From 383b3f4bf2e84985ec7cc9ba918a868c40cb7c2e Mon Sep 17 00:00:00 2001
From: "Miguel.brandao" <34553282+HolyMichael@users.noreply.github.com>
Date: Mon, 24 Apr 2023 17:03:40 +0100
Subject: [PATCH] feat: set up FastAPI-based model API (#76)

Signed-off-by: HolyMichael <34553282+HolyMichael@users.noreply.github.com>
---
 deepsearch/cli.py                             |    4 +
 deepsearch/model/__init__.py                  |    0
 deepsearch/model/base/__init__.py             |    0
 deepsearch/model/base/base_annotator.py       |  196 +
 deepsearch/model/cli/__init__.py              |    0
 deepsearch/model/cli/main.py                  |   31 +
 deepsearch/model/examples/__init__.py         |    0
 .../entities/__init__.py                      |    0
 .../entities/cities_annotator.py              |   21 +
 .../entities/common/__init__.py               |    0
 .../common/base_text_entity_annotator.py      |   21 +
 .../dictionary_text_entity_annotator.py       |  105 +
 .../entities/common/utils.py                  |    5 +
 .../entities/countries_annotator.py           |   21 +
 .../entities/provincies_annotator.py          |   21 +
 .../relationships/__init__.py                 |    0
 .../cities_to_countries_annotator.py          |   13 +
 .../cities_to_provincies_annotator.py         |   13 +
 .../relationships/common/__init__.py          |    0
 .../base_text_relationship_annotator.py       |   24 +
 .../multi_entities_relationship_annotator.py  |   57 +
 .../provincies_to_countries_annotator.py      |   13 +
 .../resources/cities.json                     | 7089 +++++++++++++++++
 .../resources/countries.json                  |  257 +
 .../resources/provincies.json                 | 4446 +++++++++++
 .../simple_text_geography_annotator.py        |  209 +
 deepsearch/model/server/__init__.py           |    0
 .../model/server/annotate_response_schemas.py |    1 +
 .../model/server/deepsearch_annotator_app.py  |  337 +
 deepsearch/model/server/request_schemas.py    |  103 +
 poetry.lock                                   | 2478 +++---
 pyproject.toml                                |    2 +
 32 files changed, 14263 insertions(+), 1204 deletions(-)
 create mode 100644 deepsearch/model/__init__.py
 create mode 100644 deepsearch/model/base/__init__.py
 create mode 100644 deepsearch/model/base/base_annotator.py
 create mode 100644 deepsearch/model/cli/__init__.py
 create mode 100644 deepsearch/model/cli/main.py
 create mode 100644 deepsearch/model/examples/__init__.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/__init__.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/cities_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/common/__init__.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/common/base_text_entity_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/common/dictionary_text_entity_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/common/utils.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/countries_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/entities/provincies_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/relationships/__init__.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_countries_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/relationships/cities_to_provincies_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/relationships/common/__init__.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/relationships/common/base_text_relationship_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/relationships/common/multi_entities_relationship_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/relationships/provincies_to_countries_annotator.py
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/resources/cities.json
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/resources/countries.json
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/resources/provincies.json
 create mode 100644 deepsearch/model/examples/simple_text_geography_annotator/simple_text_geography_annotator.py
 create mode 100644 deepsearch/model/server/__init__.py
 create mode 100644 deepsearch/model/server/annotate_response_schemas.py
 create mode 100644 deepsearch/model/server/deepsearch_annotator_app.py
 create mode 100644 deepsearch/model/server/request_schemas.py

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 = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+]
 
 [package.dependencies]
 idna = ">=2.8"
@@ -22,6 +28,10 @@ description = "A small Python module for determining appropriate platform-specif
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
+    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
+]
 
 [[package]]
 name = "appnope"
@@ -30,6 +40,10 @@ description = "Disable App Nap on macOS >= 10.9"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
 
 [[package]]
 name = "argon2-cffi"
@@ -38,6 +52,10 @@ description = "The secure Argon2 password hashing algorithm."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
+    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
+]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
@@ -54,6 +72,29 @@ description = "Low-level CFFI bindings for Argon2"
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+]
 
 [package.dependencies]
 cffi = ">=1.0.1"
@@ -69,6 +110,10 @@ description = "Better dates & times for Python"
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
+    {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
+]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
@@ -80,6 +125,10 @@ description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
+files = [
+    {file = "astroid-2.12.13-py3-none-any.whl", hash = "sha256:10e0ad5f7b79c435179d0d0f0df69998c4eef4597534aae44910db060baeb907"},
+    {file = "astroid-2.12.13.tar.gz", hash = "sha256:1493fe8bd3dfd73dc35bd53c9d5b6e49ead98497c47b2307662556a5692d29d7"},
+]
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
@@ -96,6 +145,10 @@ description = "Annotate AST trees with source code positions"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "asttokens-2.2.1-py2.py3-none-any.whl", hash = "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"},
+    {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
+]
 
 [package.dependencies]
 six = "*"
@@ -110,6 +163,10 @@ description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
+    {file = "attrs-22.1.0.tar.gz", hash = "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6"},
+]
 
 [package.extras]
 dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
@@ -124,6 +181,10 @@ description = "Specifications for callback functions passed in to an API"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
 
 [[package]]
 name = "beautifulsoup4"
@@ -132,6 +193,10 @@ description = "Screen-scraping library"
 category = "main"
 optional = true
 python-versions = ">=3.6.0"
+files = [
+    {file = "beautifulsoup4-4.11.1-py3-none-any.whl", hash = "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30"},
+    {file = "beautifulsoup4-4.11.1.tar.gz", hash = "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"},
+]
 
 [package.dependencies]
 soupsieve = ">1.2"
@@ -147,6 +212,20 @@ description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "black-22.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d"},
+    {file = "black-22.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351"},
+    {file = "black-22.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f"},
+    {file = "black-22.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4"},
+    {file = "black-22.12.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c116eed0efb9ff870ded8b62fe9f28dd61ef6e9ddd28d83d7d264a38417dcee2"},
+    {file = "black-22.12.0-cp37-cp37m-win_amd64.whl", hash = "sha256:1f58cbe16dfe8c12b7434e50ff889fa479072096d79f0a7f25e4ab8e94cd8350"},
+    {file = "black-22.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77d86c9f3db9b1bf6761244bc0b3572a546f5fe37917a044e02f3166d5aafa7d"},
+    {file = "black-22.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc"},
+    {file = "black-22.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320"},
+    {file = "black-22.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148"},
+    {file = "black-22.12.0-py3-none-any.whl", hash = "sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf"},
+    {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
+]
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -171,6 +250,10 @@ description = "An easy safelist-based HTML-sanitizing tool."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "bleach-5.0.1-py3-none-any.whl", hash = "sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a"},
+    {file = "bleach-5.0.1.tar.gz", hash = "sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c"},
+]
 
 [package.dependencies]
 six = ">=1.9.0"
@@ -187,6 +270,10 @@ description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "certifi-2021.10.8-py2.py3-none-any.whl", hash = "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"},
+    {file = "certifi-2021.10.8.tar.gz", hash = "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872"},
+]
 
 [[package]]
 name = "cffi"
@@ -195,6 +282,72 @@ description = "Foreign Function Interface for Python calling C code."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "cffi-1.15.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:a66d3508133af6e8548451b25058d5812812ec3798c886bf38ed24a98216fab2"},
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 [package.dependencies]
 pycparser = "*"
@@ -206,6 +359,10 @@ description = "Validate configuration and produce human readable error messages.
 category = "dev"
 optional = false
 python-versions = ">=3.6.1"
+files = [
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+]
 
 [[package]]
 name = "charset-normalizer"
@@ -214,6 +371,10 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 category = "main"
 optional = false
 python-versions = ">=3.6.0"
+files = [
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+]
 
 [package.extras]
 unicode-backport = ["unicodedata2"]
@@ -225,6 +386,10 @@ description = "Composable command line interface toolkit"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -236,6 +401,10 @@ description = "Logging integration for Click"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 click = "*"
@@ -247,6 +416,10 @@ description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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+]
 
 [[package]]
 name = "comm"
@@ -255,6 +428,10 @@ description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
 traitlets = ">=5.3"
@@ -269,6 +446,34 @@ description = "cryptography is a package which provides cryptographic recipes an
 category = "dev"
 optional = false
 python-versions = ">=3.6"
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+    {file = "cryptography-38.0.4.tar.gz", hash = "sha256:175c1a818b87c9ac80bb7377f5520b7f31b3ef2a0004e2420319beadedb67290"},
+]
 
