Notebook

In [1]:

#Stuff to initalise this notebook...
%load_ext sql
#This is how we connect to a sql database
#Monolithic VM addressing style
%sql postgresql://postgres:PGPass@postgres:5432/postgres

#COnnection details for connecting via pandas
from sqlalchemy import create_engine
engine = create_engine("postgresql://postgres:PGPass@postgres:5432/postgres")

import pandas as pd

#Somwtimes it can be handly to create out own network/graph structures on the fly - networkx is good for that
import networkx as nx

Where Did You Say You Were From, Again?¶

In [25]:

nationalities_df = %sql SELECT nationality FROM sigcontrol WHERE nationality IS NOT NULL
nationalities_df=nationalities_df.DataFrame()
nationalities_df['nationality'].value_counts()[:10]

706155 rows affected.

Out[25]:

British     568219
English      19415
Irish         9681
Polish        7610
Indian        7296
Chinese       6588
Uk            5254
Italian       4944
German        4739
Romanian      4413
Name: nationality, dtype: int64

In [36]:

#!pip2 install git+https://github.com/amueller/word_cloud.git
from wordcloud import WordCloud

wc = WordCloud(collocations=False, background_color='white')

This is one situation where a wordcloud may be useful...

In [37]:

import matplotlib.pyplot as plt
nationalities_df['nationality']=nationalities_df['nationality'].str.strip().str.replace(' ','_')
wordcloud = wc.generate('\n '.join(nationalities_df['nationality']))
plt.imshow(wordcloud)

Out[37]:

<matplotlib.image.AxesImage at 0x7f61b8599410>

Let's also look at some of the rarer submissions...

In [40]:

#More rarely...
rarenationalities = %sql SELECT nationality, COUNT(*) AS cnt FROM sigcontrol WHERE nationality IS NOT NULL \
                                GROUP BY nationality HAVING COUNT(*) < 3
rarenationalities= rarenationalities.DataFrame()

rarenationalities['nationality']=rarenationalities['nationality'].str.strip().str.replace(' ','_')
rarenationalities['freq']=rarenationalities['cnt'] / rarenationalities['cnt'].sum()
rarenationalities_dict = {x['nationality']: x['freq'] for x in rarenationalities.to_dict(orient='records')}

wordcloud = wc.generate_from_frequencies(rarenationalities_dict)
plt.imshow(wordcloud)

1167 rows affected.

Out[40]:

<matplotlib.image.AxesImage at 0x7f61b39ddbd0>

Country matching using Fuzzyset¶

fuzzyset is a new-to-me library that looks like it could be useful: given a set of "true" items, give it a scruffy item and it will try to find a match in the known item list.

It runs in Python2 - we can launch a python2 notebook or change the notebook kernel to the python2 one via the notebook Kernel -> Change Kernel menu item.

In [6]:

!pip2 install --quiet git+https://github.com/axiak/fuzzyset.git
from fuzzyset import FuzzySet

As far as nationalities go, th UK Foreign Office register of country names also includes nationalities:

In [ ]:

#UK Foreign Office Country Register
!wget https://country.register.gov.uk/records.csv?page-size=5000

In [8]:

nationalities_fco=pd.read_csv('records.csv?page-size=5000')[['country','name','official-name','citizen-names']]
nationalities_fco.head()

Out[8]:

	country	name	official-name	citizen-names
0	CZ	Czechia	The Czech Republic	Czech
1	VA	Vatican City	Vatican City State	Vatican citizen
2	BS	The Bahamas	The Commonwealth of The Bahamas	Bahamian
3	GM	The Gambia	The Islamic Republic of The Gambia	Gambian
4	ZW	Zimbabwe	The Republic of Zimbabwe	Zimbabwean

There's a bit of mess in the data...

In [9]:

nationalities_fco[nationalities_fco['country']=='NL']

Out[9]:

	country	name	official-name	citizen-names
71	NL	Netherlands	The Kingdom of the Netherlands	Dutch citizen;Dutchman;Dutchwoman

So we need to figure out how to handle those...

In [10]:

def countrysplit(x):
    if ';' in x:
        for y in x.split(';'):
            y=y.replace('citizen','').strip()
            fuzzycountry.add(y)
    else: fuzzycountry.add(x)

For the fuzzyset masterlist, use all the nationalities that the UK FCO recognise in their register.

In [11]:

fuzzycountry = FuzzySet()
nationalities_fco.apply(lambda x: countrysplit(x['citizen-names']),axis=1)
fuzzycountry.get("Dutch")

Out[11]:

[(1, 'Dutch')]

However...

In [13]:

unique_nationalities = nationalities_df['nationality'].unique().tolist()
unique_nationalities[:3]

Out[13]:

[u'British', None, u'Sri Lankan']

In [14]:

fuzzycountry.get('English')

Out[14]:

[(0.4545454545454546, 'Bangladeshi')]

So we need to think about how to cope with things like that... search and replace? Or add some known 'not-nationalities' to the fuzzycountry list and then replace those later?

For now, let's just see if we can try to generate matches into FCO nationaliaties from the nationaliaties identified in the register of interests orientation dataset.

In [15]:

ff={}
for u in unique_nationalities:
    matches=fuzzycountry.get(str(u))
    if matches:
        if matches[0][1] not in ff:
            ff[matches[0][1]]=[u]
        else:
            ff[matches[0][1]].append(u)

In [16]:

ff

Out[16]:

{'Afghan': [u'Afghan', u'Afghanistan', u'Afgan', u'Afghani', u'Afgani'],
 'Albanian': [u'Albanian', u'Afganistan', u'Albania', u'Albaninan', u'Albani'],
 'Algerian': [u'Algerian', u'Algeria'],
 'Andorran': [u'Andorran', u'Andorra'],
 'Angolan': [u'England', u'Angolan'],
 'Argentine': [u'Argentine', u'Argentina', u'Palestine', u'Argentine/British'],
 'Argentinian': [u'Palestinian',
  u'Argentinean',
  u'Argentinean & Italian',
  u'Preideinig',
  u'Argentinian',
  u'Prydeinig',
  u'Pelestinian',
  u'Argentianian',
  u'British / Argentinean'],
 'Armenian': [u'Armenian', u'Armemnian', u'Pharmacist', u'Armenia'],
 'Australian': [u'Australian',
  u'British And Australian',
  u'Australian/British',
  u'British/Australian - Dual Nationality',
  u'British/Australian',
  u'Austrialian /German',
  u'Australian /Netheralnds',
  u'Austrailian',
  u'English/Australian',
  u'Dual / Australian',
  u'Australian/Netherlands',
  u'British Australian',
  u'Italian / Australian',
  u'Autralian',
  u'Irish / Australian',
  u'Australian / British',
  u'Australian/Dutch',
  u'Austrialian',
  u'Australian And British',
  u'British / Australian',
  u'Australia',
  u'Austrain',
  u'Australian, British',
  u'Greek/Australian',
  u'British/ Australian',
  u'Australian & British',
  u'Australan',
  u'Austalian',
  u'Italian/Australian',
  u'British & Australian',
  u'Maltese/Australian',
  u'Polish/Australian',
  u'Australian/Czech Republic',
  u'British / Australian - Dual National',
  u'Australian British',
  u'Uk, Australian',
  u'Australina',
  u'Australian / Italian',
  u'Australian / Irish',
  u'Australian; Greek',
  u'British, Australian',
  u'Austrian/American',
  u'Australlian',
  u'Austarlian',
  u'Dual British & Australian',
  u'Irish/Australian',
  u'Austrailia',
  u'Dual- Australian And British',
  u'Dutch / Australian',
  u'Australian & German',
  u'Australian/Italian',
  u'Australain'],
 'Austrian': [u'Austrian',
  u'Austria',
  u'Austrian French',
  u'Austriam',
  u'British & Austrian'],
 'Azerbaijani': [u'Azerbaijani', u'Azerbaijan', u'Arerbaijan'],
 'Bahamian': [u'Bahamian'],
 'Bahraini': [u'Bahraini', u'Bahrain'],
 'Bangladeshi': [u'English',
  u'Englsih',
  u'Englisn',
  u'Bangladeshi',
  u'Englis',
  u'Bangladesh',
  u'Englosh',
  u'British Bangladeshi',
  u'Bagladeshi',
  u'Bangla Desh',
  u'Bristish Bangladeshi',
  u'Bangaldeshi',
  u'Engl',
  u'Bangaladeshi',
  u'Banglandesh',
  u'Bangaladesh',
  u'Bangledeshi',
  u'Bagladesh',
  u'Banladesh',
  u'British - Bangladesh',
  u'Englisg',
  u'Bahgladeshi',
  u'Englaish'],
 'Barbadian': [u'Barbadian', u'Burundian', u'Bermudian', u'Barbados'],
 'Belarusian': [u'Belarusian',
  u'Belarus',
  u'Belorussian',
  u'Balarus',
  u'Belurus',
  u'Belarussian',
  u'Belarasian'],
 'Belgian': [u'Belgian',
  u'Belgium',
  u'Belgum',
  u'Belizean',
  u'Belgiam',
  u'Belguim',
  u'Belge',
  u'Belizian',
  u'Belize',
  u'Belgien',
  u'Belg'],
 'Beninese': [u'Beninese', u'Bejing', u'Engineer', u'Balinese'],
 'Bhutanese': [u'Bhutanese'],
 'Bolivian': [u'Bolivian', u'Bolivan', u'Bolivia'],
 'Brazilian': [u'Brazilian',
  u'Brazilian/British',
  u'British/Brazilian',
  u'Brazilian / British',
  u'Italian Brazilian',
  u'Italian & Brazilian',
  u'Brasilian',
  u'Brazilian/Lebanese',
  u'Brazilian British',
  u'Spanish And Brazilian',
  u'Brazilian / Lebanese',
  u'Brazil',
  u'Italian/ Brazilian',
  u'Braziian',
  u'Brazillian',
  u'Brasil',
  u'Brazil/Portugal',
  u'Brasileira',
  u'Brazillan',
  u'British And Italian',
  u'Brazilean',
  u'Brasilan',
  u'Italian/Brazilian',
  u'British-Brazillian',
  u'Brizilian/British'],
 'British': [u'British',
  u'Britsh',
  u'Bristish',
  u'Brisith',
  u'Scottish',
  u'Britsih',
  u'British/Greek',
  u'Greek/British',
  u'Briitish',
  u'British/Czech',
  u'Bitish',
  u'Brtisih',
  u'British/Welsh',
  u'Brirish',
  u'Brtish',
  u'British.',
  u'British Norfolk',
  u'British Cornish',
  u'British Subject',
  u'British English',
  u'Uk British',
  u'British/Irish',
  u'Britiah',
  u'British/Swedish',
  u'Biitish',
  u'Brititsh',
  u'British/English',
  u'Briish',
  u'British/Persian',
  u'Britiish',
  u'Brittish',
  u'French British',
  u'British/German',
  u'British/Syrian',
  u'Britihs',
  u'Briitsh',
  u'British /English',
  u'British / English',
  u'Brits',
  u'Kenyan/British',
  u'Britis',
  u'American British',
  u'Btitish',
  u'British/Bahrain Dual',
  u'Brtitish',
  u'Polish/British',
  u'Dual British/Irish',
  u'Brirtish',
  u'British-',
  u'British Uk',
  u'Brutish',
  u'Britich',
  u'British (Naturalised)',
  u'British (Canada Born)',
  u'Brithish',
  u'British Irish',
  u'British & Usa',
  u'Britisch',
  u'British/French',
  u'British/Israeli',
  u'Britrish',
  u'Britsh - English',
  u'American/British',
  u'Britisb',
  u'White British',
  u'Birtish',
  u'English / British',
  u'British/Turkish',
  u'Dual Usa/British',
  u'British/Swiss',
  u'Biritish',
  u'Britishu',
  u'Britisah',
  u'European British',
  u'British / Scottish',
  u'British & Israeli',
  u'British Swiss',
  u'Scotish',
  u'British Welsh',
  u'Britisn',
  u'Briti',
  u'Britihs & Irish',
  u'Britishi',
  u'Brfitish',
  u'Usa And British',
  u'American / British',
  u'British-United Kingdom',
  u'British Usa',
  u'Britisg',
  u'Israeli/British',
  u'Britih',
  u'Welsh British',
  u'Us & British',
  u'British Indian',
  u'British Asian',
  u'B Ritish',
  u'Emaratis',
  u'British/Bosnian',
  u'White Brtitish',
  u'British - English',
  u'Welsh/British',
  u'German/British',
  u'British & Irish',
  u'British-Israeli',
  u'British / Greek',
  u'Great British',
  u'Beitish',
  u'White Uk British',
  u'Belizean & British',
  u'Brithish English',
  u'Brituish',
  u'Britiash',
  u'Indian British',
  u'British Caribbean',
  u'Swedish/British',
  u'Britisjh',
  u'British Amercian',
  u'Britisk',
  u'Turkish/British',
  u'Brtiish',
  u'Br5itish',
  u'Brritish',
  u'Welsh, British',
  u'Brtitsh',
  u'U.K British',
  u'Britidh',
  u'Kurdish/British',
  u'English British',
  u'Brith',
  u'Irish/British',
  u'Britisj',
  u'British/Pakistan',
  u"I'M British",
  u'Britisih',
  u'American & British',
  u'British / Welsh',
  u'British / Swiss',
  u'Brittsh',
  u'British Icelandic',
  u'Swiss / British',
  u'Brotish',
  u'British Sikh',
  u'English/British',
  u'Britiswh',
  u'Bristsh',
  u'British European',
  u'British And Usa',
  u'British / Israeli',
  u'British Bengali',
  u'British Afghan',
  u'Brithsh',
  u'Brit6ish',
  u'British/Indian',
  u'British/Libyan',
  u'British/Polish',
  u'British Israeli',
  u'British National',
  u'Swiss British',
  u'Briritsh',
  u'Britishh',
  u'British / Irish',
  u'Brithis',
  u'Britshi',
  u'British And Thai',
  u'Britush',
  u'Britiss',
  u'British, English',
  u'Bfritish',
  u'Btritish',
  u'Brisitsh',
  u'White English',
  u'British/Mosotho',
  u'Usa & British',
  u'British/ Eu National',
  u'Finnish/British',
  u'Israeli + British',
  u'British And Polish',
  u'Bartish',
  u'Nritish',
  u'Brishish',
  u'British Manx',
