# ISO 3166-2 🌎
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> `iso3166-2` is a lightweight custom-built Python package, and accompanying API, that can be used to access all of the world's ISO 3166-2 subdivision data. A plethora of data attributes are available per country and subdivision including: name, local name, code, parent code, type, lat/longitude and flag. Currently, the package and API supports data from 250 countries/territories, according to the ISO 3166-1 standard. The software uses another custom-built Python package called [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates/tree/main) to ensure all the subdivision data is accurate, reliable and up-to-date.
* The front-end <b>API</b> is available [here][api].
* A <b>demo</b> of the software and API is available [here][demo].
* A <b>demo</b> of the script used to pull and export all the latest ISO 3166-2 data is available [here][demo_get_iso3166_2].
* A <b>Medium</b> article that dives deeper into `iso3166-2` is available [here][medium].
Table of Contents
-----------------
- [Introduction](#introduction)
- [Latest Updates](#latest-updates)
- [API](#api)
- [Requirements](#requirements)
- [Installation](#installation)
- [Usage](#usage)
- [Documentation](#documentation)
- [Usage](#usage-iso3166_2_scriptsupdate_subdivisionspy)
- [Directories](#directories)
- [Issues or Contributing](#issues-or-contributing)
- [Contact](#contact)
- [References](#references)
- [Support](#support)
Introduction
------------
The International Organisation for Standards defines codes for the names of countries, dependent territories, special areas of geographical interest, and their principal subdivisions [[1]](#references). The ISO 3166-2 defines codes for identifying the principal subdivisions (e.g. provinces, states, municipalities etc) of all countries coded in the ISO 3166-1. The official name of the standard is <i>"Codes for the representation of names of countries and their subdivisions – Part 2: Country subdivision code."</i> For some countries, codes are defined for more than one level of subdivisions.
Currently, this package and accompanying API support subdivision data from **250** officially assigned code elements within the ISO 3166-1, with **200** of these countries having recognised subdivisions (50 entires have 0 subdivisions), totalling **5,039** subdivisions across the whole dataset. Transitional reservations are not included and only 4 of the exceptional reservations, that have now been officially assigned, are included: AX (Aland Islands), GG (Guernsey), IM (Isle of Man) and JE (Jersey) [[3]](#references). The ISO 3166-2 was first published in 1998 and as of **November 2023** there are **5,039** codes defined in it [[2]](#references).
The full list of subdivision data attributes supported are:
* Name (subdivision name)
* Local name (subdivision name in local language)
* Code (subdivision code)
* Parent Code (subdivision parent code)
* Type (subdivision type, e.g. region, state, canton, parish etc)
* Latitude/Longitude (subdivision coordinates)
* Flag (subdivision flag from [`iso3166-flag-icons`](https://github.com/amckenna41/iso3166-flag-icons) repo: this is another ISO 3166 related custom-built dataset)
The above 7 attributes were chosen as they are the most relevant and useful pieces of data for each subdivision. Other attributes are available in scattered data sources such as area, population, regional name translations, geonames ID, FIPS code etc but these are less relevant than the ones included, unless someone really desires the population of the Bhutan region of Bumthang (17,820 btw). It was an aim during development to make the package as lightweight as possible, therefore for example if the 5 aforementioned attributes were included for the existing **5,039** codes, this would significantly increase the size of the dataset from **~1.7MB to ~2.8MB**.
Motivation
----------
The primary motivation for building this software was for use in my [`iso3166-flag-icons`](https://github.com/amckenna41/iso3166-flag-icons) project. When building the dataset of flags, I found that some existing projects/softwares were inaccurate, outdated and or not maintained. As mentioned the ISO 3166-2 is a dynamic and ever-changing standard therefore it can be difficult to maintain and keep up-to-date; although in the case for this software, that problem is largely alleviated thanks to the custom-built [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) package (see next section).
Furthermore, there are existing toolkits and datasets that offer a rich collection of regional attributes data, [geonames](https://www.geonames.org/) for example. Although, many of these datasets are very large in size and difficult to parse, with an abundance of unessential data attributes. Thus the aim during development was to build a lightweight ISO 3166-2 dataset with the most sought data attributes that can be easily packaged into a Python package.
Latest Updates
--------------
An important thing to note about the ISO 3166-2 and its subdivision codes/names is that changes are made consistently to it, from a small subdivision name change to an addition/deletion of a whole subdivision. These changes can happen due for a variety of geopolitical and administrative reasons. Therefore, it's important that this library and its JSON have the most **up-to-date, accurate and reliable data**. To achieve this, the custom-built [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) repo was created.
The [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) repo is another open-source software package and accompanying API that pulls the latest updates and changes for any and all countries in the ISO 3166 from a variety of data sources including the ISO website itself. A script is called periodically to check for any updates/changes to the subdivisions, which are communicated via the ISO's Online Browsing Platform [[4]](#references), and will then be manually incorporated into this repo. Please visit the repository home page for more info about the purpose and process of the software and API - [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates).