 [package.dependencies]
 cffi = ">=1.12"
@@ -288,6 +493,26 @@ description = "An implementation of the Debug Adapter Protocol for Python"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "debugpy-1.6.4-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:6ae238943482c78867ac707c09122688efb700372b617ffd364261e5e41f7a2f"},
+    {file = "debugpy-1.6.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2a39e7da178e1f22f4bc04b57f085e785ed1bcf424aaf318835a1a7129eefe35"},
+    {file = "debugpy-1.6.4-cp310-cp310-win32.whl", hash = "sha256:143f79d0798a9acea21cd1d111badb789f19d414aec95fa6389cfea9485ddfb1"},
+    {file = "debugpy-1.6.4-cp310-cp310-win_amd64.whl", hash = "sha256:563f148f94434365ec0ce94739c749aabf60bf67339e68a9446499f3582d62f3"},
+    {file = "debugpy-1.6.4-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:1caee68f7e254267df908576c0d0938f8f88af16383f172cb9f0602e24c30c01"},
+    {file = "debugpy-1.6.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:40e2a83d31a16b83666f19fa06d97b2cc311af88e6266590579737949971a17e"},
+    {file = "debugpy-1.6.4-cp37-cp37m-win32.whl", hash = "sha256:82229790442856962aec4767b98ba2559fe0998f897e9f21fb10b4fd24b6c436"},
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+    {file = "debugpy-1.6.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d8df268e9f72fc06efc2e75e8dc8e2b881d6a397356faec26efb2ee70b6863b7"},
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+    {file = "debugpy-1.6.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e62b8034ede98932b92268669318848a0d42133d857087a3b9cec03bb844c615"},
+    {file = "debugpy-1.6.4-cp39-cp39-win32.whl", hash = "sha256:3d9c31baf64bf959a593996c108e911c5a9aa1693a296840e5469473f064bcec"},
+    {file = "debugpy-1.6.4-cp39-cp39-win_amd64.whl", hash = "sha256:ea4bf208054e6d41749f17612066da861dff10102729d32c85b47f155223cf2b"},
+    {file = "debugpy-1.6.4-py2.py3-none-any.whl", hash = "sha256:e886a1296cd20a10172e94788009ce74b759e54229ebd64a43fa5c2b4e62cd76"},
+    {file = "debugpy-1.6.4.zip", hash = "sha256:d5ab9bd3f4e7faf3765fd52c7c43c074104ab1e109621dc73219099ed1a5399d"},
+]
 
 [[package]]
 name = "decorator"
@@ -296,6 +521,10 @@ description = "Decorators for Humans"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+]
 
 [[package]]
 name = "defusedxml"
@@ -304,6 +533,10 @@ description = "XML bomb protection for Python stdlib modules"
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
+    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
+]
 
 [[package]]
 name = "dill"
@@ -312,6 +545,10 @@ description = "serialize all of python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "dill-0.3.6-py3-none-any.whl", hash = "sha256:a07ffd2351b8c678dfc4a856a3005f8067aea51d6ba6c700796a4d9e280f39f0"},
+    {file = "dill-0.3.6.tar.gz", hash = "sha256:e5db55f3687856d8fbdab002ed78544e1c4559a130302693d839dfe8f93f2373"},
+]
 
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
@@ -323,6 +560,10 @@ description = "Distribution utilities"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "distlib-0.3.6-py2.py3-none-any.whl", hash = "sha256:f35c4b692542ca110de7ef0bea44d73981caeb34ca0b9b6b2e6d7790dda8f80e"},
+    {file = "distlib-0.3.6.tar.gz", hash = "sha256:14bad2d9b04d3a36127ac97f30b12a19268f211063d8f8ee4f47108896e11b46"},
+]
 
 [[package]]
 name = "docutils"
@@ -331,6 +572,10 @@ description = "Docutils -- Python Documentation Utilities"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "docutils-0.19-py3-none-any.whl", hash = "sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc"},
+    {file = "docutils-0.19.tar.gz", hash = "sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6"},
+]
 
 [[package]]
 name = "dotty-dict"
@@ -339,6 +584,10 @@ description = "Dictionary wrapper for quick access to deeply nested keys."
 category = "dev"
 optional = false
 python-versions = ">=3.5,<4.0"
+files = [
+    {file = "dotty_dict-1.3.1-py3-none-any.whl", hash = "sha256:5022d234d9922f13aa711b4950372a06a6d64cb6d6db9ba43d0ba133ebfce31f"},
+    {file = "dotty_dict-1.3.1.tar.gz", hash = "sha256:4b016e03b8ae265539757a53eba24b9bfda506fb94fbce0bee843c6f05541a15"},
+]
 
 [[package]]
 name = "ecdsa"
@@ -347,6 +596,10 @@ description = "ECDSA cryptographic signature library (pure python)"
 category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "ecdsa-0.18.0-py2.py3-none-any.whl", hash = "sha256:80600258e7ed2f16b9aa1d7c295bd70194109ad5a30fdee0eaeefef1d4c559dd"},
+    {file = "ecdsa-0.18.0.tar.gz", hash = "sha256:190348041559e21b22a1d65cee485282ca11a6f81d503fddb84d5017e9ed1e49"},
+]
 
 [package.dependencies]
 six = ">=1.9.0"
@@ -362,6 +615,10 @@ description = "Discover and load entry points from installed packages."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "entrypoints-0.4-py3-none-any.whl", hash = "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"},
+    {file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"},
+]
 
 [[package]]
 name = "exceptiongroup"
@@ -370,6 +627,10 @@ description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.0.4-py3-none-any.whl", hash = "sha256:542adf9dea4055530d6e1279602fa5cb11dab2395fa650b8674eaec35fc4a828"},
+    {file = "exceptiongroup-1.0.4.tar.gz", hash = "sha256:bd14967b79cd9bdb54d97323216f8fdf533e278df937aa2a90089e7d6e06e5ec"},
+]
 
 [package.extras]
 test = ["pytest (>=6)"]
@@ -381,10 +642,36 @@ description = "Get the currently executing AST node of a frame, and other inform
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "executing-1.2.0-py2.py3-none-any.whl", hash = "sha256:0314a69e37426e3608aada02473b4161d4caf5a4b244d1d0c48072b8fee7bacc"},
+    {file = "executing-1.2.0.tar.gz", hash = "sha256:19da64c18d2d851112f09c287f8d3dbbdf725ab0e569077efb6cdcbd3497c107"},
+]
 
 [package.extras]
 tests = ["asttokens", "littleutils", "pytest", "rich"]
 
+[[package]]
+name = "fastapi"
+version = "0.95.1"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "fastapi-0.95.1-py3-none-any.whl", hash = "sha256:a870d443e5405982e1667dfe372663abf10754f246866056336d7f01c21dab07"},
+    {file = "fastapi-0.95.1.tar.gz", hash = "sha256:9569f0a381f8a457ec479d90fa01005cfddaae07546eb1f3fa035bc4797ae7d5"},
+]
+
+[package.dependencies]
+pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.7.3,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0"
+starlette = ">=0.26.1,<0.27.0"
+
+[package.extras]
+all = ["email-validator (>=1.1.1)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "python-multipart (>=0.0.5)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+dev = ["pre-commit (>=2.17.0,<3.0.0)", "ruff (==0.0.138)", "uvicorn[standard] (>=0.12.0,<0.21.0)"]
+doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.3.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pyyaml (>=5.3.1,<7.0.0)", "typer-cli (>=0.0.13,<0.0.14)", "typer[all] (>=0.6.1,<0.8.0)"]
+test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6.5.0,<8.0)", "databases[sqlite] (>=0.3.2,<0.7.0)", "email-validator (>=1.1.1,<2.0.0)", "flask (>=1.1.2,<3.0.0)", "httpx (>=0.23.0,<0.24.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.982)", "orjson (>=3.2.1,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "peewee (>=3.13.3,<4.0.0)", "pytest (>=7.1.3,<8.0.0)", "python-jose[cryptography] (>=3.3.0,<4.0.0)", "python-multipart (>=0.0.5,<0.0.7)", "pyyaml (>=5.3.1,<7.0.0)", "ruff (==0.0.138)", "sqlalchemy (>=1.3.18,<1.4.43)", "types-orjson (==3.6.2)", "types-ujson (==5.7.0.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,<6.0.0)"]
+
 [[package]]
 name = "fastjsonschema"
 version = "2.16.2"
@@ -392,6 +679,10 @@ description = "Fastest Python implementation of JSON schema"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "fastjsonschema-2.16.2-py3-none-any.whl", hash = "sha256:21f918e8d9a1a4ba9c22e09574ba72267a6762d47822db9add95f6454e51cc1c"},
+    {file = "fastjsonschema-2.16.2.tar.gz", hash = "sha256:01e366f25d9047816fe3d288cbfc3e10541daf0af2044763f3d0ade42476da18"},
+]
 