  u'German And British',
  u'Britiosh',
  u'British (Bermudian)',
  u'Britishbritish',
  u'Naturalised British',
  u'English - British',
  u'Welsh - British',
  u'Dual American/British',
  u'British,Uk',
  u'British And Us',
  u'Uk Brittish',
  u'British Overseas',
  u'British & Swiss',
  u'English-British',
  u'British & Polish',
  u'Us/British',
  u'Swiss & British',
  u'British And Greek',
  u'Iraqi, British',
  u'Breitish',
  u'Black British',
  u'U.K. British',
  u'Afghan British',
  u'Brit / English',
  u'British/Asian',
  u'Awhite British',
  u'Asian British',
  u'British / Polish',
  u'Caucasian British',
  u'Britosh',
  u'Bristih',
  u'Britsish',
  u'British Libyan',
  u'Britisth',
  u'Brisish',
  u'British & Spanish',
  u'Britinsh',
  u'Britisht',
  u'Britsith',
  u'Britash',
  u'Irish / British',
  u'Brisitish',
  u'Brirtsh',
  u'Bruitish',
  u'Dutch / British',
  u'Bristis',
  u'Ritish',
  u'Welsh, Bristish',
  u'British Resident',
  u'British And French',
  u'British/ English',
  u'British (Welsh)',
  u'French/British',
  u'Dual British - French',
  u'Bristiah',
  u'Great Britain & Usa',
  u'British & Us',
  u'Uk Scottish',
  u'British Scott',
  u'Brititish',
  u'Dual: British, Usa',
  u'.British',
  u'British (Scots)',
  u'Scottish Uk',
  u'British/Scottish',
  u'Brittiish',
  u'British-Irish',
  u'Btittish',
  u'Scottish.',
  u'Britisy',
  u'Bruttish',
  u'Dual British Irish',
  u'Scottish/British'],
 'Briton': [u'Britain',
  u'Bri',
  u'Brit',
  u'Brit/Eng',
  u'Br',
  u'Bristol',
  u'Brit/Scot',
  u'Briton',
  u'Scot/Brit'],
 'Bulgarian': [u'Bulgarian',
  u'British/Bulgarian',
  u'Bulgarian/British',
  u'Bulgaria',
  u'Bolgarian',
  u'Bugaria',
  u'Bulga',
  u'Bulgarien',
  u'Gibraltarian',
  u'Bulgarian / British',
  u'Republic Of Bulgaria'],
 'Burkinan': [u'U.Kingdom', u'Burundi'],
 'Burmese': [u'Burma', u'Burmese', u'Births'],
 'Cambodian': [u'Cambodian', u'Camoraian'],
 'Cameroonian': [u'Cameroonian',
  u'Cameroon',
  u'Cameronnian',
  u'Camerounian',
  u'Camreoon',
  u'Amercian',
  u'Camerronian'],
 'Canadian': [u'Canadian',
  u'Canada',
  u'Canadian / British',
  u'British & Canadian',
  u'Canadian/British',
  u'British/Canadian',
  u'Canadian/Irish',
  u'Canadian-Irish',
  u'British Canadian',
  u'British / Canadian',
  u'Canadian/Uk',
  u'Dual Canadian And Dutch',
  u'Cad/Gbr',
  u'Candanian',
  u'Canadian An British',
  u'Canadian - Irish',
  u'Irish And Canadian',
  u'Candadian',
  u'Uk And Canadian',
  u'American Canadian',
  u'Israeli/Canadian',
  u'Irish/Canadian',
  u'Canadian/Italian',
  u'Polish And Canadian',
  u'Canadian American',
  u'Canadier',
  u'Candian',
  u'French Canadian',
  u'Irish / Canadian',
  u'Italian & Canadian'],
 'Chadian': [u'China, Taiwan'],
 'Chilean': [u'Chilean', u'Uk & Chile', u'Chilean-British', u'Chile'],
 'Chinese': [u'Chinese',
  u'China',
  u'Chinise',
  u'Chinses',
  u'China Prc',
  u'Chinsese',
  u'Chines',
  u'Chinese (Prc)',
  u'Chinese Sar',
  u'Chin',
  u'Check',
  u'Hong Kong Chinese',
  u'Chiness',
  u'Chineses',
  u'Chnese',
  u'China, P.R.',
  u'Chinesse',
  u'Chinese/Taiwanese'],
 'Citizen of Antigua and Barbuda': [u'Mda',
  u'Antigua And Barbuda',
  u'Antiguan And Barbudan'],
 'Citizen of Belize': [u'Belizean And British',
  u'British And Belgian',
  u'Dual Citizenship: Columbian & English',
  u'Republic Of Belarus'],
 'Citizen of Bosnia and Herzegovina': [u'Dual - Bosnia-Herzegovinian & Uk',
  u'Bosnia And Herzegovinian',
  u'Citizen Of Trinidad And Tobago',
  u'Bosnia And Herzergov',
  u'Bosnia & Herzegovinian',
  u'Bosnian / Herzegovinian',
  u'Bosnia And Herzegovina'],
 'Citizen of Botswana': [u'Scots',
  u'British National (Overseas)',
  u'Botswana'],
 'Citizen of Brunei': [u'Ei'],
 'Citizen of Burundi': [u'British Citizenship/Ukrainian'],
 'Citizen of Fiji': [u'Commonwealth Of Domi', u'Citizen Of Muritius'],
 'Citizen of Guinea-Bissau': [u'Guinea-Bissau', u'Guinea Bissau'],
 'Citizen of Ireland': [u'Eire',
  u'Republic Of Ireland',
  u'British And Italian (Dual)',
  u'Rep Of Ireland',
  u'Uk And Northern Ireland',
  u'Yorkshire',
  u'China (Mainland)',
  u'British And New Zealand',
  u'Usa, Ireland',
  u'Director',
  u'Swiss (Switzerland)',
  u'Northern Ireland',
  u'N. Ireland',
  u'United Kingdom Northern Ireland'],
 'Citizen of Kiribati': [u'Untied Kingdom',
  u'British & Czech Dual Nationality',
  u'British/American Dual Nationality',
  u'I-Kiribati',
  u'British/American (Dual Nationality)',
  u'Canadian/British - Duel Nationality',
  u'Kirghiz'],
 'Citizen of Lesotho': [u'Lesotho'],
 'Citizen of Madagascar': [u'Madagascar', u'Hksar'],
 'Citizen of Malaysia': [u'Citizen Of Mauritius',
  u'British National Oversea',
  u'British-Malaysian'],
 'Citizen of Niger': [u'British/Hong Kong Chinese'],
 'Citizen of San Marino': [u'San Marino'],
 'Citizen of Sao Tome and Principe': [u'Dual Chinese And British',
  u'Joint Canadian And British',
  u'Sao Tome And Principe'],
 'Citizen of Seychelles': [u'Seychelles',
  u'Cymro / Cymraes',
  u'Principality Of Liechtenstein',
  u'Seychellois',
  u'Citizen Of Seychelles'],
 'Citizen of Sri Lanka': [u'Sri Lanka',
  u'Sri Lanakn',
  u'British & Srilankan',
  u'Srilanka',
  u'British & Sri Lankan',
  u'British Sri Lankan'],
 'Citizen of St Christopher (St Kitts) and Nevis': [u'St. Kitts And Nevis',
  u'St Kitts And Nevis',
  u'U S A',
  u'Saint Kitts And Nevis',
  u'St. Kitts & Nevis',
  u'St Kitts & Nevis',
  u'Saint Kitts & Nevis',
  u'St Christopher And Nevis',
  u'Scotts'],
 'Citizen of The Democratic Republic of the Congo': [u'Democratic Republic Of The Congo',
  u'Democratic Republic Of Congo'],
 'Citizen of Vanuatu': [u'Vanuatu', u'Isle Of Man'],
 'Citizen of the Central African Republic': [u'Central African Republic',
  u'Central African Republic (Car)'],
 'Citizen of the DPRK': [u'Other'],
 'Citizen of the Dominican Republic': [u'Czech Republic',
  u'Irish Republic',
  u'Czeck Republic',
  u'Dominican Republic',
  u'Eu Cech Republic'],
 'Citizen of the Ivory Coast': [u'Ivory Coast'],
 'Citizen of the Republic of the Congo': [u'Republic Of China',
  u'The Republic Of Korea',
  u'Republic Of Korea',
  u"People'S Republic Of China",
  u'Republic Of Iraq',
  u'Republic Of Turkey',
  u'Republic Of Koreo',
  u'Republic Of Cyprus',
  u'Republic Of Benin',
  u'Republic Of Yemen',
  u'Republic Of The Congo',
  u'Republic Of Kosovo',
  u'Republic Of India',
  u'Republic Of Syria',
  u'Citizen Of Republic Of Cyprus',
  u'Republica Del Peru',
  u'Republic Of Turkmenistan'],
 'Citizen of the United Arab Emirates': [u'United Arab Emirates',
  u'Welsh , United Kingdom',
  u'British/United State',
  u'Scotland, United Kingdom'],
 'Colombian': [u'Colombian',
  u'Colombian/British',
  u'Columbian',
  u'British Colombian',
  u'Israeli/Columbian',
  u'Colombia',
  u'Spanish & Colombian'],
 'Comoran': [u'Commercial Agent'],
 'Costa Rican': [u'Dual Swiss/American',
  u'Costa Rican',
  u'U.S. American',
  u'Puerto Rican',
  u'Company Director',
  u'Costa Rica',
  u'Costarrican',
  u'Usa / Uk',
