In [1]:

    

from nytimesarticle import articleAPI
import ner
import os
import re
import csv
from urllib import urlopen
import sys
csv.field_size_limit(sys.maxsize)


    

    
Out[1]:





131072

In [2]:

    

api = articleAPI('e15cea455f73cc47d6d971667e09c31c:19:44644296')


    

In [3]:

    

def get_articles(country, year):
    ''' Takes in a country and year (both strings) and returns the number of articles 
    in the New York Times about that country / year'''
    articles = api.search( fq = {'source':['The New York Times'], 
                             'glocations.contains':country}, 
                            begin_date = year + '0101', 
                            end_date= year + '1231', 
                            facet_field = ['source'], facet_filter = True )
    return(articles['response']['facets']['source']['terms'][0]['count'])


    

In [26]:

    

#read csv and read into a list of dictionaries
women = []
with open('../Data/country-year-obs.csv') as csvfile:
    reader = csv.DictReader(csvfile)
    for row in reader:
        women.append(row)
women[1:10]


    

    
Out[26]:





[{'ccode': '540', 'country': 'Angola', 'iso3c': 'AGO', 'year': '1979'},
 {'ccode': '339', 'country': 'Albania', 'iso3c': 'ALB', 'year': '1979'},
 {'ccode': '696',
  'country': 'United Arab Emirates',
  'iso3c': 'ARE',
  'year': '1979'},
 {'ccode': '160', 'country': 'Argentina', 'iso3c': 'ARG', 'year': '1979'},
 {'ccode': '900', 'country': 'Australia', 'iso3c': 'AUS', 'year': '1979'},
 {'ccode': '305', 'country': 'Austria', 'iso3c': 'AUT', 'year': '1979'},
 {'ccode': '516', 'country': 'Burundi', 'iso3c': 'BDI', 'year': '1979'},
 {'ccode': '211', 'country': 'Belgium', 'iso3c': 'BEL', 'year': '1979'},
 {'ccode': '434', 'country': 'Benin', 'iso3c': 'BEN', 'year': '1979'}]

In [68]:

    

for i in women[1000:]:
    country = i['country']
    year = i['year']
    print 'processing ' + country + '-' + year + '...'
    try:
        i['count'] = get_articles(country, year)
    except:
        i['count'] = 'NA'


    

    