 [package.extras]
 devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
@@ -403,6 +694,10 @@ description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "filelock-3.8.2-py3-none-any.whl", hash = "sha256:8df285554452285f79c035efb0c861eb33a4bcfa5b7a137016e32e6a90f9792c"},
+    {file = "filelock-3.8.2.tar.gz", hash = "sha256:7565f628ea56bfcd8e54e42bdc55da899c85c1abfe1b5bcfd147e9188cebb3b2"},
+]
 
 [package.extras]
 docs = ["furo (>=2022.9.29)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"]
@@ -415,6 +710,10 @@ description = "Validates fully-qualified domain names against RFC 1123, so that
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+files = [
+    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
+    {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
+]
 
 [[package]]
 name = "ghp-import"
@@ -423,6 +722,10 @@ description = "Copy your docs directly to the gh-pages branch."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
+    {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
+]
 
 [package.dependencies]
 python-dateutil = ">=2.8.1"
@@ -437,7 +740,11 @@ description = "Git Object Database"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-
+files = [
+    {file = "gitdb-4.0.10-py3-none-any.whl", hash = "sha256:c286cf298426064079ed96a9e4a9d39e7f3e9bf15ba60701e95f5492f28415c7"},
+    {file = "gitdb-4.0.10.tar.gz", hash = "sha256:6eb990b69df4e15bad899ea868dc46572c3f75339735663b81de79b06f17eb9a"},
+]
+
 [package.dependencies]
 smmap = ">=3.0.1,<6"
 
@@ -448,6 +755,10 @@ description = "GitPython is a python library used to interact with Git repositor
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.29-py3-none-any.whl", hash = "sha256:41eea0deec2deea139b459ac03656f0dd28fc4a3387240ec1d3c259a2c47850f"},
+    {file = "GitPython-3.1.29.tar.gz", hash = "sha256:cc36bfc4a3f913e66805a28e84703e419d9c264c1077e537b54f0e1af85dbefd"},
+]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
@@ -459,6 +770,10 @@ description = "Signatures for entire Python programs. Extract the structure, the
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "griffe-0.25.0-py3-none-any.whl", hash = "sha256:57527250e06c0fac5381c5ccc9695b6c46a3af51928d99364bf2e5fd9aabf37d"},
+    {file = "griffe-0.25.0.tar.gz", hash = "sha256:35d412d2235330a05c755f906458c70ee8a4eec85bc3de20f1fd79d0a501dc38"},
+]
 
 [package.dependencies]
 colorama = ">=0.4"
@@ -466,6 +781,18 @@ colorama = ">=0.4"
 [package.extras]
 async = ["aiofiles (>=0.7,<1.0)"]
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
+
 [[package]]
 name = "identify"
 version = "2.5.9"
@@ -473,6 +800,10 @@ description = "File identification library for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "identify-2.5.9-py2.py3-none-any.whl", hash = "sha256:a390fb696e164dbddb047a0db26e57972ae52fbd037ae68797e5ae2f4492485d"},
+    {file = "identify-2.5.9.tar.gz", hash = "sha256:906036344ca769539610436e40a684e170c3648b552194980bb7b617a8daeb9f"},
+]
 
 [package.extras]
 license = ["ukkonen"]
@@ -484,6 +815,10 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
 
 [[package]]
 name = "importlib-metadata"
@@ -492,6 +827,10 @@ description = "Read metadata from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {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 = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
+    {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
+]
 
 [[package]]
 name = "invoke"
@@ -531,6 +878,10 @@ description = "Pythonic task execution"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "invoke-1.7.3-py3-none-any.whl", hash = "sha256:d9694a865764dd3fd91f25f7e9a97fb41666e822bbb00e670091e3f43933574d"},
+    {file = "invoke-1.7.3.tar.gz", hash = "sha256:41b428342d466a82135d5ab37119685a989713742be46e42a3a399d685579314"},
+]
 
 [[package]]
 name = "ipykernel"
@@ -539,6 +890,10 @@ description = "IPython Kernel for Jupyter"
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "ipykernel-6.19.2-py3-none-any.whl", hash = "sha256:1374a55c57ca7a7286c3d8b15799cd76e1a2381b6b1fea99c494b955988926b6"},
+    {file = "ipykernel-6.19.2.tar.gz", hash = "sha256:1ab68d3d3654196266baa93990055413e167263ffbe4cfe834f871bcd3d3506d"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
@@ -568,6 +923,10 @@ description = "IPython: Productive Interactive Computing"
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "ipython-8.7.0-py3-none-any.whl", hash = "sha256:352042ddcb019f7c04e48171b4dd78e4c4bb67bf97030d170e154aac42b656d9"},
+    {file = "ipython-8.7.0.tar.gz", hash = "sha256:882899fe78d5417a0aa07f995db298fa28b58faeba2112d2e3a4c95fe14bb738"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -603,6 +962,10 @@ description = "Context manager for blocking cell execution within a Jupyter note
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "ipython_blocking-0.3.1-py3-none-any.whl", hash = "sha256:ac17ac5e42fad1647a055abd6aa47d99d88eef3c4bf882a96565b794e6df72c0"},
+    {file = "ipython_blocking-0.3.1.tar.gz", hash = "sha256:0770f83b0f66abdee691836ce04dd039722e286592d301feb2e5fa511dad2a94"},
+]
 
 [package.dependencies]
 IPython = "*"
@@ -616,6 +979,10 @@ description = "Vestigial utilities from IPython"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
+    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
+]
 
 [[package]]
 name = "ipywidgets"
@@ -624,6 +991,10 @@ description = "IPython HTML widgets for Jupyter"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "ipywidgets-7.7.2-py2.py3-none-any.whl", hash = "sha256:3d47a7826cc6e2644d7cb90db26699451f8b42379cf63b761431b63d19984ca2"},
+    {file = "ipywidgets-7.7.2.tar.gz", hash = "sha256:449ab8e7872d0f388ee5c5b3666b9d6af5e5618a5749fd62652680be37dff2af"},
+]
 
 [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 = "Utility functions for Python class constructs"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jaraco.classes-3.2.3-py3-none-any.whl", hash = "sha256:2353de3288bc6b82120752201c6b1c1a14b058267fa424ed5ce5984e3b922158"},
+    {file = "jaraco.classes-3.2.3.tar.gz", hash = "sha256:89559fa5c1d3c34eff6f631ad80bb21f378dbcbb35dd161fd2c6b93f5be2f98a"},
+]
 
 [package.dependencies]
 more-itertools = "*"
@@ -683,6 +1066,10 @@ description = "An autocompletion tool for Python that can be used for text edito
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "jedi-0.18.2-py2.py3-none-any.whl", hash = "sha256:203c1fd9d969ab8f2119ec0a3342e0b49910045abe6af0a3ae83a5764d54639e"},
+    {file = "jedi-0.18.2.tar.gz", hash = "sha256:bae794c30d07f6d910d32a7048af09b5a39ed740918da923c6b780790ebac612"},
+]
 
 [package.dependencies]
 parso = ">=0.8.0,<0.9.0"
@@ -699,6 +1086,10 @@ description = "Low-level, pure Python DBus protocol wrapper."
 category = "dev"
 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 = "jupyter_client-7.4.8-py3-none-any.whl", hash = "sha256:d4a67ae86ee014bcb96bd8190714f6af921f2b0f52f4208b086aa5acfd9f8d65"},
+    {file = "jupyter_client-7.4.8.tar.gz", hash = "sha256:109a3c33b62a9cf65aa8325850a0999a795fac155d9de4f7555aef5f310ee35a"},
+]
 
 [package.dependencies]
 entrypoints = "*"
@@ -780,6 +1187,10 @@ description = "Jupyter core package. 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 J
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "jupyter_server-2.0.1-py3-none-any.whl", hash = "sha256:3bc09974a5290249de6924a614933e6f4f3d6d11f3061423a9f4e0271064a8b3"},
+    {file = "jupyter_server-2.0.1.tar.gz", hash = "sha256:6e71268380ad7e4f2d9dda2f3e51a4fd4d1997b5390d5acdb74c7a195cfe4c00"},
+]
 