  u'Costarican',
  u'Osterreich',
  u'Irish/American'],
 'Croatian': [u'Croatian', u'Croation', u'Croatia', u'Croat', u'Crotian'],
 'Cuban': [u'Cuban', u'Cuba'],
 'Cypriot': [u'Cypriot',
  u'Uk/Cypriot',
  u'Greek Cypriot',
  u'Cymraes',
  u'Cyprus',
  u'Cymreig',
  u'Cymraeg',
  u'Cymro',
  u'Turkish Cypriot',
  u'Cypriat',
  u'Greek-Cypriot',
  u'Sypriot',
  u'Greek/Cypriot',
  u'Cpriot',
  u'Crypiot',
  u'Cypriot (Greek)',
  u'British Cypriot',
  u'Cyprys',
  u'Scot'],
 'Czech': [u'Czech', u'Czekish'],
 'Czechoslovak': [u'Welsh: Uk',
  u'Czechoslovakian',
  u'Czechoslovakia',
  u'Czechoslakia'],
 'Dane': [None, u'Dane', u'Uae', u'Danmark'],
 'Djiboutian': [u'Djiboutian'],
 'Dominican': [u'Dominican', u'Doctor', u'Dominica', u'Dominicano'],
 'Dutch': [u'Dutch',
  u'Deutsch',
  u'Usa + Dutch',
  u'Durch',
  u'Doutch',
  u'Turkish/Dutch',
  u'Deutch',
  u'Duth',
  u'Aruban/Dutch'],
 'Dutchman': [u'Dutch/Indian', u'Dutch (Netherlands)'],
 'East German': [u'Swiss And German',
  u'Usa German',
  u'British And German',
  u'Irish/German',
  u'German And American'],
 'East Timorese': [u'British National Overseas', u'East Timorese'],
 'Ecuadorean': [u'Ecuadorian',
  u'European',
  u'British Ecuadorean',
  u'Ecuadorean',
  u'Ecuadorian British',
  u'Ecuador'],
 'Egyptian': [u'Egy',
  u'Egyptian',
  u'Egypt',
  u'British/Egyptian',
  u'Eygiptian',
  u'Egyption',
  u'Egyp'],
 'Equatorial Guinean': [u'Dual Uk/Us', u'Dual - Uk/Usa'],
 'Eritrean': [u'Eritrean', u'Zairean'],
 'Estonian': [u'Estonian',
  u'West Indian',
  u'Estonia',
  u'Estonain',
  u'Estorian',
  u'Estionian'],
 'Ethiopian': [u'Ethiopian', u'Ethiopia'],
 'Filipina': [u'P. R. China', u'Filipina', u'P.R.China'],
 'Filipino': [u'Filipino',
  u'Philippine',
  u'Phillipines',
  u'Filipno',
  u'Philippines',
  u'Fillipino',
  u'Filipino - British',
  u'Philipines',
  u'Phillipino',
  u'Phillppines',
  u'Philipino',
  u'Philippino',
  u'Phillippines',
  u'Flipino',
  u'Filipino-British',
  u'Filipino,',
  u'Fillopino',
  u'Phillppine',
  u'Filipino British',
  u'Phillipenes'],
 'Finn': [u'Finnish', u'Finland', u'Finn', u'Fiji'],
 'French': [u'French',
  u'France',
  u'Frenc',
  u'Franch',
  u'Fre/Gre',
  u'American/French',
  u'Fremch',
  u'Francaise',
  u'Weslh',
  u'Frech',
  u'Welch',
  u'Frenchn',
  u'French/Swiss',
  u'Frnech'],
 'Frenchman': [u'French & Italian',
  u'French/Finnish',
  u'French National',
  u'French/English',
  u'French, Russian',
  u'French And Swiss',
  u'French And American',
  u'French And Usa'],
 'Frenchwoman': [u'French/Usa', u'French - Ivorian'],
 'Gabonese': [u'Gabonese'],
 'Gambian': [u'Gb', u'Gambian', u'Gambia', u'Gamban', u'G B'],
 'Georgian': [u'Georgian', u'Georgien', u'Georgia', u'Georgiev'],
 'German': [u'German',
  u'Germany',
  u'Gbr',
  u'German / Swiss',
  u'German French',
  u'German & Swiss',
  u'Germ',
  u'German & Israel',
  u'German And Us',
  u'Germna',
  u'German/Usa',
  u'German/Polish',
  u'Bermudan',
  u'German National'],
 'Ghanaian': [u'Ghanaian',
  u'Ghanian',
  u'Ghana',
  u'Ghanaian/Maltese',
  u'Ghananian',
  u'Ghahanian',
  u'Ghanean',
  u'Ghanain',
  u'Afghansitan'],
 'Greek': [u'Greek',
  u'Greece',
  u'Helenic Greek',
  u'Hellenic (Greek)',
  u'Greek/Usa',
  u'Greek And Us',
  u'Greeck',
  u'Greek / Hellenic'],
 'Grenadian': [u'Great Britain', u'Grenadian', u'Trinidadian'],
 'Guatemalan': [u'Guatemalan'],
 'Guinean': [u'Guinean', u'Guinea Conakry', u'Guinea'],
 'Guyanese': [u'Guernsey',
  u'Guyanese',
  u'Myanmar',
  u'Guayanese',
  u'Guyana',
  u'Guyanan',
  u'Ghanese'],
 'Haitian': [u'Kittitian', u'Fijian'],
 'Honduran': [u'Honduran'],
 'Hungarian': [u'Hungarian',
  u'Hungarian British',
  u'Hungarian & British (Dual)',
  u'Hungary',
  u'Hungaryan',
  u'Hungairan',
  u'Hungarian Romanian',
  u'Hungarian, Belgian',
  u'Russian/Hungarian',
  u'Hungerian',
  u'Hungarian-Romanian',
  u'Hungry',
  u'Hunagarian',
  u'Haungarian',
  u'Hunagrian',
  u'Hkg',
  u'Hyngarian',
  u'Hungarian / Australi'],
 'Icelander': [u'Ireland',
  u'Icelandic',
  u'Icelander',
  u'Sri Lanken',
  u'Holland',
  u'Icleland',
  u'Iceland',
  u'Irleand',
  u'Natherlandese',
  u'Scotland'],
 'Indian': [u'Indian',
  u'India',
  u'Indina',
  u'Indian With Ilr',
  u'Indin',
  u'Britsh Indian',
  u'Indain',
  u'Indean',
  u'Inidan',
  u'Inidian'],
 'Indonesian': [u'Indonesian', u'Indonesia', u'Kittitian, Nevisian'],
 'Iranian': [u'Iranian',
  u'Iranian/British',
  u'Arabian',
  u'Sri Lankian',
  u'Irish/Amercian',
  u'Iranain',
  u'Irania'],
 'Iraqi': [u'Iran', u'Iraqi', u'Iraq', u'Iraqui', u'Emirati', u'Irani'],
 'Irish': [u'Welsh',
  u'Irish',
  u'Northern Irish',
  u'Engkish',
  u'Emglish',
  u'Biritsh',
  u'Engilish',
  u'English Irish',
  u'Engish',
  u'Swidish',
  u'Finish',
  u'Birish',
  u'Moorish',
  u'Anglo/Irish',
  u'Weish',
  u'Flemish',
  u'Enlish',
  u'Enghlish',
  u'Poilish',
  u'Irish (Roi)',
  u'Bristh',
  u'Birtsh',
  u'N.Irish',
  u'Kurdish',
  u'Iris',
  u'Btrish',
  u'Iriish',
  u'Birthish',
  u'Irish National',
  u'N Irish',
  u'N. Irish',
  u'Nothern Irish',
  u'Irish.'],
 'Israeli': [u'Israel',
  u'Israeli/British Dual',
  u'Israeli',
  u'Dual British & Israeli',
  u'Israili',
  u'Isreali',
  u'Israeli, Frencg',
  u'German-Israeli',
  u'Israli',
  u'Israeli/French',
  u'Iraeli'],
 'Italian': [u'Italian',
  u'Italia',
  u'Italian/British',
  u'Swiss / Italian',
  u'Italian-British',
  u'Itialian',
  u'British/Italian',
  u'Italien',
  u'Anglo-Italian',
  u'Italian?',
  u'Taiwan',
  u'Italy',
  u'Italian/French',
  u'Anglo/Italian',
  u'Itlian',
  u'Swiss/Italian',
  u'Italiana',
  u'Greek - Italian',
  u'It Consultant',
  u'British Italian',
  u'Dual Italian/Us',
  u'Italian/British (Dual)',
  u'Italain',
  u'Italian, American',
  u'Itallian'],
 'Jamaican': [u'Jamaican',
  u'Jamaica',
  u'Jamaican/British',
  u'African',
  u'Jamacian',
  u'Damascus',
  u'Jamacan',
  u'British/Jamaican',
  u'Jamaicsn',
  u'Jamaician',
  u'Jamican',
  u'Jamiacan',
  u'English,Italian,Jamaican',
  u'Jamacain',
  u'Amrican'],
 'Japanese': [u'Japanese',
  u'Taiwanese',
  u'Japenese',
  u'Japan',
  u'American/Japanese',
  u'Jm717534c',
  u'Js 060834c'],
 'Jordanian': [u'British/Jordanian',
  u'Jordanian',
  u'Joardanian',
  u'Jordinian',
  u'Jordan',
  u'Jordanien',
  u'Sudanian',
  u'Jordanian And British'],
 'Kazakh': [u'Kazakh', u'Kazakhstan', u'Kazachstan', u'Kazahstan'],
 'Kenyan': [u'Kenyan', u'Kenya', u'Kenyian'],
 'Kosovan': [u'Korean',
  u'Kosovan',
  u'Kosova',
  u'Korean (South)',
  u'Kosovon',
  u'Kosovo',
  u'Korea',
  u'Kososvo',
  u'Kosivan',
  u'Kosovar'],
 'Kuwaiti': [u'Kuwaiti', u'Kuwait'],
 'Kyrgyz': [u'Kyrgyz', u'Kyrgyzstan', u'Kyrgyztan', u'Kyrghyz'],
 'Latvian': [u'Latvian',
  u'Latvia',
  u'Lativan',
  u'Latvijas',
  u'Lithiuan',
  u'Latian'],
 'Lebanese': [u'Lebanese', u'Lebanon', u'British/Lebanese', u'Leboneese'],
 'Liberian': [u'Liberian', u'Liberia'],
 'Libyan': [u'Libyan', u'Libian', u'Libya'],
 'Liechtenstein citizen': [u'Liechtensteiner',
  u'Liechtenstein',
  u'Liechtensteinerin'],
 'Lithuanian': [u'Lithuanian',
  u'British/Iranian',
  u'Nationality Unknown',
  u'Lithuaninan',
  u'Lithuania',
  u'Lithiania',
  u'Lithanian',
  u'Lithianian',
  u'Lithuianian',
  u'Lithuananian',
  u'Lithhuanian',
  u'Lituenian',
  u'Luthuania',
  u'Lituanian',
  u'Lituania',
  u'Lietuva',
  u'Lithaunian',
  u'Republic Of Lithuania',
  u'Lithunian',
  u'Lithuainian',
  u'Lithunanian',
  u'Litvanian',
  u'Luthuanian',
  u'Lithuaniam',
  u'Lithuanina',
  u'Lirhuanian',
  u'British/Ghanian'],
 'Luxembourger': [u'Luxembourger',
  u'Luxembourg',
  u'Luxembourgish',
  u'Luxembourgian',
  u'Luxemburgese'],
 'Macedonian': [u'Macedonian', u'Macedonian,Bulgarian'],
 'Malawian': [u'Malaysian',
  u'Malayasian',
  u'Malayasia',
  u'Malawian',
  u'Malasian',
  u'Malaysia',
  u'Madagascan',
  u'Malawi',
  u'Malayian'],
 'Maldivian': [u'Maldivian'],
 'Malian': [u'Malian', u'Malta', u'Macao'],
 'Maltese': [u'Maltese'],
 'Marshall Islander': [u'Channel Islander'],
 'Mauritanian': [u'Mauritian With Permanent Residency In Uk',
  u'Dual British Canadian',
  u'Mauritanian',
  u'Dual British And Canadian',
  u'American/Italian',
  u'American / Italian',
  u'German And Italian',
  u'Wielka Brytania',
  u'Dual British/Pakistan',
  u'Dual British And Italian'],
 'Mauritian': [u'Mauritian',
  u'Great Britian',
  u'Mauritius',
  u'Mauritias',
  u'English/Mauritian'],
 'Mexican': [u'American',
  u'Mexican',
  u'Mexico',
  u'American (Us)',
  u'American/Irish',
  u'America',
  u'Americam',
  u'Mexiccan',
  u'American - Usa'],
 'Moldovan': [u'Moldovan',
  u'Republica Moldova',
  u'Moldavian',
  u'Moldovian',
  u'Mda (Moldova)',
  u'Moldova'],
 'Monegasque': [u'Monegasque'],
 'Mongolian': [u'Hong Kong Sar',
  u'Engliah',
  u'Hong Kong National',
  u'Mongolian',
  u'Monrovia',
  u'Hong Kong, China'],
 'Montenegrin': [u'Serbia And Montenegro',
  u'Montenegran',
  u'Montenegro',
  u'Montenegrin'],
 'Moroccan': [u'Moroccan',
  u'Morrocan',
  u'Moroccan/French',
  u'Maroc',
  u'Morocco',
  u'Moroccon'],
 'Mozambican': [u'Mozambican',
  u'Anglo-American',
  u'Mozambique',
  u'Mocambicana',
  u'Arabic'],
 'Namibian': [u'Namibian', u'Nubian', u'Namibia', u'Emirian'],
 'Nauruan': [u'Nauruan'],
 'Nepalese': [u'Wales',
  u'Nepalese',
  u'Nepali',
  u'Nepaliese',
  u'Nepal',
  u'Nevis',
  u'Napalese'],
 'New Zealander': [u'New Zealander',
  u'Netherlands',
  u'New Zealand',
  u'Switzerland',
  u'New Zealand; British',
  u'Netherland',
  u'British New Zealand',
  u'New Zealnd',
  u'New Zealander/Netherlands',
  u'British/New Zealand',
  u'New Zealand Citizen',
  u'Nederlands',
  u'Dual U.K. / New Zealand',
  u'Netherlands And New Zealand',
  u'Uk And New Zealand',
  u'Croatian & New Zealander',
  u'Neatherland',
  u'New Zelander',
  u'Nederlandse',
  u'New Zealander/British',
  u'British/New Zealander',
  u'New Zealander / Irish',
  u'Nederland',
  u'Hungarian/ New Zealander',
  u'New Zeland',
  u'Newzealand',
  u'New Zealand Maori',
  u'New Zealand National',
  u'New Zealand / British',
  u'Nertherlands',
  u'N.Ireland',
  u'British And New Zealander',
  u'Netherlander'],
 'Nicaraguan': [u'Nicaraguan',
  u'American/German Dual National',
  u'American/Afghan'],
 'Nigerian': [u'Nigerian',
  u'Nigeria',
  u'Ivorian',
  u'Nigerian/British',
  u'Nigerain',
  u'Ngerian',
  u'Nagerian',
  u'Nigerian / British',
  u'Duel Uk - Nigerian',
  u'British/Nigerian',
  u'Nigeian',
  u'Nigerien',
  u'Nigeriana',
  u'Nagirian',
  u'Niogeria',
  u'Nigeran',
  u'Niegrian',
  u'Sverige'],
 'Norwegian': [u'Norwegian',
  u'Norway',
  u'British/Norwegian',
  u'Norweigan',
  u'Norwegian/Spanish',
  u'Norwigian',
  u'Norwaign',
  u'Norwegain',
  u'American - Norwegian'],
 'Omani': [u'Omani', u'Manx', u'Romani'],
 'Pakistani': [u'Pakistani',
  u'Uzbekistani',
  u'Pakistani/British',
  u'Afghanistani',
  u'Pakistan',
  u'British Pakistani',
  u'Pakiatani',
  u'Paksitani',
  u'Pakinstain',
  u'Pakstani',
  u'British/Pakistani',
  u'Paistani',
  u'Pakastani',
  u'Pakisatan',
  u'Pakistane',
  u'Tajikistan',
  u'British & Pakistani',
  u'Packistani',
  u'Pakisitani',
  u'Pakistai',
  u'Kazakhstani'],
 'Palauan': [u'Palastine'],
 'Panamanian': [u'Panamanian',
  u'Guamanian',
  u'Management Control',
  u'Panama',
  u'Batswana',
  u'Caymanian',
  u'Panamian'],
 'Papua New Guinean': [u'Papua New Guinean', u'Papua New Guinea'],
 'Paraguayan': [u'Paraguayan', u'Paraguay'],
 'Peruvian': [u'Peruvian', u'British And Peruvian', u'Puertorican', u'Peru'],
 'Pole': [u'Poland',
  u'Polishb',
  u'Poilsh',
  u'Polsh',
  u'Polich',
  u'Polisz',
  u'Polisj'],
 'Portuguese': [u'Portuguese',
  u'Portugesse',
  u'Portugese',
  u'Potuguese',
  u'Purtugues',
  u'Portguese',
  u'British/Portuguese',
  u'Portuguese / Australian',
  u'Portugal',
  u'Portugues',
  u'Portugees',
  u'Portuguesa',
  u'Portugais',
  u'Portugeuse',
  u'Portgual',
  u'Purtuguese',
  u'Portuges',
  u'Portuguse',
  u'Portuguese/British',
  u'Porutguese',
  u'Potugies',
  u'Portrugeuse',
  u'Portugeese',
  u'Portugeise',
  u'Portuguese/Canadian'],
 'Qatari': [u'Qatari', u'Kashmiri', u'Qatar', u'Qatri', u'Kotri'],
 'Romanian': [u'Romanian',
  u'Romania',
  u'Bosnia',
  u'Rumania',
  u'Rumanian',
  u'Bosnian',
  u'Romanian & British',
  u'Rominian',
  u'Romanian/German',
  u'Roma',
  u'Roman',
  u'Romainian',
  u'Romanien',
  u'Solvakian',
  u'Romana',
  u'Romamian',
  u'Roumain',
  u'Romanian - British',
  u'Romenian',
  u'Roumanian',
  u'Romina',
  u'Romanians',
  u'Romaian',
  u'Rmanian',
  u'Romanian, Moldovan',
  u'Romain',
  u'Romanion',
  u'Romanina',
  u'Roumania'],
 'Russian': [u'Usa',
  u'Russian',
  u'Us',
  u'U.S.A.',
  u'British/Russian',
  u'U.S.',
  u'U.S.A',
  u'Russian Federation',
  u'Russian/British',
  u'Bruneian',
  u'British & Russian',
  u'Russia',
  u'Usa / Russian',
  u'Russian/ British',
  u'Cypriot/Russian',
  u'Russian And Israeli',
  u'Rassian',
  u'Russian / British'],
 'Rwandan': [u'Sri Lankan',
  u'Botswanan',
  u'Srilankan',
  u'Srtilankan',
  u'Rwandan',
  u'Sri-Lankan'],
 'Salvadorean': [u'Salvadorian', u'El Salvador'],
 'Samoan': [u'Samoan'],
 'Saudi Arabian': [u'Saudi Arabian',
  u'Saudi Arabia',
  u'Sc025861b',
  u'Saudi',
  u'Usa/Uk',
  u'Saudia Arabia'],
 'Senegalese': [u'Senegalaise/French',
  u'Senegalese',
  u'Senegal',
  u'Senegalaise',
  u'Senagalese'],
 'Serbian': [u'Serbian', u'Serbia', u'Serbian/Irish', u'Srbian', u'Secretary'],
 'Sierra Leonean': [u'Sierra Leonean',
  u'Sierra Leone',
  u'British/ Sierria Leonean',
  u'Dutch/Sierra Leonean',
  u'Mixed Race - White / Black Afro Caribbean',
  u'Sierra Leoneon',
  u'Siri Lankan',
  u'Sierra Leonian',
  u'Sierraleonean',
  u'Seirra Leonian'],
 'Singaporean': [u'Singaporean',
  u'Singapore',
  u'Singaprorean',
  u'Sinpaporean',
  u'Singapore National',
  u'Signaporean',
  u'Singaporan',
  u'Sinaporean',
  u'Spain /European',
  u'Singapore Citizen'],
 'Slovak': [u'Slovak',
  u'Slocak',
  u'Slovakian',
  u'Slovakia',
  u'Slovalian',
  u'Slavakia',
  u'Slovak Republic',
  u'Slovakain',
  u'Scott'],
