Hi ,
Lets get start with some utility which can be really helpful in extracting the text data from passport documents which can be images, pdf.
So instead of jumping to code directly lets understand the MRZ, & how it works basically.
MRZ Parser :
A machine-readable passport (MRP) is a machine-readable travel document (MRTD) with the data on the identity page encoded in optical character recognition format Most travel passports worldwide are MRPs. It can have 2 lines or 3 lines of machine-readable data. This method allows to process MRZ written in accordance with ICAO Document 9303 (endorsed by the International Organization for Standardization and the International Electrotechnical Commission as ISO/IEC 7501-1)). Some applications will need to be able to scan such data of someway, so one of the easiest methods is to recognize it from an image file.
I 'll show you how to retrieve the MRZ information from a picture of a passport using the PassportEye library of Python.
Requirements
--------------------------
You will need the OCR Engine Tesseract installed on your system and available from the PATH. You can install this tool on any system (unix or windows) easily, so check the official repository at Github here.You can check as well the availability of tesseract from the cli with the following
command: tesseract --help
Install PassportEye :
PassportEye is a python library for image processing of identification documents that use the machine readable travel format. This package provides a kit of tools for recognizing machine readable zones (MRZ) from scanned identification documents. The documents may be located rather arbitrarily on the page - the code tries to find anything resembling a MRZ and parse it from there. The recognition procedure may be rather slow - around 10 or more seconds for some documents. Its precision is not perfect, yet seemingly decent as far as test documents available to the developer were concerned - in around 80% of the cases, whenever there is a clearly visible MRZ on a page, the system will recognize it and extract the text to the best of the abilities of the underlying OCR engine (Google Tesseract).
You can install this library using the following command: pip install PassportEye
Code Snippet:
1. mrz_parser.py :------------------------------------------------------------------------------
import os
import sys
import json
from passporteye import read_mrz
try:
from PIL import Image
except ImportError:
import Image
import pytesseract
import cv2
import numpy as np
import re
# it will be return country info as json.
def get_country_name(country_code):
data = [{"name":"Afghanistan","alpha-2":"AF","alpha-3":"AFG","country-code":"004","iso_3166-2":"ISO 3166-2:AF","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Åland Islands","alpha-2":"AX","alpha-3":"ALA","country-code":"248","iso_3166-2":"ISO 3166-2:AX","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Albania","alpha-2":"AL","alpha-3":"ALB","country-code":"008","iso_3166-2":"ISO 3166-2:AL","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Algeria","alpha-2":"DZ","alpha-3":"DZA","country-code":"012","iso_3166-2":"ISO 3166-2:DZ","region":"Africa","sub-region":"Northern Africa","intermediate-region":"","region-code":"002","sub-region-code":"015","intermediate-region-code":""},{"name":"American Samoa","alpha-2":"AS","alpha-3":"ASM","country-code":"016","iso_3166-2":"ISO 3166-2:AS","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Andorra","alpha-2":"AD","alpha-3":"AND","country-code":"020","iso_3166-2":"ISO 3166-2:AD","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Angola","alpha-2":"AO","alpha-3":"AGO","country-code":"024","iso_3166-2":"ISO 3166-2:AO","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Anguilla","alpha-2":"AI","alpha-3":"AIA","country-code":"660","iso_3166-2":"ISO 3166-2:AI","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Antarctica","alpha-2":"AQ","alpha-3":"ATA","country-code":"010","iso_3166-2":"ISO 3166-2:AQ","region":"","sub-region":"","intermediate-region":"","region-code":"","sub-region-code":"","intermediate-region-code":""},{"name":"Antigua and Barbuda","alpha-2":"AG","alpha-3":"ATG","country-code":"028","iso_3166-2":"ISO 3166-2:AG","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Argentina","alpha-2":"AR","alpha-3":"ARG","country-code":"032","iso_3166-2":"ISO 3166-2:AR","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Armenia","alpha-2":"AM","alpha-3":"ARM","country-code":"051","iso_3166-2":"ISO 3166-2:AM","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Aruba","alpha-2":"AW","alpha-3":"ABW","country-code":"533","iso_3166-2":"ISO 3166-2:AW","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Australia","alpha-2":"AU","alpha-3":"AUS","country-code":"036","iso_3166-2":"ISO 3166-2:AU","region":"Oceania","sub-region":"Australia and New Zealand","intermediate-region":"","region-code":"009","sub-region-code":"053","intermediate-region-code":""},{"name":"Austria","alpha-2":"AT","alpha-3":"AUT","country-code":"040","iso_3166-2":"ISO 3166-2:AT","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"Azerbaijan","alpha-2":"AZ","alpha-3":"AZE","country-code":"031","iso_3166-2":"ISO 3166-2:AZ","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Bahamas","alpha-2":"BS","alpha-3":"BHS","country-code":"044","iso_3166-2":"ISO 3166-2:BS","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Bahrain","alpha-2":"BH","alpha-3":"BHR","country-code":"048","iso_3166-2":"ISO 3166-2:BH","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Bangladesh","alpha-2":"BD","alpha-3":"BGD","country-code":"050","iso_3166-2":"ISO 3166-2:BD","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Barbados","alpha-2":"BB","alpha-3":"BRB","country-code":"052","iso_3166-2":"ISO 