 [package.dependencies]
 anyio = ">=3.1.0,<4"
@@ -849,6 +1268,10 @@ description = "A Jupyter Server Extension Providing Terminals."
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "jupyter_server_terminals-0.4.2-py3-none-any.whl", hash = "sha256:c0eaacee6cac21b597c23c38dd523dc4e9b947f97af5101e0396c08f28db3e37"},
+    {file = "jupyter_server_terminals-0.4.2.tar.gz", hash = "sha256:0e68cba38eb0f9f2d93f1160e0a7f84b943d0d0c4d2f77eeaabbb4a2919c47c6"},
+]
 
 [package.dependencies]
 pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
@@ -865,6 +1288,10 @@ description = "Pygments theme using JupyterLab CSS variables"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
+    {file = "jupyterlab_pygments-0.2.2.tar.gz", hash = "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"},
+]
 
 [[package]]
 name = "jupyterlab-widgets"
@@ -873,6 +1300,10 @@ description = "A JupyterLab extension."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "jupyterlab_widgets-1.1.1-py3-none-any.whl", hash = "sha256:90ab47d99da03a3697074acb23b2975ead1d6171aa41cb2812041a7f2a08177a"},
+    {file = "jupyterlab_widgets-1.1.1.tar.gz", hash = "sha256:67d0ef1e407e0c42c8ab60b9d901cd7a4c68923650763f75bf17fb06c1943b79"},
+]
 
 [[package]]
 name = "keyring"
@@ -881,6 +1312,10 @@ description = "Store and access your passwords safely."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "keyring-23.11.0-py3-none-any.whl", hash = "sha256:3dd30011d555f1345dec2c262f0153f2f0ca6bca041fb1dc4588349bb4c0ac1e"},
+    {file = "keyring-23.11.0.tar.gz", hash = "sha256:ad192263e2cdd5f12875dedc2da13534359a7e760e77f8d04b50968a821c2361"},
+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
@@ -900,6 +1335,27 @@ description = "A fast and thorough lazy object proxy."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "lazy-object-proxy-1.8.0.tar.gz", hash = "sha256:c219a00245af0f6fa4e95901ed28044544f50152840c5b6a3e7b2568db34d156"},
+    {file = "lazy_object_proxy-1.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4fd031589121ad46e293629b39604031d354043bb5cdf83da4e93c2d7f3389fe"},
+    {file = "lazy_object_proxy-1.8.0-cp310-cp310-win32.whl", hash = "sha256:b70d6e7a332eb0217e7872a73926ad4fdc14f846e85ad6749ad111084e76df25"},
+    {file = "lazy_object_proxy-1.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:eb329f8d8145379bf5dbe722182410fe8863d186e51bf034d2075eb8d85ee25b"},
+    {file = "lazy_object_proxy-1.8.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4e2d9f764f1befd8bdc97673261b8bb888764dfdbd7a4d8f55e4fbcabb8c3fb7"},
+    {file = "lazy_object_proxy-1.8.0-cp311-cp311-win32.whl", hash = "sha256:e20bfa6db17a39c706d24f82df8352488d2943a3b7ce7d4c22579cb89ca8896e"},
+    {file = "lazy_object_proxy-1.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:14010b49a2f56ec4943b6cf925f597b534ee2fe1f0738c84b3bce0c1a11ff10d"},
+    {file = "lazy_object_proxy-1.8.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:6850e4aeca6d0df35bb06e05c8b934ff7c533734eb51d0ceb2d63696f1e6030c"},
+    {file = "lazy_object_proxy-1.8.0-cp37-cp37m-win32.whl", hash = "sha256:5b51d6f3bfeb289dfd4e95de2ecd464cd51982fe6f00e2be1d0bf94864d58acd"},
+    {file = "lazy_object_proxy-1.8.0-cp37-cp37m-win_amd64.whl", hash = "sha256:6f593f26c470a379cf7f5bc6db6b5f1722353e7bf937b8d0d0b3fba911998858"},
+    {file = "lazy_object_proxy-1.8.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0c1c7c0433154bb7c54185714c6929acc0ba04ee1b167314a779b9025517eada"},
+    {file = "lazy_object_proxy-1.8.0-cp38-cp38-win32.whl", hash = "sha256:d176f392dbbdaacccf15919c77f526edf11a34aece58b55ab58539807b85436f"},
+    {file = "lazy_object_proxy-1.8.0-cp38-cp38-win_amd64.whl", hash = "sha256:afcaa24e48bb23b3be31e329deb3f1858f1f1df86aea3d70cb5c8578bfe5261c"},
+    {file = "lazy_object_proxy-1.8.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:71d9ae8a82203511a6f60ca5a1b9f8ad201cac0fc75038b2dc5fa519589c9288"},
+    {file = "lazy_object_proxy-1.8.0-cp39-cp39-win32.whl", hash = "sha256:8f6ce2118a90efa7f62dd38c7dbfffd42f468b180287b748626293bf12ed468f"},
+    {file = "lazy_object_proxy-1.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:eac3a9a5ef13b332c059772fd40b4b1c3d45a3a2b05e33a361dee48e54a4dad0"},
+    {file = "lazy_object_proxy-1.8.0-pp37-pypy37_pp73-any.whl", hash = "sha256:ae032743794fba4d171b5b67310d69176287b5bf82a21f588282406a79498891"},
+    {file = "lazy_object_proxy-1.8.0-pp38-pypy38_pp73-any.whl", hash = "sha256:7e1561626c49cb394268edd00501b289053a652ed762c58e1081224c8d881cec"},
+    {file = "lazy_object_proxy-1.8.0-pp39-pypy39_pp73-any.whl", hash = "sha256:ce58b2b3734c73e68f0e30e4e725264d4d6be95818ec0a0be4bb6bf9a7e79aa8"},
+]
 
 [[package]]
 name = "markdown"
@@ -908,6 +1364,10 @@ description = "Python implementation of Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "Markdown-3.3.7-py3-none-any.whl", hash = "sha256:f5da449a6e1c989a4cea2631aa8ee67caa5a2ef855d551c88f9e309f4634c621"},
+    {file = "Markdown-3.3.7.tar.gz", hash = "sha256:cbb516f16218e643d8e0a95b309f77eb118cb138d39a4f27851e6a63581db874"},
+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
@@ -922,6 +1382,48 @@ description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 name = "matplotlib-inline"
@@ -930,6 +1432,10 @@ description = "Inline Matplotlib backend for Jupyter"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
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 [package.dependencies]
 traitlets = "*"
@@ -941,6 +1447,10 @@ description = "McCabe checker, plugin for flake8"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [[package]]
 name = "mergedeep"
@@ -949,6 +1459,10 @@ description = "A deep merge function for 🐍."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
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 name = "mistune"
@@ -957,6 +1471,10 @@ description = "A sane Markdown parser with useful plugins and renderers"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
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+]
 
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 name = "mkdocs"
@@ -965,6 +1483,10 @@ description = "Project documentation with Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 click = ">=7.0"
@@ -990,6 +1512,10 @@ description = "Automatically link across pages in MkDocs."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
 Markdown = ">=3.3"
@@ -1002,6 +1528,10 @@ description = "Documentation that simply works"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
 jinja2 = ">=3.0.2"
@@ -1019,6 +1549,10 @@ description = "Extension pack for Python Markdown and MkDocs Material."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [[package]]
 name = "mkdocs-typer"
@@ -1027,6 +1561,10 @@ description = "An MkDocs extension to generate documentation for Typer command l
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
 markdown = ">=3.0.0,<4.0.0"
@@ -1039,6 +1577,10 @@ description = "Automatic documentation from sources, for MkDocs."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 Jinja2 = ">=2.11.1"
@@ -1061,6 +1603,10 @@ description = "A Python handler for mkdocstrings."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 griffe = ">=0.24"
@@ -1073,6 +1619,10 @@ description = "More routines for operating on iterables, beyond itertools"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [[package]]
 name = "mypy"
@@ -1081,6 +1631,28 @@ description = "Optional static typing for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
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 [package.dependencies]
 mypy-extensions = ">=0.4.3"
@@ -1098,6 +1670,10 @@ description = "Experimental type system extensions for programs checked with the
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "mypy_extensions-0.4.3.tar.gz", hash = "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"},
+]
 
 [[package]]
 name = "nbclassic"
@@ -1106,6 +1682,10 @@ description = "A web-based notebook environment for interactive computing"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "nbclassic-0.4.8-py3-none-any.whl", hash = "sha256:cbf05df5842b420d5cece0143462380ea9d308ff57c2dc0eb4d6e035b18fbfb3"},
+    {file = "nbclassic-0.4.8.tar.gz", hash = "sha256:c74d8a500f8e058d46b576a41e5bc640711e1032cf7541dde5f73ea49497e283"},
+]
 
