In [1]:

    

import networkx as nx
import matplotlib.pyplot as plt
import numpy as np
%matplotlib inline


    

In [4]:

    

G=nx.read_adjlist("../../data/wikipedia/smaller/enwiki_edgelist.dat", nodetype=int, create_using=nx.DiGraph())


    

In [5]:

    

G.number_of_nodes()


    

    
Out[5]:





32972

In [6]:

    

G.number_of_edges()


    

    
Out[6]:





852109

In [7]:

    

degs=[i for i in G.in_degree().values()]


    

In [8]:

    

max(degs)


    

    
Out[8]:





3306

In [9]:

    

freqs, bins,_=plt.hist(degs, bins=20, range=(0,100))


    

In [10]:

    

binmids=np.array([(bins[i]+bins[i+1])/2 for i in range(len(freqs))])


    

In [11]:

    

plt.plot(binmids,1/freqs)


    

    
Out[11]:





[<matplotlib.lines.Line2D at 0x7f35b9fcd198>]






    

In [18]:

    

with open("../../data/wikipedia/smaller/enwiki_title_id.dat", 'r') as f:
    lines=f.readlines()


    

In [20]:

    

for line in lines:
    line=line.strip()
    idx, title=line.split('\t')
    try:
        G.node[int(idx)]['title']=title
    except KeyError:
        pass


    

In [21]:

    

G.nodes(data=1)


    

    
Out[21]:





[(10, {'title': 'AccessibleComputing'}),
 (12, {'title': 'Anarchism'}),
 (13, {'title': 'AfghanistanHistory'}),
 (14, {'title': 'AfghanistanGeography'}),
 (15, {'title': 'AfghanistanPeople'}),
 (18, {'title': 'AfghanistanCommunications'}),
 (19, {'title': 'AfghanistanTransportations'}),
 (20, {'title': 'AfghanistanMilitary'}),
 (21, {'title': 'AfghanistanTransnationalIssues'}),
 (23, {'title': 'AssistiveTechnology'}),
 (24, {'title': 'AmoeboidTaxa'}),
 (25, {'title': 'Autism'}),
 (27, {'title': 'AlbaniaHistory'}),
 (29, {'title': 'AlbaniaPeople'}),
 (30, {'title': 'AsWeMayThink'}),
 (35, {'title': 'AlbaniaGovernment'}),
 (36, {'title': 'AlbaniaEconomy'}),
 (39, {'title': 'Albedo'}),
 (40, {'title': 'AfroAsiaticLanguages'}),
 (42, {'title': 'ArtificalLanguages'}),
 (46, {'title': 'AbacuS'}),
 (47, {'title': 'AbalonE'}),
 (48, {'title': 'AbbadideS'}),
 (49, {'title': 'AbbesS'}),
 (50, {'title': 'AbbevilleFrance'}),
 (51, {'title': 'AbbeY'}),
 (52, {'title': 'AbboT'}),
 (53, {'title': 'Abbreviations'}),
 (54, {'title': 'AtlasShrugged'}),
 (56, {'title': 'ArtificialLanguages'}),
 (58, {'title': 'AtlasShruggedCharacters'}),
 (59, {'title': 'AtlasShruggedCompanies'}),
 (60, {'title': 'AyersMusicPublishingCompany'}),
 (241, {'title': 'AfricanAmericanPeople'}),
 (242, {'title': 'AdolfHitler'}),
 (247, {'title': 'AbeceDarians'}),
 (248, {'title': 'AbeL'}),
 (249, {'title': 'AbensbergGermany'}),
 (251, {'title': 'AberdeenSouthDakota'}),
 (254, {'title': 'ArthurKoestler'}),
 (255, {'title': 'AynRand'}),
 (256, {'title': 'AlexanderTheGreat'}),
 (258, {'title': 'AnchorageAlaska'}),
 (259, {'title': 'ArgumentForms'}),
 (260, {'title': 'ArgumentsForTheExistenceOfGod'}),
 (263, {'title': 'AnarchY'}),
 (264, {'title': 'AsciiArt'}),
 (269, {'title': 'AcademyAwards'}),
 (270, {'title': 'AcademyAwards/BestPicture'}),
 (271, {'title': 'AustriaLanguage'}),
 (272, {'title': 'AcademicElitism'}),
 (274, {'title': 'AxiomOfChoice'}),
 (276, {'title': 'AmericanFootball'}),
 (278, {'title': 'AmericA'}),
 (279, {'title': 'AnnaKournikova'}),
 (280, {'title': 'AndorrA'}),
 (287, {'title': 'AustroAsiaticLanguages'}),
 (289, {'title': 'ActresseS'}),
 (290, {'title': 'A'}),
 (291, {'title': 'AnarchoCapitalism'}),
 (293, {'title': 'AnarchoCapitalists'}),
 (296, {'title': 'ActressesS'}),
 (299, {'title': 'AnAmericanInParis'}),
 (301, {'title': 'AutoMorphism'}),
 (302, {'title': 'ActionFilm'}),
 (303, {'title': 'Alabama'}),
 (304, {'title': 'AfricA'}),
 (305, {'title': 'Achilles'}),
 (306, {'title': 'AppliedStatistics'}),
 (307, {'title': 'Abraham Lincoln'}),
 (308, {'title': 'Aristotle'}),
 (309, {'title': 'An American in Paris'}),
 (316, {'title': 'Academy Award for Best Production Design'}),
 (324, {'title': 'Academy Awards'}),
 (325, {'title': 'Action Film'}),
 (330, {'title': 'Actrius'}),
 (332, {'title': 'Animalia (book)'}),
 (334, {'title': 'International Atomic Time'}),
 (336, {'title': 'Altruism'}),
 (338, {'title': 'AutoRacing'}),
 (339, {'title': 'Ayn Rand'}),
 (340, {'title': 'Alain Connes'}),
 (344, {'title': 'Allan Dwan'}),
 (347, {'title': 'Algeria/People'}),
 (353, {'title': 'Algeria/Transnational Issues'}),
 (358, {'title': 'Algeria'}),
 (359, {'title': 'List of Atlas Shrugged characters'}),
 (369, {'title': 'Topics of note in Atlas Shrugged'}),
 (569, {'title': 'Anthropology'}),
 (572, {'title': 'Agricultural science'}),
 (573, {'title': 'Alchemy'}),
 (575, {'title': 'Air Transport'}),
 (579, {'title': 'Alien'}),
 (580, {'title': 'Astronomer'}),
 (583, {'title': 'Ameboid stage'}),
 (584, {'title': 'Amebas (pseudopod protists)'}),
 (586, {'title': 'ASCII'}),
 (589, {'title': 'Ashmore And Cartier Islands'}),
 (590, {'title': 'Austin (disambiguation)'}),
 (592, {'title': 'Ascii Art'}),
 (593, {'title': 'Animation'}),
 (594, {'title': 'Apollo'}),
 (595, {'title': 'Andre Agassi'}),
 (596, {'title': 'Artificial languages'}),
 (597, {'title': 'Austroasiatic languages'}),
 (598, {'title': 'Afro-asiatic languages'}),
 (599, {'title': 'Afroasiatic languages'}),
 (600, {'title': 'Andorra'}),
 (609, {'title': 'Andorra/Transnational issues'}),
 (612, {'title': 'Arithmetic mean'}),
 (615, {'title': 'American Football Conference'}),
 (617, {'title': 'Albert Gore'}),
 (618, {'title': 'AnEnquiryConcerningHumanUnderstanding'}),
 (620, {'title': 'Animal Farm'}),
 (621, {'title': 'Amphibian'}),
 (622, {'title': 'Albert Arnold Gore/Criticisms'}),
 (624, {'title': 'Alaska'}),
 (626, {'title': 'Auteur Theory Film'}),
 (627, {'title': 'Agriculture'}),
 (628, {'title': 'Aldous Huxley'}),
 (629, {'title': 'Abstract Algebra'}),
 (630, {'title': 'Ada'}),
 (632, {'title': 'Aberdeen (disambiguation)'}),
 (633, {'title': 'Algae'}),
 (634, {'title': 'Analysis of variance'}),
 (635, {'title': 'ANOVA'}),
 (639, {'title': 'Alkane'}),
 (640, {'title': 'Appellate procedure in the United States'}),
 (642, {'title': 'Answer'}),
 (643, {'title': 'Appellate court'}),
 (644, {'title': 'Arithmetic and logic unit'}),
 (648, {'title': 'Actress'}),
 (649, {'title': 'Arraignment'}),
 (651, {'title': 'America the Beautiful'}),
 (653, {'title': 'Assistive technology'}),
 (654, {'title': 'Accessible computing'}),
 (655, {'title': 'Abacus'}),
 (656, {'title': 'Acid'}),
 (657, {'title': 'Asphalt'}),
 (659, {'title': 'American National Standards Institute'}),
 (661, {'title': 'Argument (disambiguation)'}),
 (662, {'title': 'Apollo 11'}),
 (663, {'title': 'Apollo 8'}),
 (664, {'title': 'Astronaut'}),
 (665, {'title': 'A Modest Proposal'}),
 (666, {'title': 'Alkali metal'}),
 (668, {'title': 'Argument form'}),
 (669, {'title': 'Allotrope'}),
 (670, {'title': 'Alphabet'}),
 (673, {'title': 'Atomic number'}),
 (674, {'title': 'Anatomy'}),
 (675, {'title': 'Affirming the consequent'}),
 (676, {'title': 'Andrei Tarkovsky'}),
 (677, {'title': 'Ambiguity'}),
 (678, {'title': 'Abel'}),
 (679, {'title': 'Animal (disambiguation)'}),
 (680, {'title': 'Aardvark'}),
 (681, {'title': 'Aardwolf'}),
 (682, {'title': 'Adobe'}),
 (683, {'title': 'Adventure'}),
 (686, {'title': 'Amaltheia'}),
 (687, {'title': 'Analysis of Variance'}),
 (689, {'title': 'Asia'}),
 (690, {'title': 'Aruba'}),
 (691, {'title': 'Articles of Confederation'}),
 (693, {'title': 'Archaeology/Broch'}),
 (694, {'title': 'Asia Minor (disambiguation)'}),
 (696, {'title': 'Aa River'}),
 (698, {'title': 'Atlantic Ocean'}),
 (700, {'title': 'Arthur Schopenhauer'}),
 (701, {'title': 'Angola'}),
 (704, {'title': 'Demographics of Angola'}),
 (705, {'title': 'Politics of Angola'}),
 (706, {'title': 'Economy of Angola'}),
 (708, {'title': 'Transport in Angola'}),
 (709, {'title': 'Angolan Armed Forces'}),
 (710, {'title': 'Foreign relations of Angola'}),
 (711, {'title': 'Albert Sidney Johnston'}),
 (713, {'title': 'Android (robot)'}),
 (717, {'title': 'Alberta'}),
 (727, {'title': 'Astronomy/History'}),
 (728, {'title': 'List of anthropologists'}),
 (731, {'title': 'Astronomy and Astrophysics/History'}),
 (734, {'title': 'Actinopterygii'}),
 (735, {'title': 'Al Gore/Criticisms'}),
 (736, {'title': 'Albert Einstein'}),
 (737, {'title': 'Afghanistan'}),
 (738, {'title': 'Albania'}),
 (740, {'title': 'Allah'}),
 (742, {'title': 'Algorithms (journal)'}),
 (743, {'title': 'Antigua And Barbuda'}),
 (746, {'title': 'Azerbaijan'}),
 (748, {'title': 'Amateur astronomy'}),
 (749, {'title': 'Astronomers and Astrophysicists'}),
 (751, {'title': 'Aikido'}),
 (752, {'title': 'Art'}),
 (755, {'title': 'Albania/History'}),
 (758, {'title': 'Albania/Transnational Issues'}),
 (759, {'title': 'Albania/People'}),
 (763, {'title': 'Albania/Foreign relations'}),
 (764, {'title': 'Agnostida'}),
 (765, {'title': 'Abortion'}),
 (766, {'title': 'Abstract (law)'}),
 (767, {'title': 'A.E. van Vogt'}),
 (768, {'title': 'AOLamer'}),
 (771, {'title': 'American Revolutionary War'}),
 (772, {'title': 'Ampere'}),
 (775, {'title': 'Algorithm'}),
 (777, {'title': 'Annual plant'}),
 (779, {'title': 'Anthophyta'}),
 (780, {'title': 'Atlas (disambiguation)'}),
 (782, {'title': 'Mouthwash'}),
 (783, {'title': 'Alexander the Great'}),
 (784, {'title': 'Alfred Korzybski'}),
 (785, {'title': 'Asteroids (video game)'}),
 (786, {'title': 'Asparagales'}),
 (787, {'title': 'Alismatales'}),
 (788, {'title': 'Apiales'}),
 (789, {'title': 'Asterales'}),
 (791, {'title': 'Asteroid'}),
 (794, {'title': 'Allocution'}),
 (795, {'title': 'Affidavit'}),
 (798, {'title': 'Aries (constellation)'}),
 (799, {'title': 'Aquarius (constellation)'}),
 (800, {'title': 'Anime'}),
 (801, {'title': 'Asterism'}),
 (802, {'title': 'Ankara'}),
 (803, {'title': 'Arabic language'}),
 (807, {'title': 'AlbaniaCommunications'}),
 (808, {'title': 'Alfred Hitchcock'}),
 (809, {'title': 'Anaconda'}),
 (813, {'title': 'Afghanistan/History'}),
 (814, {'title': 'Afghanistan/Geography'}),
 (815, {'title': 'Afghanistan/Government'}),
 (816, {'title': 'Afghanistan/People'}),
 (817, {'title': 'Afghanistan/Economy'}),
 (818, {'title': 'Afghanistan/Communications'}),
 (820, {'title': 'Afghanistan/Military'}),
 (821, {'title': 'Afghanistan/Transnational Issues'}),
 (822, {'title': 'Afghanistan (1911 Encyclopedia)'}),
 (824, {'title': 'Altaic languages'}),
 (825, {'title': 'Austrian German'}),
 (832, {'title': 'Austria/Transnational issues'}),
 (839, {'title': 'Anglican Church'}),
 (840, {'title': 'Axiom of choice'}),
 (841, {'title': 'Attila'}),
 (842, {'title': 'Aegean Sea'}),
 (843, {'title': 'A Clockwork Orange'}),
 (844, {'title': 'Amsterdam'}),
 (846, {'title': 'Museum of Work'}),
 (848, {'title': 'Audi'}),
 (849, {'title': 'Aircraft'}),
 (851, {'title': 'Alfred Nobel'}),
 (852, {'title': 'Alexander Graham Bell'}),
 (854, {'title': 'Anatolia'}),
 (855, {'title': 'Abiotic factors'}),
 (856, {'title': 'Apple Inc.'}),
 (857, {'title': 'Aberdeenshire'}),
 (858, {'title': 'AU'}),
 (859, {'title': 'Aztlan Underground'}),
 (860, {'title': 'Aland'}),
 (863, {'title': 'American Civil War'}),
 (864, {'title': 'Andy Warhol'}),
 (868, {'title': 'Alp Arslan'}),
 (869, {'title': 'American Film Institute'}),
 (872, {'title': 'Akira Kurosawa'}),
 (873, {'title': 'Ancient civilization'}),
 (874, {'title': 'Ancient Egypt'}),
 (875, {'title': 'Analog Brothers'}),
 (876, {'title': 'Motor neuron disease'}),
 (877, {'title': 'Abjad'}),
 (878, {'title': 'Abugida'}),
 (880, {'title': 'ABBA'}),
 (881, {'title': 'Allegiance'}),
 (882, {'title': 'Absolute majority'}),
 (885, {'title': 'Altenberg'}),
 (887, {'title': 'MessagePad'}),
 (888, {'title': 'A. E. van Vogt'}),
 (890, {'title': 'Anna Kournikova'}),
 (891, {'title': 'Accountancy'}),
 (892, {'title': 'Alfons Maria Jakob'}),
 (894, {'title': 'Agnosticism'}),
 (896, {'title': 'Argon'}),
 (897, {'title': 'Arsenic'}),
 (898, {'title': 'Antimony'}),
 (899, {'title': 'Actinium'}),
 (900, {'title': 'Americium'}),
 (901, {'title': 'Astatine'}),
 (902, {'title': 'Atom'}),
 (903, {'title': 'Arable land'}),
 (904, {'title': 'Aluminium'}),
 (905, {'title': 'Advanced Chemistry'}),
 (907, {'title': 'Awk'}),
 (908, {'title': 'AgoraNomic'}),
 (909, {'title': 'Anglican Communion'}),
 (910, {'title': 'Arne Kaijser'}),
 (911, {'title': 'Archipelago'}),
 (914, {'title': 'Author'}),
 (915, {'title': 'Andrey Markov'}),
 (918, {'title': 'Anti-semitism'}),
 (919, {'title': 'Anti-semitic'}),
 (921, {'title': 'Angst'}),
 (922, {'title': 'Anxiety'}),
 (923, {'title': 'A.A. Milne'}),
 (924, {'title': 'A. A. Milne'}),
 (925, {'title': 'Asociación Alumni'}),
 (926, {'title': 'Alumna'}),
 (928, {'title': 'Axiom'}),
 (929, {'title': 'Alpha'}),
 (930, {'title': 'Alvin Toffler'}),
 (931, {'title': 'The Amazing Spider-Man'}),
 (933, {'title': 'AM'}),
 (935, {'title': 'Automated Alice/XII'}),
 (936, {'title': 'Automated Alice/XI'}),
 (937, {'title': 'Automated Alice/X'}),
 (938, {'title': 'Automated Alice/IX'}),
 (939, {'title': 'Automated Alice/VIII'}),
 (940, {'title': 'Automated Alice/VI'}),
 (941, {'title': 'Automated Alice/VII'}),
 (942, {'title': 'Automated Alice/V'}),
 (943, {'title': 'Automated Alice/IV'}),
 (944, {'title': 'Automated Alice/II'}),
 (945, {'title': 'Automated Alice/I'}),
 (946, {'title': 'Automated Alice/III'}),
 (951, {'title': 'Antigua and Barbuda'}),
 (953, {'title': 'Azincourt'}),
 (954, {'title': 'Albert Speer'}),
 (955, {'title': 'Allioideae'}),
 (956, {'title': 'Asteraceae'}),
 (957, {'title': 'Apiaceae'}),
 (958, {'title': 'Axon'}),
 (959, {'title': 'Agma'}),
 (960, {'title': 'Aramaic alphabet'}),
 (963, {'title': 'Arguments for the existence of God'}),
 (966, {'title': 'American shot'}),
 (967, {'title': 'Acute disseminated encephalomyelitis'}),
 (969, {'title': 'Ataxia'}),
 (970, {'title': 'AmbientCalculusOnline'}),
 (972, {'title': 'Abdul Alhazred'}),
 (973, {'title': 'A priori and a posterior knowledge'}),
 (974, {'title': 'Ada Lovelace'}),
 (975, {'title': 'AmbientCalculiOnline'}),
 (980, {'title': 'August Derleth'}),
 (981, {'title': 'Alps'}),
 (982, {'title': 'A priori and a posteriori knowledge'}),
 (983, {'title': 'Albert Camus'}),
 (984, {'title': 'Agatha Christie'}),
 (986, {'title': 'The Plague'}),
 (988, {'title': 'Applied ethics'}),
 (991, {'title': 'Absolute value'}),
 (993, {'title': 'Analog signal'}),
 (994, {'title': 'Arecales'}),
 (1000, {'title': 'Hercule Poirot'}),
 (1002, {'title': 'Miss Marple'}),
 (1004, {'title': 'April'}),
 (1005, {'title': 'August'}),
 (1006, {'title': 'Aaron'}),
 (1008, {'title': 'April 6'}),
 (1009, {'title': 'April 12'}),
 (1010, {'title': 'April 15'}),
 (1011, {'title': 'April 30'}),
 (1012, {'title': 'August 22'}),
 (1013, {'title': 'August 27'}),
 (1014, {'title': 'Alcohol'}),
 (1016, {'title': 'Achill Island'}),
 (1017, {'title': 'Allen Ginsberg'}),
 (1018, {'title': 'Algebraically closed field'}),
 (1019, {'title': 'August 6'}),
 (1020, {'title': 'Anatoly Karpov'}),
 (1021, {'title': 'Aspect ratio'}),
 (1022, {'title': 'Auto racing'}),
 (1023, {'title': 'Anarcho-capitalism'}),
 (1026, {'title': 'Anarcho-capitalists'}),
 (1027, {'title': 'August 9'}),
 (1028, {'title': 'Aristophanes'}),
 (1029, {'title': 'Albert Schweitzer'}),
 (1030, {'title': 'Austrian School'}),
 (1032, {'title': 'Abscess'}),
 (1034, {'title': 'Ancient Pueblo peoples'}),
 (1035, {'title': 'Aal'}),
 (1036, {'title': 'Aalborg Municipality'}),
 (1038, {'title': 'Aarhus'}),
 (1043, {'title': 'Northern cavefish'}),
 (1046, {'title': 'Abatement'}),
 (1049, {'title': 'Amateur'}),
 (1051, {'title': 'Alexis Carrel'}),
 (1055, {'title': "All Souls' Day"}),
 (1057, {'title': 'Anatole France'}),
 (1058, {'title': 'André Gide'}),
 (1059, {'title': 'Applied statistics'}),
 (1061, {'title': 'Analysis of variance/Random effects models'}),
 (1062, {'title': 'Analysis of variance/Degrees of freedom'}),
 (1063, {'title': 'Algorithms for calculating variance'}),
 (1064, {'title': 'Almond'}),
 (1069, {'title': 'Demographics of Antigua and Barbuda'}),
 (1070, {'title': 'Politics of Antigua and Barbuda'}),
 (1072, {'title': 'Telecommunications in Antigua and Barbuda'}),
 (1074, {'title': 'Royal Antigua and Barbuda Defence Force'}),
 (1075, {'title': 'Antigua and Barbuda/Transnational issues'}),
 (1078, {'title': 'Antisemitism'}),
 (1081, {'title': 'Economy of Azerbaijan'}),
 (1082, {'title': 'Geography of Azerbaijan'}),
 (1083, {'title': 'Azerbaijan/People'}),
 (1085, {'title': 'Azerbaijan/Communications'}),
 (1087, {'title': 'Foreign relations of Azerbaijan'}),
 (1088, {'title': 'Azerbaijani Armed Forces'}),
 (1089, {'title': 'Azerbaijan/Foreign relations'}),
 (1091, {'title': 'Geography of Armenia'}),
 (1092, {'title': 'Demographics of Armenia'}),
 (1093, {'title': 'Politics of Armenia'}),
 (1094, {'title': 'Economy of Armenia'}),
 (1096, {'title': 'Transport in Armenia'}),
 (1097, {'title': 'Armed Forces of Armenia'}),
 (1098, {'title': 'Foreign relations of Armenia'}),
 (1105, {'title': 'Argentina/Transnational issues'}),
 (1108, {'title': 'Argentina/Foreign relations'}),
 (1109, {'title': 'Geography of American Samoa'}),
 (1110, {'title': 'Demographics of American Samoa'}),
 (1111, {'title': 'Politics of American Samoa'}),
 (1112, {'title': 'Economy of American Samoa'}),
 (1114, {'title': 'Transportation in American Samoa'}),
 (1116, {'title': 'American Samoa/Military'}),
 (1123, {'title': 'Australia/Transnational issues'}),
 (1129, {'title': 'August 13'}),
 (1130, {'title': 'Avicenna'}),
 (1132, {'title': 'The Ashes'}),
 (1134, {'title': 'Analysis'}),
 (1135, {'title': 'Abner Doubleday'}),
 (1136, {'title': "America's National Game"}),
 (1140, {'title': 'Amplitude modulation'}),
 (1141, {'title': 'Augustin-Jean Fresnel'}),
 (1143, {'title': 'Abbot'}),
 (1144, {'title': 'Ardipithecus'}),
 (1146, {'title': 'Assembly line'}),
 (1148, {'title': 'Adelaide'}),
 (1151, {'title': 'AK47'}),
 (1152, {'title': 'Alan Garner'}),
 (1153, {'title': 'Amhrann na bhFiann'}),
 (1154, {'title': 'August 2'}),
 (1155, {'title': 'Atlantic (disambiguation)'}),
 (1158, {'title': 'Algebraic number'}),
 (1160, {'title': 'Automorphism'}),
 (1162, {'title': 'Accordion'}),
 (1164, {'title': 'Artificial intelligence'}),
 (1166, {'title': 'Afro Celt Sound System'}),
 (1167, {'title': 'Ancient philosophy'}),
 (1168, {'title': 'Anaximander'}),
 (1169, {'title': 'APL'}),
 (1170, {'title': 'Architect'}),
 (1171, {'title': 'Abbreviation'}),
 (1174, {'title': 'Aphrodite'}),
 (1175, {'title': 'April 1'}),
 (1176, {'title': 'Antisymmetric relation'}),
 (1177, {'title': 'Aleister Crowley'}),
 (1178, {'title': 'Afterlife'}),
 (1179, {'title': 'Admiral Doenitz'}),
 (1181, {'title': 'Astrometry'}),
 (1182, {'title': 'Athena'}),
 (1183, {'title': 'Amber Diceless Roleplaying Game'}),
 (1184, {'title': 'Athene (disambiguation)'}),
 (1186, {'title': 'AphexTwin'}),
 (1187, {'title': 'Alloy'}),
 (1189, {'title': 'Articles of Faith'}),
 (1190, {'title': 'Alternative history'}),
 (1192, {'title': 'Artistic revolution'}),
 (1193, {'title': 'Agrarianism'}),
 (1194, {'title': 'Atomic'}),
 (1195, {'title': 'Allotropes'}),
 (1196, {'title': 'Angle'}),
 (1197, {'title': 'Asa'}),
 (1198, {'title': 'Acoustics'}),
 (1199, {'title': 'Angle tribe'}),
 (1200, {'title': 'Atomic physics'}),
 (1201, {'title': 'American Sign Language'}),
 (1202, {'title': 'Applet'}),
 (1203, {'title': 'Alternate history'}),
 (1205, {'title': 'Atomic orbitals'}),
 (1206, {'title': 'Atomic orbital'}),
 (1207, {'title': 'Amino acid'}),
 (1208, {'title': 'Alan Turing'}),
 (1209, {'title': 'Area'}),
 (1210, {'title': 'Astronomical unit'}),
 (1212, {'title': 'Artist'}),
 (1213, {'title': 'Actaeon'}),
 (1214, {'title': 'Anglicanism'}),
 (1216, {'title': 'Athens'}),
 (1217, {'title': 'Anguilla'}),
 (1220, {'title': 'Anguilla/Transnational issues'}),
 (1221, {'title': 'Anguilla/Military'}),
 (1223, {'title': 'Telecommunications in Anguilla'}),
 (1227, {'title': 'Ashmore and Cartier Islands'}),
 (1228, {'title': 'Ashmore and Cartier Islands/Geography'}),
 (1229, {'title': 'Ashmore and Cartier Islands/People'}),
 (1230, {'title': 'Ashmore and Cartier Islands/Government'}),
 (1231, {'title': 'Ashmore and Cartier Islands/Transportation'}),
 (1232, {'title': 'Ashmore and Cartier Islands/Economy'}),
 (1233, {'title': 'Ashmore and Cartier Islands/Military'}),
 (1234, {'title': 'Acoustic theory'}),
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In [16]:

    

G.number_of_nodes()


    

    
Out[16]:





32972