3166-2:BB","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Belarus","alpha-2":"BY","alpha-3":"BLR","country-code":"112","iso_3166-2":"ISO 3166-2:BY","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Belgium","alpha-2":"BE","alpha-3":"BEL","country-code":"056","iso_3166-2":"ISO 3166-2:BE","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"Belize","alpha-2":"BZ","alpha-3":"BLZ","country-code":"084","iso_3166-2":"ISO 3166-2:BZ","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Benin","alpha-2":"BJ","alpha-3":"BEN","country-code":"204","iso_3166-2":"ISO 3166-2:BJ","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Bermuda","alpha-2":"BM","alpha-3":"BMU","country-code":"060","iso_3166-2":"ISO 3166-2:BM","region":"Americas","sub-region":"Northern America","intermediate-region":"","region-code":"019","sub-region-code":"021","intermediate-region-code":""},{"name":"Bhutan","alpha-2":"BT","alpha-3":"BTN","country-code":"064","iso_3166-2":"ISO 3166-2:BT","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Bolivia (Plurinational State of)","alpha-2":"BO","alpha-3":"BOL","country-code":"068","iso_3166-2":"ISO 3166-2:BO","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Bonaire, Sint Eustatius and Saba","alpha-2":"BQ","alpha-3":"BES","country-code":"535","iso_3166-2":"ISO 3166-2:BQ","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Bosnia and Herzegovina","alpha-2":"BA","alpha-3":"BIH","country-code":"070","iso_3166-2":"ISO 3166-2:BA","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Botswana","alpha-2":"BW","alpha-3":"BWA","country-code":"072","iso_3166-2":"ISO 3166-2:BW","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Southern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"018"},{"name":"Bouvet Island","alpha-2":"BV","alpha-3":"BVT","country-code":"074","iso_3166-2":"ISO 3166-2:BV","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Brazil","alpha-2":"BR","alpha-3":"BRA","country-code":"076","iso_3166-2":"ISO 3166-2:BR","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"British Indian Ocean Territory","alpha-2":"IO","alpha-3":"IOT","country-code":"086","iso_3166-2":"ISO 3166-2:IO","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Brunei Darussalam","alpha-2":"BN","alpha-3":"BRN","country-code":"096","iso_3166-2":"ISO 3166-2:BN","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Bulgaria","alpha-2":"BG","alpha-3":"BGR","country-code":"100","iso_3166-2":"ISO 3166-2:BG","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Burkina Faso","alpha-2":"BF","alpha-3":"BFA","country-code":"854","iso_3166-2":"ISO 3166-2:BF","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Burundi","alpha-2":"BI","alpha-3":"BDI","country-code":"108","iso_3166-2":"ISO 3166-2:BI","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Cabo Verde","alpha-2":"CV","alpha-3":"CPV","country-code":"132","iso_3166-2":"ISO 3166-2:CV","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Cambodia","alpha-2":"KH","alpha-3":"KHM","country-code":"116","iso_3166-2":"ISO 3166-2:KH","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Cameroon","alpha-2":"CM","alpha-3":"CMR","country-code":"120","iso_3166-2":"ISO 3166-2:CM","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Canada","alpha-2":"CA","alpha-3":"CAN","country-code":"124","iso_3166-2":"ISO 3166-2:CA","region":"Americas","sub-region":"Northern America","intermediate-region":"","region-code":"019","sub-region-code":"021","intermediate-region-code":""},{"name":"Cayman Islands","alpha-2":"KY","alpha-3":"CYM","country-code":"136","iso_3166-2":"ISO 3166-2:KY","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Central African Republic","alpha-2":"CF","alpha-3":"CAF","country-code":"140","iso_3166-2":"ISO 3166-2:CF","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Chad","alpha-2":"TD","alpha-3":"TCD","country-code":"148","iso_3166-2":"ISO 3166-2:TD","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Chile","alpha-2":"CL","alpha-3":"CHL","country-code":"152","iso_3166-2":"ISO 3166-2:CL","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"China","alpha-2":"CN","alpha-3":"CHN","country-code":"156","iso_3166-2":"ISO 3166-2:CN","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Christmas Island","alpha-2":"CX","alpha-3":"CXR","country-code":"162","iso_3166-2":"ISO 3166-2:CX","region":"Oceania","sub-region":"Australia and New Zealand","intermediate-region":"","region-code":"009","sub-region-code":"053","intermediate-region-code":""},{"name":"Cocos (Keeling) Islands","alpha-2":"CC","alpha-3":"CCK","country-code":"166","iso_3166-2":"ISO 3166-2:CC","region":"Oceania","sub-region":"Australia and New Zealand","intermediate-region":"","region-code":"009","sub-region-code":"053","intermediate-region-code":""},{"name":"Colombia","alpha-2":"CO","alpha-3":"COL","country-code":"170","iso_3166-2":"ISO 3166-2:CO","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Comoros","alpha-2":"KM","alpha-3":"COM","country-code":"174","iso_3166-2":"ISO 3166-2:KM","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Congo","alpha-2":"CG","alpha-3":"COG","country-code":"178","iso_3166-2":"ISO 3166-2:CG","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Congo, Democratic Republic of the","alpha-2":"CD","alpha-3":"COD","country-code":"180","iso_3166-2":"ISO 3166-2:CD","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Cook Islands","alpha-2":"CK","alpha-3":"COK","country-code":"184","iso_3166-2":"ISO 3166-2:CK","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Costa Rica","alpha-2":"CR","alpha-3":"CRI","country-code":"188","iso_3166-2":"ISO 3166-2:CR","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Côte d'Ivoire","alpha-2":"CI","alpha-3":"CIV","country-code":"384","iso_3166-2":"ISO 3166-2:CI","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Croatia","alpha-2":"HR","alpha-3":"HRV","country-code":"191","iso_3166-2":"ISO 