processing Denmark-1985...
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processing Ecuador-1985...
processing Egypt-1985...
processing Eritrea-1985...
processing Spain-1985...
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processing Finland-1985...
processing Fiji-1985...
processing France-1985...
processing Gabon-1985...
processing United Kingdom-1985...
processing Ghana-1985...
processing Guinea-1985...
processing Gambia-1985...
processing Guinea-Bissau-1985...
processing Equatorial Guinea-1985...
processing Greece-1985...
processing Grenada-1985...
processing Guatemala-1985...
processing Guyana-1985...
processing Honduras-1985...
processing Haiti-1985...
processing Hungary-1985...
processing Indonesia-1985...
processing India-1985...
processing Ireland-1985...
processing Iran-1985...
processing Iraq-1985...
processing Iceland-1985...
processing Israel-1985...
processing Italy-1985...
processing Jamaica-1985...
processing Jordan-1985...
processing Japan-1985...
processing Kenya-1985...
processing Cambodia-1985...
processing St. Kitts and Nevis-1985...
processing South Korea-1985...
processing Kuwait-1985...
processing Laos-1985...
processing Lebanon-1985...
processing Liberia-1985...
processing Libya-1985...
processing St. Lucia-1985...
processing Liechtenstein-1985...
processing Sri Lanka-1985...
processing Lesotho-1985...
processing Luxembourg-1985...
processing Morocco-1985...
processing Madagascar-1985...
processing Maldives-1985...
processing Mexico-1985...
processing Mali-1985...
processing Malta-1985...
processing Myanmar-1985...
processing Mongolia-1985...
processing Mozambique-1985...
processing Mauritania-1985...
processing Mauritius-1985...
processing Malawi-1985...
processing Malaysia-1985...
processing Niger-1985...
processing Nigeria-1985...
processing Nicaragua-1985...
processing Netherlands-1985...
processing Norway-1985...
processing Nepal-1985...
processing New Zealand-1985...
processing Oman-1985...
processing Pakistan-1985...
processing Panama-1985...
processing Peru-1985...
processing Philippines-1985...
processing Papua New Guinea-1985...
processing Poland-1985...
processing Portugal-1985...
processing Paraguay-1985...
processing Palestine-1985...
processing Qatar-1985...
processing Romania-1985...
processing Russia-1985...
processing Rwanda-1985...
processing Saudi Arabia-1985...
processing Sudan-1985...
processing Senegal-1985...
processing Singapore-1985...
processing Solomon Islands-1985...
processing Sierra Leone-1985...
processing El Salvador-1985...
processing Somalia-1985...
processing Sao Tome and Principe-1985...
processing Suriname-1985...
processing Sweden-1985...
processing Swaziland-1985...
processing Seychelles-1985...
processing Syria-1985...
processing Chad-1985...
processing Togo-1985...
processing Thailand-1985...
processing Trinidad and Tobago-1985...
processing Tunisia-1985...
processing Turkey-1985...
processing Tanzania-1985...
processing Uganda-1985...
processing Ukraine-1985...
processing Uruguay-1985...
processing United States of America-1985...
processing St. Vincent and the Grenadines-1985...
processing Venezuela-1985...
processing Vietnam-1985...
processing Vanuatu-1985...
processing Samoa-1985...
processing Yemen Arab Republic-1985...
processing Yemen People's Republic-1985...
processing Yugoslavia-1985...
processing South Africa-1985...
processing Zambia-1985...
processing Zimbabwe-1985...
processing Afghanistan-1986...
processing Angola-1986...
processing Albania-1986...
processing United Arab Emirates-1986...
processing Argentina-1986...
processing Antigua & Barbuda-1986...
processing Australia-1986...
processing Austria-1986...
processing Burundi-1986...
processing Belgium-1986...
processing Benin-1986...
processing Burkina Faso-1986...
processing Bangladesh-1986...
processing Bulgaria-1986...
processing Bahrain-1986...
processing Bahamas-1986...
processing Belarus-1986...
processing Belize-1986...
processing Bolivia-1986...
processing Brazil-1986...
processing Barbados-1986...
processing Brunei-1986...
processing Bhutan-1986...
processing Botswana-1986...
processing Central African Republic-1986...
processing Canada-1986...
processing Chile-1986...
processing China-1986...
processing Ivory Coast-1986...
processing Cameroon-1986...
processing Democratic Republic of the Congo-1986...
processing Congo-1986...
processing Colombia-1986...
processing Comoros-1986...
processing Cape Verde-1986...
processing Costa Rica-1986...
processing Czechoslovakia-1986...
processing Cuba-1986...
processing Cyprus-1986...
processing German Democratic Republic-1986...
processing German Federal Republic-1986...
processing Djibouti-1986...
processing Dominica-1986...
processing Denmark-1986...
processing Dominican Republic-1986...
processing Algeria-1986...
processing Ecuador-1986...
processing Egypt-1986...
processing Eritrea-1986...
processing Spain-1986...
processing Ethiopia-1986...
processing Finland-1986...
processing Fiji-1986...
processing France-1986...
processing Gabon-1986...
processing United Kingdom-1986...
processing Ghana-1986...
processing Guinea-1986...
processing Gambia-1986...
processing Guinea-Bissau-1986...
processing Equatorial Guinea-1986...
processing Greece-1986...
processing Grenada-1986...
processing Guatemala-1986...
processing Guyana-1986...
processing Honduras-1986...
processing Haiti-1986...
processing Hungary-1986...
processing Indonesia-1986...
processing India-1986...
processing Ireland-1986...
processing Iran-1986...
processing Iraq-1986...
processing Iceland-1986...
processing Israel-1986...
processing Italy-1986...
processing Jamaica-1986...
processing Jordan-1986...
processing Japan-1986...
processing Kenya-1986...
processing Cambodia-1986...
processing St. Kitts and Nevis-1986...
processing South Korea-1986...
processing Kuwait-1986...
processing Laos-1986...
processing Lebanon-1986...
processing Liberia-1986...
processing Libya-1986...
processing St. Lucia-1986...
processing Liechtenstein-1986...
processing Sri Lanka-1986...
processing Lesotho-1986...
processing Luxembourg-1986...
processing Morocco-1986...
processing Madagascar-1986...
processing Maldives-1986...
processing Mexico-1986...
processing Mali-1986...
processing Malta-1986...
processing Myanmar-1986...
processing Mongolia-1986...
processing Mozambique-1986...
processing Mauritania-1986...
processing Mauritius-1986...
processing Malawi-1986...
processing Malaysia-1986...
processing Niger-1986...
processing Nigeria-1986...
processing Nicaragua-1986...
processing Netherlands-1986...
processing Norway-1986...
processing Nepal-1986...
processing New Zealand-1986...
processing Oman-1986...
processing Pakistan-1986...
processing Panama-1986...
processing Peru-1986...
processing Philippines-1986...
processing Papua New Guinea-1986...
processing Poland-1986...
processing Portugal-1986...
processing Paraguay-1986...
processing Palestine-1986...
processing Qatar-1986...
processing Romania-1986...
processing Russia-1986...
processing Rwanda-1986...
processing Saudi Arabia-1986...
processing Sudan-1986...
processing Senegal-1986...
processing Singapore-1986...
processing Solomon Islands-1986...
processing Sierra Leone-1986...
processing El Salvador-1986...
processing Somalia-1986...
processing Sao Tome and Principe-1986...
processing Suriname-1986...
processing Sweden-1986...
processing Swaziland-1986...
processing Seychelles-1986...
processing Syria-1986...
processing Chad-1986...
processing Togo-1986...
processing Thailand-1986...
processing Trinidad and Tobago-1986...
processing Tunisia-1986...
processing Turkey-1986...
processing Tanzania-1986...
processing Uganda-1986...
processing Ukraine-1986...
processing Uruguay-1986...
processing United States of America-1986...
processing St. Vincent and the Grenadines-1986...
processing Venezuela-1986...
processing Vietnam-1986...
processing Vanuatu-1986...
processing Samoa-1986...
processing Yemen Arab Republic-1986...
processing Yemen People's Republic-1986...
processing Yugoslavia-1986...
processing South Africa-1986...
processing Zambia-1986...
processing Zimbabwe-1986...
processing Afghanistan-1987...
processing Angola-1987...
processing Albania-1987...
processing United Arab Emirates-1987...
processing Argentina-1987...
processing Antigua & Barbuda-1987...
processing Australia-1987...
processing Austria-1987...
processing Burundi-1987...
processing Belgium-1987...
processing Benin-1987...
processing Burkina Faso-1987...
processing Bangladesh-1987...
processing Bulgaria-1987...
processing Bahrain-1987...
processing Bahamas-1987...
processing Belarus-1987...
processing Belize-1987...
processing Bolivia-1987...
processing Brazil-1987...
processing Barbados-1987...
processing Brunei-1987...
processing Bhutan-1987...
processing Botswana-1987...
processing Central African Republic-1987...
processing Canada-1987...
processing Chile-1987...
processing China-1987...
processing Ivory Coast-1987...
processing Cameroon-1987...
processing Democratic Republic of the Congo-1987...
processing Congo-1987...
processing Colombia-1987...
processing Comoros-1987...
processing Cape Verde-1987...
processing Costa Rica-1987...
processing Czechoslovakia-1987...
processing Cuba-1987...
processing Cyprus-1987...
processing German Democratic Republic-1987...
processing German Federal Republic-1987...
processing Djibouti-1987...
processing Dominica-1987...
processing Denmark-1987...
processing Dominican Republic-1987...
processing Algeria-1987...
processing Ecuador-1987...
processing Egypt-1987...
processing Eritrea-1987...
processing Spain-1987...
processing Ethiopia-1987...
processing Finland-1987...
processing Fiji-1987...
processing France-1987...
processing Gabon-1987...
processing United Kingdom-1987...
processing Ghana-1987...
processing Guinea-1987...
processing Gambia-1987...
processing Guinea-Bissau-1987...
processing Equatorial Guinea-1987...
processing Greece-1987...
processing Grenada-1987...
processing Guatemala-1987...
processing Guyana-1987...
processing Honduras-1987...
processing Haiti-1987...
processing Hungary-1987...
processing Indonesia-1987...
processing India-1987...
processing Ireland-1987...
processing Iran-1987...
processing Iraq-1987...
processing Iceland-1987...
processing Israel-1987...
processing Italy-1987...
processing Jamaica-1987...
processing Jordan-1987...
processing Japan-1987...
processing Kenya-1987...
processing Cambodia-1987...
processing St. Kitts and Nevis-1987...
processing South Korea-1987...
processing Kuwait-1987...
processing Laos-1987...
processing Lebanon-1987...
processing Liberia-1987...
processing Libya-1987...
processing St. Lucia-1987...
processing Liechtenstein-1987...
processing Sri Lanka-1987...
processing Lesotho-1987...
processing Luxembourg-1987...
processing Morocco-1987...
processing Madagascar-1987...
processing Maldives-1987...
processing Mexico-1987...
processing Mali-1987...
processing Malta-1987...
processing Myanmar-1987...
processing Mongolia-1987...
processing Mozambique-1987...
processing Mauritania-1987...
processing Mauritius-1987...
processing Malawi-1987...
processing Malaysia-1987...
processing Niger-1987...
processing Nigeria-1987...
processing Nicaragua-1987...
processing Netherlands-1987...
processing Norway-1987...
processing Nepal-1987...
processing New Zealand-1987...
processing Oman-1987...
processing Pakistan-1987...
processing Panama-1987...
processing Peru-1987...
processing Philippines-1987...
processing Papua New Guinea-1987...
processing Poland-1987...
processing Portugal-1987...
processing Paraguay-1987...
processing Palestine-1987...
processing Qatar-1987...
processing Romania-1987...
processing Russia-1987...
processing Rwanda-1987...
processing Saudi Arabia-1987...
processing Sudan-1987...
processing Senegal-1987...
processing Singapore-1987...
processing Solomon Islands-1987...
processing Sierra Leone-1987...
processing El Salvador-1987...
processing Somalia-1987...
processing Sao Tome and Principe-1987...
processing Suriname-1987...
processing Sweden-1987...
processing Swaziland-1987...
processing Seychelles-1987...
processing Syria-1987...
processing Chad-1987...
processing Togo-1987...
processing Thailand-1987...
processing Trinidad and Tobago-1987...
processing Tunisia-1987...
processing Turkey-1987...
processing Tanzania-1987...
processing Uganda-1987...
processing Ukraine-1987...
processing Uruguay-1987...
processing United States of America-1987...
processing St. Vincent and the Grenadines-1987...
processing Venezuela-1987...
processing Vietnam-1987...
processing Vanuatu-1987...
processing Samoa-1987...
processing Yemen Arab Republic-1987...
processing Yemen People's Republic-1987...
processing Yugoslavia-1987...
processing South Africa-1987...
processing Zambia-1987...
processing Zimbabwe-1987...
processing Afghanistan-1988...
processing Angola-1988...
processing Albania-1988...
processing United Arab Emirates-1988...
processing Argentina-1988...
