import numpy as np
import pandas as pd
pd.options.display.max_columns = 100

%matplotlib inline
import matplotlib.pyplot as plt
import seaborn as sb
sb.set_style('whitegrid')

import json, unicodedata, os

from collections import Counter

import networkx as nx
class MyEncoder(json.JSONEncoder):
    def default(self, obj):
        if isinstance(obj, np.integer):
            return int(obj)
        elif isinstance(obj, np.floating):
            return float(obj)
        elif isinstance(obj, np.ndarray):
            return obj.tolist()
        else:
            return super(MyEncoder, self).default(obj)

Coup baseline analysis

historical_coups_df = pd.read_csv('coups_by_country.txt',sep='\t')
historical_coups_df['date'] = pd.to_datetime(historical_coups_df.apply(lambda x:'{0:02d}-{1:02d}-{2:02d}'.format(x['year'],x['month'],x['day']),axis=1))
historical_coups_df.head()
country ccode year month day coup version date
0 Cuba 40 1952 3 10 2 V2016.07.20 1952-03-10
1 Cuba 40 1957 9 5 1 V2016.07.20 1957-09-05
2 Haiti 41 1950 5 10 2 V2016.07.20 1950-05-10
3 Haiti 41 1956 12 12 2 V2016.07.20 1956-12-12
4 Haiti 41 1957 4 2 2 V2016.07.20 1957-04-02
annual_coups_df = historical_coups_df.groupby(['year','coup']).agg({'country':len})['country'].unstack().fillna(0)
annual_coups_df.rename(columns={1:'Failed coup',2:'Successful coup'},inplace=True)

# Plot
ax = annual_coups_df.plot(kind='area',stacked=True,legend=False,lw=3)
ax.set_xlabel('Year')
ax.set_ylabel('Coup attempts')
#ax.set_ylim((0,18))
ax.legend()
<matplotlib.legend.Legend at 0x1146e3518>

Coup revisions

rev_df = pd.read_csv('all_coups_revisions.csv',encoding='utf8')
rev_df['timestamp'] = pd.to_datetime(rev_df['timestamp'],format='%Y-%m-%dT%H:%M:%SZ')
rev_df['year'] = rev_df['timestamp'].apply(lambda x:x.year)
rev_df.head()
/Users/briankeegan/anaconda/lib/python3.5/site-packages/IPython/core/interactiveshell.py:2717: DtypeWarning: Columns (12) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
parent_topic anon lang page parentid rev_num revid sha1 sha1hidden size timestamp user userhidden year
0 1979 Equatorial Guinea coup d'état NaN fr Coup d'État de 1979 en Guinée équatoriale 130702092 0 130707374 ab4b056d773524c4c4a6c7b0e5fbd67a75a84e05 NaN 602 2016-10-15 21:21:17 OrlodrimBot NaN 2016
1 1979 Equatorial Guinea coup d'état NaN fr Coup d'État de 1979 en Guinée équatoriale 130702041 1 130702092 8b540a85b0754eade080782115c37907dc6b7f91 NaN 592 2016-10-15 18:39:13 Rashinseita NaN 2016
2 1979 Equatorial Guinea coup d'état NaN fr Coup d'État de 1979 en Guinée équatoriale 0 2 130702041 78f5fe6f240741c4b77c760a61ce5dd857aa167c NaN 566 2016-10-15 18:37:36 Rashinseita NaN 2016
3 1979 Equatorial Guinea coup d'état NaN es Golpe de Estado en Guinea Ecuatorial de 1979 97851838 0 97871893 867199a33b32a94e9e42beada8bc17ecdfa4dff0 NaN 128875 2017-03-26 21:41:13 Marval703 NaN 2017
4 1979 Equatorial Guinea coup d'état NaN es Golpe de Estado en Guinea Ecuatorial de 1979 97851124 1 97851838 587c16af7a77b63fa4ab615dc59ba8b1c9e686f9 NaN 128456 2017-03-26 03:20:30 Marval703 NaN 2017
len(rev_df['page'].unique()), len(rev_df['parent_topic'].unique()), len(rev_df['lang'].unique())
(1137, 169, 97)
_agg_func = {'user':pd.Series.nunique,'sha1':pd.Series.nunique,'size':np.max,'timestamp':np.min, 'year':np.min}
summary_df = rev_df.groupby(['parent_topic','page']).agg(_agg_func)
summary_df.rename(columns={'sha1':'Revisions','user':'Editors','size':'Size', 'year':'Year'},inplace=True)
summary_df = summary_df.median(level=0)

summary_df['Languages'] = rev_df.groupby('parent_topic').agg({'page':pd.Series.nunique}).sort_values('page',ascending=False)['page']

summary_df = summary_df[['Languages','Revisions','Editors','Size','Year']]
summary_df.sort_values('Languages',ascending=False).head(10)
Languages Revisions Editors Size Year
parent_topic
2016 Turkish coup d'état attempt 60 25.0 7.0 14397.0 2016.0
Carnation Revolution 43 41.0 24.0 7376.0 2007.0
1991 Soviet coup d'état attempt 42 51.0 30.5 14353.0 2009.0
Romanian Revolution 38 67.0 32.0 12880.0 2007.5
1973 Chilean coup d'état 31 37.0 20.0 9632.0 2011.0
2013 Egyptian coup d'état 31 32.0 13.0 13820.0 2013.0
1993 Russian constitutional crisis 28 35.5 22.0 11048.5 2010.0
Tulip Revolution 27 34.0 21.0 4775.0 2007.0
1953 Iranian coup d'état 27 59.0 26.0 8404.0 2009.0
Saur Revolution 25 21.0 14.0 7131.0 2011.0
print(summary_df.sort_values('Languages',ascending=False).head(10).to_latex(encoding='ascii'))
\begin{tabular}{lrrrrr}
\toprule
{} &  Languages &  Revisions &  Editors &     Size &    Year \\
parent\_topic                       &            &            &          &          &         \\
\midrule
2016 Turkish coup d'état attempt   &         60 &       25.0 &      7.0 &  14397.0 &  2016.0 \\
Carnation Revolution               &         43 &       41.0 &     24.0 &   7376.0 &  2007.0 \\
1991 Soviet coup d'état attempt    &         42 &       51.0 &     30.5 &  14353.0 &  2009.0 \\
Romanian Revolution                &         38 &       67.0 &     32.0 &  12880.0 &  2007.5 \\
1973 Chilean coup d'état           &         31 &       37.0 &     20.0 &   9632.0 &  2011.0 \\
2013 Egyptian coup d'état          &         31 &       32.0 &     13.0 &  13820.0 &  2013.0 \\
1993 Russian constitutional crisis &         28 &       35.5 &     22.0 &  11048.5 &  2010.0 \\
Tulip Revolution                   &         27 &       34.0 &     21.0 &   4775.0 &  2007.0 \\
1953 Iranian coup d'état           &         27 &       59.0 &     26.0 &   8404.0 &  2009.0 \\
Saur Revolution                    &         25 &       21.0 &     14.0 &   7131.0 &  2011.0 \\
\bottomrule
\end{tabular}

with open("all_coups_interlanguage_links.json",'r') as f:
    coup_interlanguage_links = json.load(f)
articles_across_languages_count = 0
languages_represented = set()
for topic, topic_d in coup_interlanguage_links.items():
    articles_across_languages_count += len(topic_d)
    languages_represented = languages_represented | set(topic_d.keys())
print("There are {0:,} articles across {1:,} languages about the {2:,} seed topics".format(articles_across_languages_count,
                                                                                           len(languages_represented),
                                                                                           len(coup_interlanguage_links)))
There are 1,164 articles across 97 languages about the 168 seed topics

Categories

with open('commons_category_file_members.json','r') as f:
    commons_category_file_members_dict = json.load(f)
    
with open('all_coups_file_image_usage.json','r') as f:
    all_coups_image_usage = json.load(f)
all_coups_image_usage["1987 Fijian coups d'état"]['en']
{'File:Arms of Fiji 2.png': ['History of Fiji',
  "Timeline of the 2000 Fijian coup d'état",
  "1987 Fijian coups d'état",
  'Fiji Week, 2004',
  '1977 Fijian constitutional crisis',
  "2000 Fijian coup d'état",
  "Mutinies of the 2000 Fijian coup d'état",
  "Aftermath of the 2000 Fijian coup d'état",
  'Discovery of Fiji',
  'Fiji during the time of Cakobau',
  'Colony of Fiji',
  'Modern history of Fiji',
  'Nuanced voices on the Reconciliation, Tolerance, and Unity Bill',
  'Yellow Ribbon campaign (Fiji)',
  'Blue Ribbon campaign (Fiji)',
  "Military unrest following the 2000 Fijian coup d'état",
  'Military opposition to the Reconciliation, Tolerance, and Unity Bill',
  'Fiji Week, 2005',
  "Investigations since the 2000 Fijian coup d'état",
  "Trials since the 2000 Fijian coup d'état",
  'Military–church relations in Fiji',
  'International reaction to the Reconciliation, Tolerance, and Unity Bill',
  'Reconciliation, Tolerance, and Unity Bill',
  'Fijian mercenaries in Bougainville',
  'Religious reaction to the Reconciliation, Tolerance, and Unity Bill',
  'Counter Revolutionary Warfare Unit Court Martial, Fiji',
  '2005–06 Fijian political crisis',
  'Removal of Ratu Mara, 2000',
  'Dominion of Fiji',
  'Timeline of the 2005–06 Fijian political crisis',
  'Reaction to the 2005–06 Fijian political crisis',
  'Instruments of Independence',
  "2006 Fijian coup d'état",
  'Alleged plot against Ratu Iloilo, 2000',
  '2009 Fijian constitutional crisis']}
_s1 = pd.Series({cat:len(members) for cat, members in commons_category_file_members_dict.items()})
hist1 = np.histogram(_s.values,bins=np.logspace(0,5,31))
hist1_s = pd.Series(dict(zip(hist[1][1:],hist[0])))
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-13-4b32e73d30fc> in <module>()
      1 _s1 = pd.Series({cat:len(members) for cat, members in commons_category_file_members_dict.items()})
----> 2 hist1 = np.histogram(_s.values,bins=np.logspace(0,5,31))
      3 hist1_s = pd.Series(dict(zip(hist[1][1:],hist[0])))

NameError: name '_s' is not defined
image_count_by_lang = {}
for topic, topic_d in all_coups_image_usage.items():
    for lang, lang_d in topic_d.items():
        for file, filelist in lang_d.items():
            try:
                image_count_by_lang[file.split(':')[1]] += 1
            except KeyError:
                image_count_by_lang[file.split(':')[1]] = 1
                
hist2_s = pd.Series(image_count_by_lang)
hist2_s = hist2_s.value_counts().sort_index()
pd.Series(image_count_by_lang).sort_values(ascending=False).head()
Romanian Revolution 1989 Demonstrators.jpg      25
Golpe de Estado 1973.jpg                        25
Coruche mural 25 Abril.jpg                      21
Boris Yeltsin 19 August 1991-1.jpg              21
Thai-coup-detat-2014-social-media-banner.jpg    20
dtype: int64
image_usage_across_project = {}
for topic, topic_d in all_coups_image_usage.items():
    for lang, lang_d in topic_d.items():
        for file, filelist in lang_d.items():
            try:
                image_usage_across_project[file.split(':')[1]] += len(filelist)
            except KeyError:
                image_usage_across_project[file.split(':')[1]] = len(filelist)
                
hist3_s = pd.Series(image_usage_across_project)
hist3_s = hist3_s.value_counts().sort_index()

pd.Series(image_usage_across_project).sort_values(ascending=False).head()
Apollo 11.jpg                                          2500
Habs un headquarters.jpg                               2000
PithHelmetTruman.jpg                                   1000
Eugène Delacroix - La liberté guidant le peuple.jpg     997
P history.png                                           982
dtype: int64
# Start figure
f,axs = plt.subplots(1,3,figsize=(12,4))

# Left figure
hist1_s.plot(lw=4,logx=True,ax=axs[0])
axs[0].set_xlim((1e0,1e5))
#axs[0].set_xscale('log')
axs[0].set_ylim((0,120))

axs[0].set_xlabel('Images in category',fontsize=14)
axs[0].set_ylabel('Number of categories',fontsize=14)
axs[0].text(x=4e4,y=110,s='A',fontsize=20)

# Center figure
hist2_s.reset_index().plot(kind='scatter',x='index',y=0,lw=4,logy=True,ax=axs[1])
axs[1].set_xlim((0,30))
axs[1].set_ylim((1e0,1e3))
axs[1].set_xlabel('Number of languages',fontsize=14)
axs[1].set_ylabel('Number of images',fontsize=14)
axs[1].text(x=28,y=5.5e2,s='B',fontsize=20)

# Center figure
hist3_s.reset_index().plot(kind='scatter',x='index',y=0,lw=4,logx=True,logy=True,ax=axs[2])
axs[2].set_xlim((1e0,1e4))
axs[2].set_ylim((1e0,1e3))
axs[2].set_xlabel('Number of articles',fontsize=14)
axs[2].set_ylabel('Number of images',fontsize=14)
axs[2].text(x=5e3,y=5.25e2,s='C',fontsize=20)

#
plt.tight_layout()
plt.savefig('category_file_members.pdf',bbox_inches='tight')
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-17-631e964a8e20> in <module>()
      3 
      4 # Left figure
----> 5 hist1_s.plot(lw=4,logx=True,ax=axs[0])
      6 axs[0].set_xlim((1e0,1e5))
      7 #axs[0].set_xscale('log')

NameError: name 'hist1_s' is not defined
unique_images_in_categories = len(set([m for cat, members in commons_category_file_members_dict.items() for m in members]))
unique_categories = len(commons_category_file_members_dict)

print("There are {0:,} unique images in {1:,} categories".format(unique_images_in_categories,unique_categories))
There are 149,038 unique images in 1,112 categories
[cat for cat, members in commons_category_file_members_dict.items() if len(members) < 10]
['Category:Rabia massacre fire',
 'Category:Prime ministers of Egypt',
 'Category:April 1975 in the United States',
 'Category:Raimundo Pereira',
 'Category:Alexander Korzhakov',
 'Category:Barack Obama in July 2013',
 'Category:Hillary Rodham Clinton with national leaders of Honduras',
 'Category:Nureddin al-Atassi',
 'Category:Tanks of Thailand',
 'Category:Anonyme Island',
 'Category:Vehicles in Port-au-Prince',
 'Category:November 1963 in Asia',
 'Category:Relations of Argentina and Honduras',
 'Category:Nasserism',
 'Category:Muhammad Zia-ul-Haq',
 'Category:Farms in Honduras',
 'Category:1963 in Syria',
 'Category:Medal of Independence (Turkey)',
 'Category:Photographs taken on 1998-10-03',
 'Category:1975 in Washington, D.C.',
 'Category:Salou Djibo',
 'Category:Fuad al-Rikabi',
 'Category:Vietnam War in 1963',
 'Category:Government building in Sukhumi',
 'Category:Thai M41 Walker Bulldog light tanks',
 'Category:1998 in Maryland',
 'Category:David Dacko',
 'Category:Presidential standards of Vietnam',
 'Category:Marcelo Levingston',
 'Category:2007 at Toncontín International Airport',
 'Category:Heo Jeong',
 'Category:Rābiʿa-al-ʿAdawiyya square',
 'Category:Tawadros II',
 'Category:Coats of arms of Fiji',
 'Category:93-0011 (aircraft)',
 'Category:Fall of Communism',
 'Category:Shibli al-Aysami',
 'Category:Maps of British Togo',
 'Category:Iskander Mirza',
 'Category:Jaime Lachica Sin',
 'Category:April Revolution',
 'Category:Habib Bourguiba in 1960',
 'Category:December 1999 in Russia',
 'Category:Saudi Mosque Nouakchott',
 'Category:Politicians of Guinea-Bissau',
 'Category:Akın Öztürk',
 'Category:Fazlollah Zahedi',
 'Category:1988 at Paris-Orly Airport',
 'Category:Stock Exchange of Thailand',
 'Category:Government surveillance',
 'Category:Historical flags of South Vietnam',
 'Category:Saint Francis Xavier Church (Ho Chi Minh City)',
 'Category:Salvador Allende on stamps',
 'Category:Fethullah Gülen',
 'Category:October 1983 in Maryland',
 'Category:Dwight Eisenhower in the Oval Office',
 'Category:Mwambutsa IV Bangiricenge',
 'Category:Muammar Gaddafi and Gamal Abdel Nasser',
 'Category:Alix Pasquet',
 'Category:Erdal Öztürk',
 'Category:Masacre de Ezeiza',
 'Category:1971 in China',
 'Category:Revolución de Octubre de 1944 en Guatemala',
 "Category:Relations of Cambodia and the People's Republic of China",
 'Category:El tres de mayo de 1808 en Madrid',
 'Category:Military of Guinea',
 'Category:Saur Revolution',
 'Category:Boris Yeltsin signing documents',
 'Category:Tran Le Xuan',
 'Category:Northrop YF-5',
 'Category:Military history of Sudan',
 'Category:F-16 Fighting Falcon with Turkish Air Force markings',
 'Category:March 2004 in Haiti',
 'Category:Iraq in the 1960s',
 'Category:1959 stamps',
 'Category:Chariot clock',
 'Category:1975 events in Portugal',
 'Category:Buildings in Gabon',
 'Category:Jânio Quadros',
 'Category:BTR-80 in Soviet service',
 'Category:Alberto Fujimori',
 'Category:Charles P. Murray, Jr.',
 "Category:1992 Venezuelan coup d'état attempts",
 'Category:People of Uruguay in 1972',
 'Category:Special forces of Turkey',
 'Category:Demonstrations and protests in Honduras',
 'Category:Thailand in the 21st century',
 'Category:Tom Thabane',
 'Category:Kabul in 1978',
 'Category:Flintlock (military exercise)',
 'Category:Tafari Makonnen in 1923',
 'Category:Márcio de Souza Mello',
 'Category:Presidents of Iraq',
 'Category:Flags of Chile on stamps',
 'Category:Shaban Jafari',
 'Category:Mamadou Tandja',
 'Category:2005 in Gabon',
 'Category:Built in New Orleans in 1920',
 'Category:Mirza Jahāngir Khān',
 'Category:2008 in Mauritania',
 'Category:Old maps of the Central African Republic',
 'Category:Salah ad-Din al-Bitar',
 'Category:2004 in Port-au-Prince',
 'Category:2003 in Mali',
 'Category:Military equipment of Thailand',
 'Category:Prime ministers of Pakistan',
 'Category:Mikhail Gorbachev in 1990',
 'Category:Abd ar-Rahman Arif',
 'Category:Relations of Guinea and the United States',
 'Category:T-80UD',
 'Category:Ne Win',
 'Category:May 16 coup',
 'Category:Presidents of Equatorial Guinea',
 'Category:Photographs taken on 1989-02-21',
 'Category:Military people of Turkey with ribbon bars in 2016',
 'Category:Porfirio Lobo',
 'Category:1969 in Syria',
 'Category:Valentin Varennikov',
 'Category:Military stamps of Iran',
 'Category:Mustafa Tlass',
 'Category:Parks in Samsun',
 'Category:People of Peru in 1998',
 'Category:1958 in Iraq',
 'Category:Boeing C-22',
 'Category:Seychelles International Airport',
 'Category:Gnassingbé Eyadéma',
 'Category:People Power Revolution',
 'Category:United Front for Democracy Against Dictatorship, Thailand',
 'Category:Heliopolis Palace',
 'Category:State surveillance',
 'Category:Adib al-Shishakli',
 'Category:1969 in Egypt',
 'Category:Karl-Marx-Allee (Berlin-Friedrichshain) in 1958',
 'Category:Turkish lira',
 'Category:Thai general election, 2014',
 'Category:Unidad Popular',
 'Category:April 1988 in France',
 'Category:Ahmed el-Tayeb',
 'Category:Harold Wilson in 1974',
 'Category:Old maps of the history of the Caribbean',
 'Category:Generals of Cambodia',
 'Category:Central African Republic in the 1970s',
 'Category:4 TD VSRF',
 'Category:CN-CCF (aircraft)',
 "Category:2002 Venezuelan coup d'état attempt",
 'Category:Army of Honduras',
 'Category:Ngo Dinh Nhu',
 'Category:1992 in Taiwan',
 'Category:Turkcell',
 'Category:Juan María Bordaberry',
 'Category:Military people of Sudan',
 'Category:Heads of state in 1999',
 'Category:Locator maps of Seychelles',
 'Category:Luai al-Atassi',
 'Category:Izzat Ibrahim ad-Duri',
 'Category:Aurélio de Lira Tavares',
 'Category:Caribbean in the 1490s',
 'Category:Relations of Libya and Syria',
 'Category:Economy of Thailand graphs',
 'Category:1961 in politics',
 'Category:17th-century maps of Portugal',
 'Category:Elections in 1970',
 'Category:February 1989 in the Soviet Union',
 'Category:1974 in Guinea-Bissau',
 'Category:Unimog vehicles in Thai military service',
 'Category:Maps of French Togo',
 'Category:Flags of Afghanistan on stamps',
 'Category:Chilling Effects',
 'Category:2014 in Burkina Faso',
 'Category:Mural de Oswaldo Guayasamín (Legislative Palace of Ecuador, Quito)',
 'Category:Maps of Yanam district',
 'Category:Tanks of Iran',
 'Category:Supreme Court of Pakistan Building',
 'Category:Landing craft of Portugal',
 'Category:Internet censorship in Thailand',
 'Category:Bishkek in the 2000s',
 'Category:Surveillance in Thailand',
 'Category:Photographs taken on 1983-10-26',
 'Category:Rabeaa Hospital',
 'Category:Efraín Ríos Montt',
 'Category:1940 in Turkey',
 'Category:Crowds on banknotes',
 'Category:Demonstrations and protests in support of Augusto Pinochet',
 'Category:Gilbert Diendéré',
 'Category:People of Russia in 1991',
 'Category:Photographs taken on 1959-06-08',
 'Category:Marcello Caetano',
 'Category:Gennady Burbulis',
 'Category:Dioncounda Traoré',
 'Category:Stamps of Burkina Faso',
 'Category:Ayat Mohagheghi',
 'Category:Allen Dulles',
 'Category:Presidents in 1972',
 'Category:Caribbean in the 1500s',
 'Category:Nguyễn Khánh',
 'Category:People of Russia in 1999',
 'Category:Mothetjoa Metsing',
 'Category:Demonstrations and protests relating to the Egyptian Revolution of 2011 in Cairo (2012)',
 'Category:Relations of Egypt and Syria',
 'Category:Victory of democracy August 21st 1991 Soviet Union stamp series, 1991',
 'Category:Thanom Kittikachorn',
 'Category:Interior of St. Salvator (München)',
 'Category:Avril Haines',
 'Category:Politicians of Equatorial Guinea',
 'Category:1640-12-15',
 'Category:Seoul in the 1960s',
 'Category:Fields in Guatemala',
 'Category:Fatin Rüştü Zorlu',
 'Category:Cockades of the Soviet Union',
 'Category:Alexander Vladimirovich Rutskoy',
 'Category:1970 in Chile',
 'Category:Soleil Island',
 'Category:Dwight Eisenhower in 1956',
 'Category:2007 in aviation in Madagascar',
 'Category:Ivato Airport',
 'Category:Chang Phueak Gate',
 'Category:Portuguese Military in Guinea-Bissau',
 'Category:Hugo Chávez in 2008',
 'Category:Photographs of flags of Guinea-Bissau',
 'Category:Otelo Saraiva de Carvalho',
 'Category:TRT Ankara studios',
 'Category:William Knox D’Arcy',
 'Category:Photographs taken on 1990-09-09',
 'Category:1980 in Portugal',
 "Category:Léon M'ba",
 'Category:Edmond Jouhaud',
 'Category:September 1990 in Europe',
 'Category:1976 in Chile',
 'Category:Military people of Turkey with ribbon bars in 2015',
 'Category:F-16 Fighting Falcon at Fliegerhorst Lechfeld',
 'Category:Military coups in Argentina',
 'Category:José Afonso',
 'Category:Lucio Gutiérrez',
 'Category:Airport terminals in Madagascar',
 'Category:Lansana Conté',
 'Category:Visit of Sylvanus Olympio in Munich, 1961',
 'Category:Jean-Bedel Bokassa',
 'Category:Alexander Ankvab',
 'Category:White House in 1956',
 'Category:Belavezha Accords',
 'Category:1957 in Washington, D.C.',
 'Category:Demonstrations and protests in Thailand in 2006',
 'Category:Hasan Polatkan',
 'Category:Zaki al-Arsuzi',
 'Category:1993 in Russia',
 'Category:1969 in Libya',
 'Category:Politics of Burkina Faso',
 'Category:Portrait photographs in the Government Art Collection',
 'Category:Rivers of Gabon',
 'Category:Photos by Ivan Simochkin',
 'Category:Recep Tayyip Erdoğan in 2016',
 'Category:Madeleine Albright',
 'Category:İsmet İnönü in 1938',
 'Category:Inscribed books',
 'Category:Monumento aos Construtores da Cidade',
 "Category:2008 Mauritanian coup d'état",
 'Category:Khmer Republic',
 'Category:Salah Jadid',
 'Category:Hsu Hsin-liang',
 'Category:Arturo Araya Peeters',
 'Category:1987 in international relations',
 'Category:Portuguese Restoration of Independence of 1640',
 'Category:1964 in Chile',
 "Category:2014 coup d'état in Thailand",
 'Category:Aircraft on final approach at Toncontín International Airport',
 'Category:Books from Argentina',
 'Category:Vietnam War in July 1968',
 'Category:Airborne units and formations of Portugal',
 'Category:1944 in Guatemala',
 'Category:Naguib Sawiris',
 'Category:History of Guinea-Bissau',
 'Category:Augusto Rademaker',
 'Category:Stamps of Fiji',
 'Category:Recep Tayyip Erdoğan in 2006',
 'Category:October 1989',
 'Category:1969 in Brazil',
 'Category:Events in Finland in the 1990s',
 'Category:Lon Nol',
 'Category:1590s maps of Africa',
 'Category:1990 in Helsinki',
 'Category:Hawley Products Company',
 'Category:October 1998 in the United States']