 [package.dependencies]
 argon2-cffi = "*"
@@ -1138,6 +1718,10 @@ description = "A client library for executing notebooks. Formerly nbconvert's Ex
 category = "main"
 optional = true
 python-versions = ">=3.7.0"
+files = [
+    {file = "nbclient-0.7.2-py3-none-any.whl", hash = "sha256:d97ac6257de2794f5397609df754fcbca1a603e94e924eb9b99787c031ae2e7c"},
+    {file = "nbclient-0.7.2.tar.gz", hash = "sha256:884a3f4a8c4fc24bb9302f263e0af47d97f0d01fe11ba714171b320c8ac09547"},
+]
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
@@ -1157,6 +1741,10 @@ description = "Converting Jupyter Notebooks"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "nbconvert-7.2.6-py3-none-any.whl", hash = "sha256:f933e82fe48b9a421e4252249f6c0a9a9940dc555642b4729f3f1f526bb16779"},
+    {file = "nbconvert-7.2.6.tar.gz", hash = "sha256:c9c0e4b26326f7658ebf4cda0acc591b9727c4e3ee3ede962f70c11833b71b40"},
+]
 
 [package.dependencies]
 beautifulsoup4 = "*"
@@ -1192,6 +1780,10 @@ description = "The Jupyter Notebook format"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "nbformat-5.7.0-py3-none-any.whl", hash = "sha256:1b05ec2c552c2f1adc745f4eddce1eac8ca9ffd59bb9fd859e827eaa031319f9"},
+    {file = "nbformat-5.7.0.tar.gz", hash = "sha256:1d4760c15c1a04269ef5caf375be8b98dd2f696e5eb9e603ec2bf091f9b0d3f3"},
+]
 
 [package.dependencies]
 fastjsonschema = "*"
@@ -1209,6 +1801,10 @@ description = "Patch asyncio to allow nested event loops"
 category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
+    {file = "nest_asyncio-1.5.6-py3-none-any.whl", hash = "sha256:b9a953fb40dceaa587d109609098db21900182b16440652454a146cffb06e8b8"},
+    {file = "nest_asyncio-1.5.6.tar.gz", hash = "sha256:d267cc1ff794403f7df692964d1d2a3fa9418ffea2a3f6859a439ff482fef290"},
+]
 
 [[package]]
 name = "nodeenv"
@@ -1217,6 +1813,10 @@ description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
+files = [
+    {file = "nodeenv-1.7.0-py2.py3-none-any.whl", hash = "sha256:27083a7b96a25f2f5e1d8cb4b6317ee8aeda3bdd121394e5ac54e498028a042e"},
+    {file = "nodeenv-1.7.0.tar.gz", hash = "sha256:e0e7f7dfb85fc5394c6fe1e8fa98131a2473e04311a45afb6508f7cf1836fa2b"},
+]
 
 [package.dependencies]
 setuptools = "*"
@@ -1228,6 +1828,10 @@ description = "A web-based notebook environment for interactive computing"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "notebook-6.5.2-py3-none-any.whl", hash = "sha256:e04f9018ceb86e4fa841e92ea8fb214f8d23c1cedfde530cc96f92446924f0e4"},
+    {file = "notebook-6.5.2.tar.gz", hash = "sha256:c1897e5317e225fc78b45549a6ab4b668e4c996fd03a04e938fe5e7af2bfffd0"},
+]
 
 [package.dependencies]
 argon2-cffi = "*"
@@ -1259,6 +1863,10 @@ description = "A shim layer for notebook traits and config"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "notebook_shim-0.2.2-py3-none-any.whl", hash = "sha256:9c6c30f74c4fbea6fce55c1be58e7fd0409b1c681b075dcedceb005db5026949"},
+    {file = "notebook_shim-0.2.2.tar.gz", hash = "sha256:090e0baf9a5582ff59b607af523ca2db68ff216da0c69956b62cab2ef4fc9c3f"},
+]
 
 [package.dependencies]
 jupyter-server = ">=1.8,<3"
@@ -1273,6 +1881,10 @@ description = "Core utilities for Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "packaging-22.0-py3-none-any.whl", hash = "sha256:957e2148ba0e1a3b282772e791ef1d8083648bc131c8ab0c1feba110ce1146c3"},
+    {file = "packaging-22.0.tar.gz", hash = "sha256:2198ec20bd4c017b8f9717e00f0c8714076fc2fd93816750ab48e2c41de2cfd3"},
+]
 
 [[package]]
 name = "pandocfilters"
@@ -1281,6 +1893,10 @@ description = "Utilities for writing pandoc filters in python"
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pandocfilters-1.5.0-py2.py3-none-any.whl", hash = "sha256:33aae3f25fd1a026079f5d27bdd52496f0e0803b3469282162bafdcbdf6ef14f"},
+    {file = "pandocfilters-1.5.0.tar.gz", hash = "sha256:0b679503337d233b4339a817bfc8c50064e2eff681314376a47cb582305a7a38"},
+]
 
 [[package]]
 name = "parso"
@@ -1289,6 +1905,10 @@ description = "A Python Parser"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "parso-0.8.3-py2.py3-none-any.whl", hash = "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"},
+    {file = "parso-0.8.3.tar.gz", hash = "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0"},
+]
 
 [package.extras]
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
@@ -1301,14 +1921,22 @@ description = "Utility library for gitignore style pattern matching of file path
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-
-[[package]]
+files = [
+    {file = "pathspec-0.10.3-py3-none-any.whl", hash = "sha256:3c95343af8b756205e2aba76e843ba9520a24dd84f68c22b9f93251507509dd6"},
+    {file = "pathspec-0.10.3.tar.gz", hash = "sha256:56200de4077d9d0791465aa9095a01d421861e405b5096955051deefd697d6f6"},
+]
+
+[[package]]
 name = "pexpect"
 version = "4.8.0"
 description = "Pexpect allows easy control of interactive console applications."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pexpect-4.8.0-py2.py3-none-any.whl", hash = "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937"},
+    {file = "pexpect-4.8.0.tar.gz", hash = "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"},
+]
 
 [package.dependencies]
 ptyprocess = ">=0.5"
@@ -1320,6 +1948,10 @@ description = "Tiny 'shelve'-like database with concurrency support"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pickleshare-0.7.5-py2.py3-none-any.whl", hash = "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"},
+    {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
+]
 
 [[package]]
 name = "pkginfo"
@@ -1328,6 +1960,10 @@ description = "Query metadatdata from sdists / bdists / installed packages."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pkginfo-1.9.2-py3-none-any.whl", hash = "sha256:d580059503f2f4549ad6e4c106d7437356dbd430e2c7df99ee1efe03d75f691e"},
+    {file = "pkginfo-1.9.2.tar.gz", hash = "sha256:ac03e37e4d601aaee40f8087f63fc4a2a6c9814dda2c8fa6aab1b1829653bdfa"},
+]
 
 [package.extras]
 testing = ["pytest", "pytest-cov"]
@@ -1339,6 +1975,10 @@ description = "Resolve a name to an object."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "pkgutil_resolve_name-1.3.10-py3-none-any.whl", hash = "sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e"},
+    {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
+]
 
 [[package]]
 name = "platformdirs"
@@ -1347,6 +1987,10 @@ description = "A small Python package for determining appropriate platform-speci
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "platformdirs-2.6.0-py3-none-any.whl", hash = "sha256:1a89a12377800c81983db6be069ec068eee989748799b946cce2a6e80dcc54ca"},
+    {file = "platformdirs-2.6.0.tar.gz", hash = "sha256:b46ffafa316e6b83b47489d240ce17173f123a9b9c83282141c3daf26ad9ac2e"},
+]
 
 [package.extras]
 docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
@@ -1359,6 +2003,10 @@ description = "plugin and hook calling mechanisms for python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
+    {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
+]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
@@ -1371,6 +2019,10 @@ description = "A framework for managing and maintaining multi-language pre-commi
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pre_commit-2.20.0-py2.py3-none-any.whl", hash = "sha256:51a5ba7c480ae8072ecdb6933df22d2f812dc897d5fe848778116129a681aac7"},
+    {file = "pre_commit-2.20.0.tar.gz", hash = "sha256:a978dac7bc9ec0bcee55c18a277d553b0f419d259dadb4b9418ff2d00eb43959"},
+]
 
 [package.dependencies]
 cfgv = ">=2.0.0"
@@ -1387,6 +2039,10 @@ description = "Python client for the Prometheus monitoring system."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "prometheus_client-0.15.0-py3-none-any.whl", hash = "sha256:db7c05cbd13a0f79975592d112320f2605a325969b270a94b71dcabc47b931d2"},
+    {file = "prometheus_client-0.15.0.tar.gz", hash = "sha256:be26aa452490cfcf6da953f9436e95a9f2b4d578ca80094b4458930e5f584ab1"},
+]
 