processing Antigua & Barbuda-1988...
processing Australia-1988...
processing Austria-1988...
processing Burundi-1988...
processing Belgium-1988...
processing Benin-1988...
processing Burkina Faso-1988...
processing Bangladesh-1988...
processing Bulgaria-1988...
processing Bahrain-1988...
processing Bahamas-1988...
processing Belarus-1988...
processing Belize-1988...
processing Bolivia-1988...
processing Brazil-1988...
processing Barbados-1988...
processing Brunei-1988...
processing Bhutan-1988...
processing Botswana-1988...
processing Central African Republic-1988...
processing Canada-1988...
processing Chile-1988...
processing China-1988...
processing Ivory Coast-1988...
processing Cameroon-1988...
processing Democratic Republic of the Congo-1988...
processing Congo-1988...
processing Colombia-1988...
processing Comoros-1988...
processing Cape Verde-1988...
processing Costa Rica-1988...
processing Czechoslovakia-1988...
processing Cuba-1988...
processing Cyprus-1988...
processing German Democratic Republic-1988...
processing German Federal Republic-1988...
processing Djibouti-1988...
processing Dominica-1988...
processing Denmark-1988...
processing Dominican Republic-1988...
processing Algeria-1988...
processing Ecuador-1988...
processing Egypt-1988...
processing Eritrea-1988...
processing Spain-1988...
processing Ethiopia-1988...
processing Finland-1988...
processing Fiji-1988...
processing France-1988...
processing Gabon-1988...
processing United Kingdom-1988...
processing Ghana-1988...
processing Guinea-1988...
processing Gambia-1988...
processing Guinea-Bissau-1988...
processing Equatorial Guinea-1988...
processing Greece-1988...
processing Grenada-1988...
processing Guatemala-1988...
processing Guyana-1988...
processing Honduras-1988...
processing Haiti-1988...
processing Hungary-1988...
processing Indonesia-1988...
processing India-1988...
processing Ireland-1988...
processing Iran-1988...
processing Iraq-1988...
processing Iceland-1988...
processing Israel-1988...
processing Italy-1988...
processing Jamaica-1988...
processing Jordan-1988...
processing Japan-1988...
processing Kenya-1988...
processing Cambodia-1988...
processing St. Kitts and Nevis-1988...
processing South Korea-1988...
processing Kuwait-1988...
processing Laos-1988...
processing Lebanon-1988...
processing Liberia-1988...
processing Libya-1988...
processing St. Lucia-1988...
processing Liechtenstein-1988...
processing Sri Lanka-1988...
processing Lesotho-1988...
processing Luxembourg-1988...
processing Morocco-1988...
processing Madagascar-1988...
processing Maldives-1988...
processing Mexico-1988...
processing Mali-1988...
processing Malta-1988...
processing Myanmar-1988...
processing Mongolia-1988...
processing Mozambique-1988...
processing Mauritania-1988...
processing Mauritius-1988...
processing Malawi-1988...
processing Malaysia-1988...
processing Niger-1988...
processing Nigeria-1988...
processing Nicaragua-1988...
processing Netherlands-1988...
processing Norway-1988...
processing Nepal-1988...
processing New Zealand-1988...
processing Oman-1988...
processing Pakistan-1988...
processing Panama-1988...
processing Peru-1988...
processing Philippines-1988...
processing Papua New Guinea-1988...
processing Poland-1988...
processing Portugal-1988...
processing Paraguay-1988...
processing Palestine-1988...
processing Qatar-1988...
processing Romania-1988...
processing Russia-1988...
processing Rwanda-1988...
processing Saudi Arabia-1988...
processing Sudan-1988...
processing Senegal-1988...
processing Singapore-1988...
processing Solomon Islands-1988...
processing Sierra Leone-1988...
processing El Salvador-1988...
processing Somalia-1988...
processing Sao Tome and Principe-1988...
processing Suriname-1988...
processing Sweden-1988...
processing Swaziland-1988...
processing Seychelles-1988...
processing Syria-1988...
processing Chad-1988...
processing Togo-1988...
processing Thailand-1988...
processing Trinidad and Tobago-1988...
processing Tunisia-1988...
processing Turkey-1988...
processing Tanzania-1988...
processing Uganda-1988...
processing Ukraine-1988...
processing Uruguay-1988...
processing United States of America-1988...
processing St. Vincent and the Grenadines-1988...
processing Venezuela-1988...
processing Vietnam-1988...
processing Vanuatu-1988...
processing Samoa-1988...
processing Yemen Arab Republic-1988...
processing Yemen People's Republic-1988...
processing Yugoslavia-1988...
processing South Africa-1988...
processing Zambia-1988...
processing Zimbabwe-1988...
processing Afghanistan-1989...
processing Angola-1989...
processing Albania-1989...
processing United Arab Emirates-1989...
processing Argentina-1989...
processing Antigua & Barbuda-1989...
processing Australia-1989...
processing Austria-1989...
processing Burundi-1989...
processing Belgium-1989...
processing Benin-1989...
processing Burkina Faso-1989...
processing Bangladesh-1989...
processing Bulgaria-1989...
processing Bahrain-1989...
processing Bahamas-1989...
processing Belarus-1989...
processing Belize-1989...
processing Bolivia-1989...
processing Brazil-1989...
processing Barbados-1989...
processing Brunei-1989...
processing Bhutan-1989...
processing Botswana-1989...
processing Central African Republic-1989...
processing Canada-1989...
processing Chile-1989...
processing China-1989...
processing Ivory Coast-1989...
processing Cameroon-1989...
processing Democratic Republic of the Congo-1989...
processing Congo-1989...
processing Colombia-1989...
processing Comoros-1989...
processing Cape Verde-1989...
processing Costa Rica-1989...
processing Czechoslovakia-1989...
processing Cuba-1989...
processing Cyprus-1989...
processing German Democratic Republic-1989...
processing German Federal Republic-1989...
processing Djibouti-1989...
processing Dominica-1989...
processing Denmark-1989...
processing Dominican Republic-1989...
processing Algeria-1989...
processing Ecuador-1989...
processing Egypt-1989...
processing Eritrea-1989...
processing Spain-1989...
processing Ethiopia-1989...
processing Finland-1989...
processing Fiji-1989...
processing France-1989...
processing Gabon-1989...
processing United Kingdom-1989...
processing Ghana-1989...
processing Guinea-1989...
processing Gambia-1989...
processing Guinea-Bissau-1989...
processing Equatorial Guinea-1989...
processing Greece-1989...
processing Grenada-1989...
processing Guatemala-1989...
processing Guyana-1989...
processing Honduras-1989...
processing Haiti-1989...
processing Hungary-1989...
processing Indonesia-1989...
processing India-1989...
processing Ireland-1989...
processing Iran-1989...
processing Iraq-1989...
processing Iceland-1989...
processing Israel-1989...
processing Italy-1989...
processing Jamaica-1989...
processing Jordan-1989...
processing Japan-1989...
processing Kenya-1989...
processing Cambodia-1989...
processing St. Kitts and Nevis-1989...
processing South Korea-1989...
processing Kuwait-1989...
processing Laos-1989...
processing Lebanon-1989...
processing Liberia-1989...
processing Libya-1989...
processing St. Lucia-1989...
processing Liechtenstein-1989...
processing Sri Lanka-1989...
processing Lesotho-1989...
processing Luxembourg-1989...
processing Morocco-1989...
processing Madagascar-1989...
processing Maldives-1989...
processing Mexico-1989...
processing Mali-1989...
processing Malta-1989...
processing Myanmar-1989...
processing Mongolia-1989...
processing Mozambique-1989...
processing Mauritania-1989...
processing Mauritius-1989...
processing Malawi-1989...
processing Malaysia-1989...
processing Niger-1989...
processing Nigeria-1989...
processing Nicaragua-1989...
processing Netherlands-1989...
processing Norway-1989...
processing Nepal-1989...
processing New Zealand-1989...
processing Oman-1989...
processing Pakistan-1989...
processing Panama-1989...
processing Peru-1989...
processing Philippines-1989...
processing Papua New Guinea-1989...
processing Poland-1989...
processing Portugal-1989...
processing Paraguay-1989...
processing Palestine-1989...
processing Qatar-1989...
processing Romania-1989...
processing Russia-1989...
processing Rwanda-1989...
processing Saudi Arabia-1989...
processing Sudan-1989...
processing Senegal-1989...
processing Singapore-1989...
processing Solomon Islands-1989...
processing Sierra Leone-1989...
processing El Salvador-1989...
processing Somalia-1989...
processing Sao Tome and Principe-1989...
processing Suriname-1989...
processing Sweden-1989...
processing Swaziland-1989...
processing Seychelles-1989...
processing Syria-1989...
processing Chad-1989...
processing Togo-1989...
processing Thailand-1989...
processing Trinidad and Tobago-1989...
processing Tunisia-1989...
processing Turkey-1989...
processing Tanzania-1989...
processing Uganda-1989...
processing Ukraine-1989...
processing Uruguay-1989...
processing United States of America-1989...
processing St. Vincent and the Grenadines-1989...
processing Venezuela-1989...
processing Vietnam-1989...
processing Vanuatu-1989...
processing Samoa-1989...
processing Yemen Arab Republic-1989...
processing Yemen People's Republic-1989...
processing Yugoslavia-1989...
processing South Africa-1989...
processing Zambia-1989...
processing Zimbabwe-1989...
processing Afghanistan-1990...
processing Angola-1990...
processing Albania-1990...
processing United Arab Emirates-1990...
processing Argentina-1990...
processing Antigua & Barbuda-1990...
processing Australia-1990...
processing Austria-1990...
processing Burundi-1990...
processing Belgium-1990...
processing Benin-1990...
processing Burkina Faso-1990...
processing Bangladesh-1990...
processing Bulgaria-1990...
processing Bahrain-1990...
processing Bahamas-1990...
processing Belarus-1990...
processing Belize-1990...
processing Bolivia-1990...
processing Brazil-1990...
processing Barbados-1990...
processing Brunei-1990...
processing Bhutan-1990...
processing Botswana-1990...
processing Central African Republic-1990...
processing Canada-1990...
processing Chile-1990...
processing China-1990...
processing Ivory Coast-1990...
processing Cameroon-1990...
processing Democratic Republic of the Congo-1990...
processing Congo-1990...
processing Colombia-1990...
processing Comoros-1990...
processing Cape Verde-1990...
processing Costa Rica-1990...
processing Czechoslovakia-1990...
processing Cuba-1990...
processing Cyprus-1990...
processing German Federal Republic-1990...
processing Djibouti-1990...
processing Dominica-1990...
processing Denmark-1990...
processing Dominican Republic-1990...
processing Algeria-1990...
processing Ecuador-1990...
processing Egypt-1990...
processing Eritrea-1990...
processing Spain-1990...
processing Ethiopia-1990...
processing Finland-1990...
processing Fiji-1990...
processing France-1990...
processing Gabon-1990...
processing United Kingdom-1990...
processing Ghana-1990...
processing Guinea-1990...
processing Gambia-1990...
processing Guinea-Bissau-1990...
processing Greece-1990...
processing Grenada-1990...
processing Guatemala-1990...
processing Guyana-1990...
processing Honduras-1990...
processing Haiti-1990...
processing Hungary-1990...
processing Indonesia-1990...
processing India-1990...
processing Ireland-1990...
processing Iran-1990...
processing Iraq-1990...
processing Iceland-1990...
processing Israel-1990...
processing Italy-1990...
processing Jamaica-1990...
processing Jordan-1990...
processing Japan-1990...
processing Kenya-1990...
processing St. Kitts and Nevis-1990...
processing South Korea-1990...
processing Kuwait-1990...
processing Laos-1990...
processing Lebanon-1990...
processing Libya-1990...
processing St. Lucia-1990...
processing Liechtenstein-1990...
processing Sri Lanka-1990...
processing Lesotho-1990...
processing Luxembourg-1990...
processing Morocco-1990...
processing Madagascar-1990...
processing Maldives-1990...
processing Mexico-1990...
processing Mali-1990...
processing Malta-1990...
processing Myanmar-1990...
processing Mongolia-1990...
processing Mozambique-1990...
processing Mauritania-1990...
processing Mauritius-1990...
processing Malawi-1990...
processing Malaysia-1990...
processing Namibia-1990...
processing Niger-1990...
processing Nigeria-1990...
processing Nicaragua-1990...
processing Netherlands-1990...
processing Norway-1990...
processing Nepal-1990...
processing New Zealand-1990...
processing Oman-1990...
processing Pakistan-1990...
processing Panama-1990...
processing Peru-1990...
processing Philippines-1990...
processing Papua New Guinea-1990...
processing Poland-1990...
processing Portugal-1990...
processing Paraguay-1990...
processing Palestine-1990...
processing Qatar-1990...
processing Romania-1990...
processing Russia-1990...
processing Rwanda-1990...
processing Saudi Arabia-1990...
processing Sudan-1990...
processing Senegal-1990...
processing Singapore-1990...
processing Solomon Islands-1990...
processing Sierra Leone-1990...
processing El Salvador-1990...
processing Somalia-1990...
