ah", + "\u0160martno in Litiji", + "\u0160martno ob Paki", + "\u0160o\u0161tanj", + "\u0160timlje", + "\u0160tip", + "\u0160tore", + "\u0160trpce", + "\u0160umadijski", + "\u0160uto Orizari", + "\u017babbar", + "\u017bebbu\u0121", + "\u017bejtun", + "\u017burrieq", + "\u017dabljak", + "\u017dalec", + "\u017delezniki", + "\u017delino", + "\u017detale", + "\u017dilinsk\u00fd", + "\u017diri", + "\u017dirovnica", + "\u017du\u017eemberk" +] diff --git a/deepsearch/model/examples/simple_text_geography_annotator/simple_text_geography_annotator.py b/deepsearch/model/examples/simple_text_geography_annotator/simple_text_geography_annotator.py new file mode 100644 index 00000000..244ce915 --- /dev/null +++ b/deepsearch/model/examples/simple_text_geography_annotator/simple_text_geography_annotator.py @@ -0,0 +1,209 @@ +# IBM Corpus Processing Service +# (C) Copyright IBM Corporation 2019, 2021 +# ALL RIGHTS RESERVED + +## Sample External API Annotator +## Apart from initialization of provided entities and model loading, +## the only function you really have to change here is "annotate_entities_text". + +import logging + +from deepsearch.model.base.base_annotator import BaseAnnotator + +logger = logging.getLogger("cps-nlp") +from typing import List, Optional + +from .entities.cities_annotator import CitiesAnnotator # type: ignore +from .entities.countries_annotator import CountriesAnnotator # type: ignore +from .entities.provincies_annotator import ProvinciesAnnotator # type: ignore +from .relationships.cities_to_countries_annotator import ( # type: ignore + CitiesToCountriesAnnotator, +) +from .relationships.cities_to_provincies_annotator import ( # type: ignore + CitiesToProvinciesAnnotator, +) +from .relationships.provincies_to_countries_annotator import ( # type: ignore + ProvinciesToCountriesAnnotator, +) + +# import pprint ## For debugging only. + + +class SimpleTextGeographyAnnotator(BaseAnnotator): + ## This is the class name that you need to use in the controller. + + supports = ("text",) + + _ent_annotator_classes = [ + CitiesAnnotator, + CountriesAnnotator, + ProvinciesAnnotator, + ] + + _rel_annotator_classes = [ + CitiesToCountriesAnnotator, + CitiesToProvinciesAnnotator, + ProvinciesToCountriesAnnotator, + ] + + def __init__(self): + self.name = "SimpleTextGeographyAnnotator" + self.kind = "NLPModelDefinition" + + self._ent_annots = {} + self._rel_annots = {} + self._initialize_annotators() + + self.entity_names = list(self._ent_annots.keys()) + self.relationship_names = list(self._rel_annots.keys()) + self.property_names = ( + [] + ) # This example annotator does not have any property annotator + self.labels = self._generate_annotator_labels() + + def get_entity_names(self): + return self.entity_names + + def get_relationship_names(self): + return self.relationship_names + + def get_property_names(self): + return self.property_names + + def get_labels(self): + return self.labels + + def _generate_annotator_labels(self): + # Derive entity labels from classes + entities_with_desc = [ + {"key": annot.key(), "description": annot.description()} + for annot in self._ent_annots.values() + ] + # Dummy implementation of property labels + property_names = self.get_property_names() + properties_with_desc = [ + {"key": property, "description": f"Property of type {property!r}"} + for property in property_names + ] + + # Derive relationships labels from classes + relationships_with_columns = [ + { + "key": annot.key(), + "description": annot.description(), + "columns": annot.columns(), + } + for annot in self._rel_annots.values() + ] + + return { + "entities": entities_with_desc, + "relationships": relationships_with_columns, + "properties": properties_with_desc, + } + + def _initialize_annotators(self): + # Initialize dict of annotator instances `self._ent_annots` + for cls in self._ent_annotator_classes: + annot = cls() + self._ent_annots[annot.key()] = annot + + # Initialize dict of annotator instances `self._rel_annots` + for cls in self._rel_annotator_classes: + annot = cls() + self._rel_annots[annot.key()] = annot + + def annotate_batched_entities( + self, object_type, items: List, entity_names: Optional[List[str]] + ) -> List[dict]: + ## An item is a string if object_type == "text", and List[List[dict]] if object_type == "table" + if entity_names is None: + # This means that the user did not explicitly specify which entities they want. + # So, assume our list. + desired_entities = self.entity_names + else: + desired_entities = [ + entity for entity in entity_names if entity in self.entity_names + ] + + results = [] + + ## Iterate over all items, provide all desired entities, + ## and sort them by category. + ## (Because many NER models provide multiple entities.) + for item in items: + entity_map = {} + try: + cps_entities = self.annotate_entities( + object_type, item, desired_entities + ) + except Exception as exc: + cps_entities = [] + logger.exception( + "Error in annotator for object_type " + + object_type + + " with this content: " + + str(item) + ) + for entity_name in desired_entities: + entity_map[entity_name] = [ + entity for entity in cps_entities if entity["type"] == entity_name + ] + results.append(entity_map) + + # print("Entities returned from 'annotate_batched_entities', for type " + object_type) + # pprint.pprint(results) + + return results + + def annotate_entities( + self, object_type: str, item: List, entity_names: Optional[List[str]] + ) -> List[dict]: + # In this case entity_names is never None, however since BaseAnnotator defines the signature of this method as + # Optionally having entity names we must ensure that they are defined. + if entity_names is None: + entity_names = [] + + ## Annotate one item with the desired entities. + ## Output: List of entities in CPS format, different for text, table, or images + if object_type == "text": + matched_entities = [] + for entity_name in entity_names: + matched_entities.extend( + self._ent_annots[entity_name].annotate_entities_text(item) + ) + return matched_entities + # elif object_type == "table": + # return self.annotate_entities_table(item, desired_entities) + # There is already validation in place in the caller (annotate_controller class) so this case will never happen + # Regardless a return statement is needed for code validation purposes + return [] + + def annotate_batched_relationships( + self, + object_type: str, + items: List[dict], + entities: List[dict], + relationship_names: Optional[List[str]], + ) -> List[dict]: + if relationship_names is None: + # This means that the user did not explicitly specify which relationships they want. + # So, assume our list. + relationship_names = self.relationship_names + + results = [] + + # Loop over the text snippets and the entities already matched in those + for text, entity_map in zip(items, entities): + result = {} + # Iterate over all relationships requested by the user + for relation in relationship_names: + if relation in self.relationship_names: + result[relation] = self._rel_annots[ + relation + ].annotate_relationships_text(text, entity_map) + + if result: + results.append(result) + + return results diff --git a/deepsearch/model/server/__init__.py b/deepsearch/model/server/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deepsearch/model/server/annotate_response_schemas.py b/deepsearch/model/server/annotate_response_schemas.py new file mode 100644 index 00000000..46409041 --- /dev/null +++ b/deepsearch/model/server/annotate_response_schemas.py @@ -0,0 +1 @@ +# TODO diff --git a/deepsearch/model/server/deepsearch_annotator_app.py b/deepsearch/model/server/deepsearch_annotator_app.py new file mode 100644 index 00000000..2477e097 --- /dev/null +++ b/deepsearch/model/server/deepsearch_annotator_app.py @@ -0,0 +1,337 @@ +from __future__ import annotations + +import asyncio +import inspect +import logging +import os +import sys +import time +from concurrent.futures import ThreadPoolExecutor +from datetime import datetime +from typing import Coroutine, Dict, List, Optional, Union + +from anyio import CapacityLimiter +from anyio.lowlevel import RunVar +from fastapi import FastAPI, HTTPException, Request +from fastapi.concurrency import run_in_threadpool +from fastapi.exceptions import RequestValidationError +from fastapi.responses import JSONResponse +from starlette import status + +from deepsearch.model.base.base_annotator import BaseAnnotator +from deepsearch.model.server.request_schemas import AnnotateRequestModel + +logger = logging.getLogger("cps-fastapi") + + +class DeepSearchAnnotatorApp: + def __init__(self): + self.annotators_list: Dict[str, BaseAnnotator] = {} + # Start the fast API app + self.app = FastAPI() + self.annotate_controller = self.AnnotateController(self.annotators_list) + _log = logging.getLogger(__name__) + + @self.app.on_event("startup") + async def startup_event(): + # do some initialization here + RunVar("_default_thread_limiter").set(CapacityLimiter(1)) + + # Register some exception handlers + @self.app.exception_handler(RequestValidationError) + async def validation_exception_handler( + request: Request, exc: RequestValidationError + ): + print(exc) + + content = {"status_code": 10422, "message": exc, "data": None} + return JSONResponse( + content=content, status_code=status.HTTP_422_UNPROCESSABLE_ENTITY + ) + + # Register endpoints for the app + @self.app.exception_handler(RequestValidationError) + async def validation_exception_handler( + request: Request, exc: RequestValidationError + ): + exc_str = f"{exc}".replace("\n", " ").replace(" ", " ") + # or logger.error(f'{exc}') + print(exc_str) + content = {"status_code": 10422, "message": exc_str, "data": None} + return JSONResponse( + content=content, status_code=status.HTTP_422_UNPROCESSABLE_ENTITY + ) + + @self.app.get("/health") + async def health_check() -> dict: + return {"message": "HealthCheck"} + + @self.app.get("/annotator") + async def health_check() -> dict: + return {key: f"annotator/{key}" for key in self.annotators_list} + + # Will Require an API key + @self.app.get("/annotator/{annotator_name}") + async def get_annotator_specs(annotator_name: str) -> dict: + return self.annotate_controller.get_annotator_info(annotator_name) + + @self.app.post("/annotator/{annotator_name}/predict", response_model=None) + async def annotator_process( + annotator_name: str, request: AnnotateRequestModel + ) -> Union[JSONResponse, Coroutine]: + # TODO pydantic models for return + request_body = request.dict() + + request_arrival_time = time.time() + failure_headers = { + "X-Request-Arrival-Time": str(request_arrival_time), + "X-Request-Attempt-Number": request_body.get("metadata", {}) + .get("annotations", {}) + .get("deepsearch_res_ibm_com_x_attempt_number"), + "X-Request-Transaction-Id": request_body.get("metadata", {}) + .get("annotations", {}) + .get("deepsearch_res_ibm_com_x_transaction_id"), + } + + try: + cur_time = request_arrival_time + deadline = datetime.strptime( + request_body["metadata"]["annotations"][ + "deepsearch_res_ibm_com_x_deadline" + ], + "%Y-%m-%dT%H:%M:%S.%f%z", + ) + deadline_ts = float(deadline.timestamp()) + + compute_min_deadline_ts = ( + cur_time + + self.annotators_list[annotator_name].expected_compute_time + ) + + if compute_min_deadline_ts - deadline_ts > 0: + raise HTTPException( + status_code=400, + detail="Deadline can not be lower than annotator expected compute time", + ) + # raise HTTPException(status_code=408, + # detail="Dummy Failure") + result = await asyncio.wait_for( + run_in_process(annotate_process, annotator_name, request_body), + timeout=deadline_ts - cur_time, + ) + + try: + if isinstance(result, Coroutine): + raise KeyError("Unresolved corroutine") + except KeyError as e: + # Handle the exception here + raise e + + result.headers["X-Processing-Pod-Id"] = os.getenv( + "MY_POD_NAME", "local" + ) + result.headers["X-Request-Arrival-Time"] = str(request_arrival_time) + result.headers["X-Request-Attempt-Number"] = ( + request_body.get("metadata", {}) + .get("annotations", {}) + .get("deepsearch_res_ibm_com_x_attempt_number") + ) + result.headers["X-Request-Transaction-Id"] = ( + request_body.get("metadata", {}) + .get("annotations", {}) + .get("deepsearch_res_ibm_com_x_transaction_id") + ) + + return result + except asyncio.TimeoutError: + print("Timed tasked out") + failure_headers["X-Processing-Pod-Id"] = os.getenv( + "MY_POD_NAME", "local" + ) + failure_headers["X-Request-Reject-Time"] = str(time.time()) + raise HTTPException(status_code=429, headers=failure_headers) + except HTTPException as e: + failure_headers["X-Processing-Pod-Id"] = os.getenv( + "MY_POD_NAME", "local" + ) + failure_headers["X-Request-Reject-Time"] = str(time.time()) + e.headers = failure_headers + raise e + + async def run_in_process( + fn, *args + ) -> Coroutine[Union[JSONResponse, HTTPException]]: + return await