The list of ISO 3166 updates was last updated on <strong>March 2024</strong>. A log of the latest ISO 3166 updates can be seen in the [UPDATES.md][updates_md] file.
API
---
The main API endpoint is:
> [https://iso3166-2-api.vercel.app/api](https://iso3166-2-api.vercel.app/api)
The other endpoints available in the API are:
* https://iso3166-2-api.vercel.app/api/all
* https://iso3166-2-api.vercel.app/api/alpha/<input_alpha>
* https://iso3166-2-api.vercel.app/api/country_name/<input_country_name>
* https://iso3166-2-api.vercel.app/api/subdivision/<input_subdivision>
* https://iso3166-2-api.vercel.app/api/name/<input_subdivision_name>
Five paths/endpoints are available in the API - `/api/all`, `/api/alpha`, `/api/country_name`, `/api/subdivision` and `/api/name`.
* `/api/all`: get all of the ISO 3166 subdivision data for all countries.
* `/api/alpha`: get all of the ISO 3166 subdivision data for 1 or more inputted ISO 3166-1 alpha-2, alpha-3 or numeric country codes, e.g. `/api/alpha/FR,DE,HU,ID,MA`, `/api/alpha/FRA,DEU,HUN,IDN,MAR` and `/api/alpha/428,504,638`. A comma separated list of multiple alpha codes can also be input. If an invalid country code is input then an error will be returned.
* `/api/country_name`: get all of the ISO 3166 subdivision data for 1 or more inputted ISO 3166-1 country names, as they are commonly known in English, e.g. `/api/country_name/France,Moldova,Benin`. A comma separated list of country names can also be input. A closeness function is utilised so the most approximate name from the input will be used e.g. Sweden will be used if input is `/api/country_name/Swede`. If no country is found from the closeness function or an invalid name is input then an error will be returned.
* `/api/subdivision`: get all of the ISO 3166 subdivision data for 1 or more ISO 3166-2 subdivision codes, e.g `/api/subdivision/GB-ABD`. You can also input a comma separated list of subdivision codes from the same and or different countries and the data for each will be returned e.g `/api/subdivision/IE-MO,FI-17,RO-AG`. If the input subdivision code is not in the correct format then an error will be raised. Similarly if an invalid subdivision code that doesn't exist is input then an error will be raised.
* `/api/name/`: get all of the ISO 3166 subdivision data for 1 or more ISO 3166-2 subdivision names, e.g `/api/name/Derry`. You can also input a comma separated list of subdivision name from the same or different countries and the data for each will be returned e.g `/api/name/Paris,Frankfurt,Rimini`. A closeness function is utilised to find the matching subdivision name, if no exact name match found then the most approximate subdivisions will be returned. Some subdivisions may have the same name, in this case each subdivision and its data will be returned e.g `/api/name/Saint George` (this example returns 5 subdivisions). This endpoint also has the likeness score (`?likeness=`) query string parameter that can be appended to the URL. This can be set between 1 - 100, representing a % of likeness to the input name the return subdivisions should be, e.g: a likeness score of 90 will return fewer potential matches whose name only match to a high degree compared to a score of 10 which will create a larger search space, thus returning more potential subdivision matches. A default likeness of 100 (exact match) is used, if no matching subdivision is found then this is reduced to 90. If an invalid subdivision name that doesn't match any is input then an error will be raised.
* `/api`: main homepage and API documentation.
The API documentation and usage with all useful commands and examples to the API is available on the [API.md][api_md] file. A demo of the software and API is available [here][demo].
Requirements
------------
* [python][python] >= 3.8
* [iso3166][iso3166] >= 2.1.1
* [natsort][natsort] >= 8.4.0
* [unidecode][unidecode] >= 1.3.8
* [thefuzz][thefuzz] >= 0.22.1
Installation
------------
Install the latest version of `iso3166-2` via [PyPi][PyPi] using pip:
```bash
pip install iso3166-2 --upgrade
```
Usage
-----
The main JSON <i>iso3166-2.json</i> contains each country's ISO 3166-2 subdivision data and attributes. The data can be accessed after creating an instance of the <i>ISO3166_2</i> class, with the instance being subscriptable such that data can be accessed via their ISO 3166-1 alpha-2, alpha-3 or numeric country codes.