processing Suriname-1990...
processing Sweden-1990...
processing Swaziland-1990...
processing Seychelles-1990...
processing Syria-1990...
processing Chad-1990...
processing Togo-1990...
processing Thailand-1990...
processing Trinidad and Tobago-1990...
processing Tunisia-1990...
processing Turkey-1990...
processing Tanzania-1990...
processing Uganda-1990...
processing Ukraine-1990...
processing Uruguay-1990...
processing United States of America-1990...
processing St. Vincent and the Grenadines-1990...
processing Venezuela-1990...
processing Vietnam-1990...
processing Vanuatu-1990...
processing Samoa-1990...
processing Yemen Arab Republic-1990...
processing Yugoslavia-1990...
processing South Africa-1990...
processing Zambia-1990...
processing Zimbabwe-1990...
processing Afghanistan-1991...
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processing Slovenia-2012...
processing Sweden-2012...
processing Swaziland-2012...
processing Seychelles-2012...
processing Syria-2012...
processing Chad-2012...
processing Togo-2012...
processing Thailand-2012...
processing Tajikistan-2012...
processing Turkmenistan-2012...
processing East Timor-2012...
processing Tonga-2012...
processing Trinidad and Tobago-2012...
processing Tunisia-2012...
processing Turkey-2012...
processing Tuvalu-2012...
processing Tanzania-2012...
processing Uganda-2012...
processing Ukraine-2012...
processing Uruguay-2012...
processing United States of America-2012...
processing Uzbekistan-2012...
processing St. Vincent and the Grenadines-2012...
processing Venezuela-2012...
processing Vietnam-2012...
processing Vanuatu-2012...
processing Samoa-2012...
processing Yemen Arab Republic-2012...
processing Yugoslavia-2012...
processing South Africa-2012...
processing Zambia-2012...
processing Zimbabwe-2012...
processing Afghanistan-2013...
processing Angola-2013...
processing Albania-2013...
processing Andorra-2013...
processing United Arab Emirates-2013...
processing Argentina-2013...
processing Armenia-2013...
processing Antigua & Barbuda-2013...
processing Australia-2013...
processing Austria-2013...
processing Azerbaijan-2013...
processing Burundi-2013...
processing Belgium-2013...
processing Benin-2013...
processing Burkina Faso-2013...
processing Bangladesh-2013...
processing Bulgaria-2013...
processing Bahrain-2013...
processing Bahamas-2013...
processing Bosnia and Herzegovina-2013...
processing Belarus-2013...
processing Belize-2013...
processing Bolivia-2013...
processing Brazil-2013...
processing Barbados-2013...
processing Brunei-2013...
processing Bhutan-2013...
processing Botswana-2013...
processing Central African Republic-2013...
processing Canada-2013...
processing Switzerland-2013...
processing Chile-2013...
processing China-2013...
processing Ivory Coast-2013...
processing Cameroon-2013...
processing Democratic Republic of the Congo-2013...
processing Congo-2013...
processing Colombia-2013...
processing Comoros-2013...
processing Cape Verde-2013...
processing Costa Rica-2013...
processing Cuba-2013...
processing Cyprus-2013...
processing Czech Republic-2013...
processing German Federal Republic-2013...
processing Djibouti-2013...
processing Dominica-2013...
processing Denmark-2013...
processing Dominican Republic-2013...
processing Algeria-2013...
processing Ecuador-2013...
processing Egypt-2013...
processing Eritrea-2013...
processing Spain-2013...
processing Estonia-2013...
processing Ethiopia-2013...
processing Finland-2013...
processing Fiji-2013...
processing France-2013...
processing Federated States of Micronesia-2013...
processing Gabon-2013...
processing United Kingdom-2013...
processing Georgia-2013...
processing Ghana-2013...
processing Guinea-2013...
processing Gambia-2013...
processing Guinea-Bissau-2013...
processing Equatorial Guinea-2013...
processing Greece-2013...
processing Grenada-2013...
processing Guatemala-2013...
processing Guyana-2013...
processing Honduras-2013...
processing Croatia-2013...
processing Haiti-2013...
processing Hungary-2013...
processing Indonesia-2013...
processing India-2013...
processing Ireland-2013...
processing Iran-2013...
processing Iraq-2013...
processing Iceland-2013...
processing Israel-2013...
processing Italy-2013...
processing Jamaica-2013...
processing Jordan-2013...
processing Japan-2013...
processing Kazakhstan-2013...
processing Kenya-2013...
processing Kyrgyzstan-2013...
processing Cambodia-2013...
processing Nauru-2013...
processing St. Kitts and Nevis-2013...
processing South Korea-2013...
processing Kuwait-2013...
processing Laos-2013...
processing Lebanon-2013...
processing Liberia-2013...
processing Libya-2013...
processing St. Lucia-2013...
processing Liechtenstein-2013...
processing Sri Lanka-2013...
processing Lesotho-2013...
processing Lithuania-2013...
processing Luxembourg-2013...
processing Latvia-2013...
processing Morocco-2013...
processing Monaco-2013...
processing Moldova-2013...
processing Madagascar-2013...
processing Maldives-2013...
processing Mexico-2013...
processing Marshall Islands-2013...
processing Macedonia-2013...
processing Mali-2013...
processing Malta-2013...
processing Myanmar-2013...
processing Montenegro-2013...
processing Mongolia-2013...
processing Mozambique-2013...
processing Mauritania-2013...
processing Mauritius-2013...
processing Malawi-2013...
processing Malaysia-2013...
processing Namibia-2013...
processing Niger-2013...
processing Nigeria-2013...
processing Nicaragua-2013...
processing Netherlands-2013...
processing Norway-2013...
processing Nepal-2013...
processing Nauru-2013...
processing New Zealand-2013...
processing Oman-2013...
processing Pakistan-2013...
processing Panama-2013...
processing Peru-2013...
processing Philippines-2013...
processing Palau-2013...
processing Papua New Guinea-2013...
processing Poland-2013...
processing North Korea-2013...
processing Portugal-2013...
processing Paraguay-2013...
processing Palestine-2013...
processing Qatar-2013...
processing Romania-2013...
processing Russia-2013...
processing Rwanda-2013...
processing Saudi Arabia-2013...
processing Sudan-2013...
processing Senegal-2013...
processing Singapore-2013...
processing Solomon Islands-2013...
processing Sierra Leone-2013...
processing El Salvador-2013...
processing San Marino-2013...
processing Somalia-2013...
processing South Sudan-2013...
processing Sao Tome and Principe-2013...
processing Suriname-2013...
processing Slovakia-2013...
processing Slovenia-2013...
processing Sweden-2013...
processing Swaziland-2013...
processing Seychelles-2013...
processing Syria-2013...
processing Chad-2013...
processing Togo-2013...
processing Thailand-2013...
processing Tajikistan-2013...
processing Turkmenistan-2013...
processing East Timor-2013...
processing Tonga-2013...
processing Trinidad and Tobago-2013...
processing Tunisia-2013...
processing Turkey-2013...
processing Tuvalu-2013...
processing Tanzania-2013...
processing Uganda-2013...
processing Ukraine-2013...
processing Uruguay-2013...
processing United States of America-2013...
processing Uzbekistan-2013...
processing St. Vincent and the Grenadines-2013...
processing Venezuela-2013...
processing Vietnam-2013...
processing Vanuatu-2013...
processing Samoa-2013...
processing Yemen Arab Republic-2013...
processing Yugoslavia-2013...
processing South Africa-2013...
processing Zambia-2013...
processing Zimbabwe-2013...
processing Afghanistan-2014...
processing Angola-2014...
processing Albania-2014...
processing Andorra-2014...
processing United Arab Emirates-2014...
processing Argentina-2014...
processing Armenia-2014...
processing Antigua & Barbuda-2014...
processing Australia-2014...
processing Austria-2014...
processing Azerbaijan-2014...
processing Burundi-2014...
processing Belgium-2014...
processing Benin-2014...
processing Burkina Faso-2014...
processing Bangladesh-2014...
processing Bulgaria-2014...
processing Bahrain-2014...
processing Bahamas-2014...
processing Bosnia and Herzegovina-2014...
processing Belarus-2014...
processing Belize-2014...
processing Bolivia-2014...
processing Brazil-2014...
processing Barbados-2014...
processing Brunei-2014...
processing Bhutan-2014...
processing Botswana-2014...
processing Central African Republic-2014...
processing Canada-2014...
processing Switzerland-2014...
processing Chile-2014...
processing China-2014...
processing Ivory Coast-2014...
processing Cameroon-2014...
processing Democratic Republic of the Congo-2014...
processing Congo-2014...
processing Colombia-2014...
processing Comoros-2014...
processing Cape Verde-2014...
processing Costa Rica-2014...
processing Cuba-2014...
processing Cyprus-2014...
processing Czech Republic-2014...
processing German Federal Republic-2014...
processing Djibouti-2014...
processing Dominica-2014...
processing Denmark-2014...
processing Dominican Republic-2014...
processing Algeria-2014...
processing Ecuador-2014...
processing Egypt-2014...
processing Eritrea-2014...
processing Spain-2014...
processing Estonia-2014...
processing Ethiopia-2014...
processing Finland-2014...
processing Fiji-2014...
processing France-2014...
processing Federated States of Micronesia-2014...
processing Gabon-2014...
processing United Kingdom-2014...
processing Georgia-2014...
processing Ghana-2014...
processing Guinea-2014...
processing Gambia-2014...
processing Guinea-Bissau-2014...
processing Equatorial Guinea-2014...
processing Greece-2014...
processing Grenada-2014...
processing Guatemala-2014...
processing Guyana-2014...
processing Honduras-2014...
processing Croatia-2014...
processing Haiti-2014...
processing Hungary-2014...
processing Indonesia-2014...
processing India-2014...
processing Ireland-2014...
processing Iran-2014...
processing Iraq-2014...
processing Iceland-2014...
processing Israel-2014...
processing Italy-2014...
processing Jamaica-2014...
processing Jordan-2014...
processing Japan-2014...
processing Kazakhstan-2014...
processing Kenya-2014...
processing Kyrgyzstan-2014...
processing Cambodia-2014...
processing Nauru-2014...
processing St. Kitts and Nevis-2014...
processing South Korea-2014...
processing Kuwait-2014...
processing Laos-2014...
processing Lebanon-2014...
processing Liberia-2014...
processing Libya-2014...
processing St. Lucia-2014...
processing Liechtenstein-2014...
processing Sri Lanka-2014...
processing Lesotho-2014...
processing Lithuania-2014...
processing Luxembourg-2014...
processing Latvia-2014...
processing Morocco-2014...
processing Monaco-2014...
processing Moldova-2014...
processing Madagascar-2014...
processing Maldives-2014...
processing Mexico-2014...
processing Marshall Islands-2014...
processing Macedonia-2014...
processing Mali-2014...
processing Malta-2014...
processing Myanmar-2014...
processing Montenegro-2014...
processing Mongolia-2014...
processing Mozambique-2014...
processing Mauritania-2014...
processing Mauritius-2014...
processing Malawi-2014...
processing Malaysia-2014...
processing Namibia-2014...
processing Niger-2014...
processing Nigeria-2014...
processing Nicaragua-2014...
processing Netherlands-2014...
processing Norway-2014...
processing Nepal-2014...
processing Nauru-2014...
processing New Zealand-2014...
processing Oman-2014...
processing Pakistan-2014...
processing Panama-2014...
processing Peru-2014...
processing Philippines-2014...
processing Palau-2014...
processing Papua New Guinea-2014...
processing Poland-2014...
processing North Korea-2014...
processing Portugal-2014...
processing Paraguay-2014...
processing Palestine-2014...
processing Qatar-2014...
processing Romania-2014...
processing Russia-2014...
processing Rwanda-2014...
processing Saudi Arabia-2014...
processing Sudan-2014...
processing Senegal-2014...
processing Singapore-2014...
processing Solomon Islands-2014...
processing Sierra Leone-2014...
processing El Salvador-2014...
processing San Marino-2014...
processing Somalia-2014...
processing South Sudan-2014...
processing Sao Tome and Principe-2014...
processing Suriname-2014...
processing Slovakia-2014...
processing Slovenia-2014...
processing Sweden-2014...
processing Swaziland-2014...
processing Seychelles-2014...
processing Syria-2014...
processing Chad-2014...
processing Togo-2014...
processing Thailand-2014...
processing Tajikistan-2014...
processing Turkmenistan-2014...
processing East Timor-2014...
processing Tonga-2014...
processing Trinidad and Tobago-2014...
processing Tunisia-2014...
processing Turkey-2014...
processing Tuvalu-2014...
processing Tanzania-2014...
processing Uganda-2014...
processing Ukraine-2014...
processing Uruguay-2014...
processing United States of America-2014...
processing Uzbekistan-2014...
processing St. Vincent and the Grenadines-2014...
processing Venezuela-2014...
processing Vietnam-2014...
processing Vanuatu-2014...
processing Samoa-2014...
processing Yemen Arab Republic-2014...
processing Yugoslavia-2014...
processing South Africa-2014...
processing Zambia-2014...
processing Zimbabwe-2014...