 'Slovene': [u'Svensk',
  u'Slovenian',
  u'Slovene',
  u'Slovenia',
  u'Slovenska Republika',
  u'Ivoirienne',
  u'Slovenija'],
 'Solomon Islander': [u'British Virgin Islander', u'Cook Islander'],
 'Somali': [u'Somali', u'Somalia', u'Somalian'],
 'South African': [u'South African',
  u'British & American',
  u'Uk And American',
  u'British And American',
  u'Irish/South African',
  u'Italian/South African',
  u'British/ American',
  u'Finnish And American',
  u'South African/American',
  u'British/American',
  u'South Africa',
  u'British / American',
  u'South African/Irish',
  u'British/South African',
  u'British/ South African',
  u'African American',
  u'South African/Italian',
  u'British / South African',
  u'Swedish/American',
  u'British-American',
  u'British And South African',
  u'Hungarian / South African',
  u'South African/ Greek',
  u'South African/British Citizen',
  u'South-African',
  u'German, South African',
  u'Greek/ South African',
  u'Greek/South African',
  u'Irish American',
  u'S African',
  u'British/South Africa',
  u'South Arfrican',
  u'Southafrican',
  u'Britsh / South African',
  u'Italian / South African',
  u'British African',
  u'South Africian',
  u'South African -British',
  u'South African - British',
  u'South Aftican',
  u'British/African',
  u'Soth African',
  u'South African / Italian',
  u'South African / Austrian',
  u'South Afri',
  u'Indian South African',
  u'British / South Afican',
  u'South African & British',
  u'British South Africa',
  u'Dutch And South African',
  u'South African/Swiss',
  u'Portuguese (South African)'],
 'South Korean': [u'South Korean',
  u'U. K.',
  u'North Korean',
  u'Southern Ireland',
  u'South Korea',
  u'South Koreaa'],
 'South Sudanese': [u'U S', u'Uk Subject'],
 'Soviet citizen': [u'British Citizen',
  u'Uk Citizen',
  u'Us Citizen',
  u'U K Citizen',
  u'Gb Citizen',
  u'Bristish Citizen',
  u'British Cityzen',
  u'Uk Citozen',
  u'U.S Citizen',
  u'Uk Citzen',
  u'British Citizens',
  u'British Citizenship',
  u'U.K. Citizen'],
 'Spaniard': [u'Spaniard', u'Je976551d'],
 'Spanish': [u'Polish',
  u'Danish',
  u'Cornish',
  u'Spanish',
  u'Spain',
  u'Denish',
  u'Irish And Turkish',
  u'Espanola',
  u'Spanish/Mexican',
  u'Spannish',
  u'Uk English',
  u'English/Spanish',
  u'Spanis',
  u'Spainish',
  u'Sanish',
  u'Svensk Swedish',
  u'Englsh/Polish',
  u'Chezch/English',
  u'Spenish',
  u'English & Danish',
  u'U.K. English',
  u'Spainsh',
  u'Usa, Polish',
  u'Scottlsh'],
 'St Lucian': [u'St Lucian',
  u'Saint Lucian',
  u'St. Lucian',
  u'St.Lucia',
  u'St Lucia'],
 'Sudanese': [u'Sudanese', u'Sudani', u'Sudan', u'Sudanse'],
 'Surinamer': [u'Manager', u'Owner'],
 'Swazi': [u'Motswana', u'Swazi', u'Swaziland'],
 'Swede': [u'Swedish', u'Sweden', u'Swiden', u'Swedis', u'Swede', u'Sweedish'],
 'Swiss': [u'Swiss',
  u'English Swiss',
  u'Uk And Swiss',
  u'Swiss Finnish',
  u'Suisse'],
 'Syrian': [u'Syrian',
  u'Shri Lankan',
  u'Ivoirian',
  u'Syria',
  u'Srilakan',
  u'Syriabn',
  u'Sri Laknan'],
 'Tajik': [u'Tajik'],
 'Tanzanian': [u'Italian And Chilean',
  u'Nz',
  u'Tanzanian',
  u'Tawain',
  u'Tanzania',
  u'Tarizanian',
  u'Accountant',
  u'Tansanian',
  u'British And Iranian'],
 'Thai': [u'Thai', u'Thailand', u'Tai'],
 'Togolese': [u'Togolese', u'Congolese', u'Togo', u'Congelese'],
 'Tongan': [u'Hong Kong', u'Tobagon', u'Hongkong', u'Tongan'],
 'Trinidad and Tobago citizen': [u'British And Israeli',
  u'British And Mongolian',
  u'British And Bahamian',
  u'Trinidad And Tobago',
  u'Romanian And British',
  u'British And Austrian',
  u'British And Canadian',
  u'Canadian And British',
  u'British And Turkish',
  u'Dual British And Danish Nationality',
  u'Mexican And British',
  u'British And Columbian',
  u'British And Spanish',
  u'St.Vincent And The Grenadines',
  u'American And English',
  u'Chinese And British',
  u'American And British',
  u'Trinidad & Tobago',
  u'Trinidadian, Tobagonian',
  u'Trinidadian And Tobagan',
  u'Trinidadian Or Tobagonian',
  u'Trinidad And Tabago',
  u'Trinidadian And Tobago'],
 'Tunisian': [u'Tunisian', u'Tunesian', u'Kurdistan'],
 'Turk': [u'Turkish', u'U K', u'Denmark', u'Turksih', u'Hk', u'Turk'],
 'Turkmen': [u'Turkmenistan', u'Turkey', u'Turkmen', u'Turkmen, Russian'],
 'Ugandan': [u'Unganda',
  u'Usa And Uk',
  u'Us And Uk',
  u'Ugandan',
  u'Usa And Kenya',
  u'Uk And Usa',
  u'Ugandian',
  u'Uganda',
  u'Ughandan',
  u'British/Ugandan',
  u'Uganadan'],
 'Ukrainian': [u'Uk',
  u'U.K.',
  u'Uk National',
  u'Uk / Us',
  u'Ukrainian',
  u'Ukraine',
  u'Ukranian',
  u'Uk/Nz',
  u'Uk/Usa',
  u'Uk/Us Dual Nationality',
  u'Ucrainian',
  u'Uk, Usa & Canada',
  u'Uk/Gb',
  u'U.K',
  u'Ucraine',
  u'Uk / Sri Lanka (Joint)',
  u'Ukrainean',
  u'Ukrenian',
  u'Usa / Ukrainian',
  u'Uk & Usa',
  u'Ukrinian',
  u'Ukrianian',
  u'Trinidad',
  u'Ukrainan',
  u'Ukraina',
  u'Training',
  u'Uk/Us',
  u'Uk & Us',
  u'Uraine',
  u'Uktainian'],
 'United States citizen': [u'United States',
  u'United Kingdom',
  u'United States Of America',
  u'United Kingom',
  u'United Kingdon',
  u'Unites States Of America',
  u'Unknown',
  u'United Kingdom British',
  u'United Kingdom National',
  u'Dual United Kingdom/United States',
  u'United States Citizen',
  u'United Kindom',
  u'Uk British Citizen',
  u'United Kingdom (English)',
  u'United States Of American',
  u'United State Of America',
  u'United States Of Ame',
  u'United Kin',
  u'United Kigdom'],
 'Uruguayan': [u'Uruguayan', u'Spanish/ Uruguayan', u'Uruguay'],
 'Uzbek': [u'Uzbekistan', u'U', u'Uzbek', u'Us/Uk'],
 'Vatican citizen': [u'Usa Citizen',
  u'American Citizen',
  u'American/British Resident',
  u'Nationality',
  u'Bitish Citizen',
  u'Taiwan R.O.C.',
  u'British - Uk Citizen',
  u'Dual Columbian And British Nationality',
  u'American With British Citzenship',
  u'Tunisian Citizen',
  u'Hrvatsko',
  u'Dual British Irish Citizen',
  u'Britishcitizen',
  u'Haitian Citizen',
  u'British Citzen',
  u'Uk National (British)'],
 'Venezuelan': [u'Venezulan',
  u'Venezuelan',
  u'The Netherlands',
  u'British/Venezuelan',
  u'Venezuela',
  u'Venezolana',
  u'Venezolano',
  u'Venezualian'],
 'Vietnamese': [u'Vietnamese', u'Vietnam', u'Vietnamse', u'Lietuvos'],
 'Vincentian': [u'Vincentian',
  u'Vuncentian',
  u'Vincention',
  u'Saint Vincent And Th'],
 'Yemeni': [u'Hellenic',
  u'Eng',
  u'Yemeni',
  u'Yemenese',
  u'Yemenite',
  u'Yemen'],
 'Yugoslavian': [u'Yugoslav', u'Yugoslavian', u'Yugoslavia'],
 'Zambian': [u'Zambian', u'Zambia', u'Zar', u'Zaire', u'Zairian'],
 'Zimbabwean': [u'Zimbabwean',
  u'Zimbabean',
  u'British/Zimbabwean',
  u'Zimbambwe',
  u'Zimbabwe',
  u'Zimbabwena',
  u'Zibabwean',
  u'Zimbabweab',
  u'Zimbnabwean',
  u'Zimbabewian',
  u'Zimbawean',
  u'Ziimbabwe',
  u'Zimbabwean/ British',
  u'Zimbabwi',
  u'Zimbawain',
  u'Zimbabawean',
  u'Zimbabwian',
  u'Zimbabweans',
  u'Zimbbwean',
  u'Zimbabwesn',
  u'Zimbwean',
  u'Zimbabewe',
  u'British Zimbabwean',
  u'Zimbabewan',
  u'Zimbabwean / British']}