**Get all ISO 3166-2 data for all countries:**
```python
from iso3166_2 import *
#create instance of ISO3166_2 class
iso = ISO3166_2()
#get all subdivision data using all attribute
iso.all
```
**Get all subdivision data for specific countries:**
```python
from iso3166_2 import *
#create instance of ISO3166_2 class
iso = ISO3166_2()
#access all country's subdivision data
canada_iso3166_2 = iso["CA"]
denmark_iso3166_2 = iso["DK"]
estonia_iso3166_2 = iso["EST"]
peru_iso3166_2 = iso["PER"]
fiji_haiti_guyana_iso3166_2 = iso["FJ, HTI, 328"]
```
**Get a specific subdivision's info:**
```python
from iso3166_2 import *
#create instance of ISO3166_2 class
iso = ISO3166_2()
iso["CA"]['CA-AB'] #Alberta subdivision
iso["DK"]['DK-81'] #Nordjylland subdivision
iso["EST"]['EE-899'] #Viljandi subdivision
iso["FJI"]['FJ-03'] #Cakaudrove subdivision
iso["604"]['PE-AMA'] #Amarumayu subdivision
```
**Get individual attribute values per subdivision:**
```python
from iso3166_2 import *
#create instance of ISO3166_2 class
iso = ISO3166_2()
iso["CA"]['CA-AB'].latLng #Alberta subdivision latitude/longitude
iso["DK"]['DK-81'].flag #Nordjylland subdivision flag URL
iso["EST"]['EE-899'].name #Viljandi subdivision name
iso["FJI"]['FJ-03'].type #Cakaudrove subdivision type
iso["604"]['PE-AMA'].parentCode #Amarumayu subdivision
```
**Searching for a specific subdivision via its subdivision name attribute:**
```python
from iso3166_2 import *
'''
The search functionality will search over all subdivisions in the object,
returning either a subdivision with the exact match or subdivisions whose names
approximately match the sought input name according to the likeness input parameter
'''
#create instance of ISO3166_2 class
iso = ISO3166_2()
#searching for the Monaghan county in Ireland (IE-MN) - returning exact matching subdivision
iso.search("Monaghan")
#searching for any subdivisions that have "Southern" in their name, using a likeness score of 0.8
iso.search("Southern", likeness=0.8)
#searching for state of Texas and French Department Meuse - both subdivision objects will be returned
iso.search("Texas, Meuse")
```
**Adding a custom subdivision to the iso3166-2 object:**
```python
from iso3166_2 import *
'''
The context for this functionality is similar to that of the user-assigned
code elements of the ISO 3166-1 standard. Custom subdivisions and subdivision
codes can be used for in-house/bespoke applications that are using the
iso3166-2 software but require additional custom subdivisions to be represented
'''
#adding custom Belfast province to Ireland
iso.custom_subdivision("IE", "IE-BF", name="Belfast", local_name="Béal Feirste", type_="province", lat_lng=[54.596, -5.931], parent_code=None, flag=None)
#adding custom Republic of Molossia state to United States
iso.custom_subdivision("US", "US-ML", name="Republic of Molossia", local_name="", type_="State", lat_lng=[39.236, -119.588], parent_code=None, flag="https://upload.wikimedia.org/wikipedia/commons/c/c3/Flag_of_the_Republic_of_Molossia.svg")
#deleting above custom subdivisions from object
iso.custom_subdivision("IE", "IE-BF", delete=1)
iso.custom_subdivision("US", "US-ML", delete=1)
```
Documentation
-------------
Documentation for installation and usage of the software and API is available on the readthedocs platform:
<b>https://iso3166-2.readthedocs.io/en/latest/</b>
ISO 3166-2 Scripts
------------------
* The [`iso3166_2_scripts/get_iso3166_2.py`](https://github.com/amckenna41/iso3166-2/blob/main/iso3166_2_scripts) script is used for pulling and exporting the latest ISO 3166-2 data from the various data sources
* The [`iso3166_2_scripts/update_subdivisions.py`](https://github.com/amckenna41/iso3166-2/blob/main/iso3166_2_scripts) script is used for adding, amending and or deleting subdivisions to the `iso3166-2` software and object.
Please visit the [README](https://github.com/amckenna41/iso3166-2/blob/main/iso3166_2_scripts) of the `iso3166_2_scripts` folder for more in depth info about the usage and requirements of the above two scripts <b>vital</b> to the `iso3166-2` software.
Directories
-----------
* `/iso3166_2` - source code for `iso3166-2` software.
* `/iso3166_2_scripts` - scripts for pulling all the ISO 3166 data and for adding/amending/deleting subdivisions to the dataset.
* `/iso3166_2_updates` - contains CSV file for listing any changes/updates to be made to the dataset (subdivision_updates.csv) via functionality in the /iso3166_2_scripts dir and a CSV of all subdivisions and their respective local names (local_names.csv).
* `/docs` - documentation for `iso3166-2`, available on [readthedocs](https://iso3166-2.readthedocs.io/en/latest/).
* `/tests` - unit and integration tests for `iso3166-2`
* `API.md` - info and useful commands/examples for this software's accompanying API - **iso3166-2-api**
* `UPDATES.md` - markdown file listing all of the additions, amendments and deletions to the ISO 3166-2 dataset (dating from 2022), exported via the [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) software.
Issues or Contributing
----------------------
Any issues, bugs or enhancements can be raised via the [Issues][issues] tab in the repository. If you would like to contribute any functional/feature changes to the project, please make a Pull Request.