In [67]:

    

women[999]


    

    
Out[67]:





{'ccode': '54',
 'count': [{u'The New York Times': 4}],
 'country': 'Dominica',
 'iso3c': 'DMA',
 'year': '1985'}

In [35]:

    

#read csv and read into a list of dictionaries
women = []
with open('n_nyt.csv','rU') as csvfile:
    reader = csv.DictReader(csvfile)
    for row in reader:
        women.append(row)
women[1]


    

    
Out[35]:





{'ccode': '540',
 'count': '25',
 'country': 'Angola',
 'iso3c': 'AGO',
 'year': '1979'}

In [36]:

    

# change empty list to NA
for i in women:
    if not i['count']:
        i['count'] = 'NA'


    

In [37]:

    

# make a list of obs with NA count
bad = []
for i in women:
    if i['count'] == 'NA':
        bad.append(i)


    

In [7]:

    

# get unique countries
bad_countries = {}
for i in bad:
    country = i['country']
    if country not in bad_countries.keys():
        bad_countries[country] = [i['year']]
    else:
        bad_countries[country].append(i['year'])


    

In [9]:

    

# function to replace country names
def replace_country(bad_country, good_country):
    for i in bad:
        if i['country'] == bad_country:
            i['country'] = good_country


    

In [10]:

    

replace_country("Bosnia and Herzegovina", "Bosnia")
replace_country("Democratic Republic of the Congo",["Congo-Kinshasa", "Zaire", "Congo, Democratic Republic"])
replace_country("Congo",["Congo-Brazzaville", "Congo, Republic of"])
replace_country("Federated States of Micronesia", "Micronesia")
replace_country("United Kingdom", "Great Britain")
replace_country("Antigua & Barbuda", "Barbuda")
replace_country("German Democratic Republic", "East Germany")
replace_country("German Federal Republic", "West Germany")
replace_country("United States of America", "United States")
replace_country("Yemen People's Republic", "Yemen, People's")


    

In [21]:

    

for i in bad:
    if i['country'] == "Congo-Kinshasa":
        if int(i['year']) < 1998:
            i['country'] = "Zaire" 

for i in bad:
    if i['country'] == "West Germany":
        if int(i['year']) > 1991:
            i['country'] = "Germany" 

for i in bad:
    if i['country'] == "Myanmar":
        if int(i['year']) < 1989:
            i['country'] = "Burma" 
            
for i in bad:
    if i['country'] == "Yemen Arab Republic":
        if int(i['year']) > 1990:
            i['country'] = "Yemen"


    

In [22]:

    

for i in bad:
    if i['country'] == "West Germany":
        if int(i['year']) > 1991:
            print i


    

In [23]:

    

## Re-scrape
for i in bad:
    country = i['country']
    year = i['year']
    print 'processing ' + str(country) + '-' + year + '...'
    try:
        i['count'] = get_articles(country, year)
    except:
        i['count'] = 'NA'


    

    