3166-2:HR","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Cuba","alpha-2":"CU","alpha-3":"CUB","country-code":"192","iso_3166-2":"ISO 3166-2:CU","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Curaçao","alpha-2":"CW","alpha-3":"CUW","country-code":"531","iso_3166-2":"ISO 3166-2:CW","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Cyprus","alpha-2":"CY","alpha-3":"CYP","country-code":"196","iso_3166-2":"ISO 3166-2:CY","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Czechia","alpha-2":"CZ","alpha-3":"CZE","country-code":"203","iso_3166-2":"ISO 3166-2:CZ","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Denmark","alpha-2":"DK","alpha-3":"DNK","country-code":"208","iso_3166-2":"ISO 3166-2:DK","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Djibouti","alpha-2":"DJ","alpha-3":"DJI","country-code":"262","iso_3166-2":"ISO 3166-2:DJ","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Dominica","alpha-2":"DM","alpha-3":"DMA","country-code":"212","iso_3166-2":"ISO 3166-2:DM","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Dominican Republic","alpha-2":"DO","alpha-3":"DOM","country-code":"214","iso_3166-2":"ISO 3166-2:DO","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Ecuador","alpha-2":"EC","alpha-3":"ECU","country-code":"218","iso_3166-2":"ISO 3166-2:EC","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Egypt","alpha-2":"EG","alpha-3":"EGY","country-code":"818","iso_3166-2":"ISO 3166-2:EG","region":"Africa","sub-region":"Northern Africa","intermediate-region":"","region-code":"002","sub-region-code":"015","intermediate-region-code":""},{"name":"El Salvador","alpha-2":"SV","alpha-3":"SLV","country-code":"222","iso_3166-2":"ISO 3166-2:SV","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Equatorial Guinea","alpha-2":"GQ","alpha-3":"GNQ","country-code":"226","iso_3166-2":"ISO 3166-2:GQ","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Eritrea","alpha-2":"ER","alpha-3":"ERI","country-code":"232","iso_3166-2":"ISO 3166-2:ER","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Estonia","alpha-2":"EE","alpha-3":"EST","country-code":"233","iso_3166-2":"ISO 3166-2:EE","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Eswatini","alpha-2":"SZ","alpha-3":"SWZ","country-code":"748","iso_3166-2":"ISO 3166-2:SZ","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Southern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"018"},{"name":"Ethiopia","alpha-2":"ET","alpha-3":"ETH","country-code":"231","iso_3166-2":"ISO 3166-2:ET","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Falkland Islands (Malvinas)","alpha-2":"FK","alpha-3":"FLK","country-code":"238","iso_3166-2":"ISO 3166-2:FK","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Faroe Islands","alpha-2":"FO","alpha-3":"FRO","country-code":"234","iso_3166-2":"ISO 3166-2:FO","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Fiji","alpha-2":"FJ","alpha-3":"FJI","country-code":"242","iso_3166-2":"ISO 3166-2:FJ","region":"Oceania","sub-region":"Melanesia","intermediate-region":"","region-code":"009","sub-region-code":"054","intermediate-region-code":""},{"name":"Finland","alpha-2":"FI","alpha-3":"FIN","country-code":"246","iso_3166-2":"ISO 3166-2:FI","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"France","alpha-2":"FR","alpha-3":"FRA","country-code":"250","iso_3166-2":"ISO 3166-2:FR","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"French Guiana","alpha-2":"GF","alpha-3":"GUF","country-code":"254","iso_3166-2":"ISO 3166-2:GF","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"French Polynesia","alpha-2":"PF","alpha-3":"PYF","country-code":"258","iso_3166-2":"ISO 3166-2:PF","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"French Southern Territories","alpha-2":"TF","alpha-3":"ATF","country-code":"260","iso_3166-2":"ISO 3166-2:TF","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Gabon","alpha-2":"GA","alpha-3":"GAB","country-code":"266","iso_3166-2":"ISO 3166-2:GA","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Gambia","alpha-2":"GM","alpha-3":"GMB","country-code":"270","iso_3166-2":"ISO 3166-2:GM","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Georgia","alpha-2":"GE","alpha-3":"GEO","country-code":"268","iso_3166-2":"ISO 3166-2:GE","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Germany","alpha-2":"DE","alpha-3":"DEU","country-code":"276","iso_3166-2":"ISO 3166-2:DE","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"Ghana","alpha-2":"GH","alpha-3":"GHA","country-code":"288","iso_3166-2":"ISO 3166-2:GH","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Gibraltar","alpha-2":"GI","alpha-3":"GIB","country-code":"292","iso_3166-2":"ISO 3166-2:GI","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Greece","alpha-2":"GR","alpha-3":"GRC","country-code":"300","iso_3166-2":"ISO 3166-2:GR","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Greenland","alpha-2":"GL","alpha-3":"GRL","country-code":"304","iso_3166-2":"ISO 3166-2:GL","region":"Americas","sub-region":"Northern America","intermediate-region":"","region-code":"019","sub-region-code":"021","intermediate-region-code":""},{"name":"Grenada","alpha-2":"GD","alpha-3":"GRD","country-code":"308","iso_3166-2":"ISO 3166-2:GD","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Guadeloupe","alpha-2":"GP","alpha-3":"GLP","country-code":"312","iso_3166-2":"ISO 3166-2:GP","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Guam","alpha-2":"GU","alpha-3":"GUM","country-code":"316","iso_3166-2":"ISO 3166-2:GU","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Guatemala","alpha-2":"GT","alpha-3":"GTM","country-code":"320","iso_3166-2":"ISO 3166-2:GT","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Guernsey","alpha-2":"GG","alpha-3":"GGY","country-code":"831","iso_3166-2":"ISO 