Image usage

with open('all_coups_file_image_usage.json','r') as f:
    all_coups_image_usage = json.load(f)
all_coups_image_usage["2013 Egyptian coup d'état"]
{'af': {'Lêer:Soldier in Tahrir.jpg': ['Egiptiese staatsgreep van 2013']},
 'ar': {'ملف:After burning the Muslim brotherhood stage in front of the mosque.jpg': ['انقلاب 2013 في مصر'],
  'ملف:Anti Morsi protest march at 28th June 2013.jpg': ['مظاهرات 30 يونيو 2013 في مصر',
   'انقلاب 2013 في مصر',
   'مناورات بحر الصداقة',
   'السياسة العسكرية (مصر)'],
  'ملف:Anti-Morsi poster in a car.jpg': ['مظاهرات 30 يونيو 2013 في مصر',
   'انقلاب 2013 في مصر'],
  'ملف:Cairo pro-Mursi-protests July-August 2013 ARAB2.jpg': ['انقلاب 2013 في مصر',
   'السياسة العسكرية (مصر)'],
  'ملف:Damietta protests.jpg': ['انقلاب 2013 في مصر'],
  'ملف:General Al-Sisi, announcing the removal of President Morsi.png': ['انقلاب 2013 في مصر'],
  'ملف:Ikhwan-logo.jpg': ['الإخوان المسلمون في مصر',
   'الإخوان المسلمون في الأردن',
   'محمد عبد الرحمن خليفة',
   'سالم الفلاحات',
   'عبد اللطيف أبو قورة',
   'همام سعيد',
   'الإخوان المسلمون والعمل السياسي',
   'عبد المجيد ذنيبات',
   'انقلاب 2013 في مصر',
   'مذبحة كرداسة'],
  'ملف:Protestors issues Morsi a red card..jpg': ['انقلاب 2013 في مصر',
   'المرأة في مصر'],
  'ملف:R4bia sign used in solidarity with victims of Rabaa crackdown 23-Aug-2013.jpg': ['انقلاب 2013 في مصر',
   'شارة رابعة',
   'السياسة العسكرية (مصر)'],
  'ملف:Rabaa al-Adawiya.png': ['مصر ما بعد انقلاب 2013',
   'انقلاب 2013 في مصر',
   'فض اعتصامي رابعة العدوية والنهضة'],
  'ملف:Secretary Kerry Bids Farewell To Egyptian Minister of Defense General al-Sisi.jpg': ['العلاقات المصرية الأمريكية',
   'انقلاب 2013 في مصر'],
  'ملف:حزب الحرية والعدالة.png': ['حزب الحرية والعدالة',
   'أحداث الحرس الجمهوري',
   'انقلاب 2013 في مصر'],
  'ملف:حزب النور.png': ['حزب النور',
   'أحداث الحرس الجمهوري',
   'انقلاب 2013 في مصر',
   'فض اعتصامي رابعة العدوية والنهضة',
   'الدعوة السلفية بالإسكندرية']},
 'arz': {'ملف:Anti Morsi protest march at 28th June 2013.jpg': ['خريطة المستقبل (مصر)',
   'ثورة 30 يونيو'],
  'ملف:Anti-Morsi poster in a car.jpg': ['خريطة المستقبل (مصر)',
   'ثورة 30 يونيو'],
  'ملف:Protestors issues Morsi a red card..jpg': ['خريطة المستقبل (مصر)',
   'ثورة 30 يونيو'],
  'ملف:Secretary of Defense Chuck Hagel meets with Egyptian President Mohamed Morsy in Cairo, Egypt, April 24, 2013.jpg': ['خريطة المستقبل (مصر)']},
 'az': {},
 'bg': {},
 'ca': {'Fitxer:Secretary of Defense Chuck Hagel meets with Egyptian President Mohamed Morsy in Cairo, Egypt, April 24, 2013.jpg': ["Cop d'Estat a Egipte l'any 2013"]},
 'ckb': {'پەڕگە:Mohamed Morsi-05-2013.jpg': ['محەممەد مورسی',
   'کودەتای ٢٠١٣ی میسر']},
 'de': {'Datei:Ahmed el-Tayeb May 2015 (17963337671).jpg': ['Ahmad Mohammad al-Tayyeb',
   'Staatskrise in Ägypten 2013/2014',
   'Blutbad in Kairo und Gizeh 2013',
   'Militärputsch in Ägypten 2013'],
  'Datei:Anti Morsi protest march at 28th June 2013.jpg': ['Staatskrise in Ägypten 2013/2014',
   'Militärputsch in Ägypten 2013'],
  'Datei:Anti-coup sit-in at Rabaa Adiweya mosque 2013.jpg': ['Blutbad in Kairo und Gizeh 2013',
   'Militärputsch in Ägypten 2013',
   'Massentötung in Kairo am 27. Juli 2013'],
  'Datei:Damietta protests.jpg': ['Staatskrise in Ägypten 2013/2014',
   'Militärputsch in Ägypten 2013',
   'Zwischenfall vor dem Sitz der Republikanischen Garde in Kairo'],
  'Datei:Egyptian Minister of Defense Abdel Fatah Al Sisi.jpg': ['Staatskrise in Ägypten 2013/2014',
   'Militärputsch in Ägypten 2013',
   'Staatskrise in Ägypten 2013/2014 (Kabinett Beblawi)',
   'Präsidentschaftswahl in Ägypten 2014'],
  'Datei:ElBaradei 030110.jpg': ['Staatskrise in Ägypten 2013/2014',
   'Militärputsch in Ägypten 2013'],
  'Datei:Hazem Beblawy.jpg': ['Hasim al-Beblawi',
   'Staatskrise in Ägypten 2013/2014',
   'Blutbad in Kairo und Gizeh 2013',
   'Militärputsch in Ägypten 2013',
   'Staatskrise in Ägypten 2013/2014 (Kabinett Beblawi)'],
  'Datei:Kairo Pro-Mursi-Proteste Juli-August 2013.jpg': ['Staatskrise in Ägypten 2013/2014',
   'Blutbad in Kairo und Gizeh 2013',
   'Militärputsch in Ägypten 2013',
   'Zwischenfall vor dem Sitz der Republikanischen Garde in Kairo',
   'Massentötung in Kairo am 27. Juli 2013',
   'Blutbad am 40. Jahrestag des Jom-Kippur-Krieges',
   'Staatskrise in Ägypten 2013/2014 (Kabinett Beblawi)',
   'Rābiʿa-al-ʿAdawiyya-Moschee'],
  "Datei:Morsi's ouster celebrations Tahrir 20130707-4.jpg": ['Militärputsch in Ägypten 2013'],
  'Datei:Naguib.jpg': ['Naguib Sawiris',
   'Staatskrise in Ägypten 2013/2014',
   'Militärputsch in Ägypten 2013'],
  'Datei:President Barack Obama meets with members of his national security team, including Defense Secretary Chuck Hagel, to discuss the situation in Egypt, in the Situation Room of the White House, July 3, 2013.jpg': ['Militärputsch in Ägypten 2013'],
  'Datei:Protests in Egypt January 2013.jpg': ['Staatskrise in Ägypten 2013/2014',
   'Militärputsch in Ägypten 2013'],
  'Datei:Secretary Kerry and Pakistani Advisor Aziz Address Reporters.jpg': ['Blutbad in Kairo und Gizeh 2013',
   'Militärputsch in Ägypten 2013',
   'Massentötung in Kairo am 27. Juli 2013',
   'Staatskrise in Ägypten 2013/2014 (Kabinett Beblawi)'],
  'Datei:Tawadros II of Alexandria.jpg': ['Staatskrise in Ägypten 2013/2014',
   'Blutbad in Kairo und Gizeh 2013',
   'Militärputsch in Ägypten 2013']},
 'el': {},
 'en': {'File:Anti Morsi protest march at 28th June 2013.jpg': ['Mohamed Morsi',
   "2013 Egyptian coup d'état",
   'June 2013 Egyptian protests'],
  'File:Damietta protests.jpg': ["2013 Egyptian coup d'état",
   'Post-coup unrest in Egypt (2013–2014)'],
  'File:Dead bodies in RABIA Massacre (3).jpg': ["2013 Egyptian coup d'état"],
  'File:General Al Sisi.jpg': ['Egypt', "2013 Egyptian coup d'état"],
  'File:Morsi supporter after mass killings of 27-July-2013.jpg': ["2013 Egyptian coup d'état"],
  'File:Secretary of Defense Chuck Hagel meets with Egyptian President Mohamed Morsy in Cairo, Egypt, April 24, 2013.jpg': ['Chuck Hagel',
   'Mohamed Morsi',
   "2013 Egyptian coup d'état"],
  'File:Soldier in Tahrir.jpg': ['Egyptian revolution of 2011',
   'Egyptian crisis (2011–14)',
   'Timeline of the Egyptian Crisis under the Supreme Council of the Armed Forces',
   'Sinai insurgency',
   '2012–13 Egyptian protests',
   "2013 Egyptian coup d'état",
   'June 2013 Egyptian protests',
   'Post-coup unrest in Egypt (2013–2014)',
   'Insurgency in Egypt (2013–present)']},
 'es': {'Archivo:Anti Morsi protest march at 28th June 2013.jpg': ['Golpe de Estado en Egipto de 2013'],
  'Archivo:Curfew08142013.png': ['Golpe de Estado en Egipto de 2013',
   'Consecuencias del Golpe de Estado en Egipto de 2013'],
  'Archivo:Damietta protests.jpg': ['Golpe de Estado en Egipto de 2013'],
  'Archivo:Mohamed Morsi-05-2013.jpg': ['Mohamed Morsi',
   'Golpe de Estado en Egipto de 2013',
   'Presidente de la República Árabe de Egipto'],
  'Archivo:R4bia sign used in solidarity with victims of Rabaa crackdown 23-Aug-2013.jpg': ['Golpe de Estado en Egipto de 2013',
   'Consecuencias del Golpe de Estado en Egipto de 2013']},
 'fa': {'پرونده:Anti-Morsi poster in a car.jpg': ['کودتای ۲۰۱۳ مصر'],
  'پرونده:Anti-Morsi protester june 2013.jpg': ['کودتای ۲۰۱۳ مصر'],
  'پرونده:Anti-Morsi protests June 2013 in Egypt.jpg': ['کودتای ۲۰۱۳ مصر'],
  'پرونده:Damietta protests.jpg': ['کودتای ۲۰۱۳ مصر'],
  'پرونده:Fireworks at Anti-Morsi protests.jpg': ['کودتای ۲۰۱۳ مصر']},
 'fi': {'Tiedosto:Anti Morsi protest march at 28th June 2013.jpg': ['Egyptin vallankaappaus 2013']},
 'fr': {'Fichier:Anti Morsi protest march at 28th June 2013.jpg': ["Coup d'État du 3 juillet 2013 en Égypte"],
  'Fichier:Egyptian Minister of Defense Abdel Fatah Al Sisi.jpg': ["Coup d'État du 3 juillet 2013 en Égypte"],
  'Fichier:FJP.png': ['Parti Liberté et Justice',
   "Coup d'État du 3 juillet 2013 en Égypte"],
  'Fichier:Protestors issues Morsi a red card..jpg': ["Coup d'État du 3 juillet 2013 en Égypte"],
  'Fichier:Secretary of Defense Chuck Hagel meets with Egyptian President Mohamed Morsy in Cairo, Egypt, April 24, 2013.jpg': ["Coup d'État du 3 juillet 2013 en Égypte"]},
 'he': {'קובץ:Anti Morsi protest march at 28th June 2013.jpg': ['ההפיכה במצרים (2013)'],
  'קובץ:Mohamed Morsi-05-2013.jpg': ['הבחירות לפרלמנט המצרי (2011–2012)',
   'הבחירות לנשיאות מצרים (2012)',
   'מוחמד מורסי',
   'ההפיכה במצרים (2013)']},
 'hi': {},
 'id': {},
 'it': {'File:Tahrir Square on November 27 2012 (Morning).jpg': ['Golpe egiziano del 2013']},
 'ja': {'ファイル:Anti Morsi protest march at 28th June 2013.jpg': ['2013年エジプトクーデター'],
  'ファイル:Mohamed Morsi-05-2013.jpg': ['近代エジプトの国家元首の一覧',
   'ムスリム同胞団',
   'ムハンマド・ムルシー',
   '2013年エジプトクーデター'],
  'ファイル:Secretary of Defense Chuck Hagel meets with Egyptian President Mohamed Morsy in Cairo, Egypt, April 24, 2013.jpg': ['ムスリム同胞団',
   'アブドルファッターフ・アッ=シーシー',
   '2013年エジプトクーデター']},
 'ko': {},
 'nl': {'Bestand:Anti-Morsi protests June 2013 in Egypt.jpg': ['Protesten en staatsgreep in Egypte in 2013'],
  'Bestand:Rabaa al-Adawiya.png': ['Protesten en staatsgreep in Egypte in 2013']},
 'pl': {'Plik:Mohamed Morsi-05-2013.jpg': ['Prezydenci Egiptu',
   'Muhammad Mursi',
   'Kryzys polityczny w Egipcie (2012–2014)',
   'Zamach stanu w Egipcie (2013)']},
 'pt': {},
 'ro': {'Fișier:Mohamed Morsi-05-2013.jpg': ['Lovitura de stat din Egipt din 2013']},
 'ru': {'Файл:Anti Morsi protest march at 28th June 2013.jpg': ['Военный переворот в Египте (2013)']},
 'sr': {'Датотека:Anti Morsi protest march at 28th June 2013.jpg': ['Државни удар у Египту (2013)',
   'Абдел Фатах ел Сиси'],
  'Датотека:Secretary of Defense Chuck Hagel meets with Egyptian President Mohamed Morsy in Cairo, Egypt, April 24, 2013.jpg': ['Државни удар у Египту (2013)']},
 'tg': {'Акс:Abdul Fatah Khalil Al-Sisi 2013-03-03.jpg': ['Кудатои 2013 Миср'],
  'Акс:Mohamed Morsi-05-2013.jpg': ['Муҳаммад Мурсӣ', 'Кудатои 2013 Миср']},
 'tr': {'Dosya:General el Sisi Mursiyi görevden alındığını açıklarken.png': ['2013 Mısır askerî darbesi']},
 'uk': {'Файл:Anti Morsi protest march at 28th June 2013.jpg': ['Військовий переворот в Єгипті 2013']},
 'ur': {'فائل:General Al-Sisi, announcing the removal of President Morsi.png': ['2013ء مصری فوجی تاخت']},
 'vi': {'Tập tin:Anti-Morsi protests June 2013 in Egypt.jpg': ['Đảo chính Ai Cập 2013'],
  'Tập tin:Hazem Beblawy.jpg': ['Đảo chính Ai Cập 2013', 'Hazem Al Beblawi'],
  'Tập tin:Mohamed Morsi-05-2013.jpg': ['Tổng thống Ai Cập',
   'Đảo chính Ai Cập 2013']},
 'zh': {'File:Anti Morsi protest march at 28th June 2013.jpg': ['2013年7月',
   '2013年埃及政变'],
  'File:Freedom and Justice Party (Egypt).jpg': ['自由与正义党', '2013年埃及政变']}}
no_image_articles = []

for topic, topic_d in all_coups_image_usage.items():
    for lang, lang_d in topic_d.items():
        if len(lang_d) == 0:
            no_image_articles.append((topic,lang))
            
print("There are {0:,} multi-lingual articles containing no images".format(len(no_image_articles)))
There are 537 multi-lingual articles containing no images
no_image_any_lang = []
for (topic,lang1) in no_image_articles:
    image_sum = sum(len(lang_d) for lang2, lang_d in all_coups_image_usage[topic].items())
    if image_sum == 0 and topic not in no_image_any_lang:
        no_image_any_lang.append(topic)

print("There are {0:,} seed topics where no language edition has an image".format(len(no_image_any_lang)))
There are 71 seed topics where no language edition has an image
all_coups_image_usage["November 1966 Burundian coup d'état"]
{'en': {}, 'fr': {}, 'pt': {}}
alternative_images = {}
for (topic,lang1) in no_image_articles:
    if any(len(lang_d) == 0 for lang2, lang_d in all_coups_image_usage[topic].items()):
        for lang2, lang_d in all_coups_image_usage[topic].items():
            if len(lang_d) > 0:
                alternative_images[topic] = [file.split(':')[1] for file, file_list in lang_d.items()]
            
len(alternative_images)
79
pd.Series({k:len(set(v)) for k,v in alternative_images.items()}).max()
13

Category network

with open('image_category_memberships.json','r') as f:
    image_category_memberships = json.load(f)
image_category_memberships['en']['File:Nasser Qaddafi Atassi 1969.jpg']
[{'Category:1969 in Libya': '2013-09-17T15:56:45Z'},
 {'Category:Arab nationalists': '2010-03-13T21:23:03Z'},
 {'Category:Gamal Abdel Nasser with Arab leaders': '2013-07-30T23:54:04Z'},
 {'Category:Muammar Gaddafi and Gamal Abdel Nasser': '2013-06-20T22:24:01Z'},
 {'Category:Muammar Gaddafi with national leaders': '2011-10-20T16:37:21Z'},
 {'Category:Nureddin al-Atassi': '2010-03-23T19:45:54Z'},
 {'Category:Relations of Egypt and Syria': '2013-11-02T22:58:06Z'},
 {'Category:Relations of Libya and Syria': '2013-11-02T22:58:06Z'}]
simple_l = []

for lang, lang_d in image_category_memberships.items():
    for file, cat_l in lang_d.items():
        for cat_d in cat_l:
            for cat_name, ts in cat_d.items():
                simple_l.append({'lang':lang,'file':file,'category':cat_name})

lang_cat_df = pd.DataFrame(simple_l)
lang_cat_gb = lang_cat_df.groupby(['category','lang']).agg({'file':len}).reset_index()
lang_cat_gb.rename(columns={'file':'weight'},inplace=True)
lang_cat_gb.sort_values('weight',ascending=False).head()
category lang weight
268 Category:2006 coup d'état in Thailand en 15
300 Category:2009 coup d'état in Honduras pl 7
215 Category:1991 coup d'état attempt in the Sovie... no 6
272 Category:2006 coup d'état in Thailand gl 5
2856 Category:Revolução dos Cravos pt 5
lang_cat_langs = lang_cat_gb['lang'].unique()
lang_cat_cats = lang_cat_gb['category'].unique()
lang_cat_g = nx.from_pandas_dataframe(source='lang',target='category',edge_attr=['weight'],df=lang_cat_gb)

print("There are {0:,} languages, {1:,} categories, and {2:,} edges in the network".format(len(lang_cat_langs),
                                                                                      len(lang_cat_cats),
                                                                                      lang_cat_g.number_of_edges()))

for lang in lang_cat_langs:
    lang_cat_g.add_node(lang,kind='language')
    
for cat in lang_cat_cats:
    lang_cat_g.add_node(cat,kind='category')

nx.write_gexf(lang_cat_g,'lang_cat_bipartite.gexf')
There are 73 languages, 1,135 categories, and 3,526 edges in the network
proj_lang_cat_g = nx.bipartite.weighted_projected_graph(lang_cat_g.to_undirected(),lang_cat_langs)

print("There are {0:,} nodes and {1:,} edges in the network".format(proj_lang_cat_g.number_of_nodes(),
                                                                    proj_lang_cat_g.number_of_edges()))
There are 73 nodes and 1,384 edges in the network
proj_lang_cat_g.edges(data=True)[:5]
[('zh', 'fi', {'weight': 16}),
 ('zh', 'da', {'weight': 14}),
 ('zh', 'lmo', {'weight': 7}),
 ('zh', 'et', {'weight': 9}),
 ('zh', 'nl', {'weight': 14})]
_s = lang_cat_df.groupby('lang').agg({'file':len})['file']
_s.sort_values(ascending=False)
lang
en          530
es          349
pt          250
pl          221
fr          194
ar          171
de          157
ja          151
ru          145
tr          103
zh          102
ca          101
it           99
uk           89
no           89
ko           82
vi           71
he           70
id           70
th           69
fi           63
sr           57
gl           57
ka           49
nl           42
ro           40
sv           40
bg           38
fa           37
eu           36
           ... 
sco          14
si           14
tl           14
et           13
nn           11
az           10
tet          10
ta            9
is            8
lt            8
arz           8
hu            7
mk            7
af            5
lb            5
ckb           5
be-x-old      4
oc            4
tg            4
zh-yue        3
km            3
sq            3
cy            2
azb           2
bs            1
hy            1
ku            1
simple        1
ur            1
kk            1
Name: file, dtype: int64

Tag network

cols = ['IT-Active Image', 'IT-Passive Image',
        'D-Adult Male', 'D-Adult Female', 'D-Child Male', 'D-Child Female', 'D-Non-human', 
        'FE-Frown', 'FE-Smile', 
        'FPI-Foriegn Leaders', 'FPI-Foriegn Symbols',
        'GT-Alleged Atrocities', 'GT-Buildings', 'GT-Celebration', 'GT-Protest/Demonstration', 'GT-Destruction', 'GT-Diplomatic and Other Official Actions', 'GT-Documents/Communications', 'GT-Humanitarian Aid', 'GT-Locations/Maps/Infographics', 'GT-Memorials', 'GT-Military Actions', 'GT-Military Technology and Weaponry', 'GT-POWs', 'GT-Policing', 'GT-Portrait', 'GT-Signs/Symbols', 'GT-Suffering',
        'IF-Individual', 'IF-Group', 'IF-Individual in Relation to the Group', 'IF-Non-human',
        'TOP-Civilians', 'TOP-Journalists', 'TOP-Military or Political Leaders', 'TOP-Military Personnel', 'TOP-Police',
        'VI-Non-violent Image', 'VI-Violent Image']
#filedir = 'E:/Dropbox/Workspace/Wikipedia images/'
filedir = '/Users/briankeegan/Dropbox/Workspace/Wikipedia images/'

jon_b0_df = pd.read_excel(filedir + 'XLS Batches/Coup_Project Jon.xls', sheetname='Sheet1')
jon_b1_df = pd.read_excel(filedir + 'XLS Batches/Coup_Project Batch 1.xls', sheetname='Sheet1')
jon_b2_df = pd.read_excel(filedir + 'XLS Batches/Coup_Project Batch 2.xls', sheetname='Sheet1')
jon_b3_df = pd.read_excel(filedir + 'XLS Batches/Coup_Project Batch 3.xls', sheetname='Sheet1')

all_jon_df = pd.concat([jon_b0_df,jon_b1_df,jon_b2_df,jon_b3_df],axis=1)
jon_cols = list(set(all_jon_df.columns))
all_jon_df = all_jon_df.loc[cols,jon_cols]

print(len(all_jon_df.columns))
775
image_tags_dict = all_jon_df.T.to_dict('index')
with open('image_tags.json','w') as f:
    json.dump(image_tags_dict,f,cls=MyEncoder)
tag_file_el = all_jon_df.unstack().reset_index()
tag_file_el.rename(columns={'level_0':'file','level_1':'tag',0:'tie'},inplace=True)
tag_file_el = tag_file_el[tag_file_el['tie'] > 0].reset_index(drop=True)

tag_file_files = tag_file_el['file'].unique()
tag_file_tags = tag_file_el['tag'].unique()

file_tag_g = nx.from_pandas_dataframe(source='file',target='tag',edge_attr=['tie'],df=tag_file_el)

print("There are {0:,} files, {1:,} tags, and {2:,} edges in the network".format(len(tag_file_files),
                                                                                 len(tag_file_tags),
                                                                                 file_tag_g.number_of_edges()))

for file in tag_file_files:
    file_tag_g.add_node(file,kind='file')
    
for tag in tag_file_tags:
    file_tag_g.add_node(tag,kind='tag')

nx.write_gexf(file_tag_g,'tag_file_bipartite.gexf')
There are 774 files, 39 tags, and 5,004 edges in the network

Language-tag similarity

topics_parent_lang_df = pd.read_csv('topics_parent_lang.csv',encoding='utf8',header=None,index_col=0) topics_parent_lang_dict = topics_parent_lang_df[1].to_dict() topics_parent_lang_dict with open('topics_parent_lang.json','w') as f: json.dump(topics_parent_lang_dict,f)
with open('image_tags.json','r') as f:
    image_tags_dict = json.load(f)
    
with open('topics_parent_lang.json','r') as f:
    topics_parent_lang_dict = json.load(f)
    
with open('all_coups_file_image_usage.json','r') as f:
    all_coups_image_usage = json.load(f)

# Keys are decomposed unicode strings, values are composed unicode strings
with open('tagged_scraped_disjoint_filenamesEmilyTag_match.json','r') as f:
    unicode_mapping_json = json.load(f)
    
unicode_mapping_json_rv = {v.encode('utf8'):k.encode('utf8') for k,v in unicode_mapping_json.items()}
for k,v in list(image_tags_dict.items()):
    composed_k = unicodedata.normalize('NFKC',k).encode('utf8')
    image_tags_dict[composed_k] = v
    del image_tags_dict[k]
'Marahoué'.encode('utf8') == unicodedata.normalize('NFKC','Marahoué').encode('utf8')
True
list(unicode_mapping_json.items())[:5]
[('Manifestation à Nouadhibou-2008.jpg',
  'Manifestation à Nouadhibou-2008.jpg'),
 ('The Bangkok Post, September 20, 2006.jpg',
  'The_Bangkok_Post,_September_20,_2006.jpg'),
 ('Museo Aeronáutico 2.jpg', 'Museo Aeronáutico 2.jpg'),
 ('Manifest revolutie 1989.jpg', 'Manifest_revolutie_1989.jpg'),
 ('May 16th Coup dEtat (1961) 5.16 군사혁명 (5591601384).jpg',
  'May 16th Coup dEtat (1961) 5.16 군사혁명 (5591601384).jpg')]

Get the names of all the images.

all_image_filenames = list(set(os.listdir('/Users/briankeegan/Dropbox/Workspace/Wikipedia images/Images/')) | set(os.listdir('/Users/briankeegan/Dropbox/Workspace/Wikipedia images/Error Images/')))
all_image_filenames = [unicodedata.normalize('NFKC',i) for i in all_image_filenames]

print("There are {0:,} images downloaded to disk we can use for coding".format(len(all_image_filenames)))
There are 859 images downloaded to disk we can use for coding
set(all_image_filenames) - set(image_tags_dict.keys())
{'.DS_Store',
 '15 July-Erdoğan SMS.jpg',
 '15 Temmuz Şehitler Parkı tabelası.jpg',
 "1962 Burmese coup d'état.jpg",
 "1962 Burmese coup d'état2.jpg",
 '1989 December 16. sugárút és a Tudor Vladimirescu út kereszteződése. Fortepan 31892.jpg',
 "1992 Venezuelan coup d'état attempts Hugo Chávez speech.jpg",
 "1992 Venezuelan coup d'état attempts Miraflores.jpg",
 "1992 Venezuelan coup d'état attempts collage.png",
 '1993_Rusya_anayasa_krizi_sırasında_Parlamento_yanlısı_göstericiler.jpg',
 "2002 Venezuelan coup d'état attempt collage.jpg",
 "2002 Venezuelan coup d'état attempt uprising.jpg",
 '2014 Suchum, Siedziba rządu i prezydenta Republiki Abchazji (04).jpg',
 '2016 Türkiye Darbe Girişimi - Ankara.jpg',
 "20th anniversary of 1953 Iranian coup d'état.jpg",
 '24_жніўня_1991.jpg',
 '27_Mayıs_Darbesi_sembolü.png',
 '34-o Aniversário Revolução dos Cravos, Lisboa.jpg',
 '4.19 혁명.jpg',
 '4_Ekim_1993_Rusya_Parlamento_binası_alevler_içinde.jpg',
 'Adnan Menderes VI. Yasama Dönemi.jpg',
 'Alejandro Agustín Lanusse.jpg',
 'Amadou Toumani Touré 30 November 2011.jpg',
 'Anti-Coup Demokrasi Nöbeti Kızılay Square.jpg',
 'António de Oliveira Salazar, drawing.jpg',
 'Blaise Compaoré 2014 White House.png',
 'Boğazın tek yönlü kapatılması.png',
 'Bundesarchiv B 145 Bild-F013047-0040, München, Staatsbesuch Präsident von Zypern.jpg',
 'Bundesarchiv Bild 183-1989-1120-036, Berlin, Schweigemarsch für Rumänien.jpg',
 'Bundesarchiv Bild 183-1989-1215-038, Berlin, Demonstration für Rumänien.jpg',
 'Bundesarchiv Bild 183-1989-1220-032, Berlin, Demonstration für Rumänien, Mahnwache.jpg',
 'Bundesarchiv Bild 183-1989-1221-032, Berlin, Demonstration für Rumänien.jpg',
 'Bundesarchiv Bild 183-1989-1223-006, Berlin, Brandenburger Tor, Transparte zu Rumänien.jpg',
 'Burkinabe Col. Gilbert Diendéré, 2010.jpg',
 'Burkinabé_uprising_at_Place_de_la_Nation.jpg',
 'Bülent Ecevit Cropped.jpg',
 'Castelo de Guimarães (Portugal).jpg',
 'Chavez_başarısız_darbeden_sonra_göreve_dönerken_13_Nisan_2002.jpg',
 'Check mark.png',
 'Chile - Palácio de La Moneda - by Sérgio Schmiegelow.jpg',
 'Conmemoración 40 años Museo de la Memoria 2.jpg',
 'Conmemoración de 40 años del Golpe Militar 1.jpg',
 'Darbe karşıtı protesto Tokat.jpg',
 'Erdoğan, 2012 (cropped).jpg',
 'Eugène Delacroix - La liberté guidant le peuple.jpg',
 'FUA manifestación 70s-2.jpg',
 'Fatin Rüştü Zorlu.jpg',
 'Fethullah Gülen 2016.jpg',
 'Fethullah Gülen cropped (cropped) (cropped).jpg',
 'Fethullah Gülen cropped (cropped).jpg',
 'Fethullah Gülen cropped.jpg',
 'Gaziosmanpaşa meydanı protesto.jpg',
 'General_el_Sisi_Mursiyi_görevden_alındığını_açıklarken.png',
 "Général de corps d'armée Salou Djibo.jpg",
 "Hashem al Atta, 1971 Sudanese coup d'état.jpg",
 "Hashem al Atta, Khalid Hassan Abbas, 1971 Sudanese coup d'état.jpg",
 'Hastear da bandeira da Guiné Bissau após o arrear da de Portugal.jpg',
 'Hugo Chávez (02-04-2010).jpg',
 'Hémicycle 2 Palais Bourbon scropped and smaller.jpg',
 'Istanbul -Hürriyet- 2000 by RaBoe 02.jpg',
 'José Afonso by Henrique Matos 001.jpg',
 'José Toribio Merino Castro cropped.jpg',
 'João Goulart NYWTS.jpg',
 'João Goulart nos Estados Unidos em 1962.jpg',
 'Juvénal Habyarimana (1980).jpg',
 'Juvénal Habyarimana (Andrews Air Force Base, Maryland, USA - 1980).jpg',
 'Konstitucionālais_likums_Par_Latvijas_Republikas_valstisko_statusu.jpg',
 'LRAP_un_MP_1991._gada_19._augusta_paziņojums.jpg',
 'Les alliés dal-Qaida détruisent un tombeau sacré à Tombouctou (8142142738).jpg',
 'Lucio Gutiérrez.jpg',
 "Léon M'ba 1964.jpg",
 'MBKTürkeş.jpg',
 'Madame Ngô Đình Nhu and Lyndon Baines Johnson.jpg',
 'Manifestation à Nouadhibou-2008.jpg',
 'May 16th Coup dEtat (1961) 5.16 군사혁명 (5591601384).jpg',
 "Mayıs_1981_Kenan_Evren_Ankaragücü_kaptanı_Adil_Eriç'e_Türkiye_Kupası'nı_veriyor.jpg",
 'Museo Aeronáutico 2.jpg',
 'Mustafa Kemal Atatürk.jpg',
 'Newsweek_22_Eylül_1980_kapak.jpg',
 'Nguyễn Khánh 1964.jpg',
 'Nhà thờ Cha Tam.jpg',
 'Nicolae Ceaușescu Mormant.jpg',
 'Onganía-Levingston-Lanusse (Revolución Argentina).jpg',
 'Operação Vagô - memorial no Cemitério dos Prazeres.jpg',
 'P Russia.png',
 'P history.png',
 'P technology.png',
 'PSRS_Valsts_padomes_lēmums_par_Latvijas_Republikas_neatkarības_atzīšanu.jpg',
 'Pedro_Carmona_2002_darbesinden_sonra_yemin_töreninde.jpg',
 'Plevne_Marşı_pul.jpg',
 'Portail Armée française.png',
 'Praça 25 de Abril.jpg',
 'Propaganda del govierno en años posteriores.jpg',
 'Recep Tayyip Erdoğan.jpg',
 'RecepTayyipErdoğan (cropped).jpg',
 'Regimiento Tacna No1.jpg',
 'Román Nemzeti Színház és Operaház, T-55 harckocsi. Romániai forradalom. Fortepan 31905.jpg',
 'Salvador_Alyendenin_son_foto_şəkili.jpg',
 'Silk-film.png',
 "Sincan'dan_geçen_tanklar.jpg",
 'Thailand Army(9-24-2006).jpg',
 'Tokat darbe karşıtları.png',
 'Turcja, 15-16.07.2016r. Próba zamachu.png',
 'Turgut Özal cropped.jpg',
 'TőkésL.jpg',
 'V._Landsbergis._Viešoji_informacija.jpg',
 'Vista-kmixdocked.png',
 'Vladimir Putin and Recep Tayyip Erdoğan (2015-06-13) 3.jpg',
 'W.gl.GolpeEstadoIran1953.png',
 'Weeks featured article.png',
 'WikiLettera.png',
 'Álvaro Cunhal Henrique Matos 02.jpg',
 'Çevik Bir DD-SD-00-01007.jpg',
 'Óscar Arias (2009).jpg',
 'Ülkü Ocakları Eğitim ve Kültür Vakfı Logosu.png',
 'Şanlıurfa 2016.jpg',
 'Νικος Σαμψών.jpg',
 'Кокарда рядового и сержантского состава Советской Армии.jpg',
 'Шеврон 4-й гвардейской танковой дивизии.jpg',
 'صورة_دبابات_الإنقلابيين_العسكريين_التركيين.jpg',
 'مذيعة_قناة_تي_آر_تي.jpg',
 'พลเอกประยุทธ์ประกาศยึดอํานาจ22_พฤษภาคม_2557.png',
 'ベールイドーム.jpg',
 '윤치영 1961.jpg',
 '장도영, 박정희 1961년 5.16 군사정변.jpg',
 '장도영.jpg'}

We want to align the image_tags_dict and files in lang_images, but there are Unicode normalization issues that happened when writing the filenames to disk as compared to how they're encoded on Wikipedia. It appears that writing to disk decomposed into characters and modifiers and Wikipedia has the composed representation.

See also:

'4.19 혁명.jpg'.encode('utf8'), '4.19 혁명.jpg'.encode('utf8'), unicodedata.normalize('NFKC','4.19 혁명.jpg').encode('utf8')
(b'4.19 \xed\x98\x81\xeb\xaa\x85.jpg',
 b'4.19 \xe1\x84\x92\xe1\x85\xa7\xe1\x86\xa8\xe1\x84\x86\xe1\x85\xa7\xe1\x86\xbc.jpg',
 b'4.19 \xed\x98\x81\xeb\xaa\x85.jpg')
list(image_tags_dict.keys())[0].decode('utf8')
'João Goulart NYWTS.jpg'
#for image,tag_dict in list(image_tags_dict.items()):
#    if image in unicode_mapping_json_rv.keys():
#        new_image = unicode_mapping_json_rv[image]
#        image_tags_dict[new_image] = image_tags_dict[image]
#        del image_tags_dict[image]

for image,tag_dict in list(image_tags_dict.items()):
    image_decoded = image.decode('utf8')
    new_image_name = unicodedata.normalize('NFKC',image_decoded)
    if new_image_name in unicode_mapping_json_rv.keys():
        new_image_name = new_image_name.replace('_',' ')
        image_tags_dict[new_image_name] = image_tags_dict[image_decoded]

        del image_tags_dict[image_decoded]
lang_images = {lang:[] for topic, topic_d in all_coups_image_usage.items() for lang, lang_d in topic_d.items() if len(lang_d) > 0}

for topic, topic_d in all_coups_image_usage.items():
    for lang, lang_d in topic_d.items():
        for file, filelist in lang_d.items():
            lang_images[lang].append(file.split(':')[1])

These are images that were downloaded and tagged but apparently don't appear in any languages.

set(image_tags_dict.keys()) - set([f for lang,files in lang_images.items() for f in files])
{b'"De Historische Strijd" Herdenkingsmonument revolutie 25 februari 1980 - Nieuw-Amsterdam - 20418126 - RCE.jpg',
 b'-De_Historische_Strijd-_Herdenkingsmonument_revolutie_25_februari_1980_-_Nieuw-Amsterdam_-_20418127_-_RCE.jpg',
 b'11 septiembre 1976- manifestacion pro Pinochet.jpg',
 b'14 July revolution - mutilated corpse.jpg',
 b'15 July-Erdo\xc4\x9fan SMS.jpg',
 b'15 Temmuz \xc5\x9eehitler Park\xc4\xb1 tabelas\xc4\xb1.jpg',
 b'1920UnitedFruitCompanyEntrance.jpg',
 b"1962 Burmese coup d'\xc3\xa9tat.jpg",
 b"1962 Burmese coup d'\xc3\xa9tat2.jpg",
 b'1973Babadinca0048.jpg',
 b'1989 December 16. sug\xc3\xa1r\xc3\xbat \xc3\xa9s a Tudor Vladimirescu \xc3\xbat keresztez\xc5\x91d\xc3\xa9se. Fortepan 31892.jpg',
 b'1989 Iliescu television.jpg',
 b'1991 CPA 6367.jpg',
 b'1991 CPA 6368.jpg',
 b'1991 CPA 6369.jpg',
 b'1991 CPA 6370.jpg',
 b'1991 coup attempt1.jpg',
 b'1991 coup attempt4.jpg',
 b'1991 coup attempt5.jpg',
 b'1991-August-Moscow.jpg',
 b'1991-Barrikad-BelyDom.jpg',
 b'1991_coup_yeltsin.jpg',
 b"1992 Venezuelan coup d'\xc3\xa9tat attempts Hugo Ch\xc3\xa1vez speech.jpg",
 b"1992 Venezuelan coup d'\xc3\xa9tat attempts Miraflores.jpg",
 b"1992 Venezuelan coup d'\xc3\xa9tat attempts collage.png",
 b'1993_Rusya_anayasa_krizi_s\xc4\xb1ras\xc4\xb1nda_Parlamento_yanl\xc4\xb1s\xc4\xb1_g\xc3\xb6stericiler.jpg',
 b'1993_Tanks_before_Russian_White_house.jpg',
 b'1_Mart_1997_-_Cumhuriyet.jpg',
 b"2002 Venezuelan coup d'\xc3\xa9tat attempt collage.jpg",
 b"2002 Venezuelan coup d'\xc3\xa9tat attempt uprising.jpg",
 b'200535.jpg',
 b'2006 09 12 sarkozy 600.jpg',
 b'2006 Thailand Coup 006.jpg',
 b'2006-06-22 12-36-38 Seychelles Cascade Cascade.jpg',
 b'2007ManilaPenSiegeMap.jpg',
 b'2009 Honduran demonstration against Zelaya and Chavez 1.jpg',
 b'2009 Honduras political crisis 11.jpg',
 b'2009 Honduras political crisis 2.jpg',
 b'2009 Honduras political crisis 3.jpg',
 b'2009 Honduras political crisis 4.jpg',
 b'2009 Honduras political crisis 5.jpg',
 b'2009 Honduras political crisis 9.jpg',
 b'2013 Taksim Gezi Park protests (15th June).jpg',
 b'2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 01.jpg',
 b'2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 02.jpg',
 b'2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 03.jpg',
 b'2014 0527 Thailand coup Thaphae Gate.jpg',
 b'2014 Suchum, Siedziba rz\xc4\x85du i prezydenta Republiki Abchazji (04).jpg',
 b'2014-02-02 Silom protest site 01.jpg',
 b'2015 Asia Pacific Parliamentary Forum (1).jpg',
 b'2016 T\xc3\xbcrkiye Darbe Giri\xc5\x9fimi - Ankara.jpg',
 b"20th anniversary of 1953 Iranian coup d'\xc3\xa9tat.jpg",
 b'21438_010.jpg',
 b'24. Rupturas al cese al fuego.png',
 b'247783721 10e33ed8c9 o.jpg',
 b'24_\xd0\xb6\xd0\xbd\xd1\x96\xd1\x9e\xd0\xbd\xd1\x8f_1991.jpg',
 b'25 Abril 1983 Porto by Henrique Matos 01.jpg',
 b'25 de Abril sempre Henrique Matos.jpg',
 b'27_May\xc4\xb1s_Darbesi_sembol\xc3\xbc.png',
 b'28Amordad1332 Toopkhaneh.jpg',
 b'28mordad1332.jpg',
 b'34-o Anivers\xc3\xa1rio Revolu\xc3\xa7\xc3\xa3o dos Cravos, Lisboa.jpg',
 b'4.19 \xed\x98\x81\xeb\xaa\x85.jpg',
 b'4TD4-500x250.jpg',
 b'4_Ekim_1993_Rusya_Parlamento_binas\xc4\xb1_alevler_i\xc3\xa7inde.jpg',
 b'5.16 Coup Park Chung-hee.jpg',
 b'5011-0004-reverse.png',
 b'59mossadeghprime_minister1951.jpg',
 b'757landing-toncontin.jpg',
 b'A. Pinochet Stamp.jpg',
 b'ABI100 KingFerdinandMuseum.jpg',
 b'AIOC741330.jpg',
 b'AUT Hadersdorf-Kammern COA.jpg',
 b'Abadanraffinerie.jpg',
 b'Abd Rabbuh Mansur Hadi 2013.jpg',
 b'Abd al-Karim death.jpg',
 b'Abd al-Wahab Shawaf.png',
 b'Abdul Fatah Khalil Al-Sisi 2013-03-03.jpg',
 b'Abdul Rahman Arif.jpg',
 b'Abdul-salam-arif.jpg',
 b'Abolghasem Kashani.jpg',
 b'Ad-Duri.jpg',
 b'Adib al-Shishakli.jpg',
 b'Adnan Menderes VI. Yasama D\xc3\xb6nemi.jpg',
 b'Africa satellite orthographic.jpg',
 b'After burning the Muslim brotherhood stage in front of the mosque.jpg',
 b'After coup nightly demonstartion of president Erdogan supporters. Istanbul, Turkey, Eastern Europe and Western Asia. 22 July,2016.jpg',
 b'Ahmad Hassan el Bakr.jpg',
 b'AhmadGhavam2.jpg',
 b'Ahmed el-Tayeb May 2015 (17963337671).jpg',
 b'Air Commodore Kaiser Tufail receiving a memento from Commander of the Turkish Air Force General Akin Ozturk (cropped).jpg',
 b'Air Commodore Kaiser Tufail receiving a memento from Commander of the Turkish Air Force General Akin Ozturk.jpg',
 b'Al Fujimori.jpg',
 b'Alatoo.jpg',
 b'Alegria rafael.jpg',
 b'Alejandro Agust\xc3\xadn Lanusse.jpg',
 b'Alexander Ankvab - 06.10.2011.jpg',
 b'Algiers_putsch_1961.jpg',
 b'Ali salih.jpg',
 b'Alix Pasquet.jpg',
 b'Allen w dulles.jpg',
 b'Allende supporters.jpg',
 b'Allende.jpg',
 b'Allende_son.jpg',
 b'Alte. Carlos G. N. Coda.jpg',
 b'Alte. Pedro Gnavi.jpg',
 b'Amadou Toumani Tour\xc3\xa9 30 November 2011.jpg',
 b'AmauryKruel.jpg',
 b'Angkor Wat W-Seite.jpg',
 b'AngkorWat Delaporte1880.jpg',
 b'Anti Morsi protest march at 28th June 2013.jpg',
 b'Anti coup Mauritania.jpg',
 b'Anti-Coup Demokrasi N\xc3\xb6beti K\xc4\xb1z\xc4\xb1lay Square.jpg',
 b'Anti-Morsi poster in a car.jpg',
 b'Anti-Morsi protester june 2013.jpg',
 b'Anti-Morsi protests June 2013 in Egypt.jpg',
 b'Anti-coup sit-in at Rabaa Adiweya mosque 2013.jpg',
 b'Ant\xc3\xb3nio de Oliveira Salazar, drawing.jpg',
 b'Apollo 11.jpg',
 b'Arafat Darwish Habash.jpg',
 b'Arafat in Jordan.jpg',
 b'Araya-Allende.jpg',
 b'Aref with Qasim.png',
 b'Arif.jpg',
 b'Arturo Illia.jpg',
 b'Asia map.jpg',
 b'Askar Akaev MoscowRia 08-2016.jpg',
 b'Askar Akayev.jpg',
 b'Assad Tlass war 1973.jpg',
 b'AssaltonaMatadaSanga....jpg',
 b'Assemblee Nationale Burkina Faso.jpg',
 b'August 1991 Kalininski prospect.jpg',
 b'Augusto Pinochet - 1995.jpg',
 b'Augusto Pinochet 1986.jpg',
 b'Augusto Pinochet foto oficial.jpg',
 b'Augusto Pinochet.jpg',
 b'Awqati1.jpg',
 b'Ayatmohagheghi.jpg',
 b'BBC Asian Network Studio The Mailbox Birmingham 20041228.jpg',
 b'BKK21090604.jpg',
 b'BKK22090601.jpg',
 b'BKK24090601.jpg',
 b'BKK24090602.jpg',
 b'BKK24090603.jpg',
 b'BKK24090612.jpg',
 b'BKK24090613.jpg',
 b'BKK24090615.jpg',
 b'BKK24090616.jpg',
 b'BKK24090618.jpg',
 b'BP200906-2.jpg',
 b'BTR-60PB DA-ST-89-06597.jpg',
 b'BTR_25_april.jpg',
 b'Baath National Command.jpg',
 b'Baath Party founder Michel Aflaq with Iraqi President Ahmad Hasan al-Bakr in Baghdad in 1968.jpg',
 b'Bakkir.jpg',
 b'Bangkokplaces.png',
 b'Barack Obama at Cairo University cropped.jpg',
 b'Bashar al-Assad (cropped).jpg',
 b'BenzinBon-1.jpg',
 b'Binali Y\xc4\xb1ld\xc4\xb1r\xc4\xb1m headshot.jpg',
 b'Black May 1992.jpg',
 b'Black_May_Thailand.jpg',
 b'Blaise Compaor\xc3\xa9 2014 White House.png',
 b'Blargos1.jpg',
 b'Blok wschodni pl.png',
 b'Boeing 727-2B6, Royal Air Maroc - RAM AN1217763.jpg',
 b'Bokassa portrait.jpg',
 b'Bophuthatswana_coup_Execution.jpg',
 b'Boris Yeltsin 19 August 1991-1.jpg',
 b'Boris Yeltsin 1993.jpg',
 b'Boris Yeltsin 21 February 1989-1.jpg',
 b'Boris Yeltsin 22 August 1991-1.jpg',
 b'Boris Yeltsin-2.jpg',
 b'Bo\xc4\x9faz\xc4\xb1n tek y\xc3\xb6nl\xc3\xbc kapat\xc4\xb1lmas\xc4\xb1.png',
 b'Bucur Obor (1986).jpg',
 b'BuiQuangThan.jpg',
 b'Bundesarchiv B 145 Bild-F013047-0040, M\xc3\xbcnchen, Staatsbesuch Pr\xc3\xa4sident von Zypern.jpg',
 b'Bundesarchiv Bild 183-1989-1120-036, Berlin, Schweigemarsch f\xc3\xbcr Rum\xc3\xa4nien.jpg',
 b'Bundesarchiv Bild 183-1989-1215-038, Berlin, Demonstration f\xc3\xbcr Rum\xc3\xa4nien.jpg',
 b'Bundesarchiv Bild 183-1989-1220-032, Berlin, Demonstration f\xc3\xbcr Rum\xc3\xa4nien, Mahnwache.jpg',
 b'Bundesarchiv Bild 183-1989-1221-032, Berlin, Demonstration f\xc3\xbcr Rum\xc3\xa4nien.jpg',
 b'Bundesarchiv Bild 183-1989-1223-006, Berlin, Brandenburger Tor, Transparte zu Rum\xc3\xa4nien.jpg',
 b'Bundesarchiv_Bild_183-55823-0005,_Berlin,_Karl-Marx-Allee,_-Deutsche_Sporthalle-.jpg',
 b'Burkina Faso Protests.png',
 b'Burkina Faso carte.png',
 b'Burkinabe Col. Gilbert Diend\xc3\xa9r\xc3\xa9, 2010.jpg',
 b'Burkinab\xc3\xa9_uprising_at_Place_de_la_Nation.jpg',
 b'Burnt out buildings on nothern edge of Revolution Square, Bucharest.jpg',
 b'Bush Gorba P15623-25A.jpg',
 b'By-map.png',
 b'B\xc3\xbclent Ecevit Cropped.jpg',
 b'CFSN Revolution Roumaine.jpg',
 b'Cairo pro-Mursi-protests July-August 2013 ARAB2.jpg',
 b'CamGen.jpg',
 b'Car of history.jpg',
 b'Cardinal Jaime Sin in 1988.jpg',
 b'Carlos Gomes Junior.jpg',
 b'Carte gabon.png',
 b'Castelo de Guimar\xc3\xa3es (Portugal).jpg',
 b'Castelobranco.jpg',
 b'Ceausescu, Nicolae.jpg',
 b'Central african republic sm04.png',
 b'Central african republic sm04ESP.jpg',
 b'Centro SB.jpg',
 b'Chamlong Srimuang 2008-12-27.jpg',
 b'Chan o cha Portrait.jpg',
 b'Chan_o_cha_Portrait.jpg',
 b'Chancery.jpg',
 b"Chang Myon 194804'.png",
 b'Chavez-WSF2005.jpg',
 b'Chavez_ba\xc5\x9far\xc4\xb1s\xc4\xb1z_darbeden_sonra_g\xc3\xb6reve_d\xc3\xb6nerken_13_Nisan_2002.jpg',
 b'ChenGuatemala.jpg',
 b'Chest badge Guards Russian Federation.png',
 b'Chile - Pal\xc3\xa1cio de La Moneda - by S\xc3\xa9rgio Schmiegelow.jpg',
 b'Chile- el pueblo vencera cropped.jpg',
 b'Chile_Junta001.jpg',
 b'Choi Kyu Ha.png',
 b'Civilian with PM Md. 1963 during the Romanian Revolution of 1989.jpg',
 b'Color Revolutions Map.png',
 b'CongressBuilding SEATO.jpg',
 b'Conmemoraci\xc3\xb3n 40 a\xc3\xb1os Museo de la Memoria 2.jpg',
 b'Conmemoraci\xc3\xb3n de 40 a\xc3\xb1os del Golpe Militar 1.jpg',
 b'Corazon Aquino 1986.jpg',
 b'Corazon Aquino inauguration.jpg',
 b'Cordobazo.jpg',
 b'Coruche mural 25 Abril.jpg',
 b'Cory Aquino during a ceremony honoring US Air Force.jpg',
 b"Coup-d'etat-11-web-cnni.jpg",
 b"Coup-d'etat-14-web-cnni.jpg",
 b"Coup-d'etat-15-web-cnni.jpg",
 b"Coup-d'etat-17.jpg",
 b"Coup-d'etat-2-web-cnni.jpg",
 b"Coup-d'etat-24-web-cnni.jpg",
 b"Coup-d'etat-3-web-cnni.jpg",
 b"Coup-d'etat-5-web-cnni.jpg",
 b"Coup-d'etat-6-web-cnni.jpg",
 b"Coup-d'etat-9-web-cnni.jpg",
 b'CoupDarbe.jpg',
 b'CriseConstitucionalRussaDe1993.png',
 b'Cristina y Patricia Rodas.jpg',
 b'Crop-Nicolae Ceaucescu 1978.jpg',
 b'Curfew08142013.png',
 b'DF-SC-83-08526.jpg',
 b'DYazov1989.jpg',
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 'Шеврон 4-й гвардейской танковой дивизии.jpg',
 'اعدام عبد الكريم قاسم وصحبه في دار الاذاعة.jpg',
 'حزب الحرية والعدالة.png',
 'حزب النور.png',
 'صورة دبابات الإنقلابيين العسكريين التركيين.jpg',
 'صورة ذبابات الإنقلابيين العسكريين التركيين.jpg',
 'مذيعة قناة تي آر تي.jpg',
 'کودتاچیان.jpg',
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 'სამხედრო გადატრიალების მცდელობა.png',
 'ベールイドーム.jpg',
 '臺灣綠島人權紀念碑Monument for Human Rights on Lyudao (GreenIsland) of Taiwan.jpg',
 '윤치영 1961.jpg',
 '장도영, 박정희 1961년 5.16 군사정변.jpg',
 '장도영.jpg'}
len(list(set(image_tags_dict.keys()))), len(list(set([f for lang,files in lang_images.items() for f in files])))
(774, 747)

Revision network

lang_user_rev_edgelist.head()
lang user revid
0 af Aliwal2012 7
1 af Wwikix 1
2 am 109.151.136.89 1
3 am Addbot 1
4 am Bulgew1 23
lang_user_rev_edgelist = rev_df.groupby(['lang','user']).agg({'revid':pd.Series.nunique}).reset_index()
lang_user_rev_g = nx.from_pandas_dataframe(lang_user_rev_edgelist,source='user',target='lang',edge_attr=True)

for lang in lang_user_rev_edgelist['lang'].unique():
    lang_user_rev_g.add_node(lang,kind='lang')

for lang in lang_user_rev_edgelist['user'].unique():
    lang_user_rev_g.add_node(lang,kind='user')

print("There are {0:,} languages, {1:,} users, and {2:,} edges in the network".format(len(lang_user_rev_edgelist['lang'].unique()),
                                                                                      len(lang_user_rev_edgelist['user'].unique()),
                                                                                      lang_user_rev_g.number_of_edges()))

nx.write_gexf(lang_user_rev_g,'lang_user_revisions.gexf')
There are 97 languages, 21,657 users, and 24,319 edges in the network
rev_langs = list(lang_user_rev_edgelist['lang'].unique())
proj_lang_rev_g = nx.bipartite.weighted_projected_graph(lang_user_rev_g.to_undirected(),nodes=rev_langs)

print("There are {0:,} nodes and {1:,} edges in the network".format(proj_lang_rev_g.number_of_nodes(),
                                                                    proj_lang_rev_g.number_of_edges()))
There are 97 nodes and 2,855 edges in the network

Image usage

with open('all_coups_file_image_usage.json','r') as f:
    all_coups_image_usage = json.load(f)
lang_topic_df = pd.DataFrame({article:{lang:len(lang_d) for lang,lang_d in d.items()} for article,d in all_coups_image_usage.items()}).T
#lang_topic_df = lang_topic_df.fillna(0)
lang_topic_df.mean().sort_values(ascending=False).head()
cv     7.000000
arz    4.000000
mn     4.000000
gl     2.833333
ar     2.536585
dtype: float64
all_coups_image_usage["17 July Revolution"]
{'ar': {},
 'bn': {},
 'en': {},
 'es': {},
 'ja': {},
 'pl': {'Ahmad Hassan el Bakr.jpg': ['Premierzy Iraku',
   'Ahmad Hasan al-Bakr',
   'Partia Baas (Irak)',
   'Zamach stanu w Iraku (1968)']},
 'pt': {},
 'zh': {}}
full_image_list = list()
for article, article_payload in all_coups_image_usage.items():
    for lang,file_payload in article_payload.items():
        for filename,pagelist in file_payload.items():
            if filename not in full_image_list:
                full_image_list.append(filename)
                
print("There are {0} images in the full_image_list".format(len(full_image_list)))

full_image_list[:5]
There are 739 images in the full_image_list
['Project 571 Outline.jpg',
 'President Abd al-Salam Arif.jpg',
 'Maflaq.jpg',
 'Ahmad Hassan el Bakr.jpg',
 'Abdul-salam-arif.jpg']

Image-language network

image_lang_g = nx.DiGraph()

for topic, topic_d in all_coups_image_usage.items():
    for lang, file_d in topic_d.items():
        for filename, pagelist in file_d.items():
            f = filename.split(':')[1]
            image_lang_g.add_edge(f, lang)
            image_lang_g.add_node(f, kind='file')
            image_lang_g.add_node(lang, kind='lang')

Image-page network

image_page_usage_g = nx.DiGraph()
for topic, topic_d in all_coups_image_usage.items():
    for lang, file_d  in topic_d.items():
        for filename, pagelist in file_d.items():
            if len(pagelist) < 10:
                for page in pagelist:
                    image_page_usage_g.add_node(page,lang=lang,kind='article')
                    image_page_usage_g.add_node(filename,lang='image',kind='image')
                    image_page_usage_g.add_edge(page,filename)

print("There are {0:,} nodes and {1:,} edges in the network".format(image_page_usage_g.number_of_nodes(),image_page_usage_g.number_of_edges()))
nx.write_gexf(image_page_usage_g,'image_page_usage_g.gexf')
There are 2,464 nodes and 2,884 edges in the network

Image-language network

image_lang_g = nx.DiGraph()
for topic, topic_d in all_coups_image_usage.items():
    for lang, file_d  in topic_d.items():
        for filename, pagelist in file_d.items():
            if len(pagelist) < 10:
                f = filename.split(':')[1]
                image_lang_g.add_node(f,kind='image')
                image_lang_g.add_node(lang,kind='lang')
                if image_lang_g.has_edge(f,lang):
                    image_lang_g[lang][f]['weight'] += 1
                else:
                    image_lang_g.add_edge(lang,f,weight=1)

image_lang_langs = [n for n,d in image_lang_g.nodes(data=True) if d['kind'] == 'lang']
image_lang_images = [n for n,d in image_lang_g.nodes(data=True) if d['kind'] == 'image']

print("There are {0:,} languages, {1:,} images, and {2:,} edges in the network".format(len(image_lang_langs),
                                                                                       len(image_lang_images),
                                                                                       image_lang_g.number_of_edges()))
nx.write_gexf(image_lang_g,'image_lang_usage.gexf')
There are 77 languages, 686 images, and 1,531 edges in the network
image_lang_usage_langs = [n for n,d in image_lang_usage_g.nodes(data=True) if d['kind'] == 'lang']
clustering = nx.bipartite.clustering(image_lang_usage_g.to_undirected(),nodes=image_lang_usage_langs,mode='dot')
pd.Series(clustering).sort_values(ascending=False).head()
oc          0.258333
be-x-old    0.258197
is          0.120494
azb         0.120494
lb          0.104938
dtype: float64
proj_image_lang_usage_g = nx.bipartite.weighted_projected_graph(image_lang_usage_g.to_undirected(),nodes=image_lang_usage_langs)
weight_1_edges = [(i,j) for i,j,d in proj_image_lang_usage_g.edges(data=True) if d['weight'] > 1]
#proj_image_lang_usage_g.remove_edges_from(weight_1_edges)
pd.Series(nx.degree_centrality(proj_image_lang_usage_g)).sort_values(ascending=False)
es          0.868421
he          0.776316
de          0.763158
pt          0.736842
en          0.736842
zh          0.736842
ja          0.736842
ar          0.723684
tr          0.671053
no          0.657895
fr          0.657895
pl          0.644737
ca          0.644737
ro          0.644737
th          0.644737
ko          0.644737
gl          0.631579
ru          0.618421
sr          0.618421
fi          0.605263
it          0.605263
hr          0.592105
nl          0.592105
vi          0.592105
bg          0.578947
sv          0.578947
id          0.565789
el          0.552632
cs          0.552632
ka          0.539474
              ...   
lb          0.263158
si          0.263158
sco         0.250000
mk          0.236842
bn          0.236842
sk          0.210526
sq          0.197368
ku          0.197368
cv          0.184211
arz         0.184211
ga          0.171053
lt          0.157895
is          0.144737
azb         0.144737
simple      0.144737
zh-yue      0.131579
br          0.118421
bs          0.105263
ckb         0.092105
tg          0.092105
be-x-old    0.026316
oc          0.026316
ur          0.026316
cy          0.013158
hy          0.013158
ta          0.013158
af          0.013158
hi          0.000000
kk          0.000000
am          0.000000
dtype: float64

Image-lang-tag tripartite network

tag_d = tag_file_el.groupby('file').agg({'tag':lambda x:list(x)})['tag'].to_dict()
tag_d
{'"De Historische Strijd" Herdenkingsmonument revolutie 25 februari 1980 - Nieuw-Amsterdam - 20418126 - RCE.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Memorials',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '-De_Historische_Strijd-_Herdenkingsmonument_revolutie_25_februari_1980_-_Nieuw-Amsterdam_-_20418127_-_RCE.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Memorials',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '11 septiembre 1976- manifestacion pro Pinochet.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Adult Female',
  'FE-Smile',
  'GT-Celebration',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '14 July revolution - mutilated corpse.jpg': ['IT-Active Image',
  'D-Adult Male',
  'FE-Frown',
  'GT-Alleged Atrocities',
  'IF-Individual',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'VI-Violent Image'],
 '15 July-Erdoğan SMS.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Documents/Communications',
  'VI-Non-violent Image'],
 '15 Temmuz Şehitler Parkı tabelası.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Memorials',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '1920UnitedFruitCompanyEntrance.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Buildings',
  'VI-Non-violent Image'],
 "1962 Burmese coup d'état.jpg": ['IT-Active Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Group',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 "1962 Burmese coup d'état2.jpg": ['IT-Active Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Group',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1973Babadinca0048.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '1989 December 16. sugárút és a Tudor Vladimirescu út kereszteződése. Fortepan 31892.jpg': ['IT-Active Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Protest/Demonstration',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '1989 Iliescu television.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'TOP-Police',
  'VI-Non-violent Image'],
 '1991 CPA 6367.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Documents/Communications',
  'GT-Memorials',
  'GT-Signs/Symbols',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1991 CPA 6368.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Documents/Communications',
  'GT-Memorials',
  'GT-Signs/Symbols',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1991 CPA 6369.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Documents/Communications',
  'GT-Portrait',
  'GT-Signs/Symbols',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1991 CPA 6370.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Buildings',
  'GT-Documents/Communications',
  'GT-Locations/Maps/Infographics',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '1991 coup attempt1.jpg': ['IT-Active Image',
  'D-Non-human',
  'GT-Buildings',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1991 coup attempt4.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1991 coup attempt5.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Individual',
  'TOP-Civilians',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1991-August-Moscow.jpg': ['IT-Passive Image',
  'GT-Protest/Demonstration',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '1991-Barrikad-BelyDom.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Military Actions',
  'GT-Policing',
  'IF-Individual in Relation to the Group',
  'TOP-Journalists',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '1991_coup_yeltsin.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'GT-Signs/Symbols',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 "1992 Venezuelan coup d'état attempts Hugo Chávez speech.jpg": ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Journalists',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 "1992 Venezuelan coup d'état attempts Miraflores.jpg": ['IT-Active Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Military Actions',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 "1992 Venezuelan coup d'état attempts collage.png": ['IT-Active Image',
  'D-Adult Male',
  'FE-Frown',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'GT-Policing',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'TOP-Police',
  'VI-Violent Image'],
 '1993_Rusya_anayasa_krizi_sırasında_Parlamento_yanlısı_göstericiler.jpg': ['IT-Active Image',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '1993_Tanks_before_Russian_White_house.jpg': ['IT-Active Image',
  'D-Non-human',
  'GT-Buildings',
  'GT-Destruction',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'VI-Violent Image'],
 '1_Mart_1997_-_Cumhuriyet.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Documents/Communications',
  'IF-Individual in Relation to the Group',
  'TOP-Journalists',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 "2002 Venezuelan coup d'état attempt collage.jpg": ['FPI-Foriegn Symbols',
  'GT-Protest/Demonstration',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Group',
  'TOP-Civilians',
  'TOP-Military Personnel',
  'TOP-Police',
  'VI-Violent Image'],
 "2002 Venezuelan coup d'état attempt uprising.jpg": ['IT-Active Image',
  'D-Adult Male',
  'FE-Frown',
  'GT-Protest/Demonstration',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '200535.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Diplomatic and Other Official Actions',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '2006 09 12 sarkozy 600.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'FE-Smile',
  'FPI-Foriegn Leaders',
  'FPI-Foriegn Symbols',
  'GT-Buildings',
  'GT-Diplomatic and Other Official Actions',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '2006 Thailand Coup 006.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Military Technology and Weaponry',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '2006-06-22 12-36-38 Seychelles Cascade Cascade.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '2007ManilaPenSiegeMap.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '2009 Honduran demonstration against Zelaya and Chavez 1.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Adult Female',
  'FE-Frown',
  'FE-Smile',
  'GT-Protest/Demonstration',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Journalists',
  'VI-Non-violent Image'],
 '2009 Honduras political crisis 11.jpg': ['IT-Active Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Protest/Demonstration',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '2009 Honduras political crisis 2.jpg': ['IT-Active Image',
  'GT-Buildings',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '2009 Honduras political crisis 3.jpg': ['IT-Active Image',
  'D-Adult Male',
  'GT-Buildings',
  'GT-Protest/Demonstration',
  'IF-Non-human',
  'TOP-Civilians',
  'VI-Violent Image'],
 '2009 Honduras political crisis 4.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'D-Child Female',
  'FE-Frown',
  'GT-Buildings',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '2009 Honduras political crisis 5.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Buildings',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'GT-Policing',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '2009 Honduras political crisis 9.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Buildings',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '2013 Taksim Gezi Park protests (15th June).jpg': ['IT-Active Image',
  'GT-Buildings',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 01.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Policing',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 02.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 '2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 03.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'GT-Policing',
  'IF-Group',
  'TOP-Military Personnel',
  'TOP-Police',
  'VI-Non-violent Image'],
 '2014 0527 Thailand coup Thaphae Gate.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'GT-Policing',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 '2014 Suchum, Siedziba rządu i prezydenta Republiki Abchazji (04).jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Buildings',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '2014-02-02 Silom protest site 01.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Celebration',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '2015 Asia Pacific Parliamentary Forum (1).jpg': ['IT-Passive Image',
  'FPI-Foriegn Leaders',
  'FPI-Foriegn Symbols',
  'GT-Diplomatic and Other Official Actions',
  'IF-Group',
  'TOP-Journalists',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '2016 Türkiye Darbe Girişimi - Ankara.jpg': ['IT-Active Image',
  'D-Non-human',
  'IF-Non-human',
  'VI-Non-violent Image'],
 "20th anniversary of 1953 Iranian coup d'état.jpg": ['IT-Passive Image',
  'D-Non-human',
  'GT-Celebration',
  'GT-Documents/Communications',
  'GT-Signs/Symbols',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '21438_010.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Diplomatic and Other Official Actions',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '24. Rupturas al cese al fuego.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'VI-Non-violent Image'],
 '247783721 10e33ed8c9 o.jpg': ['IT-Active Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 '24_жніўня_1991.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Diplomatic and Other Official Actions',
  'GT-Signs/Symbols',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '25 Abril 1983 Porto by Henrique Matos 01.jpg': ['IT-Active Image',
  'D-Adult Female',
  'GT-Celebration',
  'GT-Signs/Symbols',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '25 de Abril sempre Henrique Matos.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Celebration',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '27_Mayıs_Darbesi_sembolü.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '28Amordad1332 Toopkhaneh.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Protest/Demonstration',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '28mordad1332.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Child Male',
  'GT-Buildings',
  'GT-Memorials',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Group',
  'TOP-Civilians',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '34-o Aniversário Revolução dos Cravos, Lisboa.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Buildings',
  'GT-Celebration',
  'GT-Protest/Demonstration',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '4.19 혁명.jpg': ['IT-Active Image',
  'D-Adult Male',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 '4TD4-500x250.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '4_Ekim_1993_Rusya_Parlamento_binası_alevler_içinde.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Destruction',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 '5.16 Coup Park Chung-hee.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Frown',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '5011-0004-reverse.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 '59mossadeghprime_minister1951.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '757landing-toncontin.jpg': ['IT-Active Image',
  'D-Non-human',
  'IF-Non-human',
  'VI-Non-violent Image'],
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  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 'Thai coup soldier.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 'Thai-coup-detat-2014-social-media-banner.jpg': ['IT-Passive Image',
  'D-Adult Female',
  'GT-Signs/Symbols',
  'IF-Individual',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 'Thailand Army(9-24-2006).jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'D-Child Male',
  'FE-Smile',
  'GT-Military Technology and Weaponry',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 'Thailand Ministry of Information and Communication Technology 2014 Censorship Image.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Thaksin crop.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Thaksin.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'The Four Voyages of Columbus 1492-1503 - Project Gutenberg etext 18571.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'The philosopher Zaki al-Arsuzi.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'The_Bangkok_Post,_September_20,_2006.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Documents/Communications',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'VI-Violent Image'],
 'The_nation_200506.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Documents/Communications',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Thi and thieu.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Military Actions',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'TimbruNicolaeCeausescu.png': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Documents/Communications',
  'GT-Portrait',
  'GT-Signs/Symbols',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'TimbruRevolutie.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Documents/Communications',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'TimisoaraCatedrala.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Buildings',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Togoland.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Tokat darbe karşıtları.png': ['IT-Active Image',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Group',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 'Tom Thabane cropped.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Tom Thabane.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Toure-folklife.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Diplomatic and Other Official Actions',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Toure-folklife2.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'FE-Smile',
  'GT-Celebration',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'TőkésL.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Documents/Communications',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Translation2.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Trial_iraq.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Diplomatic and Other Official Actions',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 'Truman initiating Korean involvement.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FPI-Foriegn Leaders',
  'GT-Diplomatic and Other Official Actions',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Tsn-1962.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Buildings',
  'GT-Military Technology and Weaponry',
  'VI-Non-violent Image'],
 'Tte.Gral. (R) J. Videla.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Tulip 2.jpg': ['IT-Passive Image',
  'D-Non-human',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Tulip.jpg': ['IT-Passive Image',
  'D-Non-human',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Turcja, 15-16.07.2016r. Próba zamachu.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Turgut Özal cropped.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Turkey - Air Force Lockheed C-130E Hercules Bakema.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Military Technology and Weaponry',
  'VI-Non-violent Image'],
 'Turkey topo.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Turkish CoastMAK.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'VI-Non-violent Image'],
 'Turkish protesters in Istanbul.jpg': ['IT-Active Image',
  'GT-Protest/Demonstration',
  'GT-Signs/Symbols',
  'IF-Group',
  'TOP-Civilians',
  'VI-Violent Image'],
 'US Air Force C-22B (727-100).jpg': ['IT-Passive Image',
  'D-Non-human',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'US Marine charges through Japanese machine gun fire on Okinawa.jpg': ['IT-Active Image',
  'D-Adult Male',
  'FPI-Foriegn Symbols',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Individual',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 'USS Jesse L. Brown (FF-1089) off Maine.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'UXP Unidad Popular.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Un-guatemala.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Un-pakistan.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Unasur BsAs Crisis Ecuador.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'FPI-Foriegn Symbols',
  'GT-Diplomatic and Other Official Actions',
  'GT-Signs/Symbols',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Unidad Popular 1973.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Ülkü Ocakları Eğitim ve Kültür Vakfı Logosu.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'V._Landsbergis._Viešoji_informacija.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Videla Sociedad Rural.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 'Viennese Illuminated Chronicle Posada.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Alleged Atrocities',
  'GT-Military Actions',
  'GT-Suffering',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 'Viva a liberdade Henrique Matos.jpg': ['IT-Active Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'GT-Signs/Symbols',
  'IF-Individual in Relation to the Group',
  'VI-Violent Image'],
 'Vladimir Putin and Recep Tayyip Erdoğan (2015-06-13) 3.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Frown',
  'FPI-Foriegn Leaders',
  'GT-Portrait',
  'GT-Signs/Symbols',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Vympel special forces.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'VI-Non-violent Image'],
 'Watanyin.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Group',
  'TOP-Military or Political Leaders',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 "William Knox D'Arcy.jpg": ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'World Factbook (1982) Seychelles.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Yalta summit 1945 with Churchill, Roosevelt, Stalin.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FPI-Foriegn Leaders',
  'GT-Diplomatic and Other Official Actions',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 'Yameogo stamp 1960.png': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Documents/Communications',
  'GT-Portrait',
  'GT-Signs/Symbols',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Yanaon.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'VI-Non-violent Image'],
 'Yankee go home graffiti.png': ['IT-Passive Image',
  'D-Adult Male',
  'FPI-Foriegn Symbols',
  'GT-Signs/Symbols',
  'IF-Individual',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 'Yeltsin 1993 cropped.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Diplomatic and Other Official Actions',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Yemen war detailed map.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Locations/Maps/Infographics',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Yun Bo1.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'ZSU-23-4-Camp-Pendleton.jpg': ['IT-Active Image',
  'D-Adult Male',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 'Zahedifirman.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Documents/Communications',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Zelaya con sombrero.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Zelaya in Brazil.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Diplomatic and Other Official Actions',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'TOP-Police',
  'VI-Non-violent Image'],
 'Zine El Abidine Ben Ali cropped.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Zulfikar Ali Bhutto.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Diplomatic and Other Official Actions',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Νικος Σαμψών.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Борис Николаевич Ельцин.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'FE-Smile',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Бішкек 28 березня 2005.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Buildings',
  'GT-Destruction',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Гвардия.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Дворец со стороны правого крыла 27 12 79.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'D-Adult Female',
  'GT-Buildings',
  'TOP-Civilians',
  'VI-Non-violent Image'],
 'Защитнки Белого Дома 1.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Memorials',
  'IF-Non-human',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'Казнь_Касема.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Alleged Atrocities',
  'GT-Military Actions',
  'GT-Suffering',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 'Кокарда рядового и сержантского состава Советской Армии.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Расстрел_белого_дома_в_1993_году.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Buildings',
  'GT-Destruction',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'VI-Violent Image'],
 'Русское Национальное Единство.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'Шеврон 4-й гвардейской танковой дивизии.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'اعدام عبد الكريم قاسم وصحبه في دار الاذاعة.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Alleged Atrocities',
  'GT-Suffering',
  'IF-Individual in Relation to the Group',
  'TOP-Military Personnel',
  'VI-Violent Image'],
 'التجمع_اليمني_للاصلاح.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image'],
 'حزب_الحرية_والعدالة.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Signs/Symbols',
  'VI-Non-violent Image'],
 'صورة_دبابات_الإنقلابيين_العسكريين_التركيين.jpg': ['IT-Active Image',
  'D-Non-human',
  'GT-Military Actions',
  'GT-Military Technology and Weaponry',
  'IF-Non-human',
  'VI-Violent Image'],
 'مذيعة_قناة_تي_آر_تي.jpg': ['IT-Passive Image',
  'D-Adult Female',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Journalists',
  'VI-Non-violent Image'],
 'کودتاچیان.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'พลเอกประยุทธ์ประกาศยึดอำนาจ22_พฤษภาคม_2557.png': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Diplomatic and Other Official Actions',
  'IF-Individual in Relation to the Group',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'სამხედრო_გადატრიალების_მცდელობა.png': ['IT-Passive Image',
  'D-Non-human',
  'GT-Documents/Communications',
  'VI-Non-violent Image'],
 '윤치영 1961.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 '장도영, 박정희 1961년 5.16 군사정변.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Military Actions',
  'IF-Individual in Relation to the Group',
  'TOP-Civilians',
  'TOP-Journalists',
  'TOP-Military Personnel',
  'VI-Non-violent Image'],
 '장도영.jpg': ['IT-Passive Image',
  'D-Adult Male',
  'GT-Portrait',
  'IF-Individual',
  'TOP-Military or Political Leaders',
  'VI-Non-violent Image'],
 'ベールイドーム.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Buildings',
  'GT-Destruction',
  'IF-Non-human',
  'VI-Violent Image'],
 '臺灣綠島人權紀念碑Monument for Human Rights on Lyudao (GreenIsland) of Taiwan.jpg': ['IT-Passive Image',
  'D-Non-human',
  'GT-Memorials',
  'GT-Signs/Symbols',
  'IF-Non-human',
  'VI-Non-violent Image']}
filenames = []
for topic, topic_d in all_coups_image_usage.items():
    for lang, file_d  in topic_d.items():
        for filename, pagelist in file_d.items():
            if len(pagelist) < 10:
                f = filename.split(':')
                if any(e in f[0] for e in ['.png','.jpg']):
                    filenames.append(f[0])
                else:
                    filenames.append(f[1])
len(set(filenames))
686
'ملف:حزب النور.png'.split(':')[1]
'حزب النور.png'
egypt_tp_g = nx.DiGraph()

for lang, lang_d in all_coups_image_usage["2013 Egyptian coup d'état"].items():
    for file, file_l in lang_d.items():
        f = file.split(':')[1]
        egypt_tp_g.add_edge(lang,f,kind='lang-file')
        egypt_tp_g.add_node(lang,kind='lang')
        egypt_tp_g.add_node(f,kind='file')
        try:
            for tag in tag_d[f]:
                egypt_tp_g.add_edge(tag,f,kind="tag-file")
                egypt_tp_g.add_node(tag,kind='tag')
        except KeyError:
            print("No tag for {0}".format(f))
            pass

egypt_tp_tags = [n for n,d in egypt_tp_g.nodes(data=True) if d['kind'] == 'tag']
egypt_tp_langs = [n for n,d in egypt_tp_g.nodes(data=True) if d['kind'] == 'lang']
egypt_tp_files = [n for n,d in egypt_tp_g.nodes(data=True) if d['kind'] == 'file']

print("""There are {0:,} tags, {1:,} languages, {2:,} files, and {3:,} edges in the network
""".format(len(egypt_tp_tags),
           len(egypt_tp_langs),
           len(egypt_tp_files),
           egypt_tp_g.number_of_edges()))

nx.write_gexf(egypt_tp_g,'egypt_tripartite.gexf')
No tag for General el Sisi Mursiyi görevden alındığını açıklarken.png
No tag for FJP.png
No tag for General Al-Sisi, announcing the removal of President Morsi.png
No tag for General Al-Sisi, announcing the removal of President Morsi.png
No tag for حزب النور.png
No tag for حزب الحرية والعدالة.png
No tag for Freedom and Justice Party (Egypt).jpg
There are 30 tags, 25 languages, 40 files, and 303 edges in the network

soviet_tp_g = nx.DiGraph()

for lang, lang_d in all_coups_image_usage["1991 Soviet coup d'état attempt"].items():
    for file, file_l in lang_d.items():
        f = file.split(':')[1]
        soviet_tp_g.add_edge(lang,f,kind='lang-file')
        soviet_tp_g.add_node(lang,kind='lang')
        soviet_tp_g.add_node(f,kind='file')
        try:
            for tag in tag_d[f]:
                soviet_tp_g.add_edge(tag,f,kind="tag-file")
                soviet_tp_g.add_node(tag,kind='tag')
        except KeyError:
            print("No tag for {0}".format(f))
            pass

soviet_tp_tags = [n for n,d in soviet_tp_g.nodes(data=True) if d['kind'] == 'tag']
soviet_tp_langs = [n for n,d in soviet_tp_g.nodes(data=True) if d['kind'] == 'lang']
soviet_tp_files = [n for n,d in soviet_tp_g.nodes(data=True) if d['kind'] == 'file']

print("""There are {0:,} tags, {1:,} languages, {2:,} files, and {3:,} edges in the network
""".format(len(soviet_tp_tags),
           len(soviet_tp_langs),
           len(soviet_tp_files),
           soviet_tp_g.number_of_edges()))

nx.write_gexf(soviet_tp_g,'soviet_tripartite.gexf')
No tag for Кокарда рядового и сержантского состава Советской Армии.jpg
No tag for 1991 coup yeltsin.jpg
No tag for Dzerzhinsky Statue, which once dominated Lyubianka Square.jpg
No tag for 1991 coup yeltsin.jpg
No tag for P Russia.png
No tag for Logo for Liberal Democratic Party of Russia.png
No tag for Logo for Liberal Democratic Party of Russia.png
No tag for File
No tag for Logo for Liberal Democratic Party of Russia.png
No tag for 24 жніўня 1991.jpg
No tag for LRAP un MP 1991. gada 19. augusta paziņojums.jpg
No tag for PSRS Valsts padomes lēmums par Latvijas Republikas neatkarības atzīšanu.jpg
No tag for Konstitucionālais likums Par Latvijas Republikas valstisko statusu.jpg
There are 30 tags, 35 languages, 42 files, and 358 edges in the network

tag_d['Konstitucionālais_likums_Par_Latvijas_Republikas_valstisko_statusu.jpg']
['IT-Passive Image',
 'D-Non-human',
 'GT-Documents/Communications',
 'IF-Non-human',
 'VI-Non-violent Image']

Image-lang-tag after all the unicode non-sense

all_coups_image_usage['1991 Soviet coup d\'état attempt']['en']
{'File:1991 coup attempt1.jpg': ['1991',
  'Cold War',
  "1991 Soviet coup d'état attempt",
  'Dissolution of the Soviet Union'],
 'File:1991 coup attempt4.jpg': ['T-80', "1991 Soviet coup d'état attempt"],
 'File:Boris Yeltsin 19 August 1991-1.jpg': ['Russia',
  'Soviet Union',
  'White House (Moscow)',
  "1991 Soviet coup d'état attempt",
  'Alexander Korzhakov',
  'Civil resistance',
  'Boris Yeltsin',
  'Dissolution of the Soviet Union'],
 'File:Bush Gorba P15623-25A.jpg': ['George H. W. Bush',
  'Cold War',
  "1991 Soviet coup d'état attempt",
  'Presidency of George H. W. Bush',
  'List of Soviet Union–United States summits'],
 'File:Logo for Liberal Democratic Party of Russia.png': ["1991 Soviet coup d'état attempt"]}
with open('image_tags.json','r') as f:
    tag_d = json.load(f)
    
for file,label_d in list(tag_d.items()):
    concated_file = unicodedata.normalize('NFKC',file)#.encode('utf8')
    tag_d[concated_file] = label_d
    #del tag_d[file]
len(tag_d)
890
unicodedata.normalize('NFKC','Ülkü Ocakları Eğitim ve Kültür Vakfı Logosu.png')#.encode('utf8')
'Ülkü Ocakları Eğitim ve Kültür Vakfı Logosu.png'
tag_d.keys()
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"Mayıs_1981_Kenan_Evren_Ankaragücü_kaptanı_Adil_Eriç'e_Türkiye_Kupası'nı_veriyor.jpg", 'US Air Force C-22B (727-100).jpg', 'Marche sel.jpg', 'Fijitimes-120706.jpg', 'Recep Tayyip Erdoğan.jpg', 'Kırklareli TSK crop.jpg', 'PozeRevolutia1989clujByRazvanRotta02.jpg', 'Lechfeld Elite 2008 144 (2663713634).jpg', 'Romanian Revolution 1989 4.jpg', 'Jo-map (German).png', 'Freedom_and_Justice_Party_(Egypt).jpg', 'Blok wschodni pl.png', 'Quema de libros.jpg', 'Abd al-Wahab Shawaf.png', 'Egyptian Minister of Defense Abdel Fatah Al Sisi.jpg', 'Castelobranco.jpg', 'Alix Pasquet.jpg', 'Muhammad Zia-ul-Haq 1982.jpg', '1920UnitedFruitCompanyEntrance.jpg', '1991_coup_yeltsin.jpg', '1991 coup attempt5.jpg', 'Thailand Ministry of Information and Communication Technology 2014 Censorship Image.jpg', 'AIOC741330.jpg', 'Jassem Alwan.jpg', 'PrimeMinisterNawazSharif.jpg', 'Evstafiev-Valentin Varennikov 11AUG94.jpg', 'Yameogo stamp 1960.png', 'Guarbadge.png', 'Anti-Morsi protests June 2013 in Egypt.jpg', 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'Turgut Özal cropped.jpg', '2014-02-02 Silom protest site 01.jpg', 'Nguyen Cao Ky.jpg', 'Hazim jiwad.jpg', 'Chavez_başarısız_darbeden_sonra_göreve_dönerken_13_Nisan_2002.jpg', 'Protests No Coup 2016.jpg', '2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 03.jpg', 'Goulartcentral.jpg', 'Hulusi Akar (cropped version).jpg', 'Rabaa al-Adawiya.png', 'Alegria rafael.jpg', 'Ad-Duri.jpg', 'Civilian with PM Md. 1963 during the Romanian Revolution of 1989.jpg', 'Mural2.jpg', 'FUNCINPEC logo 2006-2015.jpg', 'General Shamim Alam Khan receiving the Hilal-i-Imtiaz.jpg', 'António de Oliveira Salazar, drawing.jpg', 'President Abd al-Salam Arif.jpg', 'Cory Aquino during a ceremony honoring US Air Force.jpg', 'Soviet Union Administrative Divisions 1989.jpg', 'PSRS_Valsts_padomes_lēmums_par_Latvijas_Republikas_neatkarības_atzīšanu.jpg', 'Defense.gov News Photo 040304-F-2828D-065.jpg', 'July1.jpg', 'Algiers_putsch_1961.jpg', 'CoupDarbe.jpg', 'Palacio Nacional de la Cultura.jpg', 'President Eisenhower 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Rupturas al cese al fuego.png', 'Sylvanus Olympio.jpg', 'Zahedifirman.jpg', 'Iraq, Saddam Hussein (222).jpg', 'Romanian Revlution 1989 2.jpg', 'Germame Neway.jpg', 'Sekou Toure usgov-83-08641.jpg', 'BBC Asian Network Studio The Mailbox Birmingham 20041228.jpg', 'Videla Sociedad Rural.jpg', "William Knox D'Arcy.jpg", "Mauritanie-Coup d'Etat 2008.jpg", 'Kingdom of Fez.jpg', 'Yanaon.jpg', 'Carlos Gomes Junior.jpg', 'SD visits Turkey 1000w q95.jpg', "In_People's_Name.jpg", 'Evstafiev-spetsnaz-prepare-for-mission.jpg', 'Naval Battle of Navarino by Garneray.jpg', 'ManilaPenn.jpg', 'Augusto Pinochet.jpg', 'Turkey - Air Force Lockheed C-130E Hercules Bakema.jpg', 'Nicolae Ceaucescu 1978.jpg', 'Maflaq.jpg', 'Konstitucionālais_likums_Par_Latvijas_Republikas_valstisko_statusu.jpg', 'Pepe Lobo 2010-01-27.jpg', 'BKK24090616.jpg', 'Royal Palace, Rabat.jpg', 'Mariinsky Palace Saint Petersburg.jpg', 'Jean Ping 080202-F-1644L-081 0YWDF.jpg', 'General Salah Jadid.jpg', 'After burning the Muslim brotherhood stage in front of the mosque.jpg', 'Nasser-Faisal-Arafat-1970.jpg', 'Propaganda del govierno en años posteriores.jpg', 'Abd al-Karim death.jpg', 'Abd Rabbuh Mansur Hadi 2013.jpg', 'Nicolae Ceausescu.jpg', 'Bülent Ecevit Cropped.jpg', 'Fethullah Gülen 2016.jpg', 'Malian Soldiers.jpg', 'Sana.jpg', 'Quetzaltenango farm highlands 2009.jpg', 'Araya-Allende.jpg', '25 Abril 1983 Porto by Henrique Matos 01.jpg', 'V._Landsbergis._Viešoji_informacija.jpg', 'General Al Sisi.jpg', 'Blaise Compaoré 2014 White House.png', 'Horace Vernet-Barricade rue Soufflot.jpg', 'Toure-folklife2.jpg', 'BKK24090603.jpg', 'TPAjax.jpg', '2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 01.jpg', 'Bundesarchiv Bild 183-1989-1220-032, Berlin, Demonstration für Rumänien, Mahnwache.jpg', 'GulagulLaRomani.jpg', 'King Hassan II.jpg', 'Arafat in Jordan.jpg', 'Protests in Egypt January 2013.jpg', 'Istor portal.png', 'Дворец со стороны правого крыла 27 12 79.jpg', 'Evstafiev-alexander-rutskoy-w.jpg', 'Álvaro Cunhal Henrique Matos 02.jpg', '59mossadeghprime_minister1951.jpg', 'Mohamad Reza Shah Pahlavi in hospital 1949 jpeg.jpg', 'Lee Han-lim.jpg', 'Image0 ST.jpg', '장도영.jpg', 'Chile_Junta001.jpg', 'Chavez-WSF2005.jpg', 'RO B University square rally.jpg', '14 July revolution - mutilated corpse.jpg', 'Ponte25Abril1.jpg', 'Kairo Pro-Mursi-Proteste Juli-August 2013.jpg', 'Golpe_de_1964.jpg', 'Guinea bissau sm03.png', 'Rafael Correa presidenciagovar 15ENE07.jpg', 'President Direct Election Movement Ming-te Shih Yi-hsiung Lin and Hsin-liang Hsu.jpg', 'Juvénal Habyarimana (1980).jpg', 'Watanyin.jpg', '1993_Rusya_anayasa_krizi_sırasında_Parlamento_yanlısı_göstericiler.jpg', '1991 CPA 6369.jpg', 'Alexander Ankvab - 06.10.2011.jpg', 'MuricyMourao.jpg', 'Juvénal Habyarimana (Andrews Air Force Base, Maryland, USA - 1980).jpg', 'Rumo a liberdade Henrique Matos.jpg', 'Secretary of Defense Chuck Hagel meets with Egyptian President Mohamed Morsy in Cairo, Egypt, April 24, 2013.jpg', 'President of Kyrgyzstan, Kurmanbek Bakiyev crop.jpg', 'Syria.BasharAlAssad.02.jpg', 'Revolutie-strada-multime.jpg', 'التجمع_اليمني_للاصلاح.jpg', 'Lt-map.png', 'Conmemoración de 40 años del Golpe Militar 1.jpg', 'Gabinete allende 2 1024.jpg', '2007ManilaPenSiegeMap.jpg', '2009 Honduras political crisis 2.jpg', 'Tulip 2.jpg', 'ベールイドーム.jpg', '2013 Taksim Gezi Park protests (15th June).jpg', 'EDSA People Power historical marker.jpg', 'พลเอกประยุทธ์ประกาศยึดอำนาจ22_พฤษภาคม_2557.png', 'ShahSorayaPM.jpg', 'Syrian Baath Logo.jpg', '1991-August-Moscow.jpg', '27_Mayıs_Darbesi_sembolü.png', 'Black May 1992.jpg', 'Nhà thờ Cha Tam.jpg', 'Cardinal Jaime Sin in 1988.jpg', 'Lbj mnhu.jpg', 'Abdul-salam-arif.jpg', 'Ikhwan-logo.jpg', 'Mustafa Kemal Atatürk.jpg', 'AhmadGhavam2.jpg', 'Asia map.jpg', 'Romanian Revolution 1989 Demonstrators.jpg', 'Turcja, 15-16.07.2016r. Próba zamachu.png', 'Tulip.jpg', 'Northrop F-5B (SN 63-8438, the first production -B model) 060905-F-1234S-005.jpg', 'El Tres de Mayo, by Francisco de Goya, from Prado in Google Earth.jpg', 'Gnassingbe Eyadema detail1 DF-SC-84-10025.jpg', 'Защитнки Белого Дома 1.jpg', 'May 16th Coup dEtat (1961) 5.16 군사혁명 (5591601384).jpg', 'Chile- el pueblo vencera cropped.jpg', 'Reagan and Gorbachev signing.jpg', 'Bundesarchiv_Bild_183-55823-0005,_Berlin,_Karl-Marx-Allee,_-Deutsche_Sporthalle-.jpg', 'Taman.png', 'Apollo 11.jpg', 'Diem dead.jpg', 'National Revolutionary Command Council (Sudan).jpg', 'R4bia sign used in solidarity with victims of Rabaa crackdown 23-Aug-2013.jpg', 'Nixon 30-0316a.jpg', 'Guatemala-CIA WFB Map.png', 'Erdoğan, 2012 (cropped).jpg', 'Memorial to Jordanian soldiers (Karameh, Jordan).jpg', 'Evstafiev-40th army HQ-Amin-palace-Kabul.jpg', 'Rafaelcorrea08122006.jpg', 'Allende_son.jpg', 'Un-guatemala.png', 'Demirel.jpg', 'Bokassa portrait.jpg', 'Maria Corina Machado (Sumate) meets George W. Bush (2002).jpg', 'Hussein 1978.jpg', 'Pedro_Carmona_2002_darbesinden_sonra_yemin_töreninde.jpg', 'Damietta protests.jpg', 'Yankee go home graffiti.png', 'Leaders of July 14 1958 Revolution.jpg', 'Stamp Fiji 1959 2 6 Nadi Airport.jpg', 'De Gaulle-OWI.jpg', 'Last_day_qasim.jpg', '4_Ekim_1993_Rusya_Parlamento_binası_alevler_içinde.jpg', 'Fireworks at Anti-Morsi protests.jpg', 'Satellite image of Cyprus, cropped.jpg', 'By-map.png', 'Trial_iraq.jpg', 'Gaziosmanpaşa meydanı protesto.jpg', 'BP200906-2.jpg', 'Houthi_Declaration_6-2-2015.png', 'Adnan Menderes VI. Yasama Dönemi.jpg', 'Awqati1.jpg', 'Бішкек 28 березня 2005.jpg', 'Popular-Front-for-the-Liberation-of-Palestine-general-command.png', 'Serie Portugal, verkiezingsstrijd in Lissabon (begin 1975); straatbeelden met verkiezingsaffiches.jpg', 'David Dacko 1962 crop.jpg', 'Assad Tlass war 1973.jpg', 'David Haba Guinean army 2005-199.jpg', 'Mohamed Morsi-05-2013.jpg', 'Rama IX on his Throne.jpg', 'Baath National Command.jpg', 'Ladgham_arafat.jpg', 'Arturo Illia.jpg', 'Juntagobierno1944.jpg', 'Bangkokplaces.png', 'Mhdawi.jpg', 'Obama meets with coalition Chiefs of Defense 141014-D-KC128-186.jpg', '윤치영 1961.jpg', 'Abdul Rahman Arif.jpg', 'Abolghasem Kashani.jpg', 'Abdul Fatah Khalil Al-Sisi 2013-03-03.jpg', 'CamGen.jpg', 'Black_May_Thailand.jpg', 'Nasser brokering ceasefire with Chairman Arafat and King Hussein.jpg', 'Oubangui-Chari.jpg', 'Burkina Faso carte.png', "Léon M'ba 1964.jpg", 'Nicolae Ceaușescu Mormant.jpg', 'Manuel Zelaya detail, ABR August 07, 2007.jpg', 'MohammadMossadeqAdibBoroumand.jpg', 'BenzinBon-1.jpg', '2006 09 12 sarkozy 600.jpg', 'Assemblee Nationale Burkina Faso.jpg', 'AssaltonaMatadaSanga....jpg', 'Major-general-lansdale.jpg', 'Palacio de La Moneda.png', "20th anniversary of 1953 Iranian coup d'état.jpg", 'Gailani.jpg', 'Siam Paragon Bangkok 1.jpg', 'Кокарда рядового и сержантского состава Советской Армии.jpg', 'Pisagua3.jpg', 'Translation2.png', 'Ja3far askari.jpg', 'Thai-coup-detat-2014-social-media-banner.jpg', 'Honduras golpe protesta.jpg', 'Казнь_Касема.jpg', '25 de Abril sempre Henrique Matos.jpg', 'Centro SB.jpg', 'Air Commodore Kaiser Tufail receiving a memento from Commander of the Turkish Air Force General Akin Ozturk (cropped).jpg', 'El presidente Rafael Correa escoltado en el 30S.jpg', 'Palacio Carondelet en la noche.jpg', "Coup-d'etat-14-web-cnni.jpg", 'Rafiq1.jpg', 'Rodrigo de Rato y Figaredo.jpg', 'Romanian ration-card for bread, 1989.jpg', 'Zelaya in Brazil.jpg', 'August 1991 Kalininski prospect.jpg', "Coup-d'etat-5-web-cnni.jpg", 'Anti-Morsi poster in a car.jpg', 'General_el_Sisi_Mursiyi_görevden_alındığını_açıklarken.png', 'Eugène Delacroix - La liberté guidant le peuple.jpg', 'Manifest_revolutie_1989.jpg', 'Nasser, Hussein and Amer before signing Egyptian-Jordanian defense pact.jpg', 'Park Chung hee.jpg', '5.16 Coup Park Chung-hee.jpg', 'Chile - Palácio de La Moneda - by Sérgio Schmiegelow.jpg', 'Port-au-Prince med.jpg', 'صورة_دبابات_الإنقلابيين_العسكريين_التركيين.jpg', 'The_Bangkok_Post,_September_20,_2006.jpg', 'Stamp Salvador Allende.jpg', 'Allende.jpg', "Coup-d'etat-24-web-cnni.jpg", 'Central african republic sm04.png', 'Conmemoración 40 años Museo de la Memoria 2.jpg', 'Order of Saur Revolution1979.jpg', 'George H. W. Bush and Boris Yeltsin 1993.jpg', 'Çevik Bir DD-SD-00-01007.jpg', 'Román Nemzeti Színház és Operaház, T-55 harckocsi. Romániai forradalom. Fortepan 31905.jpg', 'Cordobazo.jpg', 'PervezMusharraf.jpg', 'World Factbook (1982) Seychelles.jpg', 'Yun Bo1.jpg', 'Logo_for_Liberal_Democratic_Party_of_Russia.png', 'Kızılay - democracy and tanks.png', "1962 Burmese coup d'état2.jpg", '247783721 10e33ed8c9 o.jpg', 'Şanlıurfa 2016.jpg', "Hashem al Atta, Khalid Hassan Abbas, 1971 Sudanese coup d'état.jpg", '28Amordad1332 Toopkhaneh.jpg', 'BKK24090615.jpg', '2009 Honduras political crisis 9.jpg', 'Расстрел_белого_дома_в_1993_году.jpg', 'Hasan Polatkan.jpg', 'Hossein Fatemi Body.jpg', 'Faisal 4.jpg', 'Portail Armée française.png', 'Sempreatentos...aoperigo!.jpg', 'Hiillary Clinton and Manuel Zelaya.jpg', 'Alatoo.jpg', '2006 Thailand Coup 006.jpg', 'Fazlollah zahedi.jpg', 'Mosaddegh Kashani123.jpg', 'BKK24090613.jpg', '장도영, 박정희 1961년 5.16 군사정변.jpg', 'Mossadeghmohammad.jpg', 'Ferdinand & Imelda Marcos in Leyte 1984-10-20.jpg', '1991 CPA 6370.jpg', 'Toure-folklife.jpg', 'Curfew08142013.png', 'Fifties jukebox.png', 'Muhammad al-Rubaiai.jpg', 'Joseph estrada 2000.jpg', '1991 CPA 6367.jpg', 'Joe baxter.jpg', 'ChenGuatemala.jpg', 'Binali Yıldırım headshot.jpg', 'TimisoaraCatedrala.jpg', 'First Majlis MPs.jpg', 'Thi and thieu.jpg', 'LRAP_un_MP_1991._gada_19._augusta_paziņojums.jpg', 'Yemen war detailed map.png', 'The Four Voyages of Columbus 1492-1503 - Project Gutenberg etext 18571.jpg', 'E preciso salvar Abril Henrique Matos.jpg', 'Mercator Africa 037.jpg', 'General_Al-Sisi,_announcing_the_removal_of_President_Morsi.png', '"De Historische Strijd" Herdenkingsmonument revolutie 25 februari 1980 - Nieuw-Amsterdam - 20418126 - RCE.jpg', 'Choi Kyu Ha.png', 'Adib al-Shishakli.jpg', 'Allende supporters.jpg', 'Museo Aeronáutico 2.jpg', 'Aref with Qasim.png', 'Gloria Macapagal Arroyo.jpg', 'Soviet Guards badge.png', 'Salammq.png', 'MichaelKafando.jpg', 'Burkinabe Col. Gilbert Diendéré, 2010.jpg', 'BKK24090618.jpg', "Ninoy_Aquino's_-Testament_from_Prison_Cell-_signed_by_Cory_Aquino_in_1983.jpg", '15 Temmuz Şehitler Parkı tabelası.jpg', 'José Afonso by Henrique Matos 001.jpg', 'Strait of gibraltar-rightee.jpg', 'Zelaya con sombrero.jpg', 'Portrait officiel Bourguiba.png', 'Rikabi.jpg', 'Hastear da bandeira da Guiné Bissau após o arrear da de Portugal.jpg', 'President Nguyen Van Thieu.jpg', 'Tabaqchali1.jpg', 'Php bill 200 back.jpg', 'TimbruNicolaeCeausescu.png', 'TőkésL.jpg', 'Un-pakistan.png', 'Dvorec 27 12 79.jpg', 'King_CDRM_L.jpg', 'Propaganda poster Ceausescu.jpg', 'Augusto Pinochet 1986.jpg', 'Anti-Morsi protester june 2013.jpg', 'Augusto Pinochet foto oficial.jpg', 'Mengistu Neway.jpg', '1973Babadinca0048.jpg', 'DF-SC-83-08526.jpg', "1992 Venezuelan coup d'état attempts Hugo Chávez speech.jpg", 'AngkorWat Delaporte1880.jpg', "1992 Venezuelan coup d'état attempts collage.png", 'TimbruRevolutie.png', 'Protestors issues Morsi a red card..jpg', 'BKK24090601.jpg', 'Stema Statului Major al Fortelor Terestre.jpg', 'Русское Национальное Единство.jpg', '2009 Honduras political crisis 3.jpg', 'Reform_the_Armed_Forces_Movement_logo_circa_1990s.png', 'Reza Pahlavi I.jpg', 'Russian Congressional Fractions 1992.png', "Coup-d'etat-6-web-cnni.jpg", 'Secalbright.jpg', "Coup-d'etat-2-web-cnni.jpg", 'Hémicycle 2 Palais Bourbon scropped and smaller.jpg', 'Hafizullah Amin.jpg', 'مذيعة_قناة_تي_آر_تي.jpg', 'Mass on the street 1989.jpg', 'Picture 032.jpg', 'Mengistu_&_Merid.jpg', '200535.jpg', 'After coup nightly demonstartion of president Erdogan supporters. Istanbul, Turkey, Eastern Europe and Western Asia. 22 July,2016.jpg', 'Car of history.jpg', 'Al Fujimori.jpg', 'Sputnik asm.jpg', 'Syrien 1961 0003.jpg', 'Nick_Faeldon_2007.jpg', '21438_010.jpg', 'Chancery.jpg', 'Bundesarchiv Bild 183-1989-1223-006, Berlin, Brandenburger Tor, Transparte zu Rumänien.jpg', 'Arafat Darwish Habash.jpg', 'Burkinabé_uprising_at_Place_de_la_Nation.jpg', 'LocationKyrgyzstan.png', 'José Toribio Merino Castro cropped.jpg', "1992 Venezuelan coup d'état attempts Miraflores.jpg", 'Prime Minister of Turkey Recep Tayyip Erdogan cropped.jpg', 'Ex General Efrain Rios Montt testifying during the trial.jpg', '4.19 혁명.jpg', '1991 coup attempt4.jpg', 'Boris Yeltsin 22 August 1991-1.jpg', '5011-0004-reverse.png', 'Qasim_arif.jpg', 'Mohammad Mosaddeq, Ahmadabad 1965.jpg', 'Roberto micheletti 01.jpg', 'BKK22090601.jpg', 'Francois_Duvalier_during_1958_coup_attempt.jpg', 'Baath Party founder Michel Aflaq with Iraqi President Ahmad Hasan al-Bakr in Baghdad in 1968.jpg', 'AmauryKruel.jpg', 'Salah Bitar.jpg', 'Anti Morsi protest march at 28th June 2013.jpg', 'Taher_yahya.jpg', 'Boğazın tek yönlü kapatılması.png', 'ElBaradei 030110.jpg', '2009 Honduras political crisis 11.jpg', 'PithHelmetTruman.jpg', 'Janio Quadros.png', 'Augusto Pinochet - 1995.jpg', 'João Goulart NYWTS.jpg', 'Coruche mural 25 Abril.jpg', 'Gebze Square No Coup protests.jpg', 'Moroccan Air Force.png', 'Corazon Aquino inauguration.jpg', 'Ahmed el-Tayeb May 2015 (17963337671).jpg', 'Iraq14.jpg', 'Hugo Chavez in Guatemala.jpg', 'Tawadros II of Alexandria.jpg', 'Ceausescu, Nicolae.jpg', 'Joao IV proclaimed king.jpg', 'President Obama on the phone in the Oval Office with Secretary Kerry regarding the situation in Turkey (27716300004).jpg', 'Istanbul -Hürriyet- 2000 by RaBoe 02.jpg', 'Askar Akayev.jpg', 'Makarios III and Robert F. Wagner NYWTS cropped.jpg', 'Project 571 Outline.jpg', 'RafiqArif.jpg', 'Arif.jpg', '2009 Honduras political crisis 5.jpg', 'Fatin Rüştü Zorlu.jpg', 'Dead bodies in RABIA Massacre (3).jpg', 'FETO attack EGM Building.jpg', 'Nasser Qaddafi Atassi 1969.jpg', 'Óscar Arias (2009).jpg', 'Hameed.png', 'Шеврон 4-й гвардейской танковой дивизии.jpg', '2014 0526 Thailand coup Chang Phueak Gate Chiang Mai 02.jpg', 'Amadou Toumani Touré 30 November 2011.jpg', '1991 coup attempt1.jpg', 'Qasim2.jpg', 'Marcos visit Reagan 1982.jpg', 'Romanian Revolution 1989 5.jpg', 'Secretary Kerry Bids Farewell To Egyptian Minister of Defense General al-Sisi.jpg'])
all_coup_g = nx.DiGraph()

for coup, coup_d in all_coups_image_usage.items():
    for lang, lang_d in coup_d.items():
        for file, file_l in lang_d.items():
            f = file.split(':')[1]
            all_coup_g.add_edge(lang,f,kind='lang-file')
            all_coup_g.add_node(lang,kind='lang')
            all_coup_g.add_node(f,kind='file')
            try:
                for tag in tag_d[f]:
                    all_coup_g.add_edge(tag,f,kind="tag-file")
                    all_coup_g.add_node(tag,kind='tag')
            except KeyError:
                print("No tag for {0}".format(f))
                pass

all_coup_tags = [n for n,d in all_coup_g.nodes(data=True) if d['kind'] == 'tag']
all_coup_langs = [n for n,d in all_coup_g.nodes(data=True) if d['kind'] == 'lang']
all_coup_files = [n for n,d in all_coup_g.nodes(data=True) if d['kind'] == 'file']

print("""There are {0:,} tags, {1:,} languages, {2:,} files, and {3:,} edges in the network
""".format(len(all_coup_tags),
           len(all_coup_langs),
           len(all_coup_files),
           all_coup_g.number_of_edges()))

nx.write_gexf(all_coup_g,'all_coups.gexf')
No tag for Bakr.jpg
No tag for Aref abderazak.jpg
No tag for Last day qasim.jpg
No tag for Taher yahya.jpg
No tag for Казнь Касема.jpg
No tag for Burkinabé uprising at Place de la Nation.jpg
No tag for The Bangkok Post, September 20, 2006.jpg
No tag for The nation 200506.jpg
No tag for King CDRM L.jpg
No tag for 21438 010.jpg
No tag for Plevne Marşı pul.jpg
No tag for 27 Mayıs Darbesi sembolü.png
No tag for Bundesarchiv Bild 183-55823-0005, Berlin, Karl-Marx-Allee, "Deutsche Sporthalle".jpg
No tag for Bundesarchiv Bild 183-55823-0005, Berlin, Karl-Marx-Allee, "Deutsche Sporthalle".jpg
No tag for Bundesarchiv Bild 183-55823-0005, Berlin, Karl-Marx-Allee, "Deutsche Sporthalle".jpg
No tag for 1 Turkish lira-Deads in 15 July.jpg
No tag for Won Democracy Turkey.jpg
No tag for KYK 15 Temmuz sergisi.jpg
No tag for Maslak 15 July Occupy residential.jpg
No tag for مذيعة قناة تي آر تي.jpg
No tag for صورة دبابات الإنقلابيين العسكريين التركيين.jpg
No tag for صورة ذبابات الإنقلابيين العسكريين التركيين.jpg
No tag for Tanks approach the Ataturk airport.jpg
No tag for სამხედრო გადატრიალების მცდელობა.png
No tag for Tanks approach the Ataturk airport.jpg
No tag for Tentativa de golpe de Estado na Turquia.jpg
No tag for Samuel K. Doe During the 1980 Coup.png
No tag for Weeks featured article.png
No tag for Arms of Fiji 2.png
No tag for P technology.png
No tag for Iran NF.jpg
No tag for 59mossadeghprime minister1951.jpg
No tag for W.gl.GolpeEstadoIran1953.png
No tag for Chile Junta001.jpg
No tag for Chile Junta001.jpg
No tag for Salvador Alyendenin son foto şəkili.jpg
No tag for Allende son.jpg
No tag for Genesis FUBELT.jpg
No tag for Francois Duvalier during 1958 coup attempt.jpg
No tag for Algiers putsch 1961.jpg
No tag for Algiers putsch 1961.jpg
No tag for Arms of Fiji 2.png
No tag for Qasim arif.jpg
No tag for Defence.jpg
No tag for Barzani & Qasim.jpg
No tag for Colosseum-2003-07-09.jpg
No tag for Lon Nol, Sisowath Sirik Matak, In Tam.jpg
No tag for People Power Revolution commemorative 10-peso coin obverse and reverse.png
No tag for EDSA Revolution pic1.jpg
No tag for EDSA Revolution pic1.jpg
No tag for Ninoy Aquino's "Testament from Prison Cell" signed by Cory Aquino in 1983.jpg
No tag for EDSA Revolution pic1.jpg
No tag for EDSA Revolution pic1.jpg
No tag for حزب النور.png
No tag for General Al-Sisi, announcing the removal of President Morsi.png
No tag for حزب الحرية والعدالة.png
No tag for Freedom and Justice Party (Egypt).jpg
No tag for General Al-Sisi, announcing the removal of President Morsi.png
No tag for FJP.png
No tag for General el Sisi Mursiyi görevden alındığını açıklarken.png
No tag for Chavez başarısız darbeden sonra göreve dönerken 13 Nisan 2002.jpg
No tag for Pedro Carmona 2002 darbesinden sonra yemin töreninde.jpg
No tag for Arms of Fiji 2.png
No tag for Presidential Standard of South Vietnam (1955-1963).png
No tag for V. Landsbergis. Viešoji informacija.jpg
No tag for Gloriosa victoria.jpg
No tag for Mayıs 1981 Kenan Evren Ankaragücü kaptanı Adil Eriç'e Türkiye Kupası'nı veriyor.jpg
No tag for Newsweek 22 Eylül 1980 kapak.jpg
No tag for Povo mfa.jpg
No tag for P history.png
No tag for P history.png
No tag for BTR 25 april.jpg
No tag for Lissabon 25 april.jpg
No tag for Bophuthatswana coup Execution.jpg
No tag for Reform the Armed Forces Movement logo circa 1990s.png
No tag for Operacio marverde.jpg
No tag for Nasser Gaddafi 1969.jpg
No tag for Insigne Romanicum II.png
No tag for Manifest revolutie 1989.jpg
No tag for Parlamentspalast in Bukarest.jpg
No tag for WikiLettera.png
No tag for พลเอกประยุทธ์ประกาศยึดอำนาจ22 พฤษภาคม 2557.png
No tag for P Russia.png
No tag for Logo for Liberal Democratic Party of Russia.png
No tag for 24 жніўня 1991.jpg
No tag for Logo for Liberal Democratic Party of Russia.png
No tag for 1991 coup yeltsin.jpg
No tag for Dzerzhinsky Statue, which once dominated Lyubianka Square.jpg
No tag for File
No tag for Logo for Liberal Democratic Party of Russia.png
No tag for PSRS Valsts padomes lēmums par Latvijas Republikas neatkarības atzīšanu.jpg
No tag for LRAP un MP 1991. gada 19. augusta paziņojums.jpg
No tag for Konstitucionālais likums Par Latvijas Republikas valstisko statusu.jpg
No tag for 1991 coup yeltsin.jpg
No tag for Amadou Toumani Touré 30 नवम्बर 2011.jpg
No tag for Tanques Venezuela 1958.jpg
No tag for Mengistu & Merid.jpg
No tag for Mengistu and germame Neway.jpg
No tag for Portrait Habib Bourguiba.jpg
No tag for Zine El Abidine Ben Ali.jpg
No tag for Golpe de 1964.jpg
No tag for Golpe de 1964.jpg
No tag for Vista-kmixdocked.png
No tag for Trial iraq.jpg
No tag for 1993 Tanks before Russian White house.jpg
No tag for Supreme Soviet of Russia meeting (1993).png
No tag for Tanks before Russian White house.jpg
No tag for Tanks before Russian White house.jpg
No tag for P Russia.png
No tag for Расстрел белого дома в 1993 году.jpg
No tag for Silk-film.png
No tag for 1993 Rusya anayasa krizi sırasında Parlamento yanlısı göstericiler.jpg
No tag for 4 Ekim 1993 Rusya Parlamento binası alevler içinde.jpg
There are 39 tags, 78 languages, 747 files, and 27,052 edges in the network

Clustering

len(top_languages)
19
top_langs_proj_image_lang_usage_adj = np.log(nx.adj_matrix(proj_image_lang_usage_g,nodelist=top_languages).todense()+1)
top_languages = ['en','de','fr','ja','es','ru','it','zh','pt','pl','nl','uk','fa','he','ko','ar','sv','cs','tr']
top_langs_proj_image_lang_usage_df = pd.DataFrame(data=top_langs_proj_image_lang_usage_adj, index=top_languages, columns=top_languages)
sb.clustermap(top_langs_proj_image_lang_usage_df,cmap='coolwarm')
#plt.tight_layout()
plt.savefig('lang_image_similarity.pdf')
multiindexable_d = {}
for topic, topic_d in all_coups_image_usage.items():
    for lang, file_d  in topic_d.items():
        multiindexable_d[(topic, lang)] = len(file_d)
creation_year_s = rev_df.groupby(['parent_topic','lang']).agg({'year':np.min})['year']
creation_year_df = pd.DataFrame({'Year':creation_year_s,'Images':pd.Series(multiindexable_d)})
creation_year_df.reset_index(inplace=True)
creation_year_df.rename(columns={'level_0':'Topic','level_1':'Language'},inplace=True)
lang_subset_creation_year_df = creation_year_df[creation_year_df['Language'].isin(['en','de','fr','ja','es','ru','it','zh','pt','pl','nl','uk','fa','he','ko','ar','sv','cs','tr'])]
lang_subset_ct = pd.crosstab(index = lang_subset_creation_year_df['Language'],
                             columns = lang_subset_creation_year_df['Year'],
                             values = lang_subset_creation_year_df['Images'],
                             aggfunc = np.sum)
lang_subset_ct = lang_subset_ct.fillna(0).ix[['en','de','fr','ja','es','ru','it','zh','pt','pl','nl','uk','fa','he','ko','ar','sv','cs','tr']]
lang_subset_ct.columns = range(2002,2018)
sb.heatmap(lang_subset_ct,square=True,cmap='coolwarm')
<matplotlib.axes._subplots.AxesSubplot at 0x2dd62c372b0>
with open("all_coups_interlanguage_links.json",'r') as f:
    coup_interlanguage_links = json.load(f)
lang_link_g = nx.Graph()

for event, lang_d in coup_interlanguage_links.items():
    for lang1, link_d in lang_d.items():
        for link, langlink_d in link_d.items():
            for lang2, langlink in langlink_d.items():
                if lang_link_g.has_edge(lang1,lang2) and lang1 != lang2:
                    lang_link_g[lang1][lang2]['weight'] += 1
                elif lang1 != lang2:
                    lang_link_g.add_edge(lang1,lang2,weight=1)
                
print("There are {0:,} nodes and {1:,} edges in the network".format(lang_link_g.number_of_nodes(),lang_link_g.number_of_edges()))
There are 291 nodes and 20,939 edges in the network
lang_link_g.to_undirected().edge['et']['ceb']
{'weight': 79}
with open('all_coups_extlinks_usage.json','r') as f:
    external_links_usage = json.load(f)
lang_ext_link_g = nx.DiGraph()
language_list = []

for event, lang_d in external_links_usage.items():
    for lang, url_d in lang_d.items():
        language_list.append(lang)
        for url, count in url_d.items():
            if lang_ext_link_g.has_edge(lang,url):
                lang_ext_link_g[lang][url]['weight'] += count
            else:
                lang_ext_link_g.add_edge(lang,url,weight=count)
                
print("There are {0:,} nodes and {1:,} edges in the network".format(lang_ext_link_g.number_of_nodes(),lang_ext_link_g.number_of_edges()))

proj_lang_ext_link_g = nx.bipartite.weighted_projected_graph(lang_ext_link_g.to_undirected(),nodes=list(set(language_list)))
print("There are {0:,} nodes and {1:,} edges in the network".format(proj_lang_ext_link_g.number_of_nodes(),
                                                                    proj_lang_ext_link_g.number_of_edges()))
There are 2,867 nodes and 6,600 edges in the network
There are 81 nodes and 2,345 edges in the network

Combine graphs

def to_pandas_edgelist(G):
    edges_d = G.edges(data=True)
    _df = pd.DataFrame(edges_d)
    _df[2] = _df[2].apply(lambda x:x['weight'])
    _df.rename(columns={0:'lang1',1:'lang2',2:'weight'},inplace=True)
    _df.set_index(['lang1','lang2'],inplace=True)
    return _df
ext_link_el_s = to_pandas_edgelist(proj_lang_ext_link_g)['weight']
iwiki_link_el_s = to_pandas_edgelist(lang_link_g)['weight']
image_usage_el_s = to_pandas_edgelist(proj_image_lang_usage_g)['weight']
editor_revs_el_s = to_pandas_edgelist(proj_lang_rev_g)['weight']

link_strength_df = pd.DataFrame({'External':ext_link_el_s,'Internal':iwiki_link_el_s,'Images':image_usage_el_s,'Editors':editor_revs_el_s})
link_strength_df.dropna(subset=['Images'],inplace=True)
link_strength_df.fillna(0,inplace=True)
link_strength_df.reset_index(inplace=True)
link_strength_df.to_csv('link_strength.csv',index=False)
print(len(link_strength_df))
link_strength_df.head()
1141
lang1 lang2 Editors External Images Internal
0 af en 0.0 1.0 1.0 0.0
1 ar da 20.0 12.0 2.0 912.0
2 ar de 0.0 38.0 14.0 0.0
3 ar eo 0.0 4.0 1.0 0.0
4 ar es 31.0 48.0 16.0 3763.0

Appendix

 

Trying to fix broken tags

lang_image_tags = {}
bad_files = list()

for lang, filelist in lang_images.items():
    lang_image_tags[lang] = []
    for file in filelist:
        try:
            tags = image_tags_dict[file]
        except KeyError:
            try:
                tags = image_tags_dict[file.replace(' ','_')]
            except KeyError:
                bad_files.append(file)
            
len(bad_files)
239
def levenshtein(s1, s2):
    if len(s1) < len(s2):
        return levenshtein(s2, s1)

    # len(s1) >= len(s2)
    if len(s2) == 0:
        return len(s1)

    previous_row = range(len(s2) + 1)
    for i, c1 in enumerate(s1):
        current_row = [i + 1]
        for j, c2 in enumerate(s2):
            insertions = previous_row[j + 1] + 1 # j+1 instead of j since previous_row and current_row are one character longer
            deletions = current_row[j] + 1       # than s2
            substitutions = previous_row[j] + (c1 != c2)
            current_row.append(min(insertions, deletions, substitutions))
        previous_row = current_row
    
    return previous_row[-1]
edit_distance = {}
for f1 in list(set([f for lang,files in lang_images.items() for f in files])):
    edit_distance[f1] = {}
    for f2 in list(set(image_tags_dict.keys())):
        if abs(len(f1) - len(f2)) < 5 and f1 != f2:
            dist =  levenshtein(f1,f2)
            if dist < 5:
                edit_distance[f1][f2] = dist
        
with open('scraped_image_filenames.json','w') as f:
    json.dump(sorted(list(set([f for lang,files in lang_images.items() for f in files]))),f)
    
with open('tagged_image_filenames.json','w') as f:
    json.dump(sorted(list(set(image_tags_dict.keys()))),f)
len(list(set(image_tags_dict.keys()))), len(list(set([f for lang,files in lang_images.items() for f in files])))
(774, 747)
with open('tagged_scraped_disjoint_filenames.json','w') as f:
    json.dump(sorted(list(set([f for lang,files in lang_images.items() for f in files]) ^ set(image_tags_dict.keys()))),f)
set(image_tags_dict.keys()) - set([f for lang,files in lang_images.items() for f in files])
{'-De_Historische_Strijd-_Herdenkingsmonument_revolutie_25_februari_1980_-_Nieuw-Amsterdam_-_20418127_-_RCE.jpg',
 '15 July-Erdoğan SMS.jpg',
 '15 Temmuz Şehitler Parkı tabelası.jpg',
 "1962 Burmese coup d'état.jpg",
 "1962 Burmese coup d'état2.jpg",
 '1989 December 16. sugárút és a Tudor Vladimirescu út kereszteződése. Fortepan 31892.jpg',
 '1991_coup_yeltsin.jpg',
 "1992 Venezuelan coup d'état attempts Hugo Chávez speech.jpg",
 "1992 Venezuelan coup d'état attempts Miraflores.jpg",
 "1992 Venezuelan coup d'état attempts collage.png",
 '1993_Rusya_anayasa_krizi_sırasında_Parlamento_yanlısı_göstericiler.jpg',
 '1993_Tanks_before_Russian_White_house.jpg',
 '1_Mart_1997_-_Cumhuriyet.jpg',
 "2002 Venezuelan coup d'état attempt collage.jpg",
 "2002 Venezuelan coup d'état attempt uprising.jpg",
 '200535.jpg',
 '2007ManilaPenSiegeMap.jpg',
 '2014 Suchum, Siedziba rządu i prezydenta Republiki Abchazji (04).jpg',
 '2016 Türkiye Darbe Girişimi - Ankara.jpg',
 "20th anniversary of 1953 Iranian coup d'état.jpg",
 '21438_010.jpg',
 '24_жніўня_1991.jpg',
 '27_Mayıs_Darbesi_sembolü.png',
 '34-o Aniversário Revolução dos Cravos, Lisboa.jpg',
 '4.19 혁명.jpg',
 '4_Ekim_1993_Rusya_Parlamento_binası_alevler_içinde.jpg',
 '59mossadeghprime_minister1951.jpg',
 'Abd Rabbuh Mansur Hadi 2013.jpg',
 'Adnan Menderes VI. Yasama Dönemi.jpg',
 'Alejandro Agustín Lanusse.jpg',
 'Algiers_putsch_1961.jpg',
 'Allende_son.jpg',
 'Amadou Toumani Touré 30 November 2011.jpg',
 'Anti-Coup Demokrasi Nöbeti Kızılay Square.jpg',
 'António de Oliveira Salazar, drawing.jpg',
 'Arafat Darwish Habash.jpg',
 'Arafat in Jordan.jpg',
 'Álvaro Cunhal Henrique Matos 02.jpg',
 'BTR-60PB DA-ST-89-06597.jpg',
 'BTR_25_april.jpg',
 'Black May 1992.jpg',
 'Black_May_Thailand.jpg',
 'Blaise Compaoré 2014 White House.png',
 'Boğazın tek yönlü kapatılması.png',
 'Bophuthatswana_coup_Execution.jpg',
 'Bundesarchiv B 145 Bild-F013047-0040, München, Staatsbesuch Präsident von Zypern.jpg',
 'Bundesarchiv Bild 183-1989-1120-036, Berlin, Schweigemarsch für Rumänien.jpg',
 'Bundesarchiv Bild 183-1989-1215-038, Berlin, Demonstration für Rumänien.jpg',
 'Bundesarchiv Bild 183-1989-1220-032, Berlin, Demonstration für Rumänien, Mahnwache.jpg',
 'Bundesarchiv Bild 183-1989-1221-032, Berlin, Demonstration für Rumänien.jpg',
 'Bundesarchiv Bild 183-1989-1223-006, Berlin, Brandenburger Tor, Transparte zu Rumänien.jpg',
 'Bundesarchiv_Bild_183-55823-0005,_Berlin,_Karl-Marx-Allee,_-Deutsche_Sporthalle-.jpg',
 'Burkinabe Col. Gilbert Diendéré, 2010.jpg',
 'Burkinabé_uprising_at_Place_de_la_Nation.jpg',
 'Bülent Ecevit Cropped.jpg',
 'Castelo de Guimarães (Portugal).jpg',
 'Chamlong Srimuang 2008-12-27.jpg',
 'Chan_o_cha_Portrait.jpg',
 'Chavez_başarısız_darbeden_sonra_göreve_dönerken_13_Nisan_2002.jpg',
 'Chile - Palácio de La Moneda - by Sérgio Schmiegelow.jpg',
 'Chile_Junta001.jpg',
 'Conmemoración 40 años Museo de la Memoria 2.jpg',
 'Conmemoración de 40 años del Golpe Militar 1.jpg',
 'CoupDarbe.jpg',
 'Çevik Bir DD-SD-00-01007.jpg',
 'Darbe karşıtı protesto Tokat.jpg',
 'Dawsonfieldcamels.jpg',
 'Demirel.jpg',
 'Diego Rivera 1932 b.jpg',
 'Dvorec 27 12 79.jpg',
 'EDSA_Revolution_pic1.jpg',
 'Erdoğan, 2012 (cropped).jpg',
 'Eugène Delacroix - La liberté guidant le peuple.jpg',
 'Evstafiev-40th army HQ-Amin-palace-Kabul.jpg',
 'Evstafiev-spetsnaz-prepare-for-mission.jpg',
 'FUA manifestación 70s-2.jpg',
 'FUNCINPEC logo 2006-2015.jpg',
 'Fatin Rüştü Zorlu.jpg',
 'Fethullah Gülen 2016.jpg',
 'Fethullah Gülen cropped (cropped) (cropped).jpg',
 'Fethullah Gülen cropped (cropped).jpg',
 'Fethullah Gülen cropped.jpg',
 'Fifties jukebox.png',
 'Francois_Duvalier_during_1958_coup_attempt.jpg',
 'Freedom_and_Justice_Party_(Egypt).jpg',
 'Gaziosmanpaşa meydanı protesto.jpg',
 'General_Al-Sisi,_announcing_the_removal_of_President_Morsi.png',
 'General_el_Sisi_Mursiyi_görevden_alındığını_açıklarken.png',
 'Genesis_FUBELT.jpg',
 "Général de corps d'armée Salou Djibo.jpg",
 'Golpe_de_1964.jpg',
 'Guarbadge.png',
 'Hafizullah Amin.jpg',
 "Hashem al Atta, 1971 Sudanese coup d'état.jpg",
 "Hashem al Atta, Khalid Hassan Abbas, 1971 Sudanese coup d'état.jpg",
 'Hastear da bandeira da Guiné Bissau após o arrear da de Portugal.jpg',
 'Hémicycle 2 Palais Bourbon scropped and smaller.jpg',
 'Houthi_Declaration_6-2-2015.png',
 'Hugo Chávez (02-04-2010).jpg',
 'Hun Sen crop.jpg',
 'Hussein 1978.jpg',
 "In_People's_Name.jpg",
 'Iran_NF.jpg',
 'Istanbul -Hürriyet- 2000 by RaBoe 02.jpg',
 'Jo-map (German).png',
 'João Goulart NYWTS.jpg',
 'João Goulart nos Estados Unidos em 1962.jpg',
 'José Afonso by Henrique Matos 001.jpg',
 'José Toribio Merino Castro cropped.jpg',
 'Juvénal Habyarimana (1980).jpg',
 'Juvénal Habyarimana (Andrews Air Force Base, Maryland, USA - 1980).jpg',
 'King_CDRM_L.jpg',
 'Konstitucionālais_likums_Par_Latvijas_Republikas_valstisko_statusu.jpg',
 'Kırklareli TSK crop.jpg',
 'LRAP_un_MP_1991._gada_19._augusta_paziņojums.jpg',
 'Ladgham_arafat.jpg',
 'Last_day_qasim.jpg',
 'Les alliés dal-Qaida détruisent un tombeau sacré à Tombouctou (8142142738).jpg',
 "Léon M'ba 1964.jpg",
 'Lissabon_25_april.jpg',
 'Logo_for_Liberal_Democratic_Party_of_Russia.png',
 'Lon_Nol,_Sisowath_Sirik_Matak,_In_Tam.jpg',
 'Lucio Gutiérrez.jpg',
 'MBKTürkeş.jpg',
 'Madame Ngô Đình Nhu and Lyndon Baines Johnson.jpg',
 'Makatisiege_ajescreenshot.jpg',
 'Manifest_revolutie_1989.jpg',
 'Manifestation à Nouadhibou-2008.jpg',
 'ManilaPenn.jpg',
 'May 16th Coup dEtat (1961) 5.16 군사혁명 (5591601384).jpg',
 "Mayıs_1981_Kenan_Evren_Ankaragücü_kaptanı_Adil_Eriç'e_Türkiye_Kupası'nı_veriyor.jpg",
 'Memorial to Jordanian soldiers (Karameh, Jordan).jpg',
 'Mengistu_&_Merid.jpg',
 'Mengistu_and_germame_Neway.jpg',
 'Museo Aeronáutico 2.jpg',
 'Mustafa Kemal Atatürk.jpg',
 'NF 1978 - 1980.jpg',
 'Nasser brokering ceasefire with Chairman Arafat and King Hussein.jpg',
 'Nasser, Hussein and Amer before signing Egyptian-Jordanian defense pact.jpg',
 'Nasser-Faisal-Arafat-1970.jpg',
 'Necmettin Erbakan.jpg',
 'Newsweek_22_Eylül_1980_kapak.jpg',
 'Nguyễn Khánh 1964.jpg',
 'Nhà thờ Cha Tam.jpg',
 'Nick_Faeldon_2007.jpg',
 'Nicolae Ceaușescu Mormant.jpg',
 "Ninoy_Aquino's_-Testament_from_Prison_Cell-_signed_by_Cory_Aquino_in_1983.jpg",
 'Oakwood, Makati, Glorietta - panoramio.jpg',
 'Onganía-Levingston-Lanusse (Revolución Argentina).jpg',
 'Operacio_marverde.jpg',
 'Operação Vagô - memorial no Cemitério dos Prazeres.jpg',
 'Order of the Red Banner.jpg',
 'Óscar Arias (2009).jpg',
 'PFLP-group-1969.jpg',
 'PSRS_Valsts_padomes_lēmums_par_Latvijas_Republikas_neatkarības_atzīšanu.jpg',
 'Parlamentspalast_in_Bukarest.jpg',
 'Pedro_Carmona_2002_darbesinden_sonra_yemin_töreninde.jpg',
 'People_Power_Revolution_commemorative_10-peso_coin_obverse_and_reverse.png',
 'Plevne_Marşı_pul.jpg',
 'Popular-Front-for-the-Liberation-of-Palestine-general-command.png',
 'Portail Armée française.png',
 'Povo_mfa.jpg',
 'Praça 25 de Abril.jpg',
 'President Ali Abdullah Saleh.jpg',
 'Propaganda del govierno en años posteriores.jpg',
 'Qasim_arif.jpg',
 'Queens Palace (5300182685).jpg',
 'Recep Tayyip Erdoğan.jpg',
 'RecepTayyipErdoğan (cropped).jpg',
 'Reform_the_Armed_Forces_Movement_logo_circa_1990s.png',
 'Román Nemzeti Színház és Operaház, T-55 harckocsi. Romániai forradalom. Fortepan 31905.jpg',
 'Salvador_Alyendenin_son_foto_şəkili.jpg',
 'Samuel_K._Doe_During_the_1980_Coup.png',
 'Sana.jpg',
 'Sheikh mujibur rahman1950 140x190.jpg',
 "Sincan'dan_geçen_tanklar.jpg",
 'Sincan_tanks.jpg',
 'SovietInvasionAfghanistanMap.png',
 'Supreme_Soviet_of_Russia_meeting_(1993).png',
 'Şanlıurfa 2016.jpg',
 'Taher_yahya.jpg',
 'Tanks_approach_the_Ataturk_airport.jpg',
 'Tanks_before_Russian_White_house.jpg',
 'Tanques_Venezuela_1958.jpg',
 'Tentativa_de_golpe_de_Estado_na_Turquia.jpg',
 'The_Bangkok_Post,_September_20,_2006.jpg',
 'The_nation_200506.jpg',
 'Tokat darbe karşıtları.png',
 'TőkésL.jpg',
 'Trial_iraq.jpg',
 'Turcja, 15-16.07.2016r. Próba zamachu.png',
 'Turgut Özal cropped.jpg',
 'Ülkü Ocakları Eğitim ve Kültür Vakfı Logosu.png',
 'V._Landsbergis._Viešoji_informacija.jpg',
 'Vladimir Putin and Recep Tayyip Erdoğan (2015-06-13) 3.jpg',
 'Yemen war detailed map.png',
 'ZSU-23-4-Camp-Pendleton.jpg',
 'Νικος Σαμψών.jpg',
 'Дворец со стороны правого крыла 27 12 79.jpg',
 'Казнь_Касема.jpg',
 'Кокарда рядового и сержантского состава Советской Армии.jpg',
 'Расстрел_белого_дома_в_1993_году.jpg',
 'Шеврон 4-й гвардейской танковой дивизии.jpg',
 'التجمع_اليمني_للاصلاح.jpg',
 'حزب_الحرية_والعدالة.png',
 'صورة_دبابات_الإنقلابيين_العسكريين_التركيين.jpg',
 'مذيعة_قناة_تي_آر_تي.jpg',
 'พลเอกประยุทธ์ประกาศยึดอำนาจ22_พฤษภาคม_2557.png',
 'სამხედრო_გადატრიალების_მცდელობა.png',
 '윤치영 1961.jpg',
 '장도영, 박정희 1961년 5.16 군사정변.jpg',
 '장도영.jpg',
 'ベールイドーム.jpg'}