run_in_threadpool(fn, *args) + + def annotate_process( + annotator_name: str, request: Request + ) -> Union[JSONResponse, HTTPException]: + start_time = time.time() + try: + # print(request.dict()) + result = self.annotate_controller.run_annotator(annotator_name, request) + except HTTPException as exc: + raise exc + end_time = time.time() + process_time = end_time - start_time + headers = { + "X-start-time": str(start_time), + "X-end-time": str(end_time), + "X-time-total": str(process_time), + } + if "id" in request.keys(): + headers["X-request-id"] = str(request["id"]) + return JSONResponse(content=result, headers=headers) + + def register_annotator( + self, cls: BaseAnnotator, name: Union[str, None] = None + ) -> None: + annotator_name = name if name is not None else cls.name + try: + if inspect.isclass(cls): + raise TypeError(annotator_name) + self.annotators_list[annotator_name] = cls + except TypeError as e: + logger.error( + f" Raised {e.__class__.__name__}, for {e} object of register_annotator must be an object instance" + ) + exit(-1) + + class AnnotateController: + def __init__(self, app_annotators): + self.app_annotators: dict = app_annotators + + def get_annotator_info(self, annot: str) -> dict: + if not (annot in self.app_annotators): + raise HTTPException( + status_code=404, detail=f"Invalid annotator {annot}", headers={} + ) + return self.app_annotators[annot].get_annotator_info() + + def run_annotator(self, annot: str, body) -> dict: + if not (annot in self.app_annotators): + raise HTTPException( + status_code=404, detail=f"Invalid annotator {annot}", headers={} + ) + annotator_instance = self.app_annotators[annot] + + if "findEntities" in body["spec"]: + find_entities_part = body["spec"]["findEntities"] + + items = self._validate_and_parse_input( + find_entities_part, annotator_instance + ) + try: + entities = annotator_instance.annotate_batched_entities( + find_entities_part["objectType"], + items, + find_entities_part["entityNames"], + ) + except HTTPException as e: + raise e + # Key annotation functionn, depends on object_type (text, table etc.) + + # print("Result returned from '_run_annotator': ") + # pprint.pprint({'entities': entities}) + return {"entities": entities} + + if "findRelationships" in body["spec"]: + find_relationships_part = body["spec"]["findRelationships"] + + items = self._validate_and_parse_input( + find_relationships_part, annotator_instance + ) + try: + relationships = annotator_instance.annotate_batched_relationships( + find_relationships_part["objectType"], + items, + find_relationships_part["entities"], + find_relationships_part["relationshipNames"], + ) + except HTTPException as e: + raise e + + return {"relationships": relationships} + + if "findProperties" in body["spec"]: + find_properties_part = body["spec"]["findProperties"] + + items = self._validate_and_parse_input( + find_properties_part, annotator_instance + ) + + try: + if isinstance(items, dict): + if find_properties_part.get("entities", None) is None: + find_properties_part["entities"] = [{}] * len(items) + else: + raise KeyError("items is not a dictionary") + except (HTTPException, KeyError) as e: + # Handle the exception here + print(f"Encountered an exception: {e}") + + try: + properties = annotator_instance.annotate_batched_properties( + find_properties_part["objectType"], + items, + find_properties_part["entities"], + find_properties_part["propertyNames"], + ) + except HTTPException as e: + raise e + + return {"properties": properties} + + raise HTTPException( + status_code=500, detail=f"Internal Server Error", headers={} + ) + + @staticmethod + def _validate_and_parse_input(body_part, annot) -> Union[HTTPException, dict]: + # Input: body_part is the part of the request body indexed by the main command, e.g., body['find_entities'] + # ann_cls is one of the Annotator classes in this repository. + # Output: "items", i.e., a list of texts, tables, or images, if the request passed validation + # Connexion seems to fail to validate the polymorphic inputs, so we need to do it ourselves :( + object_type = body_part.get("objectType", "text") + + expected = ("text", "image", "table") + + if object_type not in expected: + raise HTTPException( + status_code=400, + detail=f"Invalid object type. Expected one of: {expected}", + ) + + if object_type not in annot.supports: + raise HTTPException( + status_code=400, + detail=f"Unsupported object type for this annotator. Supports: {annot.supports}", + ) + + if object_type == "text": + if not isinstance(body_part.get("texts"), list): + raise HTTPException( + status_code=400, detail="Invalid input: Missing 'texts'" + ) + return body_part["texts"] + + if object_type == "image": + if not isinstance(body_part.get("images"), list): + raise HTTPException( + status_code=400, detail="Invalid input: Missing 'images'" + ) + + return body_part["images"] + + if object_type == "table": + if not isinstance(body_part.get("tables"), list): + raise HTTPException( + status_code=400, detail="Invalid input: Missing 'tables'" + ) + + return body_part["tables"] + + raise HTTPException( + status_code=500, + detail=f"Internal Server Error", + ) diff --git a/deepsearch/model/server/request_schemas.py b/deepsearch/model/server/request_schemas.py new file mode 100644 index 00000000..88aebc8b --- /dev/null +++ b/deepsearch/model/server/request_schemas.py @@ -0,0 +1,103 @@ +from typing import Coroutine, Dict, List, Optional, Union + +from pydantic import BaseModel, Field + + +class Annotations(BaseModel): + deepsearch_res_ibm_com_x_deadline: str = Field( + ..., alias="deepsearch.res.ibm.com/x-deadline" + ) + deepsearch_res_ibm_com_x_transaction_id: str = Field( + ..., alias="deepsearch.res.ibm.com/x-transaction-id" + ) + deepsearch_res_ibm_com_x_attempt_number: str = Field( + ..., alias="deepsearch.res.ibm.com/x-attempt-number" + ) + deepsearch_res_ibm_com_x_max_attempts: str = Field( + ..., alias="deepsearch.res.ibm.com/x-max-attempts" + ) + + +class Metadata(BaseModel): + annotations: Annotations + + +class FindEntitiesText(BaseModel): + entityNames: Optional[List[str]] + objectType: str + texts: List[str] + + +class FindPropertiesText(BaseModel): + propertyNames: Optional[List[str]] + entities: Optional[List[dict]] + objectType: str + texts: List[str] + + +class FindRelationshipsText(BaseModel): + relationshipNames: Optional[List[str]] + entities: List[dict] + objectType: str + texts: List[str] + + +class FindEntitiesImage(BaseModel): + entityNames: Optional[List[str]] + objectType: str + images: List[dict] + + +class FindPropertiesImage(BaseModel): + propertyNames: Optional[List[str]] + entities: Optional[List[dict]] + objectType: str + images: List[dict] + + +class FindRelationshipsImage(BaseModel): + relationshipNames: Optional[List[str]] + entities: List[dict] + objectType: str + images: List[dict] + + +class FindEntitiesTable(BaseModel): + entityNames: Optional[List[str]] + objectType: str + tables: List[List] + + +class FindPropertiesTable(BaseModel): + propertyNames: Optional[List[str]] + entities: Optional[List[dict]] + objectType: str + tables: List[List] + + +class FindRelationshipsTable(BaseModel): + relationshipNames: Optional[List[str]] + entities: List[dict] + objectType: str + tables: List[List] + + +class SpecEntities(BaseModel): + findEntities: Union[FindEntitiesText, FindEntitiesImage, FindEntitiesTable] + + +class SpecProperties(BaseModel): + findProperties: Union[FindPropertiesText, FindPropertiesImage, FindPropertiesTable] + + +class SpecRelationships(BaseModel): + findRelationships: Union[ + FindRelationshipsText, FindRelationshipsImage, FindRelationshipsTable + ] + + +class AnnotateRequestModel(BaseModel): + apiVersion: str + kind: str + metadata: Metadata + spec: Union[SpecRelationships, SpecProperties, SpecEntities] diff --git a/poetry.lock b/poetry.lock index e9cf247d..14ea4e13 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,10 +1,16 @@ +# This file is automatically @generated by Poetry and should not be changed by hand. + [[package]] name = "anyio" version = "3.6.2" description = "High level compatibility layer for multiple asynchronous event loop implementations" category = "main" -optional = true +optional = false python-versions = ">=3.6.2" +files = [ + {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"}, + {file = "anyio-3.6.2.tar.gz", hash = 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[ + {file = "importlib_metadata-5.1.0-py3-none-any.whl", hash = "sha256:d84d17e21670ec07990e1044a99efe8d615d860fd176fc29ef5c306068fda313"}, + {file = "importlib_metadata-5.1.0.tar.gz", hash = "sha256:d5059f9f1e8e41f80e9c56c2ee58811450c31984dfa625329ffd7c0dad88a73b"}, +] [package.dependencies] zipp = ">=0.5" @@ -508,6 +847,10 @@ description = "Read resources from Python packages" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "importlib_resources-5.10.1-py3-none-any.whl", hash = "sha256:c09b067d82e72c66f4f8eb12332f5efbebc9b007c0b6c40818108c9870adc363"}, + {file = "importlib_resources-5.10.1.tar.gz", hash = "sha256:32bb095bda29741f6ef0e5278c42df98d135391bee5f932841efc0041f748dc3"}, +] [package.dependencies] zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""} @@ -523,6 +866,10 @@ description = "iniconfig: brain-dead simple config-ini parsing" category = "dev" optional = false python-versions = "*" +files = [ + {file = 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[package.dependencies] ipykernel = ">=4.5.1" @@ -643,6 +1014,10 @@ description = "Operations with ISO 8601 durations" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"}, + {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"}, +] [package.dependencies] arrow = ">=0.15.0" @@ -654,6 +1029,10 @@ description = "A Python utility / library to sort Python imports." category = "dev" optional = false python-versions = ">=3.6.1,<4.0" +files = [ + {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"}, + {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"}, +] [package.extras] colors = ["colorama (>=0.4.3,<0.5.0)"] @@ -668,6 +1047,10 @@ description = 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optional = false python-versions = ">=3.7" +files = [ + {file = "jeepney-0.8.0-py3-none-any.whl", hash = "sha256:c0a454ad016ca575060802ee4d590dd912e35c122fa04e70306de3d076cce755"}, + {file = "jeepney-0.8.0.tar.gz", hash = "sha256:5efe48d255973902f6badc3ce55e2aa6c5c3b3bc642059ef3a91247bcfcc5806"}, +] [package.extras] test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"] @@ -711,6 +1102,10 @@ description = "A very fast and expressive template engine." category = "main" optional = false python-versions = ">=3.6" +files = [ + {file = "Jinja2-3.0.3-py3-none-any.whl", hash = "sha256:077ce6014f7b40d03b47d1f1ca4b0fc8328a692bd284016f806ed0eaca390ad8"}, + {file = "Jinja2-3.0.3.tar.gz", hash = "sha256:611bb273cd68f3b993fabdc4064fc858c5b47a973cb5aa7999ec1ba405c87cd7"}, +] [package.dependencies] MarkupSafe = ">=2.0" @@ -725,6 +1120,10 @@ description = "Identify specific nodes in a JSON document (RFC 6901)" category = "main" optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +files = [ + {file = "jsonpointer-2.3-py2.py3-none-any.whl", hash = "sha256:51801e558539b4e9cd268638c078c6c5746c9ac96bc38152d443400e4f3793e9"}, + {file = "jsonpointer-2.3.tar.gz", hash = "sha256:97cba51526c829282218feb99dab1b1e6bdf8efd1c43dc9d57be093c0d69c99a"}, +] [[package]] name = "jsonschema" @@ -733,6 +1132,10 @@ description = "An implementation of JSON Schema validation for Python" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"}, + {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"}, +] [package.dependencies] attrs = ">=17.4.0" @@ -759,6 +1162,10 @@ description = "Jupyter protocol implementation and client libraries" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = 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A base package on which Jupyter projects re category = "main" optional = true python-versions = ">=3.8" +files = [ + {file = "jupyter_core-5.1.0-py3-none-any.whl", hash = "sha256:f5740d99606958544396914b08e67b668f45e7eff99ab47a7f4bcead419c02f4"}, + {file = "jupyter_core-5.1.0.tar.gz", hash = "sha256:a5ae7c09c55c0b26f692ec69323ba2b62e8d7295354d20f6cd57b749de4a05bf"}, +] [package.dependencies] platformdirs = ">=2.5" @@ -797,6 +1208,10 @@ description = "Jupyter Event System library" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "jupyter_events-0.5.0-py3-none-any.whl", hash = "sha256:6f7b67bf42b8a370c992187194ed02847dfa02307a7aebe9913e2d3979b9b6b8"}, + {file = "jupyter_events-0.5.0.tar.gz", hash = "sha256:e27ffdd6138699d47d42cb65ae6d79334ff7c0d923694381c991ce56a140f2cd"}, +] [package.dependencies] jsonschema = {version = ">=4.3.0", extras = ["format-nongpl"]} @@ -815,6 +1230,10 @@ description = "The backend—i.e. core services, APIs, and REST endpoints—to 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