processing Burkina Faso-1979...
processing Bahamas-1979...
processing Belarus-1979...
processing Barbados-1979...
processing ['Congo-Kinshasa', 'Zaire', 'Congo, Democratic Republic']-1979...
processing Comoros-1979...
processing East Germany-1979...
processing West Germany-1979...
processing Djibouti-1979...
processing Eritrea-1979...
processing Gabon-1979...
processing Great Britain-1979...
processing Gambia-1979...
processing Mali-1979...
processing Burma-1979...
processing Mongolia-1979...
processing Malawi-1979...
processing Niger-1979...
processing Romania-1979...
processing Rwanda-1979...
processing Sierra Leone-1979...
processing Sao Tome and Principe-1979...
processing Suriname-1979...
processing Swaziland-1979...
processing Togo-1979...
processing Ukraine-1979...
processing Samoa-1979...
processing Yemen, People's-1979...
processing United Arab Emirates-1980...
processing Burkina Faso-1980...
processing Belarus-1980...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1980...
processing ['Congo-Brazzaville', 'Congo, Republic of']-1980...
processing Comoros-1980...
processing East Germany-1980...
processing West Germany-1980...
processing Eritrea-1980...
processing Great Britain-1980...
processing Equatorial Guinea-1980...
processing Maldives-1980...
processing Burma-1980...
processing Mongolia-1980...
processing Mauritius-1980...
processing Palestine-1980...
processing Romania-1980...
processing Solomon Islands-1980...
processing Sierra Leone-1980...
processing Sao Tome and Principe-1980...
processing Suriname-1980...
processing Ukraine-1980...
processing United States-1980...
processing Yemen, People's-1980...
processing United Arab Emirates-1981...
processing Barbuda-1981...
processing Burkina Faso-1981...
processing Bahamas-1981...
processing Belarus-1981...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1981...
processing Comoros-1981...
processing Cape Verde-1981...
processing East Germany-1981...
processing West Germany-1981...
processing Djibouti-1981...
processing Eritrea-1981...
processing Great Britain-1981...
processing Guinea-Bissau-1981...
processing Equatorial Guinea-1981...
processing St. Lucia-1981...
processing Madagascar-1981...
processing Maldives-1981...
processing Burma-1981...
processing Mongolia-1981...
processing Niger-1981...
processing Palestine-1981...
processing Qatar-1981...
processing Romania-1981...
processing Russia-1981...
processing Rwanda-1981...
processing Solomon Islands-1981...
processing Sierra Leone-1981...
processing El Salvador-1981...
processing Sao Tome and Principe-1981...
processing Ukraine-1981...
processing United States-1981...
processing St. Vincent and the Grenadines-1981...
processing Yemen Arab Republic-1981...
processing Yemen, People's-1981...
processing Zimbabwe-1981...
processing United Arab Emirates-1982...
processing Barbuda-1982...
processing Burundi-1982...
processing Burkina Faso-1982...
processing Bahamas-1982...
processing Belarus-1982...
processing Bhutan-1982...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1982...
processing ['congo-brazzaville', 'congo, republic of']-1982...
processing Comoros-1982...
processing East Germany-1982...
processing West Germany-1982...
processing Djibouti-1982...
processing Eritrea-1982...
processing Gabon-1982...
processing Great Britain-1982...
processing Guinea-Bissau-1982...
processing Equatorial Guinea-1982...
processing Liechtenstein-1982...
processing Madagascar-1982...
processing Maldives-1982...
processing Burma-1982...
processing Mongolia-1982...
processing Malawi-1982...
processing Niger-1982...
processing Romania-1982...
processing Russia-1982...
processing Solomon Islands-1982...
processing El Salvador-1982...
processing Sao Tome and Principe-1982...
processing Trinidad and Tobago-1982...
processing Ukraine-1982...
processing United States-1982...
processing St. Vincent and the Grenadines-1982...
processing Yemen Arab Republic-1982...
processing Yemen, People's-1982...
processing United Arab Emirates-1983...
processing Barbuda-1983...
processing Burkina Faso-1983...
processing Bahamas-1983...
processing Belarus-1983...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1983...
processing ['congo-brazzaville', 'congo, republic of']-1983...
processing Comoros-1983...
processing East Germany-1983...
processing West Germany-1983...
processing Djibouti-1983...
processing Fiji-1983...
processing Gabon-1983...
processing Great Britain-1983...
processing Guinea-Bissau-1983...
processing Equatorial Guinea-1983...
processing St. Kitts and Nevis-1983...
processing Madagascar-1983...
processing Burma-1983...
processing Mongolia-1983...
processing Mauritius-1983...
processing Palestine-1983...
processing Romania-1983...
processing Russia-1983...
processing Solomon Islands-1983...
processing El Salvador-1983...
processing Sao Tome and Principe-1983...
processing Ukraine-1983...
processing United States-1983...
processing St. Vincent and the Grenadines-1983...
processing Yemen, People's-1983...
processing Barbuda-1984...
processing Benin-1984...
processing Bahamas-1984...
processing Belarus-1984...
processing Bhutan-1984...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1984...
processing Comoros-1984...
processing East Germany-1984...
processing West Germany-1984...
processing Djibouti-1984...
processing Fiji-1984...
processing Great Britain-1984...
processing Gambia-1984...
processing Equatorial Guinea-1984...
processing St. Kitts and Nevis-1984...
processing Lesotho-1984...
processing Madagascar-1984...
processing Maldives-1984...
processing Burma-1984...
processing Mauritius-1984...
processing Malawi-1984...
processing Niger-1984...
processing Romania-1984...
processing Rwanda-1984...
processing El Salvador-1984...
processing Sao Tome and Principe-1984...
processing Seychelles-1984...
processing Ukraine-1984...
processing United States-1984...
processing St. Vincent and the Grenadines-1984...
processing Vanuatu-1984...
processing Yemen, People's-1984...
processing Barbuda-1985...
processing Bahamas-1985...
processing Belarus-1985...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1985...
processing Comoros-1985...
processing East Germany-1985...
processing West Germany-1985...
processing Djibouti-1985...
processing Great Britain-1985...
processing Gambia-1985...
processing Guinea-Bissau-1985...
processing Equatorial Guinea-1985...
processing St. Kitts and Nevis-1985...
processing St. Lucia-1985...
processing Burma-1985...
processing Mongolia-1985...
processing Romania-1985...
processing Sao Tome and Principe-1985...
processing Ukraine-1985...
processing United States-1985...
processing St. Vincent and the Grenadines-1985...
processing Vanuatu-1985...
processing Yemen, People's-1985...
processing Barbuda-1986...
processing Benin-1986...
processing Burkina Faso-1986...
processing Bahamas-1986...
processing Belarus-1986...
processing Bhutan-1986...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1986...
processing Comoros-1986...
processing Cape Verde-1986...
processing East Germany-1986...
processing West Germany-1986...
processing Eritrea-1986...
processing Great Britain-1986...
processing Equatorial Guinea-1986...
processing St. Kitts and Nevis-1986...
processing Liechtenstein-1986...
processing Madagascar-1986...
processing Maldives-1986...
processing Mali-1986...
processing Burma-1986...
processing Mongolia-1986...
processing Romania-1986...
processing Sierra Leone-1986...
processing El Salvador-1986...
processing Sao Tome and Principe-1986...
processing Seychelles-1986...
processing Ukraine-1986...
processing United States-1986...
processing Yemen, People's-1986...
processing Barbuda-1987...
processing Bahamas-1987...
processing Belarus-1987...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1987...
processing Comoros-1987...
processing East Germany-1987...
processing West Germany-1987...
processing Dominica-1987...
processing Great Britain-1987...
processing Gambia-1987...
processing Guinea-Bissau-1987...
processing St. Kitts and Nevis-1987...
processing Liechtenstein-1987...
processing Burma-1987...
processing Romania-1987...
processing Solomon Islands-1987...
processing Sao Tome and Principe-1987...
processing Ukraine-1987...
processing United States-1987...
processing St. Vincent and the Grenadines-1987...
processing Samoa-1987...
processing Yemen, People's-1987...
processing Barbuda-1988...
processing Bahamas-1988...
processing Belarus-1988...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1988...
processing Cape Verde-1988...
processing East Germany-1988...
processing West Germany-1988...
processing Dominica-1988...
processing Great Britain-1988...
processing Equatorial Guinea-1988...
processing St. Kitts and Nevis-1988...
processing St. Lucia-1988...
processing Burma-1988...
processing Papua New Guinea-1988...
processing El Salvador-1988...
processing Sao Tome and Principe-1988...
processing Swaziland-1988...
processing Seychelles-1988...
processing Trinidad and Tobago-1988...
processing Ukraine-1988...
processing United States-1988...
processing St. Vincent and the Grenadines-1988...
processing Vanuatu-1988...
processing Yemen, People's-1988...
processing Barbuda-1989...
processing Bahamas-1989...
processing Belarus-1989...
processing Bhutan-1989...
processing Botswana-1989...
processing Central African Republic-1989...
processing Cameroon-1989...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1989...
processing Comoros-1989...
processing East Germany-1989...
processing West Germany-1989...
processing Dominica-1989...
processing Gabon-1989...
processing Great Britain-1989...
processing Equatorial Guinea-1989...
processing St. Kitts and Nevis-1989...
processing St. Lucia-1989...
processing Maldives-1989...
processing Mongolia-1989...
processing Malawi-1989...
processing Oman-1989...
processing Papua New Guinea-1989...
processing Palestine-1989...
processing Romania-1989...
processing Solomon Islands-1989...
processing Sierra Leone-1989...
processing Sao Tome and Principe-1989...
processing Swaziland-1989...
processing Seychelles-1989...
processing Togo-1989...
processing Ukraine-1989...
processing United States-1989...
processing St. Vincent and the Grenadines-1989...
processing Vanuatu-1989...
processing Samoa-1989...
processing Yemen, People's-1989...
processing Barbuda-1990...
processing Benin-1990...
processing Bahamas-1990...
processing Belarus-1990...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1990...
processing Comoros-1990...
processing West Germany-1990...
processing Great Britain-1990...
processing St. Kitts and Nevis-1990...
processing Niger-1990...
processing Solomon Islands-1990...
processing Swaziland-1990...
processing Togo-1990...
processing Ukraine-1990...
processing United States-1990...
processing St. Vincent and the Grenadines-1990...
processing Vanuatu-1990...
processing Samoa-1990...
processing Barbuda-1991...
processing Bahamas-1991...
processing Bosnia-1991...
processing Brunei-1991...
processing Botswana-1991...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1991...
processing Comoros-1991...
processing West Germany-1991...
processing Micronesia-1991...
processing Gabon-1991...
processing Great Britain-1991...
processing Guinea-Bissau-1991...
processing St. Kitts and Nevis-1991...
processing Mauritius-1991...
processing San Marino-1991...
processing Sao Tome and Principe-1991...
processing Swaziland-1991...
processing Seychelles-1991...
processing United States-1991...
processing St. Vincent and the Grenadines-1991...
processing Vanuatu-1991...
processing Yemen-1991...
processing Afghanistan-1992...
processing Barbuda-1992...
processing Burundi-1992...
processing Bahamas-1992...
processing Bosnia-1992...
processing Ivory Coast-1992...
processing Cameroon-1992...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1992...
processing Comoros-1992...
processing Cape Verde-1992...
processing Germany-1992...
processing Dominica-1992...
processing Micronesia-1992...
processing Gabon-1992...
processing Great Britain-1992...
processing Gambia-1992...
processing Guinea-Bissau-1992...
processing St. Kitts and Nevis-1992...
processing Liechtenstein-1992...
processing Lesotho-1992...
processing Maldives-1992...
processing Mauritania-1992...
processing Mauritius-1992...
processing Papua New Guinea-1992...
processing Solomon Islands-1992...
processing Sierra Leone-1992...
processing Sao Tome and Principe-1992...
processing Seychelles-1992...
processing Togo-1992...
processing United States-1992...
processing St. Vincent and the Grenadines-1992...
processing Yemen-1992...
processing Barbuda-1993...
processing Burkina Faso-1993...
processing Bahamas-1993...
processing Barbados-1993...
processing Cameroon-1993...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1993...
processing ['congo-brazzaville', 'congo, republic of']-1993...
processing Comoros-1993...
processing Germany-1993...
processing Dominica-1993...
processing Micronesia-1993...
processing Great Britain-1993...
processing Guinea-Bissau-1993...
processing Iceland-1993...
processing St. Kitts and Nevis-1993...
processing St. Lucia-1993...
processing Liechtenstein-1993...
processing Lesotho-1993...
processing Madagascar-1993...
processing Maldives-1993...
processing Mauritania-1993...
processing Mauritius-1993...
processing Papua New Guinea-1993...
processing Palestine-1993...
processing Solomon Islands-1993...
processing Sierra Leone-1993...
processing Suriname-1993...
processing Seychelles-1993...
processing Chad-1993...
processing Togo-1993...
processing United States-1993...
processing St. Vincent and the Grenadines-1993...
processing Vanuatu-1993...
processing Yemen-1993...
processing Andorra-1994...
processing Barbuda-1994...
processing Bahamas-1994...
processing Bhutan-1994...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1994...
processing Comoros-1994...
processing Cape Verde-1994...
processing Germany-1994...
processing St. Kitts and Nevis-1994...
processing St. Lucia-1994...
processing Liechtenstein-1994...
processing Maldives-1994...
processing Marshall Islands-1994...
processing Mauritius-1994...
processing Palestine-1994...
processing Sierra Leone-1994...
processing Seychelles-1994...
processing United States-1994...