In [35]:

#Look up alternatives for a given country
' | '.join(ff['British'])

Out[35]:

u"British | Britsh | Bristish | Brisith | Scottish | Britsih | British/Greek | Greek/British | Briitish | British/Czech | Bitish | Brtisih | British/Welsh | Brirish | Brtish | British. | British Norfolk | British Cornish | British Subject | British English | Uk British | British/Irish | Britiah | British/Swedish | Biitish | Brititsh | British/English | Briish | British/Persian | Britiish | Brittish | French British | British/German | British/Syrian | Britihs | Briitsh | British /English | British / English | Brits | Kenyan/British | Britis | American British | Btitish | British/Bahrain Dual | Brtitish | Polish/British | Dual British/Irish | Brirtish | British- | British Uk | Brutish | Britich | British (Naturalised) | British (Canada Born) | Brithish | British Irish | British & Usa | Britisch | British/French | British/Israeli | Britrish | Britsh - English | American/British | Britisb | White British | Birtish | English / British | British/Turkish | Dual Usa/British | British/Swiss | Biritish | Britishu | Britisah | European British | British / Scottish | British & Israeli | British Swiss | Scotish | British Welsh | Britisn | Briti | Britihs & Irish | Britishi | Brfitish | Usa And British | American / British | British-United Kingdom | British Usa | Britisg | Israeli/British | Britih | Welsh British | Us & British | British Indian | British Asian | B Ritish | Emaratis | British/Bosnian | White Brtitish | British - English | Welsh/British | German/British | British & Irish | British-Israeli | British / Greek | Great British | Beitish | White Uk British | Belizean & British | Brithish English | Brituish | Britiash | Indian British | British Caribbean | Swedish/British | Britisjh | British Amercian | Britisk | Turkish/British | Brtiish | Br5itish | Brritish | Welsh, British | Brtitsh | U.K British | Britidh | Kurdish/British | English British | Brith | Irish/British | Britisj | British/Pakistan | I'M British | Britisih | American & British | British / Welsh | British / Swiss | Brittsh | British Icelandic | Swiss / British | Brotish | British Sikh | English/British | Britiswh | Bristsh | British European | British And Usa | British / Israeli | British Bengali | British Afghan | Brithsh | Brit6ish | British/Indian | British/Libyan | British/Polish | British Israeli | British National | Swiss British | Briritsh | Britishh | British / Irish | Brithis | Britshi | British And Thai | Britush | Britiss | British, English | Bfritish | Btritish | Brisitsh | White English | British/Mosotho | Usa & British | British/ Eu National | Finnish/British | Israeli + British | British And Polish | Bartish | Nritish | Brishish | British Manx | German And British | Britiosh | British (Bermudian) | Britishbritish | Naturalised British | English - British | Welsh - British | Dual American/British | British,Uk | British And Us | Uk Brittish | British Overseas | British & Swiss | English-British | British & Polish | Us/British | Swiss & British | British And Greek | Iraqi, British | Breitish | Black British | U.K. British | Afghan British | Brit / English | British/Asian | Awhite British | Asian British | British / Polish | Caucasian British | Britosh | Bristih | Britsish | British Libyan | Britisth | Brisish | British & Spanish | Britinsh | Britisht | Britsith | Britash | Irish / British | Brisitish | Brirtsh | Bruitish | Dutch / British | Bristis | Ritish | Welsh, Bristish | British Resident | British And French | British/ English | British (Welsh) | French/British | Dual British - French | Bristiah | Great Britain & Usa | British & Us | Uk Scottish | British Scott | Brititish | Dual: British, Usa | .British | British (Scots) | Scottish Uk | British/Scottish | Brittiish | British-Irish | Btittish | Scottish. | Britisy | Bruttish | Dual British Irish | Scottish/British"