 [package.extras]
 twisted = ["twisted"]
@@ -1398,6 +2054,10 @@ description = "Library for building powerful interactive command lines in Python
 category = "main"
 optional = false
 python-versions = ">=3.6.2"
+files = [
+    {file = "prompt_toolkit-3.0.36-py3-none-any.whl", hash = "sha256:aa64ad242a462c5ff0363a7b9cfe696c20d55d9fc60c11fd8e632d064804d305"},
+    {file = "prompt_toolkit-3.0.36.tar.gz", hash = "sha256:3e163f254bef5a03b146397d7c1963bd3e2812f0964bb9a24e6ec761fd28db63"},
+]
 
 [package.dependencies]
 wcwidth = "*"
@@ -1409,6 +2069,20 @@ description = "Cross-platform lib for process and system monitoring in Python."
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "psutil-5.9.4-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:c1ca331af862803a42677c120aff8a814a804e09832f166f226bfd22b56feee8"},
+    {file = "psutil-5.9.4-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:68908971daf802203f3d37e78d3f8831b6d1014864d7a85937941bb35f09aefe"},
+    {file = "psutil-5.9.4-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:3ff89f9b835100a825b14c2808a106b6fdcc4b15483141482a12c725e7f78549"},
+    {file = "psutil-5.9.4-cp27-cp27m-win32.whl", hash = "sha256:852dd5d9f8a47169fe62fd4a971aa07859476c2ba22c2254d4a1baa4e10b95ad"},
+    {file = "psutil-5.9.4-cp27-cp27m-win_amd64.whl", hash = "sha256:9120cd39dca5c5e1c54b59a41d205023d436799b1c8c4d3ff71af18535728e94"},
+    {file = "psutil-5.9.4-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:6b92c532979bafc2df23ddc785ed116fced1f492ad90a6830cf24f4d1ea27d24"},
+    {file = "psutil-5.9.4-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:efeae04f9516907be44904cc7ce08defb6b665128992a56957abc9b61dca94b7"},
+    {file = "psutil-5.9.4-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:54d5b184728298f2ca8567bf83c422b706200bcbbfafdc06718264f9393cfeb7"},
+    {file = "psutil-5.9.4-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:16653106f3b59386ffe10e0bad3bb6299e169d5327d3f187614b1cb8f24cf2e1"},
+    {file = "psutil-5.9.4-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54c0d3d8e0078b7666984e11b12b88af2db11d11249a8ac8920dd5ef68a66e08"},
+    {file = "psutil-5.9.4-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:6001c809253a29599bc0dfd5179d9f8a5779f9dffea1da0f13c53ee568115e1e"},
+    {file = "psutil-5.9.4.tar.gz", hash = "sha256:3d7f9739eb435d4b1338944abe23f49584bde5395f27487d2ee25ad9a8774a62"},
+]
 
 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
@@ -1420,6 +2094,10 @@ description = "Run a subprocess in a pseudo terminal"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
+    {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
+]
 
 [[package]]
 name = "pure-eval"
@@ -1428,6 +2106,10 @@ description = "Safely evaluate AST nodes without side effects"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"},
+    {file = "pure_eval-0.2.2.tar.gz", hash = "sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3"},
+]
 
 [package.extras]
 tests = ["pytest"]
@@ -1439,6 +2121,10 @@ description = "library with cross-python path, ini-parsing, io, code, log facili
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
+]
 
 [[package]]
 name = "pyasn1"
@@ -1447,6 +2133,10 @@ description = "ASN.1 types and codecs"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pyasn1-0.4.8-py2.py3-none-any.whl", hash = "sha256:39c7e2ec30515947ff4e87fb6f456dfc6e84857d34be479c9d4a4ba4bf46aa5d"},
+    {file = "pyasn1-0.4.8.tar.gz", hash = "sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba"},
+]
 
 [[package]]
 name = "pycparser"
@@ -1455,6 +2145,10 @@ description = "C parser in Python"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
+    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+]
 
 [[package]]
 name = "pydantic"
@@ -1463,6 +2157,44 @@ description = "Data validation and settings management using python type hints"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pydantic-1.10.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bb6ad4489af1bac6955d38ebcb95079a836af31e4c4f74aba1ca05bb9f6027bd"},
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 [package.dependencies]
 typing-extensions = ">=4.1.0"
@@ -1478,6 +2210,10 @@ description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [package.extras]
 plugins = ["importlib-metadata"]
@@ -1489,6 +2225,10 @@ description = "python code static checker"
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
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 astroid = ">=2.12.13,<=2.14.0-dev0"
@@ -1512,6 +2252,10 @@ description = "Extension pack for Python Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 markdown = ">=3.2"
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 category = "main"
 optional = true
 python-versions = ">=3.7"
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 [[package]]
 name = "pytest"
@@ -1531,6 +2299,10 @@ description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 attrs = ">=19.2.0"
@@ -1551,6 +2323,10 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
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+]
 
 [package.dependencies]
 six = ">=1.5"
@@ -1562,6 +2338,10 @@ description = "Interact with GitLab API"
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
+files = [
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+]
 
 [package.dependencies]
 requests = ">=2.25.0"
@@ -1578,6 +2358,10 @@ description = "JOSE implementation in Python"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 ecdsa = "!=0.15"
@@ -1596,6 +2380,10 @@ description = "A python library adding a json log formatter"
 category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
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+]
 
 [[package]]
 name = "python-semantic-release"
@@ -1604,6 +2392,10 @@ description = "Automatic Semantic Versioning for Python projects"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 click = ">=7,<9"
@@ -1632,6 +2424,22 @@ description = "Python for Window Extensions"
 category = "main"
 optional = true
 python-versions = "*"
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+]
 
 [[package]]
 name = "pywin32-ctypes"
@@ -1640,6 +2448,10 @@ description = ""
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "pywinpty"
@@ -1648,6 +2460,14 @@ description = "Pseudo terminal support for Windows from Python."
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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 optional = false
 python-versions = ">=3.6"
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+
+[[package]]
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+charset-normalizer = ">=2,<3"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<1.27"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
 name = "requests-toolbelt"
 version = "0.10.1"
 description = "A utility belt for advanced users of python-requests"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 requests = ">=2.0.1,<3.0.0"
@@ -1732,6 +2686,10 @@ description = "A pure python RFC3339 validator"
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+]
 
 [package.dependencies]
 six = "*"
@@ -1743,6 +2701,10 @@ description = "Validating URI References per RFC 3986"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.extras]
 idna2008 = ["idna"]
@@ -1754,6 +2716,10 @@ description = "Pure python rfc3986 validator"
 category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+    {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
+]
 
 [[package]]
 name = "rsa"
@@ -1762,6 +2728,10 @@ description = "Pure-Python RSA implementation"
 category = "main"
 optional = false
 python-versions = ">=3.6,<4"
+files = [
+    {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
+    {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
+]
 
 [package.dependencies]
 pyasn1 = ">=0.1.3"
@@ -1773,6 +2743,10 @@ description = "Python bindings to FreeDesktop.org Secret Service API"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "SecretStorage-3.3.3.tar.gz", hash = "sha256:2403533ef369eca6d2ba81718576c5e0f564d5cca1b58f73a8b23e7d4eeebd77"},
+]
 
 [package.dependencies]
 cryptography = ">=2.0"
@@ -1785,6 +2759,10 @@ description = "Python helper for Semantic Versioning (http://semver.org/)"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+    {file = "semver-2.13.0.tar.gz", hash = "sha256:fa0fe2722ee1c3f57eac478820c3a5ae2f624af8264cbdf9000c980ff7f75e3f"},
+]
 
 [[package]]
 name = "send2trash"
@@ -1793,6 +2771,10 @@ description = "Send file to trash natively under Mac OS X, Windows and Linux."
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "Send2Trash-1.8.0-py3-none-any.whl", hash = "sha256:f20eaadfdb517eaca5ce077640cb261c7d2698385a6a0f072a4a5447fd49fa08"},
+    {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
+]
 
 [package.extras]
 nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
@@ -1806,6 +2788,10 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "setuptools-65.6.3-py3-none-any.whl", hash = "sha256:57f6f22bde4e042978bcd50176fdb381d7c21a9efa4041202288d3737a0c6a54"},
+    {file = "setuptools-65.6.3.tar.gz", hash = "sha256:a7620757bf984b58deaf32fc8a4577a9bbc0850cf92c20e1ce41c38c19e5fb75"},
+]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
@@ -1819,6 +2805,10 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
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+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
 