3166-2:GG","region":"Europe","sub-region":"Northern Europe","intermediate-region":"Channel Islands","region-code":"150","sub-region-code":"154","intermediate-region-code":"830"},{"name":"Guinea","alpha-2":"GN","alpha-3":"GIN","country-code":"324","iso_3166-2":"ISO 3166-2:GN","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Guinea-Bissau","alpha-2":"GW","alpha-3":"GNB","country-code":"624","iso_3166-2":"ISO 3166-2:GW","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Guyana","alpha-2":"GY","alpha-3":"GUY","country-code":"328","iso_3166-2":"ISO 3166-2:GY","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Haiti","alpha-2":"HT","alpha-3":"HTI","country-code":"332","iso_3166-2":"ISO 3166-2:HT","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Heard Island and McDonald Islands","alpha-2":"HM","alpha-3":"HMD","country-code":"334","iso_3166-2":"ISO 3166-2:HM","region":"Oceania","sub-region":"Australia and New Zealand","intermediate-region":"","region-code":"009","sub-region-code":"053","intermediate-region-code":""},{"name":"Holy See","alpha-2":"VA","alpha-3":"VAT","country-code":"336","iso_3166-2":"ISO 3166-2:VA","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Honduras","alpha-2":"HN","alpha-3":"HND","country-code":"340","iso_3166-2":"ISO 3166-2:HN","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Hong Kong","alpha-2":"HK","alpha-3":"HKG","country-code":"344","iso_3166-2":"ISO 3166-2:HK","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Hungary","alpha-2":"HU","alpha-3":"HUN","country-code":"348","iso_3166-2":"ISO 3166-2:HU","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Iceland","alpha-2":"IS","alpha-3":"ISL","country-code":"352","iso_3166-2":"ISO 3166-2:IS","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"India","alpha-2":"IN","alpha-3":"IND","country-code":"356","iso_3166-2":"ISO 3166-2:IN","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Indonesia","alpha-2":"ID","alpha-3":"IDN","country-code":"360","iso_3166-2":"ISO 3166-2:ID","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Iran (Islamic Republic of)","alpha-2":"IR","alpha-3":"IRN","country-code":"364","iso_3166-2":"ISO 3166-2:IR","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Iraq","alpha-2":"IQ","alpha-3":"IRQ","country-code":"368","iso_3166-2":"ISO 3166-2:IQ","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Ireland","alpha-2":"IE","alpha-3":"IRL","country-code":"372","iso_3166-2":"ISO 3166-2:IE","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Isle of Man","alpha-2":"IM","alpha-3":"IMN","country-code":"833","iso_3166-2":"ISO 3166-2:IM","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Israel","alpha-2":"IL","alpha-3":"ISR","country-code":"376","iso_3166-2":"ISO 3166-2:IL","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Italy","alpha-2":"IT","alpha-3":"ITA","country-code":"380","iso_3166-2":"ISO 3166-2:IT","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Jamaica","alpha-2":"JM","alpha-3":"JAM","country-code":"388","iso_3166-2":"ISO 3166-2:JM","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Japan","alpha-2":"JP","alpha-3":"JPN","country-code":"392","iso_3166-2":"ISO 3166-2:JP","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Jersey","alpha-2":"JE","alpha-3":"JEY","country-code":"832","iso_3166-2":"ISO 3166-2:JE","region":"Europe","sub-region":"Northern Europe","intermediate-region":"Channel Islands","region-code":"150","sub-region-code":"154","intermediate-region-code":"830"},{"name":"Jordan","alpha-2":"JO","alpha-3":"JOR","country-code":"400","iso_3166-2":"ISO 3166-2:JO","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Kazakhstan","alpha-2":"KZ","alpha-3":"KAZ","country-code":"398","iso_3166-2":"ISO 3166-2:KZ","region":"Asia","sub-region":"Central Asia","intermediate-region":"","region-code":"142","sub-region-code":"143","intermediate-region-code":""},{"name":"Kenya","alpha-2":"KE","alpha-3":"KEN","country-code":"404","iso_3166-2":"ISO 3166-2:KE","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Kiribati","alpha-2":"KI","alpha-3":"KIR","country-code":"296","iso_3166-2":"ISO 3166-2:KI","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Korea (Democratic People's Republic of)","alpha-2":"KP","alpha-3":"PRK","country-code":"408","iso_3166-2":"ISO 3166-2:KP","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Korea, Republic of","alpha-2":"KR","alpha-3":"KOR","country-code":"410","iso_3166-2":"ISO 3166-2:KR","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Kuwait","alpha-2":"KW","alpha-3":"KWT","country-code":"414","iso_3166-2":"ISO 3166-2:KW","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Kyrgyzstan","alpha-2":"KG","alpha-3":"KGZ","country-code":"417","iso_3166-2":"ISO 3166-2:KG","region":"Asia","sub-region":"Central Asia","intermediate-region":"","region-code":"142","sub-region-code":"143","intermediate-region-code":""},{"name":"Lao People's Democratic Republic","alpha-2":"LA","alpha-3":"LAO","country-code":"418","iso_3166-2":"ISO 3166-2:LA","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Latvia","alpha-2":"LV","alpha-3":"LVA","country-code":"428","iso_3166-2":"ISO 3166-2:LV","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Lebanon","alpha-2":"LB","alpha-3":"LBN","country-code":"422","iso_3166-2":"ISO 3166-2:LB","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Lesotho","alpha-2":"LS","alpha-3":"LSO","country-code":"426","iso_3166-2":"ISO 3166-2:LS","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Southern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"018"},{"name":"Liberia","alpha-2":"LR","alpha-3":"LBR","country-code":"430","iso_3166-2":"ISO 3166-2:LR","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Libya","alpha-2":"LY","alpha-3":"LBY","country-code":"434","iso_3166-2":"ISO 3166-2:LY","region":"Africa","sub-region":"Northern Africa","intermediate-region":"","region-code":"002","sub-region-code":"015","intermediate-region-code":""},{"name":"Liechtenstein","alpha-2":"LI","alpha-3":"LIE","country-code":"438","iso_3166-2":"ISO 3166-2:LI","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"Lithuania","alpha-2":"LT","alpha-3":"LTU","country-code":"440","iso_3166-2":"ISO 3166-2:LT","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Luxembourg","alpha-2":"LU","alpha-3":"LUX","country-code":"442","iso_3166-2":"ISO 3166-2:LU","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"Macao","alpha-2":"MO","alpha-3":"MAC","country-code":"446","iso_3166-2":"ISO 3166-2:MO","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Madagascar","alpha-2":"MG","alpha-3":"MDG","country-code":"450","iso_3166-2":"ISO 3166-2:MG","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Malawi","alpha-2":"MW","alpha-3":"MWI","country-code":"454","iso_3166-2":"ISO 3166-2:MW","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Malaysia","alpha-2":"MY","alpha-3":"MYS","country-code":"458","iso_3166-2":"ISO 3166-2:MY","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Maldives","alpha-2":"MV","alpha-3":"MDV","country-code":"462","iso_3166-2":"ISO 3166-2:MV","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Mali","alpha-2":"ML","alpha-3":"MLI","country-code":"466","iso_3166-2":"ISO 3166-2:ML","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Malta","alpha-2":"MT","alpha-3":"MLT","country-code":"470","iso_3166-2":"ISO 3166-2:MT","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Marshall Islands","alpha-2":"MH","alpha-3":"MHL","country-code":"584","iso_3166-2":"ISO 3166-2:MH","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Martinique","alpha-2":"MQ","alpha-3":"MTQ","country-code":"474","iso_3166-2":"ISO 3166-2:MQ","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Mauritania","alpha-2":"MR","alpha-3":"MRT","country-code":"478","iso_3166-2":"ISO 3166-2:MR","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Mauritius","alpha-2":"MU","alpha-3":"MUS","country-code":"480","iso_3166-2":"ISO 3166-2:MU","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Mayotte","alpha-2":"YT","alpha-3":"MYT","country-code":"175","iso_3166-2":"ISO 3166-2:YT","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Mexico","alpha-2":"MX","alpha-3":"MEX","country-code":"484","iso_3166-2":"ISO 3166-2:MX","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Micronesia (Federated States of)","alpha-2":"FM","alpha-3":"FSM","country-code":"583","iso_3166-2":"ISO 3166-2:FM","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Moldova, Republic of","alpha-2":"MD","alpha-3":"MDA","country-code":"498","iso_3166-2":"ISO 3166-2:MD","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Monaco","alpha-2":"MC","alpha-3":"MCO","country-code":"492","iso_3166-2":"ISO 3166-2:MC","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"Mongolia","alpha-2":"MN","alpha-3":"MNG","country-code":"496","iso_3166-2":"ISO 3166-2:MN","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Montenegro","alpha-2":"ME","alpha-3":"MNE","country-code":"499","iso_3166-2":"ISO 3166-2:ME","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Montserrat","alpha-2":"MS","alpha-3":"MSR","country-code":"500","iso_3166-2":"ISO 3166-2:MS","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Morocco","alpha-2":"MA","alpha-3":"MAR","country-code":"504","iso_3166-2":"ISO 3166-2:MA","region":"Africa","sub-region":"Northern Africa","intermediate-region":"","region-code":"002","sub-region-code":"015","intermediate-region-code":""},{"name":"Mozambique","alpha-2":"MZ","alpha-3":"MOZ","country-code":"508","iso_3166-2":"ISO 3166-2:MZ","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Myanmar","alpha-2":"MM","alpha-3":"MMR","country-code":"104","iso_3166-2":"ISO 3166-2:MM","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Namibia","alpha-2":"NA","alpha-3":"NAM","country-code":"516","iso_3166-2":"ISO 3166-2:NA","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Southern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"018"},{"name":"Nauru","alpha-2":"NR","alpha-3":"NRU","country-code":"520","iso_3166-2":"ISO 3166-2:NR","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Nepal","alpha-2":"NP","alpha-3":"NPL","country-code":"524","iso_3166-2":"ISO 3166-2:NP","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Netherlands","alpha-2":"NL","alpha-3":"NLD","country-code":"528","iso_3166-2":"ISO 3166-2:NL","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"New Caledonia","alpha-2":"NC","alpha-3":"NCL","country-code":"540","iso_3166-2":"ISO 3166-2:NC","region":"Oceania","sub-region":"Melanesia","intermediate-region":"","region-code":"009","sub-region-code":"054","intermediate-region-code":""},{"name":"New Zealand","alpha-2":"NZ","alpha-3":"NZL","country-code":"554","iso_3166-2":"ISO 3166-2:NZ","region":"Oceania","sub-region":"Australia and New Zealand","intermediate-region":"","region-code":"009","sub-region-code":"053","intermediate-region-code":""},{"name":"Nicaragua","alpha-2":"NI","alpha-3":"NIC","country-code":"558","iso_3166-2":"ISO 3166-2:NI","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Niger","alpha-2":"NE","alpha-3":"NER","country-code":"562","iso_3166-2":"ISO 3166-2:NE","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Nigeria","alpha-2":"NG","alpha-3":"NGA","country-code":"566","iso_3166-2":"ISO 3166-2:NG","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Niue","alpha-2":"NU","alpha-3":"NIU","country-code":"570","iso_3166-2":"ISO 3166-2:NU","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Norfolk Island","alpha-2":"NF","alpha-3":"NFK","country-code":"574","iso_3166-2":"ISO 3166-2:NF","region":"Oceania","sub-region":"Australia and New Zealand","intermediate-region":"","region-code":"009","sub-region-code":"053","intermediate-region-code":""},{"name":"North Macedonia","alpha-2":"MK","alpha-3":"MKD","country-code":"807","iso_3166-2":"ISO 3166-2:MK","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Northern Mariana Islands","alpha-2":"MP","alpha-3":"MNP","country-code":"580","iso_3166-2":"ISO 3166-2:MP","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Norway","alpha-2":"NO","alpha-3":"NOR","country-code":"578","iso_3166-2":"ISO 3166-2:NO","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Oman","alpha-2":"OM","alpha-3":"OMN","country-code":"512","iso_3166-2":"ISO 3166-2:OM","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Pakistan","alpha-2":"PK","alpha-3":"PAK","country-code":"586","iso_3166-2":"ISO 3166-2:PK","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Palau","alpha-2":"PW","alpha-3":"PLW","country-code":"585","iso_3166-2":"ISO 3166-2:PW","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Palestine, State of","alpha-2":"PS","alpha-3":"PSE","country-code":"275","iso_3166-2":"ISO 3166-2:PS","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Panama","alpha-2":"PA","alpha-3":"PAN","country-code":"591","iso_3166-2":"ISO 3166-2:PA","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Central America","region-code":"019","sub-region-code":"419","intermediate-region-code":"013"},{"name":"Papua New Guinea","alpha-2":"PG","alpha-3":"PNG","country-code":"598","iso_3166-2":"ISO 3166-2:PG","region":"Oceania","sub-region":"Melanesia","intermediate-region":"","region-code":"009","sub-region-code":"054","intermediate-region-code":""},{"name":"Paraguay","alpha-2":"PY","alpha-3":"PRY","country-code":"600","iso_3166-2":"ISO 3166-2:PY","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Peru","alpha-2":"PE","alpha-3":"PER","country-code":"604","iso_3166-2":"ISO 3166-2:PE","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Philippines","alpha-2":"PH","alpha-3":"PHL","country-code":"608","iso_3166-2":"ISO 3166-2:PH","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Pitcairn","alpha-2":"PN","alpha-3":"PCN","country-code":"612","iso_3166-2":"ISO 3166-2:PN","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Poland","alpha-2":"PL","alpha-3":"POL","country-code":"616","iso_3166-2":"ISO 3166-2:PL","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Portugal","alpha-2":"PT","alpha-3":"PRT","country-code":"620","iso_3166-2":"ISO 3166-2:PT","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Puerto Rico","alpha-2":"PR","alpha-3":"PRI","country-code":"630","iso_3166-2":"ISO 3166-2:PR","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Qatar","alpha-2":"QA","alpha-3":"QAT","country-code":"634","iso_3166-2":"ISO 3166-2:QA","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Réunion","alpha-2":"RE","alpha-3":"REU","country-code":"638","iso_3166-2":"ISO 3166-2:RE","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Romania","alpha-2":"RO","alpha-3":"ROU","country-code":"642","iso_3166-2":"ISO 3166-2:RO","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Russian Federation","alpha-2":"RU","alpha-3":"RUS","country-code":"643","iso_3166-2":"ISO 3166-2:RU","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Rwanda","alpha-2":"RW","alpha-3":"RWA","country-code":"646","iso_3166-2":"ISO 3166-2:RW","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Saint Barthélemy","alpha-2":"BL","alpha-3":"BLM","country-code":"652","iso_3166-2":"ISO 3166-2:BL","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Saint Helena, Ascension and Tristan da Cunha","alpha-2":"SH","alpha-3":"SHN","country-code":"654","iso_3166-2":"ISO 3166-2:SH","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Saint Kitts and Nevis","alpha-2":"KN","alpha-3":"KNA","country-code":"659","iso_3166-2":"ISO 3166-2:KN","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Saint Lucia","alpha-2":"LC","alpha-3":"LCA","country-code":"662","iso_3166-2":"ISO 3166-2:LC","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Saint Martin (French part)","alpha-2":"MF","alpha-3":"MAF","country-code":"663","iso_3166-2":"ISO 3166-2:MF","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Saint Pierre and Miquelon","alpha-2":"PM","alpha-3":"SPM","country-code":"666","iso_3166-2":"ISO 3166-2:PM","region":"Americas","sub-region":"Northern America","intermediate-region":"","region-code":"019","sub-region-code":"021","intermediate-region-code":""},{"name":"Saint Vincent and the Grenadines","alpha-2":"VC","alpha-3":"VCT","country-code":"670","iso_3166-2":"ISO 3166-2:VC","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Samoa","alpha-2":"WS","alpha-3":"WSM","country-code":"882","iso_3166-2":"ISO 3166-2:WS","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"San Marino","alpha-2":"SM","alpha-3":"SMR","country-code":"674","iso_3166-2":"ISO 3166-2:SM","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Sao Tome and Principe","alpha-2":"ST","alpha-3":"STP","country-code":"678","iso_3166-2":"ISO 3166-2:ST","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Middle Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"017"},{"name":"Saudi Arabia","alpha-2":"SA","alpha-3":"SAU","country-code":"682","iso_3166-2":"ISO 3166-2:SA","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Senegal","alpha-2":"SN","alpha-3":"SEN","country-code":"686","iso_3166-2":"ISO 3166-2:SN","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Serbia","alpha-2":"RS","alpha-3":"SRB","country-code":"688","iso_3166-2":"ISO 3166-2:RS","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Seychelles","alpha-2":"SC","alpha-3":"SYC","country-code":"690","iso_3166-2":"ISO 3166-2:SC","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Sierra Leone","alpha-2":"SL","alpha-3":"SLE","country-code":"694","iso_3166-2":"ISO 3166-2:SL","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Singapore","alpha-2":"SG","alpha-3":"SGP","country-code":"702","iso_3166-2":"ISO 3166-2:SG","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Sint Maarten (Dutch part)","alpha-2":"SX","alpha-3":"SXM","country-code":"534","iso_3166-2":"ISO 3166-2:SX","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Slovakia","alpha-2":"SK","alpha-3":"SVK","country-code":"703","iso_3166-2":"ISO 3166-2:SK","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"Slovenia","alpha-2":"SI","alpha-3":"SVN","country-code":"705","iso_3166-2":"ISO 3166-2:SI","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Solomon Islands","alpha-2":"SB","alpha-3":"SLB","country-code":"090","iso_3166-2":"ISO 3166-2:SB","region":"Oceania","sub-region":"Melanesia","intermediate-region":"","region-code":"009","sub-region-code":"054","intermediate-region-code":""},{"name":"Somalia","alpha-2":"SO","alpha-3":"SOM","country-code":"706","iso_3166-2":"ISO 3166-2:SO","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"South Africa","alpha-2":"ZA","alpha-3":"ZAF","country-code":"710","iso_3166-2":"ISO 3166-2:ZA","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Southern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"018"},{"name":"South Georgia and the South Sandwich Islands","alpha-2":"GS","alpha-3":"SGS","country-code":"239","iso_3166-2":"ISO 3166-2:GS","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"South Sudan","alpha-2":"SS","alpha-3":"SSD","country-code":"728","iso_3166-2":"ISO 3166-2:SS","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Spain","alpha-2":"ES","alpha-3":"ESP","country-code":"724","iso_3166-2":"ISO 3166-2:ES","region":"Europe","sub-region":"Southern Europe","intermediate-region":"","region-code":"150","sub-region-code":"039","intermediate-region-code":""},{"name":"Sri Lanka","alpha-2":"LK","alpha-3":"LKA","country-code":"144","iso_3166-2":"ISO 3166-2:LK","region":"Asia","sub-region":"Southern Asia","intermediate-region":"","region-code":"142","sub-region-code":"034","intermediate-region-code":""},{"name":"Sudan","alpha-2":"SD","alpha-3":"SDN","country-code":"729","iso_3166-2":"ISO 3166-2:SD","region":"Africa","sub-region":"Northern Africa","intermediate-region":"","region-code":"002","sub-region-code":"015","intermediate-region-code":""},{"name":"Suriname","alpha-2":"SR","alpha-3":"SUR","country-code":"740","iso_3166-2":"ISO 3166-2:SR","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Svalbard and Jan Mayen","alpha-2":"SJ","alpha-3":"SJM","country-code":"744","iso_3166-2":"ISO 3166-2:SJ","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Sweden","alpha-2":"SE","alpha-3":"SWE","country-code":"752","iso_3166-2":"ISO 3166-2:SE","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"Switzerland","alpha-2":"CH","alpha-3":"CHE","country-code":"756","iso_3166-2":"ISO 3166-2:CH","region":"Europe","sub-region":"Western Europe","intermediate-region":"","region-code":"150","sub-region-code":"155","intermediate-region-code":""},{"name":"Syrian Arab Republic","alpha-2":"SY","alpha-3":"SYR","country-code":"760","iso_3166-2":"ISO 3166-2:SY","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Taiwan, Province of China","alpha-2":"TW","alpha-3":"TWN","country-code":"158","iso_3166-2":"ISO 3166-2:TW","region":"Asia","sub-region":"Eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"030","intermediate-region-code":""},{"name":"Tajikistan","alpha-2":"TJ","alpha-3":"TJK","country-code":"762","iso_3166-2":"ISO 3166-2:TJ","region":"Asia","sub-region":"Central Asia","intermediate-region":"","region-code":"142","sub-region-code":"143","intermediate-region-code":""},{"name":"Tanzania, United Republic of","alpha-2":"TZ","alpha-3":"TZA","country-code":"834","iso_3166-2":"ISO 3166-2:TZ","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Thailand","alpha-2":"TH","alpha-3":"THA","country-code":"764","iso_3166-2":"ISO 3166-2:TH","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Timor-Leste","alpha-2":"TL","alpha-3":"TLS","country-code":"626","iso_3166-2":"ISO 3166-2:TL","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Togo","alpha-2":"TG","alpha-3":"TGO","country-code":"768","iso_3166-2":"ISO 3166-2:TG","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Western Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"011"},{"name":"Tokelau","alpha-2":"TK","alpha-3":"TKL","country-code":"772","iso_3166-2":"ISO 3166-2:TK","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Tonga","alpha-2":"TO","alpha-3":"TON","country-code":"776","iso_3166-2":"ISO 3166-2:TO","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Trinidad and Tobago","alpha-2":"TT","alpha-3":"TTO","country-code":"780","iso_3166-2":"ISO 3166-2:TT","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Tunisia","alpha-2":"TN","alpha-3":"TUN","country-code":"788","iso_3166-2":"ISO 3166-2:TN","region":"Africa","sub-region":"Northern Africa","intermediate-region":"","region-code":"002","sub-region-code":"015","intermediate-region-code":""},{"name":"Turkey","alpha-2":"TR","alpha-3":"TUR","country-code":"792","iso_3166-2":"ISO 3166-2:TR","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Turkmenistan","alpha-2":"TM","alpha-3":"TKM","country-code":"795","iso_3166-2":"ISO 3166-2:TM","region":"Asia","sub-region":"Central Asia","intermediate-region":"","region-code":"142","sub-region-code":"143","intermediate-region-code":""},{"name":"Turks and Caicos Islands","alpha-2":"TC","alpha-3":"TCA","country-code":"796","iso_3166-2":"ISO 3166-2:TC","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Tuvalu","alpha-2":"TV","alpha-3":"TUV","country-code":"798","iso_3166-2":"ISO 3166-2:TV","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Uganda","alpha-2":"UG","alpha-3":"UGA","country-code":"800","iso_3166-2":"ISO 