In [34]:

#Demo of using a text widget - enter an nationality (case sesnitve - needs to be a dict key) and see near hits
from ipywidgets import interact
import ipywidgets as widgets

inputText=widgets.Text()

def crappyNationality(n):
    if n.value in ff:
        for r in ff[n.value]:
            print(r)

inputText.on_submit(crappyNationality)
inputText

British
Britsh
Bristish
Brisith
Scottish
Britsih
British/Greek
Greek/British
Briitish
British/Czech
Bitish
Brtisih
British/Welsh
Brirish
Brtish
British.
British Norfolk
British Cornish
British Subject
British English
Uk British
British/Irish
Britiah
British/Swedish
Biitish
Brititsh
British/English
Briish
British/Persian
Britiish
Brittish
French British
British/German
British/Syrian
Britihs
Briitsh
British /English
British / English
Brits
Kenyan/British
Britis
American British
Btitish
British/Bahrain Dual
Brtitish
Polish/British
Dual British/Irish
Brirtish
British-
British Uk
Brutish
Britich
British (Naturalised)
British (Canada Born)
Brithish
British Irish
British & Usa
Britisch
British/French
British/Israeli
Britrish
Britsh - English
American/British
Britisb
White British
Birtish
English / British
British/Turkish
Dual Usa/British
British/Swiss
Biritish
Britishu
Britisah
European British
British / Scottish
British & Israeli
British Swiss
Scotish
British Welsh
Britisn
Briti
Britihs & Irish
Britishi
Brfitish
Usa And British
American / British
British-United Kingdom
British Usa
Britisg
Israeli/British
Britih
Welsh British
Us & British
British Indian
British Asian
B Ritish
Emaratis
British/Bosnian
White Brtitish
British - English
Welsh/British
German/British
British & Irish
British-Israeli
British / Greek
Great British
Beitish
White Uk British
Belizean & British
Brithish English
Brituish
Britiash
Indian British
British Caribbean
Swedish/British
Britisjh
British Amercian
Britisk
Turkish/British
Brtiish
Br5itish
Brritish
Welsh, British
Brtitsh
U.K British
Britidh
Kurdish/British
English British
Brith
Irish/British
Britisj
British/Pakistan
I'M British
Britisih
American & British
British / Welsh
British / Swiss
Brittsh
British Icelandic
Swiss / British
Brotish
British Sikh
English/British
Britiswh
Bristsh
British European
British And Usa
British / Israeli
British Bengali
British Afghan
Brithsh
Brit6ish
British/Indian
British/Libyan
British/Polish
British Israeli
British National
Swiss British
Briritsh
Britishh
British / Irish
Brithis
Britshi
British And Thai
Britush
Britiss
British, English
Bfritish
Btritish
Brisitsh
White English
British/Mosotho
Usa & British
British/ Eu National
Finnish/British
Israeli + British
British And Polish
Bartish
Nritish
Brishish
British Manx
German And British
Britiosh
British (Bermudian)
Britishbritish
Naturalised British
English - British
Welsh - British
Dual American/British
British,Uk
British And Us
Uk Brittish
British Overseas
British & Swiss
English-British
British & Polish
Us/British
Swiss & British
British And Greek
Iraqi, British
Breitish
Black British
U.K. British
Afghan British
Brit / English
British/Asian
Awhite British
Asian British
British / Polish
Caucasian British
Britosh
Bristih
Britsish
British Libyan
Britisth
Brisish
British & Spanish
Britinsh
Britisht
Britsith
Britash
Irish / British
Brisitish
Brirtsh
Bruitish
Dutch / British
Bristis
Ritish
Welsh, Bristish
British Resident
British And French
British/ English
British (Welsh)
French/British
Dual British - French
Bristiah
Great Britain & Usa
British & Us
Uk Scottish
British Scott
Brititish
Dual: British, Usa
.British
British (Scots)
Scottish Uk
British/Scottish
Brittiish
British-Irish
Btittish
Scottish.
Britisy
Bruttish
Dual British Irish
Scottish/British

In [ ]:

#Should probably also try the original recipe with range of alternative similiarlity measures...
#!pip install jellyfish
#import jellyfish

#See also:
#pudo: https://pypi.python.org/pypi/countrynames