 [[package]]
 name = "smmap"
@@ -1827,14 +2817,22 @@ description = "A pure Python implementation of a sliding window memory map manag
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
+    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
+]
 
 [[package]]
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
 category = "main"
-optional = true
+optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
+    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
+]
 
 [[package]]
 name = "soupsieve"
@@ -1843,6 +2841,10 @@ description = "A modern CSS selector implementation for Beautiful Soup."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "soupsieve-2.3.2.post1-py3-none-any.whl", hash = "sha256:3b2503d3c7084a42b1ebd08116e5f81aadfaea95863628c80a3b774a11b7c759"},
+    {file = "soupsieve-2.3.2.post1.tar.gz", hash = "sha256:fc53893b3da2c33de295667a0e19f078c14bf86544af307354de5fcf12a3f30d"},
+]
 
 [[package]]
 name = "stack-data"
@@ -1851,6 +2853,10 @@ description = "Extract data from python stack frames and tracebacks for informat
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "stack_data-0.6.2-py3-none-any.whl", hash = "sha256:cbb2a53eb64e5785878201a97ed7c7b94883f48b87bfb0bbe8b623c74679e4a8"},
+    {file = "stack_data-0.6.2.tar.gz", hash = "sha256:32d2dd0376772d01b6cb9fc996f3c8b57a357089dec328ed4b6553d037eaf815"},
+]
 
 [package.dependencies]
 asttokens = ">=2.1.0"
@@ -1860,6 +2866,25 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "starlette"
+version = "0.26.1"
+description = "The little ASGI library that shines."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "starlette-0.26.1.tar.gz", hash = "sha256:41da799057ea8620e4667a3e69a5b1923ebd32b1819c8fa75634bbe8d8bea9bd"},
+]
+
+[package.dependencies]
+anyio = ">=3.4.0,<5"
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
+
 [[package]]
 name = "tabulate"
 version = "0.8.10"
@@ -1867,6 +2892,10 @@ description = "Pretty-print tabular data"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+    {file = "tabulate-0.8.10.tar.gz", hash = "sha256:6c57f3f3dd7ac2782770155f3adb2db0b1a269637e42f27599925e64b114f519"},
+]
 
 [package.extras]
 widechars = ["wcwidth"]
@@ -1878,6 +2907,10 @@ description = "Tornado websocket backend for the Xterm.js Javascript terminal em
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "terminado-0.17.1-py3-none-any.whl", hash = "sha256:8650d44334eba354dd591129ca3124a6ba42c3d5b70df5051b6921d506fdaeae"},
+    {file = "terminado-0.17.1.tar.gz", hash = "sha256:6ccbbcd3a4f8a25a5ec04991f39a0b8db52dfcd487ea0e578d977e6752380333"},
+]
 
 [package.dependencies]
 ptyprocess = {version = "*", markers = "os_name != \"nt\""}
@@ -1895,6 +2928,10 @@ description = "A tiny CSS parser"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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+    {file = "tinycss2-1.2.1.tar.gz", hash = "sha256:8cff3a8f066c2ec677c06dbc7b45619804a6938478d9d73c284b29d14ecb0627"},
+]
 
 [package.dependencies]
 webencodings = ">=0.4"
@@ -1910,6 +2947,10 @@ description = "A wrapper around the stdlib `tokenize` which roundtrips."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "tokenize_rt-5.0.0-py2.py3-none-any.whl", hash = "sha256:c67772c662c6b3dc65edf66808577968fb10badfc2042e3027196bed4daf9e5a"},
+    {file = "tokenize_rt-5.0.0.tar.gz", hash = "sha256:3160bc0c3e8491312d0485171dea861fc160a240f5f5766b72a1165408d10740"},
+]
 
 [[package]]
 name = "toml"
@@ -1918,6 +2959,10 @@ description = "Python Library for Tom's Obvious, Minimal Language"
 category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
 
 [[package]]
 name = "tomli"
@@ -1926,6 +2971,10 @@ description = "A lil' TOML parser"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
 
 [[package]]
 name = "tomlkit"
@@ -1934,6 +2983,10 @@ description = "Style preserving TOML library"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "tomlkit-0.11.6-py3-none-any.whl", hash = "sha256:07de26b0d8cfc18f871aec595fda24d95b08fef89d147caa861939f37230bf4b"},
+    {file = "tomlkit-0.11.6.tar.gz", hash = "sha256:71b952e5721688937fb02cf9d354dbcf0785066149d2855e44531ebdd2b65d73"},
+]
 
 [[package]]
 name = "tornado"
@@ -1942,6 +2995,19 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 category = "main"
 optional = true
 python-versions = ">= 3.7"
+files = [
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+    {file = "tornado-6.2-cp37-abi3-macosx_10_9_x86_64.whl", hash = "sha256:87dcafae3e884462f90c90ecc200defe5e580a7fbbb4365eda7c7c1eb809ebc9"},
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+    {file = "tornado-6.2-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b8150f721c101abdef99073bf66d3903e292d851bee51910839831caba341a75"},
+    {file = "tornado-6.2-cp37-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d3a2f5999215a3a06a4fc218026cd84c61b8b2b40ac5296a6db1f1451ef04c1e"},
+    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:5f8c52d219d4995388119af7ccaa0bcec289535747620116a58d830e7c25d8a8"},
+    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_i686.whl", hash = "sha256:6fdfabffd8dfcb6cf887428849d30cf19a3ea34c2c248461e1f7d718ad30b66b"},
+    {file = "tornado-6.2-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:1d54d13ab8414ed44de07efecb97d4ef7c39f7438cf5e976ccd356bebb1b5fca"},
+    {file = "tornado-6.2-cp37-abi3-win32.whl", hash = "sha256:5c87076709343557ef8032934ce5f637dbb552efa7b21d08e89ae7619ed0eb23"},
+    {file = "tornado-6.2-cp37-abi3-win_amd64.whl", hash = "sha256:e5f923aa6a47e133d1cf87d60700889d7eae68988704e20c75fb2d65677a8e4b"},
+    {file = "tornado-6.2.tar.gz", hash = "sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13"},
+]
 
 [[package]]
 name = "tqdm"
@@ -1950,6 +3016,10 @@ description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
+    {file = "tqdm-4.64.1-py2.py3-none-any.whl", hash = "sha256:6fee160d6ffcd1b1c68c65f14c829c22832bc401726335ce92c52d395944a6a1"},
+    {file = "tqdm-4.64.1.tar.gz", hash = "sha256:5f4f682a004951c1b450bc753c710e9280c5746ce6ffedee253ddbcbf54cf1e4"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -1967,6 +3037,10 @@ description = "Traitlets Python configuration system"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "traitlets-5.7.0-py3-none-any.whl", hash = "sha256:61832ea7b7f910f5745e27e9bb269a181fd15af76027d99560299209d5b17c94"},
+    {file = "traitlets-5.7.0.tar.gz", hash = "sha256:bd0fca5c890a09bf66b33cce67ca14156b080429bc39c7ef26b075a4bd4f9fc3"},
+]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
@@ -1981,6 +3055,10 @@ description = "Collection of utilities for publishing packages on PyPI"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "twine-3.8.0-py3-none-any.whl", hash = "sha256:d0550fca9dc19f3d5e8eadfce0c227294df0a2a951251a4385797c8a6198b7c8"},
+    {file = "twine-3.8.0.tar.gz", hash = "sha256:8efa52658e0ae770686a13b675569328f1fba9837e5de1867bfe5f46a9aefe19"},
+]
 
 [package.dependencies]
 colorama = ">=0.4.3"
@@ -2001,6 +3079,10 @@ description = "Typer, build great CLIs. Easy to code. Based on Python type hints
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "typer-0.4.2-py3-none-any.whl", hash = "sha256:023bae00d1baf358a6cc7cea45851639360bb716de687b42b0a4641cd99173f1"},
+    {file = "typer-0.4.2.tar.gz", hash = "sha256:b8261c6c0152dd73478b5ba96ba677e5d6948c715c310f7c91079f311f62ec03"},
+]
 
 [package.dependencies]
 click = ">=7.1.1,<9.0.0"
@@ -2018,6 +3100,10 @@ description = "Typing stubs for requests"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "types-requests-2.28.11.5.tar.gz", hash = "sha256:a7df37cc6fb6187a84097da951f8e21d335448aa2501a6b0a39cbd1d7ca9ee2a"},
+    {file = "types_requests-2.28.11.5-py3-none-any.whl", hash = "sha256:091d4a5a33c1b4f20d8b1b952aa8fa27a6e767c44c3cf65e56580df0b05fd8a9"},
+]
 