processing St. Vincent and the Grenadines-1994...
processing Yemen-1994...
processing Andorra-1995...
processing Barbuda-1995...
processing Benin-1995...
processing Bahrain-1995...
processing Bahamas-1995...
processing Botswana-1995...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1995...
processing Cape Verde-1995...
processing Germany-1995...
processing Djibouti-1995...
processing Micronesia-1995...
processing Gambia-1995...
processing Guinea-Bissau-1995...
processing Equatorial Guinea-1995...
processing Iceland-1995...
processing Liechtenstein-1995...
processing Moldova-1995...
processing Madagascar-1995...
processing Maldives-1995...
processing Marshall Islands-1995...
processing Mauritania-1995...
processing Mauritius-1995...
processing Niger-1995...
processing Palestine-1995...
processing Solomon Islands-1995...
processing San Marino-1995...
processing Slovenia-1995...
processing Seychelles-1995...
processing Chad-1995...
processing Togo-1995...
processing United States-1995...
processing St. Vincent and the Grenadines-1995...
processing Vanuatu-1995...
processing Samoa-1995...
processing Yemen-1995...
processing Barbuda-1996...
processing Bhutan-1996...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1996...
processing Cape Verde-1996...
processing Germany-1996...
processing Dominica-1996...
processing Micronesia-1996...
processing Guinea-Bissau-1996...
processing Equatorial Guinea-1996...
processing St. Lucia-1996...
processing Maldives-1996...
processing Papua New Guinea-1996...
processing Solomon Islands-1996...
processing San Marino-1996...
processing Suriname-1996...
processing Swaziland-1996...
processing Seychelles-1996...
processing Turkmenistan-1996...
processing United States-1996...
processing St. Vincent and the Grenadines-1996...
processing Vanuatu-1996...
processing Yemen-1996...
processing Barbuda-1997...
processing Bahamas-1997...
processing Brunei-1997...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1997...
processing Cape Verde-1997...
processing Germany-1997...
processing Djibouti-1997...
processing Eritrea-1997...
processing Micronesia-1997...
processing Great Britain-1997...
processing Equatorial Guinea-1997...
processing Kyrgyzstan-1997...
processing Liechtenstein-1997...
processing Lesotho-1997...
processing Maldives-1997...
processing Mauritius-1997...
processing Oman-1997...
processing Palestine-1997...
processing Solomon Islands-1997...
processing San Marino-1997...
processing Suriname-1997...
processing Togo-1997...
processing United States-1997...
processing St. Vincent and the Grenadines-1997...
processing Vanuatu-1997...
processing Yemen-1997...
processing Andorra-1998...
processing Barbuda-1998...
processing Benin-1998...
processing Bahamas-1998...
processing Central African Republic-1998...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1998...
processing Cape Verde-1998...
processing Germany-1998...
processing Djibouti-1998...
processing Micronesia-1998...
processing Gabon-1998...
processing Great Britain-1998...
processing Gambia-1998...
processing Guinea-Bissau-1998...
processing Guyana-1998...
processing Kyrgyzstan-1998...
processing Liechtenstein-1998...
processing Maldives-1998...
processing Marshall Islands-1998...
processing Mauritania-1998...
processing Mauritius-1998...
processing Malawi-1998...
processing Palestine-1998...
processing San Marino-1998...
processing Seychelles-1998...
processing Chad-1998...
processing Togo-1998...
processing United States-1998...
processing Vanuatu-1998...
processing Samoa-1998...
processing Yemen-1998...
processing Andorra-1999...
processing Barbuda-1999...
processing Burkina Faso-1999...
processing Bahamas-1999...
processing Brunei-1999...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-1999...
processing Comoros-1999...
processing Germany-1999...
processing Djibouti-1999...
processing Micronesia-1999...
processing Great Britain-1999...
processing Equatorial Guinea-1999...
processing Grenada-1999...
processing St. Kitts and Nevis-1999...
processing St. Lucia-1999...
processing Liechtenstein-1999...
processing Maldives-1999...
processing Marshall Islands-1999...
processing Mauritius-1999...
processing San Marino-1999...
processing Suriname-1999...
processing Seychelles-1999...
processing United States-1999...
processing Yemen-1999...
processing Andorra-2000...
processing Barbuda-2000...
processing Benin-2000...
processing Bahamas-2000...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2000...
processing Comoros-2000...
processing Germany-2000...
processing Micronesia-2000...
processing Great Britain-2000...
processing Lesotho-2000...
processing Palau-2000...
processing Papua New Guinea-2000...
processing Palestine-2000...
processing San Marino-2000...
processing Sao Tome and Principe-2000...
processing Swaziland-2000...
processing Tonga-2000...
processing United States-2000...
processing Vanuatu-2000...
processing Yemen-2000...
processing Andorra-2001...
processing Barbuda-2001...
processing Bahamas-2001...
processing Barbados-2001...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2001...
processing Comoros-2001...
processing Cape Verde-2001...
processing Germany-2001...
processing Dominica-2001...
processing Micronesia-2001...
processing Great Britain-2001...
processing Equatorial Guinea-2001...
processing Grenada-2001...
processing St. Kitts and Nevis-2001...
processing St. Lucia-2001...
processing Maldives-2001...
processing Mauritius-2001...
processing Palau-2001...
processing Palestine-2001...
processing Solomon Islands-2001...
processing San Marino-2001...
processing United States-2001...
processing St. Vincent and the Grenadines-2001...
processing Vanuatu-2001...
processing Yemen-2001...
processing Barbuda-2002...
processing Burkina Faso-2002...
processing Bahamas-2002...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2002...
processing Comoros-2002...
processing Cape Verde-2002...
processing Germany-2002...
processing Micronesia-2002...
processing Great Britain-2002...
processing Guinea-Bissau-2002...
processing Grenada-2002...
processing St. Kitts and Nevis-2002...
processing St. Lucia-2002...
processing Maldives-2002...
processing Palau-2002...
processing Palestine-2002...
processing Solomon Islands-2002...
processing San Marino-2002...
processing Sao Tome and Principe-2002...
processing Togo-2002...
processing Tuvalu-2002...
processing United States-2002...
processing St. Vincent and the Grenadines-2002...
processing Yemen-2002...
processing Andorra-2003...
processing Barbuda-2003...
processing Bahamas-2003...
processing Central African Republic-2003...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2003...
processing Cape Verde-2003...
processing Germany-2003...
processing Dominica-2003...
processing Micronesia-2003...
processing Great Britain-2003...
processing Guinea-Bissau-2003...
processing Nauru-2003...
processing St. Kitts and Nevis-2003...
processing Mauritius-2003...
processing Nauru-2003...
processing Oman-2003...
processing Togo-2003...
processing Tonga-2003...
processing Tuvalu-2003...
processing United States-2003...
processing Vanuatu-2003...
processing Yemen-2003...
processing Andorra-2004...
processing Barbuda-2004...
processing Bahamas-2004...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2004...
processing Comoros-2004...
processing Germany-2004...
processing Djibouti-2004...
processing Micronesia-2004...
processing Great Britain-2004...
processing Guinea-Bissau-2004...
processing St. Kitts and Nevis-2004...
processing Palau-2004...
processing Palestine-2004...
processing Solomon Islands-2004...
processing San Marino-2004...
processing Sao Tome and Principe-2004...
processing Suriname-2004...
processing Tonga-2004...
processing Tuvalu-2004...
processing United States-2004...
processing St. Vincent and the Grenadines-2004...
processing Samoa-2004...
processing Yemen-2004...
processing Andorra-2005...
processing Barbuda-2005...
processing Bahamas-2005...
processing Brunei-2005...
processing Central African Republic-2005...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2005...
processing Comoros-2005...
processing Cape Verde-2005...
processing Germany-2005...
processing Djibouti-2005...
processing Micronesia-2005...
processing Great Britain-2005...
processing Nauru-2005...
processing St. Kitts and Nevis-2005...
processing Liechtenstein-2005...
processing Malta-2005...
processing Nauru-2005...
processing Palestine-2005...
processing Solomon Islands-2005...
processing San Marino-2005...
processing Suriname-2005...
processing Seychelles-2005...
processing Tonga-2005...
processing Tuvalu-2005...
processing St. Vincent and the Grenadines-2005...
processing Vanuatu-2005...
processing Yemen-2005...
processing Barbuda-2006...
processing Bahamas-2006...
processing Barbados-2006...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2006...
processing Comoros-2006...
processing Germany-2006...
processing Micronesia-2006...
processing Great Britain-2006...
processing Guinea-Bissau-2006...
processing Grenada-2006...
processing Palestine-2006...
processing San Marino-2006...
processing Sao Tome and Principe-2006...
processing Seychelles-2006...
processing St. Vincent and the Grenadines-2006...
processing Samoa-2006...
processing Yemen-2006...
processing Barbuda-2007...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2007...
processing Germany-2007...
processing Micronesia-2007...
processing Great Britain-2007...
processing Gambia-2007...
processing Nauru-2007...
processing Moldova-2007...
processing Marshall Islands-2007...
processing Mauritius-2007...
processing Nauru-2007...
processing Papua New Guinea-2007...
processing Palestine-2007...
processing San Marino-2007...
processing Suriname-2007...
processing Swaziland-2007...
processing Seychelles-2007...
processing Vanuatu-2007...
processing Yemen-2007...
processing Barbuda-2008...
processing Bahamas-2008...
processing Brunei-2008...
processing Central African Republic-2008...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2008...
processing Cape Verde-2008...
processing Germany-2008...
processing Dominica-2008...
processing Fiji-2008...
processing Micronesia-2008...
processing Great Britain-2008...
processing Nauru-2008...
processing Lesotho-2008...
processing Nauru-2008...
processing Palestine-2008...
processing San Marino-2008...
processing Sao Tome and Principe-2008...
processing Seychelles-2008...
processing Togo-2008...
processing Tuvalu-2008...
processing St. Vincent and the Grenadines-2008...
processing Yemen-2008...
processing Yugoslavia-2008...
processing Barbuda-2009...
processing Bahamas-2009...
processing Brunei-2009...
processing Central African Republic-2009...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2009...
processing Germany-2009...
processing Micronesia-2009...
processing Great Britain-2009...
processing St. Kitts and Nevis-2009...
processing Lesotho-2009...
processing Marshall Islands-2009...
processing Mauritius-2009...
processing Papua New Guinea-2009...
processing Palestine-2009...
processing Solomon Islands-2009...
processing San Marino-2009...
processing Sao Tome and Principe-2009...
processing Togo-2009...
processing East Timor-2009...
processing Tuvalu-2009...
processing Vanuatu-2009...
processing Yemen-2009...
processing Yugoslavia-2009...
processing Barbuda-2010...
processing Bahamas-2010...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2010...
processing Comoros-2010...
processing Cape Verde-2010...
processing Germany-2010...
processing Micronesia-2010...
processing Great Britain-2010...
processing Nauru-2010...
processing St. Kitts and Nevis-2010...
processing Nauru-2010...
processing Palau-2010...
processing Palestine-2010...
processing Sao Tome and Principe-2010...
processing Swaziland-2010...
processing Tuvalu-2010...
processing Vanuatu-2010...
processing Yemen-2010...
processing Andorra-2011...
processing Barbuda-2011...
processing Bahamas-2011...
processing Brunei-2011...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2011...
processing Comoros-2011...
processing Germany-2011...
processing Micronesia-2011...
processing Great Britain-2011...
processing Guinea-Bissau-2011...
processing St. Kitts and Nevis-2011...
processing Liechtenstein-2011...
processing Malta-2011...
processing Palestine-2011...
processing Sao Tome and Principe-2011...
processing Togo-2011...
processing Turkmenistan-2011...
processing St. Vincent and the Grenadines-2011...
processing Yemen-2011...
processing Yugoslavia-2011...
processing Andorra-2012...
processing Barbuda-2012...
processing Bahamas-2012...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2012...
processing Comoros-2012...
processing Cape Verde-2012...
processing Germany-2012...
processing Dominica-2012...
processing Micronesia-2012...
processing Great Britain-2012...
processing Nauru-2012...
processing Liechtenstein-2012...
processing Nauru-2012...
processing Palestine-2012...
processing San Marino-2012...
processing Sao Tome and Principe-2012...
processing St. Vincent and the Grenadines-2012...
processing Vanuatu-2012...
processing Yemen-2012...
processing Barbuda-2013...
processing Bahamas-2013...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2013...
processing Comoros-2013...
processing Germany-2013...
processing Dominica-2013...
processing Micronesia-2013...
processing Great Britain-2013...
processing Gambia-2013...
processing St. Kitts and Nevis-2013...
processing Lesotho-2013...
processing Macedonia-2013...
processing Palau-2013...
processing Palestine-2013...
processing Sao Tome and Principe-2013...
processing Swaziland-2013...
processing Tonga-2013...
processing St. Vincent and the Grenadines-2013...
processing Vanuatu-2013...
processing Yemen-2013...
processing Barbuda-2014...
processing Bahamas-2014...
processing ['congo-kinshasa', 'zaire', 'congo, democratic republic']-2014...
processing Comoros-2014...
processing Cape Verde-2014...
processing Germany-2014...
processing Micronesia-2014...
processing Great Britain-2014...
processing St. Kitts and Nevis-2014...
processing Palestine-2014...
processing Sao Tome and Principe-2014...
processing Togo-2014...
processing East Timor-2014...
processing St. Vincent and the Grenadines-2014...
processing Yemen-2014...