3166-2:UG","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Ukraine","alpha-2":"UA","alpha-3":"UKR","country-code":"804","iso_3166-2":"ISO 3166-2:UA","region":"Europe","sub-region":"Eastern Europe","intermediate-region":"","region-code":"150","sub-region-code":"151","intermediate-region-code":""},{"name":"United Arab Emirates","alpha-2":"AE","alpha-3":"ARE","country-code":"784","iso_3166-2":"ISO 3166-2:AE","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"United Kingdom of Great Britain and Northern Ireland","alpha-2":"GB","alpha-3":"GBR","country-code":"826","iso_3166-2":"ISO 3166-2:GB","region":"Europe","sub-region":"Northern Europe","intermediate-region":"","region-code":"150","sub-region-code":"154","intermediate-region-code":""},{"name":"United States of America","alpha-2":"US","alpha-3":"USA","country-code":"840","iso_3166-2":"ISO 3166-2:US","region":"Americas","sub-region":"Northern America","intermediate-region":"","region-code":"019","sub-region-code":"021","intermediate-region-code":""},{"name":"United States Minor Outlying Islands","alpha-2":"UM","alpha-3":"UMI","country-code":"581","iso_3166-2":"ISO 3166-2:UM","region":"Oceania","sub-region":"Micronesia","intermediate-region":"","region-code":"009","sub-region-code":"057","intermediate-region-code":""},{"name":"Uruguay","alpha-2":"UY","alpha-3":"URY","country-code":"858","iso_3166-2":"ISO 3166-2:UY","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Uzbekistan","alpha-2":"UZ","alpha-3":"UZB","country-code":"860","iso_3166-2":"ISO 3166-2:UZ","region":"Asia","sub-region":"Central Asia","intermediate-region":"","region-code":"142","sub-region-code":"143","intermediate-region-code":""},{"name":"Vanuatu","alpha-2":"VU","alpha-3":"VUT","country-code":"548","iso_3166-2":"ISO 3166-2:VU","region":"Oceania","sub-region":"Melanesia","intermediate-region":"","region-code":"009","sub-region-code":"054","intermediate-region-code":""},{"name":"Venezuela (Bolivarian Republic of)","alpha-2":"VE","alpha-3":"VEN","country-code":"862","iso_3166-2":"ISO 3166-2:VE","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"South America","region-code":"019","sub-region-code":"419","intermediate-region-code":"005"},{"name":"Viet Nam","alpha-2":"VN","alpha-3":"VNM","country-code":"704","iso_3166-2":"ISO 3166-2:VN","region":"Asia","sub-region":"South-eastern Asia","intermediate-region":"","region-code":"142","sub-region-code":"035","intermediate-region-code":""},{"name":"Virgin Islands (British)","alpha-2":"VG","alpha-3":"VGB","country-code":"092","iso_3166-2":"ISO 3166-2:VG","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Virgin Islands (U.S.)","alpha-2":"VI","alpha-3":"VIR","country-code":"850","iso_3166-2":"ISO 3166-2:VI","region":"Americas","sub-region":"Latin America and the Caribbean","intermediate-region":"Caribbean","region-code":"019","sub-region-code":"419","intermediate-region-code":"029"},{"name":"Wallis and Futuna","alpha-2":"WF","alpha-3":"WLF","country-code":"876","iso_3166-2":"ISO 3166-2:WF","region":"Oceania","sub-region":"Polynesia","intermediate-region":"","region-code":"009","sub-region-code":"061","intermediate-region-code":""},{"name":"Western Sahara","alpha-2":"EH","alpha-3":"ESH","country-code":"732","iso_3166-2":"ISO 3166-2:EH","region":"Africa","sub-region":"Northern Africa","intermediate-region":"","region-code":"002","sub-region-code":"015","intermediate-region-code":""},{"name":"Yemen","alpha-2":"YE","alpha-3":"YEM","country-code":"887","iso_3166-2":"ISO 3166-2:YE","region":"Asia","sub-region":"Western Asia","intermediate-region":"","region-code":"142","sub-region-code":"145","intermediate-region-code":""},{"name":"Zambia","alpha-2":"ZM","alpha-3":"ZMB","country-code":"894","iso_3166-2":"ISO 3166-2:ZM","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"},{"name":"Zimbabwe","alpha-2":"ZW","alpha-3":"ZWE","country-code":"716","iso_3166-2":"ISO 3166-2:ZW","region":"Africa","sub-region":"Sub-Saharan Africa","intermediate-region":"Eastern Africa","region-code":"002","sub-region-code":"202","intermediate-region-code":"014"}]
for d in data:
if d['alpha-3'] == country_code:
return d['name']
return country_code
def clean_name(name):
pattern = re.compile('([^\s\w]|_)+')
name = pattern.sub('', name)
return name.strip()
def mrz_parser(file_path):
# Extract informations with PassportEye
from passporteye import read_mrz
file_path = sys.argv[1]
if not file_path:
return print("no file given")
# Process image
mrz = read_mrz(file_path)
if mrz is None:
return print("Can not read image")
mrz_data = mrz.to_dict()
user_info = {}
user_info['last_name'] = mrz_data.get('surname').upper()
user_info['first_name'] = clean_name(mrz_data.get('names').upper())
user_info['country_code'] = mrz_data.get('country')
user_info['country'] = get_country_name(user_info.get('country_code'))
user_info['nationality'] = get_country_name(mrz_data.get('nationality'))
user_info['number'] = mrz_data.get('number')
user_info['sex'] = mrz_data.get('sex')
user_info['sex'] = mrz_data.get('sex')
valid_score = mrz_data.get('valid_score')
return user_info
if __name__ == "__main__":
file_path = sys.argv[1]
result = mrz_parser(file_path)
print(result)
------------------------------------------------------------------------------
2. # Requirements.txt
------------------------------------------------------------------------------
# Install the below dependancy of package.
Flask==1.0.2
PassportEye==1.4.0
pillow==6.0.0
pytesseract==0.2.6
opencv-python==4.1.0.25
------------------------------------------------------------------------------
Now lets try executing the mrz_parse to get extracted data from passport images.
For example I have a image in home directory like : /home/deepak/passport.jpg
Need to execute command to run parser: python3.6 mrz_parser.py /home/deepak/passport.jpg
That's it :).
Thanks for visiting :).