 [package.dependencies]
 types-urllib3 = "<1.27"
@@ -2029,6 +3115,10 @@ description = "Typing stubs for tabulate"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "types-tabulate-0.8.11.tar.gz", hash = "sha256:17a5fa3b5ca453815778fc9865e8ecd0118b07b2b9faff3e2b06fe448174dd5e"},
+    {file = "types_tabulate-0.8.11-py3-none-any.whl", hash = "sha256:af811268241e8fb87b63c052c87d1e329898a93191309d5d42111372232b2e0e"},
+]
 
 [[package]]
 name = "types-tqdm"
@@ -2037,6 +3127,10 @@ description = "Typing stubs for tqdm"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "types-tqdm-4.64.7.9.tar.gz", hash = "sha256:aecd96552e9c3b87e1926cb312734f135426ffc3254d8e64cfeb3ba591ef72c5"},
+    {file = "types_tqdm-4.64.7.9-py3-none-any.whl", hash = "sha256:8871999c7f4a8cd24655dcb44cfcca03efd931a9b49e62530a8880bd909c5474"},
+]
 
 [[package]]
 name = "types-urllib3"
@@ -2045,6 +3139,10 @@ description = "Typing stubs for urllib3"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "types-urllib3-1.26.25.4.tar.gz", hash = "sha256:eec5556428eec862b1ac578fb69aab3877995a99ffec9e5a12cf7fbd0cc9daee"},
+    {file = "types_urllib3-1.26.25.4-py3-none-any.whl", hash = "sha256:ed6b9e8a8be488796f72306889a06a3fc3cb1aa99af02ab8afb50144d7317e49"},
+]
 
 [[package]]
 name = "typing-extensions"
@@ -2053,6 +3151,10 @@ description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "typing_extensions-4.4.0-py3-none-any.whl", hash = "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"},
+    {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"},
+]
 
 [[package]]
 name = "uri-template"
@@ -2061,6 +3163,10 @@ description = "RFC 6570 URI Template Processor"
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
+    {file = "uri_template-1.2.0-py3-none-any.whl", hash = "sha256:f1699c77b73b925cf4937eae31ab282a86dc885c333f2e942513f08f691fc7db"},
+    {file = "uri_template-1.2.0.tar.gz", hash = "sha256:934e4d09d108b70eb8a24410af8615294d09d279ce0e7cbcdaef1bd21f932b06"},
+]
 
 [package.extras]
 dev = ["flake8 (<4.0.0)", "flake8-annotations", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-noqa", "flake8-requirements", "flake8-type-annotations", "flake8-use-fstring", "mypy", "pep8-naming"]
@@ -2072,12 +3178,35 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+files = [
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+    {file = "urllib3-1.26.13.tar.gz", hash = "sha256:c083dd0dce68dbfbe1129d5271cb90f9447dea7d52097c6e0126120c521ddea8"},
+]
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
+[[package]]
+name = "uvicorn"
+version = "0.21.1"
+description = "The lightning-fast ASGI server."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "uvicorn-0.21.1-py3-none-any.whl", hash = "sha256:e47cac98a6da10cd41e6fd036d472c6f58ede6c5dbee3dbee3ef7a100ed97742"},
+    {file = "uvicorn-0.21.1.tar.gz", hash = "sha256:0fac9cb342ba099e0d582966005f3fdba5b0290579fed4a6266dc702ca7bb032"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+h11 = ">=0.8"
+
+[package.extras]
+standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+
 [[package]]
 name = "virtualenv"
 version = "20.17.1"
@@ -2085,6 +3214,10 @@ description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "virtualenv-20.17.1-py3-none-any.whl", hash = "sha256:ce3b1684d6e1a20a3e5ed36795a97dfc6af29bc3970ca8dab93e11ac6094b3c4"},
+    {file = "virtualenv-20.17.1.tar.gz", hash = "sha256:f8b927684efc6f1cc206c9db297a570ab9ad0e51c16fa9e45487d36d1905c058"},
+]
 
 [package.dependencies]
 distlib = ">=0.3.6,<1"
@@ -2102,1157 +3235,7 @@ description = "Filesystem events monitoring"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-
-[package.extras]
-watchmedo = ["PyYAML (>=3.10)"]
-
-[[package]]
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-version = "0.2.5"
-description = "Measures the displayed width of unicode strings in a terminal"
-category = "main"
-optional = false
-python-versions = "*"
-
-[[package]]
-name = "webcolors"
-version = "1.12"
-description = "A library for working with color names and color values formats defined by HTML and CSS."
-category = "main"
-optional = true
-python-versions = ">=3.7"
-
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-category = "main"
-optional = false
-python-versions = "*"
-
-[[package]]
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-version = "1.4.2"
-description = "WebSocket client for Python with low level API options"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-
-[package.extras]
-docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
-[[package]]
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-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.extras]
-test = ["pytest (>=3.0.0)"]
-
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-category = "main"
-optional = true
-python-versions = "*"
-
-[package.dependencies]
-notebook = ">=4.4.1"
-
-[[package]]
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-category = "dev"
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-
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-]
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-    {file = "virtualenv-20.17.1.tar.gz", hash = "sha256:f8b927684efc6f1cc206c9db297a570ab9ad0e51c16fa9e45487d36d1905c058"},
-]
-watchdog = [
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     {file = "watchdog-2.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ed91c3ccfc23398e7aa9715abf679d5c163394b8cad994f34f156d57a7c163dc"},
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@@ -3282,31 +3265,101 @@ watchdog = [
     {file = "watchdog-2.2.0-py3-none-win_ia64.whl", hash = "sha256:ad0150536469fa4b693531e497ffe220d5b6cd76ad2eda474a5e641ee204bbb6"},
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 ]
-wcwidth = [
+
+[package.extras]
+watchmedo = ["PyYAML (>=3.10)"]
+
+[[package]]
+name = "wcwidth"
+version = "0.2.5"
+description = "Measures the displayed width of unicode strings in a terminal"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
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 ]
-webcolors = [
+
+[[package]]
+name = "webcolors"
+version = "1.12"
+description = "A library for working with color names and color values formats defined by HTML and CSS."
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
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 ]
-webencodings = [
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "main"
+optional = false
+python-versions = "*"
+files = [
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 ]
-websocket-client = [
+
+[[package]]
+name = "websocket-client"
+version = "1.4.2"
+description = "WebSocket client for Python with low level API options"
+category = "main"
+optional = true
+python-versions = ">=3.7"
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 ]
-wheel = [
+
+[package.extras]
+docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
+[[package]]
+name = "wheel"
+version = "0.38.4"
+description = "A built-package format for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
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     {file = "wheel-0.38.4.tar.gz", hash = "sha256:965f5259b566725405b05e7cf774052044b1ed30119b5d586b2703aafe8719ac"},
 ]
-widgetsnbextension = [
+
+[package.extras]
+test = ["pytest (>=3.0.0)"]
+
+[[package]]
+name = "widgetsnbextension"
+version = "3.6.1"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
+optional = true
+python-versions = "*"
+files = [
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 ]
-wrapt = [
+
+[package.dependencies]
+notebook = ">=4.4.1"
+
+[[package]]
+name = "wrapt"
+version = "1.14.1"
+description = "Module for decorators, wrappers and monkey patching."
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+files = [
     {file = "wrapt-1.14.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:1b376b3f4896e7930f1f772ac4b064ac12598d1c38d04907e696cc4d794b43d3"},
     {file = "wrapt-1.14.1-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:903500616422a40a98a5a3c4ff4ed9d0066f3b4c951fa286018ecdf0750194ef"},
     {file = "wrapt-1.14.1-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:5a9a0d155deafd9448baff28c08e150d9b24ff010e899311ddd63c45c2445e28"},
@@ -3372,7 +3425,24 @@ wrapt = [
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 ]
-zipp = [
+
+[[package]]
+name = "zipp"
+version = "3.11.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
     {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
     {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
 ]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.8"
+content-hash = "1b26e00baf727a0ce0ea0fe6af7ed094f3033e712a09e531869d3c5f65124b3d"
diff --git a/pyproject.toml b/pyproject.toml
index 509546b1..0689f6ba 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,6 +50,8 @@ appdirs = "^1.4.4"
 tabulate = "^0.8.9"
 pluggy = "^1.0.0"
 tqdm = "^4.64.0"
+fastapi = "^0.95.1"
+uvicorn = "^0.21.1"
 
 [tool.poetry.group.dev.dependencies]
 black = {extras = ["jupyter"], version = "^22.1.0"}