Also, due to the large amount of data and attributes in the dataset, please raise an Issue if you spot any missing or erroneous data. When raising this Issue please include the current subdivision object attribute values as well as the corrected/new version of them in an easy-to-read format.
Contact
-------
If you have any questions, comments or suggestions, please contact amckenna41@qub.ac.uk or raise an issue in the [Issues][issues] tab. <br><br>
<!-- [](https://www.linkedin.com/in/adam-mckenna-7a5b22151/) -->
Other ISO 3166 repositories
---------------------------
Below are some of my other custom-built repositories that relate to the ISO 3166 standard.
* [iso3166-2-api](https://github.com/amckenna41/iso3166-2-api): frontend API for iso3166-2.
* [iso3166-updates](https://github.com/amckenna41/iso3166-update): software and accompanying API that checks for any updates/changes to the ISO 3166-1 and ISO 3166-2 country codes and subdivision naming conventions, as per the ISO 3166 newsletter (https://www.iso.org/iso-3166-country-codes.html) and Online Browsing Platform (OBP) (https://www.iso.org/obp/ui).
* [iso3166-updates-api](https://github.com/amckenna41/iso3166-updates-api): frontend API for iso3166-updates.
* [iso3166-flag-icons](https://github.com/amckenna41/iso3166-flag-icons): a comprehensive library of over 3500 country and regional flags from the ISO 3166-1 and ISO 3166-2 standards.
References
----------
\[1\]: https://en.wikipedia.org/wiki/ISO_3166 <br>
\[2\]: https://en.wikipedia.org/wiki/ISO_3166-2 <br>
\[3\]: https://en.wikipedia.org/wiki/ISO_3166-1_alpha-2 <br>
\[4\]: https://www.iso.org/obp/ui/#
Support
-------
<a href="https://www.buymeacoffee.com/amckenna41" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/default-orange.png" alt="Buy Me A Coffee" height="41" width="174"></a>
[Back to top](#TOP)
[python]: https://www.python.org/downloads/release/python-360/
[requests]: https://requests.readthedocs.io/
[iso3166]: https://github.com/deactivated/python-iso3166
[iso3166_2]: https://github.com/amckenna41/iso3166-2
[pycountry]: https://github.com/flyingcircusio/pycountry
[rest]: https://restcountries.com/
[googlemaps]: https://github.com/googlemaps/google-maps-services-python
[tqdm]: https://github.com/tqdm/tqdm
[natsort]: https://pypi.org/project/natsort/
[pandas]: https://pandas.pydata.org/
[unidecode]: https://pypi.org/project/Unidecode/
[thefuzz]: https://github.com/seatgeek/thefuzz/tree/master
[numpy]: https://numpy.org/
[PyPi]: https://pypi.org/project/iso3166-2/
[iso3166-updates]: https://github.com/amckenna41/iso3166-updates
[demo]: https://colab.research.google.com/drive/1btfEx23bgWdkUPiwdwlDqKkmUp1S-_7U?usp=sharing
[demo_get_iso3166_2]: https://colab.research.google.com/drive/1PXMhpazjsLXVr33RSLZ3w7Tq0RomwPol?usp=sharing
[api]: https://iso3166-2-api.vercel.app/
[api_md]: https://github.com/amckenna41/iso3166-2/API.md
[flag_icons_repo]: https://github.com/amckenna41/iso3166-flag-icons
[issues]: https://github.com/amckenna41/iso3166-2/issues
[medium]: https://ajmckenna69.medium.com/iso3166-2-71a13d9157f7
[updates_md]: https://github.com/amckenna41/iso3166-2/blob/main/UPDATES.md
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"description": "# ISO 3166-2 \ud83c\udf0e\n\n[](https://pypi.org/project/iso3166-2/)\n[](https://github.com/amckenna41/iso3166-2/actions?query=workflowBuilding%20and%20Testing)\n[](https://dl.circleci.com/status-badge/redirect/gh/amckenna41/iso3166-2/tree/main)\n[](https://pypi.org/project/iso3166-2/)\n[](https://pypi.org/project/iso3166-2/)\n[](https://iso3166-2.readthedocs.io/en/latest/?badge=latest)\n[](https://opensource.org/licenses/MIT)\n[](https://github.com/amckenna41/iso3166-2/issues)\n<!-- [](https://github.com/amckenna41/iso3166-2) -->\n<!-- [](https://github.com/iso3166-2) -->\n<!-- [](https://codecov.io/gh/amckenna41/pySAR) -->\n\n<div alt=\"images\" style=\"justify-content: center; display:flex; margin-left=10px;\">\n <img src=\"https://upload.wikimedia.org/wikipedia/commons/3/3d/Flag-map_of_the_world_%282017%29.png\" alt=\"globe\" height=\"300\" width=\"600\"/>\n <!-- <img src=\"https://upload.wikimedia.org/wikipedia/commons/e/e3/ISO_Logo_%28Red_square%29.svg\" alt=\"iso\" height=\"300\" width=\"400\"/> -->\n</div>\n\n> `iso3166-2` is a lightweight custom-built Python package, and accompanying API, that can be used to access all of the world's ISO 3166-2 subdivision data. A plethora of data attributes are available per country and subdivision including: name, local name, code, parent code, type, lat/longitude and flag. Currently, the package and API supports data from 250 countries/territories, according to the ISO 3166-1 standard. The software uses another custom-built Python package called [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates/tree/main) to ensure all the subdivision data is accurate, reliable and up-to-date.\n\n* The front-end <b>API</b> is available [here][api].\n* A <b>demo</b> of the software and API is available [here][demo].\n* A <b>demo</b> of the script used to pull and export all the latest ISO 3166-2 data is available [here][demo_get_iso3166_2].\n* A <b>Medium</b> article that dives deeper into `iso3166-2` is available [here][medium].\n\nTable of Contents\n-----------------\n- [Introduction](#introduction)\n- [Latest Updates](#latest-updates)\n- [API](#api)\n- [Requirements](#requirements)\n- [Installation](#installation)\n- [Usage](#usage)\n- [Documentation](#documentation)\n- [Usage](#usage-iso3166_2_scriptsupdate_subdivisionspy)\n- [Directories](#directories)\n- [Issues or Contributing](#issues-or-contributing)\n- [Contact](#contact)\n- [References](#references)\n- [Support](#support)\n\nIntroduction\n------------\nThe International Organisation for Standards defines codes for the names of countries, dependent territories, special areas of geographical interest, and their principal subdivisions [[1]](#references). The ISO 3166-2 defines codes for identifying the principal subdivisions (e.g. provinces, states, municipalities etc) of all countries coded in the ISO 3166-1. The official name of the standard is <i>\"Codes for the representation of names of countries and their subdivisions \u2013 Part 2: Country subdivision code.\"</i> For some countries, codes are defined for more than one level of subdivisions. \n\nCurrently, this package and accompanying API support subdivision data from **250** officially assigned code elements within the ISO 3166-1, with **200** of these countries having recognised subdivisions (50 entires have 0 subdivisions), totalling **5,039** subdivisions across the whole dataset. Transitional reservations are not included and only 4 of the exceptional reservations, that have now been officially assigned, are included: AX (Aland Islands), GG (Guernsey), IM (Isle of Man) and JE (Jersey) [[3]](#references). The ISO 3166-2 was first published in 1998 and as of **November 2023** there are **5,039** codes defined in it [[2]](#references).\n\nThe full list of subdivision data attributes supported are:\n\n* Name (subdivision name)\n* Local name (subdivision name in local language)\n* Code (subdivision code)\n* Parent Code (subdivision parent code)\n* Type (subdivision type, e.g. region, state, canton, parish etc)\n* Latitude/Longitude (subdivision coordinates)\n* Flag (subdivision flag from [`iso3166-flag-icons`](https://github.com/amckenna41/iso3166-flag-icons) repo: this is another ISO 3166 related custom-built dataset)\n\nThe above 7 attributes were chosen as they are the most relevant and useful pieces of data for each subdivision. Other attributes are available in scattered data sources such as area, population, regional name translations, geonames ID, FIPS code etc but these are less relevant than the ones included, unless someone really desires the population of the Bhutan region of Bumthang (17,820 btw). It was an aim during development to make the package as lightweight as possible, therefore for example if the 5 aforementioned attributes were included for the existing **5,039** codes, this would significantly increase the size of the dataset from **~1.7MB to ~2.8MB**. \n\nMotivation\n----------\nThe primary motivation for building this software was for use in my [`iso3166-flag-icons`](https://github.com/amckenna41/iso3166-flag-icons) project. When building the dataset of flags, I found that some existing projects/softwares were inaccurate, outdated and or not maintained. As mentioned the ISO 3166-2 is a dynamic and ever-changing standard therefore it can be difficult to maintain and keep up-to-date; although in the case for this software, that problem is largely alleviated thanks to the custom-built [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) package (see next section).\n\nFurthermore, there are existing toolkits and datasets that offer a rich collection of regional attributes data, [geonames](https://www.geonames.org/) for example. Although, many of these datasets are very large in size and difficult to parse, with an abundance of unessential data attributes. Thus the aim during development was to build a lightweight ISO 3166-2 dataset with the most sought data attributes that can be easily packaged into a Python package. \n\nLatest Updates\n--------------\nAn important thing to note about the ISO 3166-2 and its subdivision codes/names is that changes are made consistently to it, from a small subdivision name change to an addition/deletion of a whole subdivision. These changes can happen due for a variety of geopolitical and administrative reasons. Therefore, it's important that this library and its JSON have the most **up-to-date, accurate and reliable data**. To achieve this, the custom-built [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) repo was created.\n\nThe [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) repo is another open-source software package and accompanying API that pulls the latest updates and changes for any and all countries in the ISO 3166 from a variety of data sources including the ISO website itself. A script is called periodically to check for any updates/changes to the subdivisions, which are communicated via the ISO's Online Browsing Platform [[4]](#references), and will then be manually incorporated into this repo. Please visit the repository home page for more info about the purpose and process of the software and API - [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates).\n\nThe list of ISO 3166 updates was last updated on <strong>March 2024</strong>. A log of the latest ISO 3166 updates can be seen in the [UPDATES.md][updates_md] file.\n\nAPI\n---\nThe main API endpoint is:\n\n> [https://iso3166-2-api.vercel.app/api](https://iso3166-2-api.vercel.app/api)\n\nThe other endpoints available in the API are:\n* https://iso3166-2-api.vercel.app/api/all\n* https://iso3166-2-api.vercel.app/api/alpha/<input_alpha>\n* https://iso3166-2-api.vercel.app/api/country_name/<input_country_name>\n* https://iso3166-2-api.vercel.app/api/subdivision/<input_subdivision>\n* https://iso3166-2-api.vercel.app/api/name/<input_subdivision_name>\n\nFive paths/endpoints are available in the API - `/api/all`, `/api/alpha`, `/api/country_name`, `/api/subdivision` and `/api/name`.\n\n* `/api/all`: get all of the ISO 3166 subdivision data for all countries.\n\n* `/api/alpha`: get all of the ISO 3166 subdivision data for 1 or more inputted ISO 3166-1 alpha-2, alpha-3 or numeric country codes, e.g. `/api/alpha/FR,DE,HU,ID,MA`, `/api/alpha/FRA,DEU,HUN,IDN,MAR` and `/api/alpha/428,504,638`. A comma separated list of multiple alpha codes can also be input. If an invalid country code is input then an error will be returned.\n\n* `/api/country_name`: get all of the ISO 3166 subdivision data for 1 or more inputted ISO 3166-1 country names, as they are commonly known in English, e.g. `/api/country_name/France,Moldova,Benin`. A comma separated list of country names can also be input. A closeness function is utilised so the most approximate name from the input will be used e.g. Sweden will be used if input is `/api/country_name/Swede`. If no country is found from the closeness function or an invalid name is input then an error will be returned.\n\n* `/api/subdivision`: get all of the ISO 3166 subdivision data for 1 or more ISO 3166-2 subdivision codes, e.g `/api/subdivision/GB-ABD`. You can also input a comma separated list of subdivision codes from the same and or different countries and the data for each will be returned e.g `/api/subdivision/IE-MO,FI-17,RO-AG`. If the input subdivision code is not in the correct format then an error will be raised. Similarly if an invalid subdivision code that doesn't exist is input then an error will be raised.\n\n* `/api/name/`: get all of the ISO 3166 subdivision data for 1 or more ISO 3166-2 subdivision names, e.g `/api/name/Derry`. You can also input a comma separated list of subdivision name from the same or different countries and the data for each will be returned e.g `/api/name/Paris,Frankfurt,Rimini`. A closeness function is utilised to find the matching subdivision name, if no exact name match found then the most approximate subdivisions will be returned. Some subdivisions may have the same name, in this case each subdivision and its data will be returned e.g `/api/name/Saint George` (this example returns 5 subdivisions). This endpoint also has the likeness score (`?likeness=`) query string parameter that can be appended to the URL. This can be set between 1 - 100, representing a % of likeness to the input name the return subdivisions should be, e.g: a likeness score of 90 will return fewer potential matches whose name only match to a high degree compared to a score of 10 which will create a larger search space, thus returning more potential subdivision matches. A default likeness of 100 (exact match) is used, if no matching subdivision is found then this is reduced to 90. If an invalid subdivision name that doesn't match any is input then an error will be raised.\n\n* `/api`: main homepage and API documentation.\n\nThe API documentation and usage with all useful commands and examples to the API is available on the [API.md][api_md] file. A demo of the software and API is available [here][demo].\n\nRequirements\n------------\n* [python][python] >= 3.8\n* [iso3166][iso3166] >= 2.1.1\n* [natsort][natsort] >= 8.4.0\n* [unidecode][unidecode] >= 1.3.8\n* [thefuzz][thefuzz] >= 0.22.1\n\nInstallation\n------------\nInstall the latest version of `iso3166-2` via [PyPi][PyPi] using pip:\n\n```bash\npip install iso3166-2 --upgrade\n```\n\nUsage\n-----\nThe main JSON <i>iso3166-2.json</i> contains each country's ISO 3166-2 subdivision data and attributes. The data can be accessed after creating an instance of the <i>ISO3166_2</i> class, with the instance being subscriptable such that data can be accessed via their ISO 3166-1 alpha-2, alpha-3 or numeric country codes.\n\n**Get all ISO 3166-2 data for all countries:**\n```python\nfrom iso3166_2 import *\n\n#create instance of ISO3166_2 class\niso = ISO3166_2()\n\n#get all subdivision data using all attribute\niso.all\n```\n\n**Get all subdivision data for specific countries:**\n```python\nfrom iso3166_2 import *\n\n#create instance of ISO3166_2 class\niso = ISO3166_2()\n\n#access all country's subdivision data\ncanada_iso3166_2 = iso[\"CA\"]\ndenmark_iso3166_2 = iso[\"DK\"]\nestonia_iso3166_2 = iso[\"EST\"]\nperu_iso3166_2 = iso[\"PER\"]\nfiji_haiti_guyana_iso3166_2 = iso[\"FJ, HTI, 328\"]\n```\n\n**Get a specific subdivision's info:**\n```python\nfrom iso3166_2 import *\n\n#create instance of ISO3166_2 class\niso = ISO3166_2()\n\niso[\"CA\"]['CA-AB'] #Alberta subdivision\niso[\"DK\"]['DK-81'] #Nordjylland subdivision\niso[\"EST\"]['EE-899'] #Viljandi subdivision\niso[\"FJI\"]['FJ-03'] #Cakaudrove subdivision \niso[\"604\"]['PE-AMA'] #Amarumayu subdivision\n```\n\n**Get individual attribute values per subdivision:**\n```python\nfrom iso3166_2 import *\n\n#create instance of ISO3166_2 class\niso = ISO3166_2()\n\niso[\"CA\"]['CA-AB'].latLng #Alberta subdivision latitude/longitude\niso[\"DK\"]['DK-81'].flag #Nordjylland subdivision flag URL\niso[\"EST\"]['EE-899'].name #Viljandi subdivision name\niso[\"FJI\"]['FJ-03'].type #Cakaudrove subdivision type\niso[\"604\"]['PE-AMA'].parentCode #Amarumayu subdivision\n```\n\n**Searching for a specific subdivision via its subdivision name attribute:**\n```python\nfrom iso3166_2 import *\n\n'''\nThe search functionality will search over all subdivisions in the object, \nreturning either a subdivision with the exact match or subdivisions whose names \napproximately match the sought input name according to the likeness input parameter\n'''\n\n#create instance of ISO3166_2 class\niso = ISO3166_2()\n\n#searching for the Monaghan county in Ireland (IE-MN) - returning exact matching subdivision\niso.search(\"Monaghan\")\n\n#searching for any subdivisions that have \"Southern\" in their name, using a likeness score of 0.8\niso.search(\"Southern\", likeness=0.8)\n\n#searching for state of Texas and French Department Meuse - both subdivision objects will be returned\niso.search(\"Texas, Meuse\") \n```\n\n**Adding a custom subdivision to the iso3166-2 object:**\n```python\nfrom iso3166_2 import *\n\n'''\nThe context for this functionality is similar to that of the user-assigned \ncode elements of the ISO 3166-1 standard. Custom subdivisions and subdivision \ncodes can be used for in-house/bespoke applications that are using the \niso3166-2 software but require additional custom subdivisions to be represented\n'''\n\n#adding custom Belfast province to Ireland\niso.custom_subdivision(\"IE\", \"IE-BF\", name=\"Belfast\", local_name=\"B\u00e9al Feirste\", type_=\"province\", lat_lng=[54.596, -5.931], parent_code=None, flag=None)\n\n#adding custom Republic of Molossia state to United States \niso.custom_subdivision(\"US\", \"US-ML\", name=\"Republic of Molossia\", local_name=\"\", type_=\"State\", lat_lng=[39.236, -119.588], parent_code=None, flag=\"https://upload.wikimedia.org/wikipedia/commons/c/c3/Flag_of_the_Republic_of_Molossia.svg\")\n\n#deleting above custom subdivisions from object\niso.custom_subdivision(\"IE\", \"IE-BF\", delete=1)\niso.custom_subdivision(\"US\", \"US-ML\", delete=1)\n```\n\nDocumentation\n-------------\nDocumentation for installation and usage of the software and API is available on the readthedocs platform:\n\n<b>https://iso3166-2.readthedocs.io/en/latest/</b>\n\nISO 3166-2 Scripts\n------------------\n* The [`iso3166_2_scripts/get_iso3166_2.py`](https://github.com/amckenna41/iso3166-2/blob/main/iso3166_2_scripts) script is used for pulling and exporting the latest ISO 3166-2 data from the various data sources\n* The [`iso3166_2_scripts/update_subdivisions.py`](https://github.com/amckenna41/iso3166-2/blob/main/iso3166_2_scripts) script is used for adding, amending and or deleting subdivisions to the `iso3166-2` software and object.\n\nPlease visit the [README](https://github.com/amckenna41/iso3166-2/blob/main/iso3166_2_scripts) of the `iso3166_2_scripts` folder for more in depth info about the usage and requirements of the above two scripts <b>vital</b> to the `iso3166-2` software.\n\nDirectories\n-----------\n* `/iso3166_2` - source code for `iso3166-2` software.\n* `/iso3166_2_scripts` - scripts for pulling all the ISO 3166 data and for adding/amending/deleting subdivisions to the dataset.\n* `/iso3166_2_updates` - contains CSV file for listing any changes/updates to be made to the dataset (subdivision_updates.csv) via functionality in the /iso3166_2_scripts dir and a CSV of all subdivisions and their respective local names (local_names.csv).\n* `/docs` - documentation for `iso3166-2`, available on [readthedocs](https://iso3166-2.readthedocs.io/en/latest/).\n* `/tests` - unit and integration tests for `iso3166-2`\n* `API.md` - info and useful commands/examples for this software's accompanying API - **iso3166-2-api**\n* `UPDATES.md` - markdown file listing all of the additions, amendments and deletions to the ISO 3166-2 dataset (dating from 2022), exported via the [`iso3166-updates`](https://github.com/amckenna41/iso3166-updates) software.\n\nIssues or Contributing\n----------------------\nAny issues, bugs or enhancements can be raised via the [Issues][issues] tab in the repository. If you would like to contribute any functional/feature changes to the project, please make a Pull Request.\n\nAlso, due to the large amount of data and attributes in the dataset, please raise an Issue if you spot any missing or erroneous data. When raising this Issue please include the current subdivision object attribute values as well as the corrected/new version of them in an easy-to-read format. \n\nContact\n-------\nIf you have any questions, comments or suggestions, please contact amckenna41@qub.ac.uk or raise an issue in the [Issues][issues] tab. <br><br>\n<!-- [](https://www.linkedin.com/in/adam-mckenna-7a5b22151/) -->\n\nOther ISO 3166 repositories\n---------------------------\nBelow are some of my other custom-built repositories that relate to the ISO 3166 standard.\n\n* [iso3166-2-api](https://github.com/amckenna41/iso3166-2-api): frontend API for iso3166-2.\n* [iso3166-updates](https://github.com/amckenna41/iso3166-update): software and accompanying API that checks for any updates/changes to the ISO 3166-1 and ISO 3166-2 country codes and subdivision naming conventions, as per the ISO 3166 newsletter (https://www.iso.org/iso-3166-country-codes.html) and Online Browsing Platform (OBP) (https://www.iso.org/obp/ui).\n* [iso3166-updates-api](https://github.com/amckenna41/iso3166-updates-api): frontend API for iso3166-updates.\n* [iso3166-flag-icons](https://github.com/amckenna41/iso3166-flag-icons): a comprehensive library of over 3500 country and regional flags from the ISO 3166-1 and ISO 3166-2 standards.\n\nReferences\n----------\n\\[1\\]: https://en.wikipedia.org/wiki/ISO_3166 <br>\n\\[2\\]: https://en.wikipedia.org/wiki/ISO_3166-2 <br>\n\\[3\\]: https://en.wikipedia.org/wiki/ISO_3166-1_alpha-2 <br>\n\\[4\\]: https://www.iso.org/obp/ui/#\n\nSupport\n-------\n<a href=\"https://www.buymeacoffee.com/amckenna41\" target=\"_blank\"><img src=\"https://cdn.buymeacoffee.com/buttons/default-orange.png\" alt=\"Buy Me A Coffee\" height=\"41\" width=\"174\"></a>\n\n[Back to top](#TOP)\n\n[python]: https://www.python.org/downloads/release/python-360/\n[requests]: https://requests.readthedocs.io/\n[iso3166]: https://github.com/deactivated/python-iso3166\n[iso3166_2]: https://github.com/amckenna41/iso3166-2\n[pycountry]: https://github.com/flyingcircusio/pycountry\n[rest]: https://restcountries.com/\n[googlemaps]: https://github.com/googlemaps/google-maps-services-python\n[tqdm]: https://github.com/tqdm/tqdm\n[natsort]: https://pypi.org/project/natsort/\n[pandas]: https://pandas.pydata.org/\n[unidecode]: https://pypi.org/project/Unidecode/\n[thefuzz]: https://github.com/seatgeek/thefuzz/tree/master\n[numpy]: https://numpy.org/\n[PyPi]: https://pypi.org/project/iso3166-2/\n[iso3166-updates]: https://github.com/amckenna41/iso3166-updates\n[demo]: https://colab.research.google.com/drive/1btfEx23bgWdkUPiwdwlDqKkmUp1S-_7U?usp=sharing\n[demo_get_iso3166_2]: https://colab.research.google.com/drive/1PXMhpazjsLXVr33RSLZ3w7Tq0RomwPol?usp=sharing\n[api]: https://iso3166-2-api.vercel.app/\n[api_md]: https://github.com/amckenna41/iso3166-2/API.md \n[flag_icons_repo]: https://github.com/amckenna41/iso3166-flag-icons\n[issues]: https://github.com/amckenna41/iso3166-2/issues\n[medium]: https://ajmckenna69.medium.com/iso3166-2-71a13d9157f7\n[updates_md]: https://github.com/amckenna41/iso3166-2/blob/main/UPDATES.md",
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