In [24]:

    

# check again
bad2 = []
for i in bad:
    if i['count'] == 'NA':
        bad2.append(i)
print len(bad)
print len(bad2)


    

    




900
690

In [25]:

    

# get unique countries
bad_countries = {}
for i in bad2:
    country = str(i['country'])
    if country not in bad_countries.keys():
        bad_countries[country] = [i['year']]
    else:
        bad_countries[country].append(i['year'])
bad_countries


    

    
Out[25]:





{'Andorra': ['1994',
  '1995',
  '1998',
  '1999',
  '2000',
  '2001',
  '2003',
  '2004',
  '2005',
  '2011',
  '2012'],
 'Bahamas': ['1979',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1986',
  '1987',
  '1988',
  '1989',
  '1990',
  '1991',
  '1992',
  '1993',
  '1994',
  '1995',
  '1997',
  '1998',
  '1999',
  '2000',
  '2001',
  '2002',
  '2003',
  '2004',
  '2005',
  '2006',
  '2008',
  '2009',
  '2010',
  '2011',
  '2012',
  '2013',
  '2014'],
 'Bahrain': ['1995'],
 'Barbados': ['1979', '1993', '2001', '2006'],
 'Barbuda': ['1982',
  '1983',
  '1984',
  '1986',
  '1990',
  '1991',
  '1992',
  '1993',
  '1994',
  '1998',
  '2000',
  '2001',
  '2005'],
 'Belarus': ['1979',
  '1980',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1986',
  '1987',
  '1988',
  '1989',
  '1990'],
 'Benin': ['1984', '1986', '1990', '1995', '1998', '2000'],
 'Bhutan': ['1982', '1984', '1986', '1989', '1994', '1996'],
 'Botswana': ['1989', '1991', '1995'],
 'Brunei': ['1991', '1997', '1999', '2005', '2008', '2009', '2011'],
 'Burkina Faso': ['1979',
  '1980',
  '1981',
  '1982',
  '1983',
  '1986',
  '1993',
  '1999',
  '2002'],
 'Burundi': ['1982', '1992'],
 'Cameroon': ['1989', '1992', '1993'],
 'Cape Verde': ['1981',
  '1986',
  '1988',
  '1992',
  '1994',
  '1995',
  '1996',
  '1997',
  '1998',
  '2001',
  '2002',
  '2003',
  '2005',
  '2008',
  '2010',
  '2012',
  '2014'],
 'Central African Republic': ['1989', '1998', '2003', '2005', '2008', '2009'],
 'Chad': ['1993', '1995', '1998'],
 'Comoros': ['1979',
  '1980',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1986',
  '1987',
  '1989',
  '1990',
  '1991',
  '1992',
  '1993',
  '1994',
  '1999',
  '2000',
  '2001',
  '2002',
  '2004',
  '2005',
  '2006',
  '2010',
  '2011',
  '2012',
  '2013',
  '2014'],
 'Djibouti': ['1979',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1995',
  '1997',
  '1998',
  '1999',
  '2004',
  '2005'],
 'Dominica': ['1987',
  '1988',
  '1989',
  '1992',
  '1993',
  '1996',
  '2001',
  '2003',
  '2008',
  '2012',
  '2013'],
 'East Timor': ['2009', '2014'],
 'El Salvador': ['1981', '1982', '1983', '1984', '1986', '1988'],
 'Equatorial Guinea': ['1980',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1986',
  '1988',
  '1989',
  '1995',
  '1996',
  '1997',
  '1999',
  '2001'],
 'Eritrea': ['1979', '1980', '1981', '1982', '1986', '1997'],
 'Fiji': ['1983', '1984', '2008'],
 'Gabon': ['1979', '1982', '1983', '1989', '1991', '1992', '1998'],
 'Gambia': ['1979',
  '1984',
  '1985',
  '1987',
  '1992',
  '1995',
  '1998',
  '2007',
  '2013'],
 'Grenada': ['1999', '2001', '2002', '2006'],
 'Guinea-Bissau': ['1981',
  '1982',
  '1983',
  '1985',
  '1987',
  '1991',
  '1992',
  '1993',
  '1995',
  '1996',
  '1998',
  '2002',
  '2003',
  '2004',
  '2006',
  '2011'],
 'Guyana': ['1998'],
 'Iceland': ['1993', '1995'],
 'Ivory Coast': ['1992'],
 'Kyrgyzstan': ['1997', '1998'],
 'Lesotho': ['1984', '1992', '1993', '1997', '2000', '2008', '2009', '2013'],
 'Liechtenstein': ['1982',
  '1986',
  '1987',
  '1992',
  '1993',
  '1994',
  '1995',
  '1997',
  '1998',
  '1999',
  '2005',
  '2011',
  '2012'],
 'Macedonia': ['2013'],
 'Madagascar': ['1981', '1982', '1983', '1984', '1986', '1993', '1995'],
 'Malawi': ['1979', '1982', '1984', '1989', '1998'],
 'Maldives': ['1980',
  '1981',
  '1982',
  '1984',
  '1986',
  '1989',
  '1992',
  '1993',
  '1994',
  '1995',
  '1996',
  '1997',
  '1998',
  '1999',
  '2001',
  '2002'],
 'Mali': ['1979', '1986'],
 'Malta': ['2005', '2011'],
 'Marshall Islands': ['1994', '1995', '1998', '1999', '2007', '2009'],
 'Mauritania': ['1992', '1993', '1995', '1998'],
 'Mauritius': ['1980',
  '1983',
  '1984',
  '1991',
  '1992',
  '1993',
  '1994',
  '1995',
  '1997',
  '1998',
  '1999',
  '2001',
  '2003',
  '2007',
  '2009'],
 'Micronesia': ['1992',
  '1995',
  '1997',
  '1999',
  '2000',
  '2001',
  '2002',
  '2006',
  '2009',
  '2013',
  '2014'],
 'Moldova': ['1995', '2007'],
 'Mongolia': ['1979', '1980', '1981', '1982', '1983', '1985', '1986', '1989'],
 'Nauru': ['2003',
  '2003',
  '2005',
  '2005',
  '2007',
  '2007',
  '2008',
  '2008',
  '2010',
  '2010',
  '2012',
  '2012'],
 'Niger': ['1979', '1981', '1982', '1984', '1990', '1995'],
 'Oman': ['1989', '1997', '2003'],
 'Palau': ['2000', '2001', '2002', '2004', '2010', '2013'],
 'Palestine': ['1980',
  '1981',
  '1983',
  '1989',
  '1993',
  '1994',
  '1995',
  '1997',
  '1998',
  '2000',
  '2001',
  '2002',
  '2004',
  '2005',
  '2006',
  '2007',
  '2008',
  '2009',
  '2010',
  '2011',
  '2012',
  '2013',
  '2014'],
 'Papua New Guinea': ['1988',
  '1989',
  '1992',
  '1993',
  '1996',
  '2000',
  '2007',
  '2009'],
 'Qatar': ['1981'],
 'Romania': ['1979',
  '1980',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1986',
  '1987',
  '1989'],
 'Russia': ['1981', '1982', '1983'],
 'Rwanda': ['1979', '1981', '1984'],
 'Samoa': ['1979', '1987', '1989', '1990', '1995', '1998', '2004', '2006'],
 'San Marino': ['1991',
  '1995',
  '1996',
  '1997',
  '1998',
  '1999',
  '2000',
  '2001',
  '2002',
  '2004',
  '2005',
  '2006',
  '2007',
  '2008',
  '2009',
  '2012'],
 'Sao Tome and Principe': ['1979',
  '1980',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1986',
  '1987',
  '1988',
  '1989',
  '1991',
  '1992',
  '2000',
  '2002',
  '2004',
  '2006',
  '2008',
  '2009',
  '2010',
  '2011',
  '2012',
  '2013',
  '2014'],
 'Seychelles': ['1984',
  '1986',
  '1988',
  '1989',
  '1991',
  '1992',
  '1993',
  '1994',
  '1995',
  '1996',
  '1998',
  '1999',
  '2005',
  '2006',
  '2007',
  '2008'],
 'Sierra Leone': ['1979',
  '1980',
  '1981',
  '1986',
  '1989',
  '1992',
  '1993',
  '1994'],
 'Slovenia': ['1995'],
 'Solomon Islands': ['1980',
  '1981',
  '1982',
  '1983',
  '1987',
  '1989',
  '1990',
  '1992',
  '1993',
  '1995',
  '1996',
  '1997',
  '2001',
  '2002',
  '2004',
  '2005',
  '2009'],
 'St. Kitts and Nevis': ['1983',
  '1984',
  '1985',
  '1986',
  '1987',
  '1988',
  '1989',
  '1990',
  '1991',
  '1992',
  '1993',
  '1994',
  '1999',
  '2001',
  '2002',
  '2003',
  '2004',
  '2005',
  '2009',
  '2010',
  '2011',
  '2013',
  '2014'],
 'St. Lucia': ['1981',
  '1985',
  '1988',
  '1989',
  '1993',
  '1994',
  '1996',
  '1999',
  '2001',
  '2002'],
 'St. Vincent and the Grenadines': ['1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1987',
  '1988',
  '1989',
  '1990',
  '1991',
  '1992',
  '1993',
  '1994',
  '1995',
  '1996',
  '1997',
  '2001',
  '2002',
  '2004',
  '2005',
  '2006',
  '2008',
  '2011',
  '2012',
  '2013',
  '2014'],
 'Suriname': ['1979',
  '1980',
  '1993',
  '1996',
  '1997',
  '1999',
  '2004',
  '2005',
  '2007'],
 'Swaziland': ['1979',
  '1988',
  '1989',
  '1990',
  '1991',
  '1996',
  '2000',
  '2007',
  '2010',
  '2013'],
 'Togo': ['1979',
  '1989',
  '1990',
  '1992',
  '1993',
  '1995',
  '1997',
  '1998',
  '2002',
  '2003',
  '2008',
  '2009',
  '2011',
  '2014'],
 'Tonga': ['2000', '2003', '2004', '2005', '2013'],
 'Trinidad and Tobago': ['1982', '1988'],
 'Turkmenistan': ['1996', '2011'],
 'Tuvalu': ['2002', '2003', '2004', '2005', '2008', '2009', '2010'],
 'Ukraine': ['1979',
  '1980',
  '1981',
  '1982',
  '1983',
  '1984',
  '1985',
  '1986',
  '1987',
  '1988',
  '1989',
  '1990'],
 'United Arab Emirates': ['1980', '1981', '1982', '1983'],
 'Vanuatu': ['1984',
  '1985',
  '1988',
  '1989',
  '1990',
  '1991',
  '1993',
  '1995',
  '1996',
  '1997',
  '1998',
  '2000',
  '2001',
  '2003',
  '2005',
  '2007',
  '2009',
  '2010',
  '2012',
  '2013'],
 'Yemen Arab Republic': ['1981', '1982'],
 "Yemen, People's": ['1983', '1987', '1988'],
 'Yugoslavia': ['2008', '2009', '2011'],
 'Zimbabwe': ['1981'],
 "['congo-brazzaville', 'congo, republic of']": ['1980',
  '1982',
  '1983',
  '1993'],
 "['congo-kinshasa', 'zaire', 'congo, democratic republic']": ['1985',
  '1999',
  '2000',
  '2001',
  '2003',
  '2004',
  '2005',
  '2007',
  '2008']}

In [31]:

    

len(women)


    

    
Out[31]:





5804

In [30]:

    

for i in women:
    if i['count'] == 'NA':
        women.remove(i)


    

In [32]:

    

women = women + bad2


    

In [33]:

    

len(women)


    

    
Out[33]:





6494

In [34]:

    

keys = women[0].keys()
with open('n_nyt.csv.csv', 'wb') as output_file:
    dict_writer = csv.DictWriter(output_file, keys)
    dict_writer.writeheader()
    dict_writer.writerows(women)


    

In [ ]: