Wiki Networking

Introduction

Network graphs consisting of nodes and edges and be used to visualize the relationships between people. The results can inform a viewer of groups of relationships. This abbreviated example demonstrates how to crawl Wiki articles and represent the links between these articles as a graph.



In [ ]:

    
!pip install git+https://github.com/jchuahtacc/WikiNetworking.git

`import` statements

First, we will import a few necessary packages, including wikinetworking from this repository. It includes functions for crawling and text mining Wiki data as well as graphing the result of the crawl.



In [6]:

    
import wikinetworking as wn
import networkx as nx
from pyquery import PyQuery
%matplotlib inline

print "OK"

OK

Crawling strategy

In this crawl, we will create a network of all characters in the Marvel Cinematic Universe. The general strategy is:

Get all links from pages of Marvel characters by crawling each alphabetical page with a URL that begins with https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_
Get all links from https://en.wikipedia.org/wiki/List_of_Marvel_Cinematic_Universe_film_actors
The intersection of these links should be just pages pertaining to Marvel Cinematic Universe characters
Crawl articles starting with Iron Man
Convert the crawl data to an undirected graph, and save the graph in a json file

All Marvel Comics Characters

Get all Marvel Comics characters from the multi-page list, and filter only for those entries with dedicated page. These will have the .hatnote class.



In [7]:

    
sections = [letter for letter in 'ABCDEFGHIJKLMNOPQRSTUVWXYZ']
sections.append('0-9')
urls = ["https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_" + section for section in sections]

character_links = wn.retrieve_multipage(urls, ".hatnote", True)
wn.write_list(character_links, "marvel_character_links.txt")
print len(character_links), " Marvel Comics Character links retrieved"









    



Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_A
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_B
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_C
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_D
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_E
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_F
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_G
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_H
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_I
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_J
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_K
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_L
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_M
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_N
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_O
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_P
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_Q
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_R
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_S
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_T
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_U
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_V
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_W
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_X
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_Y
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_Z
Retrieving https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_0-9
2061  Marvel Comics Character links retrieved

Marvel Cinematic Universe links

Retrieve all links from the Marvel Cinematic Universe page.



In [8]:

    
mcu_page = PyQuery(url="https://en.wikipedia.org/wiki/List_of_Marvel_Cinematic_Universe_film_actors")
mcu_links = wn.filter_links(mcu_page)
wn.write_list(mcu_links, "mcu_links.txt")
print len(mcu_links), " Marvel Cinamtic Universe links retrieved"









    



834  Marvel Cinamtic Universe links retrieved

Cross-reference links

Links that are on both lists should be links only to Marvel Cinematic Universe Characters.



In [9]:

    
mcu_characters = wn.intersection(character_links, mcu_links)
wn.write_list(mcu_characters, "mcu_characters.txt")
print len(mcu_characters), " Marvel Cinematic Universe Characters found"









    



118  Marvel Cinematic Universe Characters found

Crawl the list

We will crawl the list starting at /wiki/Iron_Man and reject a few links manually identified as erroneous links.



In [11]:

    
mcu_crawl_data = wn.crawl("/wiki/Iron_Man", accept=mcu_characters, reject=["/wiki/Marvel_Comics", "/wiki/Marvel_Cinematic_Universe"])
mcu_undirected_graph = wn.undirected_graph(mcu_crawl_data)

wn.save_dict(mcu_undirected_graph, "mcu_network.json")
print wn.load_dict("mcu_network.json")









    



1: Retrieving /wiki/Iron_Man, (0 left in queue)
2: Retrieving /wiki/War_Machine, (54 left in queue)
3: Retrieving /wiki/Pepper_Potts, (55 left in queue)
4: Retrieving /wiki/Captain_America, (56 left in queue)
5: Retrieving /wiki/Hawkeye_(comics), (61 left in queue)
6: Retrieving /wiki/Ho_Yinsen, (64 left in queue)
7: Retrieving /wiki/Thanos, (63 left in queue)
8: Retrieving /wiki/Justin_Hammer, (78 left in queue)
9: Retrieving /wiki/Howard_Stark, (78 left in queue)
10: Retrieving /wiki/Maria_Stark, (77 left in queue)
11: Retrieving /wiki/Crimson_Dynamo, (76 left in queue)
12: Retrieving /wiki/Happy_Hogan_(comics), (79 left in queue)
13: Retrieving /wiki/Iron_Monger, (80 left in queue)
14: Retrieving /wiki/Quicksilver_(comics), (79 left in queue)
15: Retrieving /wiki/Scarlet_Witch, (80 left in queue)
16: Retrieving /wiki/Black_Panther_(comics), (82 left in queue)
17: Retrieving /wiki/Doctor_Strange, (87 left in queue)
18: Retrieving /wiki/Hank_Pym, (86 left in queue)
19: Retrieving /wiki/Ultron, (85 left in queue)
20: Retrieving /wiki/Thor_(Marvel_Comics), (84 left in queue)
21: Retrieving /wiki/Maria_Hill, (83 left in queue)
22: Retrieving /wiki/Friday_(comics), (82 left in queue)
23: Retrieving /wiki/Hulk_(comics), (81 left in queue)
24: Retrieving /wiki/Whiplash_(comics), (84 left in queue)
25: Retrieving /wiki/Wasp_(comics), (83 left in queue)
26: Retrieving /wiki/Helmut_Zemo, (82 left in queue)
27: Retrieving /wiki/Collector_(comics), (81 left in queue)
28: Retrieving /wiki/Grandmaster_(Marvel_Comics), (81 left in queue)
29: Retrieving /wiki/Loki_(comics), (80 left in queue)
30: Retrieving /wiki/Red_Skull, (80 left in queue)
31: Retrieving /wiki/Spider-Man, (79 left in queue)
32: Retrieving /wiki/Black_Widow_(Natasha_Romanova), (80 left in queue)
33: Retrieving /wiki/Carol_Danvers, (79 left in queue)
34: Retrieving /wiki/Vision_(Marvel_Comics), (78 left in queue)
35: Retrieving /wiki/Sharon_Carter, (77 left in queue)
36: Retrieving /wiki/Nick_Fury, (76 left in queue)
37: Retrieving /wiki/Jasper_Sitwell, (75 left in queue)
38: Retrieving /wiki/Alexander_Goodwin_Pierce, (74 left in queue)
39: Retrieving /wiki/Phil_Coulson, (73 left in queue)
40: Retrieving /wiki/Crossbones_(comics), (73 left in queue)
41: Retrieving /wiki/Peggy_Carter, (72 left in queue)
42: Retrieving /wiki/Gabe_Jones, (71 left in queue)
43: Retrieving /wiki/Jane_Foster_(comics), (70 left in queue)
44: Retrieving /wiki/Heimdall_(comics), (69 left in queue)
45: Retrieving /wiki/Sif_(comics), (68 left in queue)
46: Retrieving /wiki/Tyr_(Marvel_Comics), (67 left in queue)
47: Retrieving /wiki/Valkyrie_(Marvel_Comics), (66 left in queue)
48: Retrieving /wiki/Fandral, (65 left in queue)
49: Retrieving /wiki/Hogun, (64 left in queue)
50: Retrieving /wiki/Volstagg, (63 left in queue)
51: Retrieving /wiki/Ego_the_Living_Planet, (62 left in queue)
52: Retrieving /wiki/Executioner_(comics), (61 left in queue)
53: Retrieving /wiki/Hela_(comics), (60 left in queue)
54: Retrieving /wiki/Kurse, (59 left in queue)
55: Retrieving /wiki/Laufey_(comics), (58 left in queue)
56: Retrieving /wiki/Malekith_the_Accursed, (57 left in queue)
57: Retrieving /wiki/Bucky_Barnes, (56 left in queue)
58: Retrieving /wiki/Falcon_(comics), (55 left in queue)
59: Retrieving /wiki/Maya_Hansen, (54 left in queue)
60: Retrieving /wiki/Aldrich_Killian, (53 left in queue)
61: Retrieving /wiki/Klaw_(Marvel_Comics), (52 left in queue)
62: Retrieving /wiki/Erik_Selvig, (51 left in queue)
63: Retrieving /wiki/Arnim_Zola, (50 left in queue)
64: Retrieving /wiki/Baron_Strucker, (49 left in queue)
65: Retrieving /wiki/Batroc_the_Leaper, (48 left in queue)
66: Retrieving /wiki/Jim_Morita, (47 left in queue)
67: Retrieving /wiki/Ant-Man_(Scott_Lang), (46 left in queue)
68: Retrieving /wiki/Yellowjacket_(Marvel_Comics), (45 left in queue)
69: Retrieving /wiki/Darren_Cross, (44 left in queue)
70: Retrieving /wiki/Hope_Pym, (43 left in queue)
71: Retrieving /wiki/Drax_the_Destroyer, (42 left in queue)
72: Retrieving /wiki/Mantis_(Marvel_Comics), (41 left in queue)
73: Retrieving /wiki/Star-Lord, (40 left in queue)
74: Retrieving /wiki/Ronan_the_Accuser, (39 left in queue)
75: Retrieving /wiki/Gamora, (38 left in queue)
76: Retrieving /wiki/Nebula_(comics), (37 left in queue)
77: Retrieving /wiki/Martinex, (36 left in queue)
78: Retrieving /wiki/Starhawk_(comics), (35 left in queue)
79: Retrieving /wiki/Yondu, (34 left in queue)
80: Retrieving /wiki/Cosmo_the_Spacedog, (33 left in queue)
81: Retrieving /wiki/Groot, (33 left in queue)
82: Retrieving /wiki/Rocket_Raccoon, (32 left in queue)
83: Retrieving /wiki/Kismet_(Marvel_Comics), (31 left in queue)
84: Retrieving /wiki/Howard_the_Duck, (30 left in queue)
85: Retrieving /wiki/Supernova_(Marvel_Comics), (30 left in queue)
86: Retrieving /wiki/Rhomann_Dey, (29 left in queue)
87: Retrieving /wiki/Trevor_Slattery, (28 left in queue)
88: Retrieving /wiki/Tinkerer, (27 left in queue)
89: Retrieving /wiki/Doc_Samson, (26 left in queue)
90: Retrieving /wiki/Abomination_(comics), (25 left in queue)
91: Retrieving /wiki/Thunderbolt_Ross, (24 left in queue)
92: Retrieving /wiki/Coldblood, (23 left in queue)
93: Retrieving /wiki/Vulture_(Marvel_Comics), (22 left in queue)
94: Retrieving /wiki/Liz_Allan, (21 left in queue)
95: Retrieving /wiki/Baron_Mordo, (20 left in queue)
96: Retrieving /wiki/Dormammu, (19 left in queue)
97: Retrieving /wiki/Ancient_One, (18 left in queue)
98: Retrieving /wiki/Wong_(comics), (17 left in queue)
99: Retrieving /wiki/Erik_Killmonger, (16 left in queue)
100: Retrieving /wiki/T%27Chaka, (15 left in queue)
101: Retrieving /wiki/Man-Ape, (14 left in queue)
102: Retrieving /wiki/Shuri_(comics), (13 left in queue)
103: Retrieving /wiki/W%27Kabi, (12 left in queue)
104: Retrieving /wiki/Zuri_(comics), (11 left in queue)
105: Retrieving /wiki/Betty_Ross, (10 left in queue)
106: Retrieving /wiki/Leader_(comics), (9 left in queue)
107: Retrieving /wiki/Daniel_Drumm, (8 left in queue)
108: Retrieving /wiki/Korg_(comics), (7 left in queue)
109: Retrieving /wiki/Aunt_May, (6 left in queue)
110: Retrieving /wiki/Aleta_Ogord, (5 left in queue)
111: Retrieving /wiki/Flash_Thompson, (4 left in queue)
112: Retrieving /wiki/Shocker_(comics), (3 left in queue)
113: Retrieving /wiki/Claire_Temple_(Marvel_Cinematic_Universe), (2 left in queue)
114: Retrieving /wiki/Korath_the_Pursuer, (1 left in queue)
115: Retrieving /wiki/Bereet, (0 left in queue)
{u'Iron Man': {u'url': u'/wiki/Iron_Man', u'edges': {u'Laufey (comics)': 2, u'Sharon Carter': 4, u'Helmut Zemo': 4, u'Iron Monger': 8, u'Ultron': 5, u'Tyr (Marvel Comics)': 2, u'Loki (comics)': 7, u'Volstagg': 2, u'Maria Stark': 5, u'Friday (comics)': 6, u'Justin Hammer': 10, u'Gabe Jones': 4, u'Scarlet Witch': 1, u'War Machine': 17, u'Crossbones (comics)': 5, u'Thor (Marvel Comics)': 14, u'Vision (Marvel Comics)': 3, u'Collector (comics)': 3, u'Thanos': 6, u'Sif (comics)': 2, u'Maria Hill': 8, u'Ego the Living Planet': 3, u'Alexander Goodwin Pierce': 2, u'Captain America': 18, u'Phil Coulson': 3, u'Grandmaster (Marvel Comics)': 3, u'Fandral': 2}}, u'Hank Pym': {u'url': u'/wiki/Hank_Pym', u'edges': {u'Hope Pym': 5, u'Iron Man': 7, u'Quicksilver (comics)': 3, u'Sharon Carter': 2, u'Darren Cross': 6, u'Helmut Zemo': 2, u'Red Skull': 3, u'Ultron': 13, u'Jasper Sitwell': 2, u'Loki (comics)': 3, u'Vulture (Marvel Comics)': 1, u'War Machine': 3, u'Gabe Jones': 2, u'Captain America': 5, u'Thor (Marvel Comics)': 6, u'Vision (Marvel Comics)': 2, u'Collector (comics)': 2, u'Doctor Strange': 2, u'Grandmaster (Marvel Comics)': 2, u'Yellowjacket (Marvel Comics)': 13, u'Ant-Man (Scott Lang)': 7, u'Nick Fury': 2, u'Hulk (comics)': 5, u'Wasp (comics)': 17, u'Crossbones (comics)': 2, u'Thanos': 2}}, u'Helmut Zemo': {u'url': u'/wiki/Helmut_Zemo', u'edges': {u'Sharon Carter': 2, u'Justin Hammer': 2, u'Hawkeye (comics)': 3, u'Black Panther (comics)': 1, u'Loki (comics)': 4, u'Spider-Man': 1, u'Captain America': 7, u'Thor (Marvel Comics)': 3, u'Thanos': 2, u'Maria Hill': 1, u'Erik Selvig': 1, u'Collector (comics)': 2, u'Crossbones (comics)': 3, u'Ultron': 3, u'Grandmaster (Marvel Comics)': 5, u'Bucky Barnes': 6, u'Klaw (Marvel Comics)': 2}}, u'Drax the Destroyer': {u'url': u'/wiki/Drax_the_Destroyer', u'edges': {u'Yondu': 2, u'Cosmo the Spacedog': 6, u'Starhawk (comics)': 2, u'Howard the Duck': 2, u'Rhomann Dey': 3, u'Martinex': 2, u'Supernova (Marvel Comics)': 2, u'Iron Man': 6, u'Thor (Marvel Comics)': 6, u'Rocket Raccoon': 4, u'Groot': 6, u'Kismet (Marvel Comics)': 2, u'Gamora': 10, u'Collector (comics)': 2, u'Thanos': 17, u'Nebula (comics)': 8, u'Grandmaster (Marvel Comics)': 2, u'Ultron': 1, u'Ego the Living Planet': 4, u'Ronan the Accuser': 5, u'Star-Lord': 6}}, u'Vulture (Marvel Comics)': {u'url': u'/wiki/Vulture_(Marvel_Comics)', u'edges': {u'Captain America': 1}}, u'Thunderbolt Ross': {u'url': u'/wiki/Thunderbolt_Ross', u'edges': {u'Iron Man': 4, u'Black Widow (Natasha Romanova)': 1, u'Baron Mordo': 1, u'Thor (Marvel Comics)': 2, u'Spider-Man': 2, u'Captain America': 3, u'Ultron': 1, u'Grandmaster (Marvel Comics)': 2, u'Nick Fury': 1}}, u'Kurse': {u'url': u'/wiki/Kurse', u'edges': {u'Tyr (Marvel Comics)': 2, u'Executioner (comics)': 2, u'Hela (comics)': 3, u'Loki (comics)': 3, u'Iron Man': 2, u'Malekith the Accursed': 7, u'Laufey (comics)': 2, u'Thor (Marvel Comics)': 6, u'Hogun': 2, u'Volstagg': 3, u'Jane Foster (comics)': 2, u'Valkyrie (Marvel Comics)': 2, u'Captain America': 2, u'Sif (comics)': 2, u'Ego the Living Planet': 2, u'Fandral': 2}}, u'Aunt May': {u'url': u'/wiki/Aunt_May', u'edges': {u'Iron Man': 1, u'Liz Allan': 5, u'Nick Fury': 1, u'Flash Thompson': 7, u'Vulture (Marvel Comics)': 6, u'Phil Coulson': 1}}, u'Justin Hammer': {u'url': u'/wiki/Justin_Hammer', u'edges': {u'Trevor Slattery': 1, u'Maria Hill': 2, u'Spider-Man': 1, u'Captain America': 4, u'Friday (comics)': 2, u'Red Skull': 1, u'Ultron': 1, u'Falcon (comics)': 1, u'Hawkeye (comics)': 1}}, u'Scarlet Witch': {u'url': u'/wiki/Scarlet_Witch', u'edges': {u'Loki (comics)': 6, u'Baron Mordo': 2, u'Thor (Marvel Comics)': 2, u'Vision (Marvel Comics)': 7, u'Captain America': 7, u'Ultron': 4}}, u'Yellowjacket (Marvel Comics)': {u'url': u'/wiki/Yellowjacket_(Marvel_Comics)', u'edges': {u'Hope Pym': 2, u'Ultron': 5}}, u'Hela (comics)': {u'url': u'/wiki/Hela_(comics)', u'edges': {u'Tyr (Marvel Comics)': 4, u'Executioner (comics)': 3, u'Thor (Marvel Comics)': 5, u'Loki (comics)': 9, u'Hulk (comics)': 1, u'Dormammu': 1, u'Iron Man': 2, u'Malekith the Accursed': 4, u'Laufey (comics)': 2, u'Hogun': 2, u'Volstagg': 2, u'Jane Foster (comics)': 2, u'Valkyrie (Marvel Comics)': 5, u'Collector (comics)': 1, u'Captain America': 2, u'Sif (comics)': 3, u'Thanos': 2, u'Ego the Living Planet': 2, u'Fandral': 2}}, u'Heimdall (comics)': {u'url': u'/wiki/Heimdall_(comics)', u'edges': {u'Tyr (Marvel Comics)': 2, u'Executioner (comics)': 4, u'Hela (comics)': 2, u'Loki (comics)': 5, u'Kurse': 2, u'Hulk (comics)': 1, u'Iron Man': 2, u'Malekith the Accursed': 3, u'Laufey (comics)': 2, u'Thor (Marvel Comics)': 5, u'Hogun': 2, u'Volstagg': 2, u'Jane Foster (comics)': 2, u'Valkyrie (Marvel Comics)': 2, u'Captain America': 2, u'Sif (comics)': 4, u'Ego the Living Planet': 2, u'Fandral': 2}}, u'Malekith the Accursed': {u'url': u'/wiki/Malekith_the_Accursed', u'edges': {u'Tyr (Marvel Comics)': 2, u'Laufey (comics)': 6, u'Loki (comics)': 4, u'Executioner (comics)': 3, u'Thor (Marvel Comics)': 5, u'Iron Man': 2, u'Volstagg': 2, u'Captain America': 2, u'Sif (comics)': 2, u'Ego the Living Planet': 2, u'Fandral': 3}}, u'Hawkeye (comics)': {u'url': u'/wiki/Hawkeye_(comics)', u'edges': {u'Hope Pym': 2, u'Iron Man': 7, u'Quicksilver (comics)': 2, u'Black Widow (Natasha Romanova)': 12, u'Hank Pym': 5, u'Sharon Carter': 4, u'Darren Cross': 3, u'Peggy Carter': 2, u'Ultron': 3, u'Falcon (comics)': 4, u'Crimson Dynamo': 2, u'Jasper Sitwell': 2, u'War Machine': 4, u'Bucky Barnes': 5, u'Ant-Man (Scott Lang)': 4, u'Scarlet Witch': 7, u'Captain America': 12, u'Thor (Marvel Comics)': 1, u'Collector (comics)': 1, u'Doctor Strange': 2, u'Maria Hill': 4, u'Yellowjacket (Marvel Comics)': 2, u'Nick Fury': 4, u'Hulk (comics)': 2, u'Alexander Goodwin Pierce': 2, u'Wasp (comics)': 5, u'Crossbones (comics)': 2, u'Phil Coulson': 2}}, u'Cosmo the Spacedog': {u'url': u'/wiki/Cosmo_the_Spacedog', u'edges': {u'Grandmaster (Marvel Comics)': 3, u'Spider-Man': 1, u'Korath the Pursuer': 1}}, u'Maria Hill': {u'url': u'/wiki/Maria_Hill', u'edges': {u'Vision (Marvel Comics)': 1, u'Spider-Man': 3, u'Bucky Barnes': 3, u'Crossbones (comics)': 2}}, u'Valkyrie (Marvel Comics)': {u'url': u'/wiki/Valkyrie_(Marvel_Comics)', u'edges': {u'Iron Man': 3, u'Dormammu': 3, u'Hank Pym': 1, u'Sharon Carter': 2, u'Laufey (comics)': 2, u'Tyr (Marvel Comics)': 2, u'Loki (comics)': 4, u'Jane Foster (comics)': 2, u'War Machine': 3, u'Ego the Living Planet': 2, u'Executioner (comics)': 2, u'Ancient One': 1, u'Thor (Marvel Comics)': 8, u'Abomination (comics)': 1, u'Sif (comics)': 4, u'Malekith the Accursed': 2, u'Hawkeye (comics)': 1, u'Hulk (comics)': 5, u'Hogun': 2, u'Captain America': 5, u'Volstagg': 2, u'Fandral': 2}}, u'Betty Ross': {u'url': u'/wiki/Betty_Ross', u'edges': {u'Iron Man': 3, u'Sharon Carter': 1, u'Hawkeye (comics)': 1, u'Loki (comics)': 1, u'Black Widow (Natasha Romanova)': 1, u'Nick Fury': 1, u'Captain America': 1, u'Alexander Goodwin Pierce': 1, u'Peggy Carter': 1, u'Thunderbolt Ross': 9, u'Crossbones (comics)': 1, u'Phil Coulson': 1, u'Jasper Sitwell': 1, u'Maria Hill': 1}}, u'Quicksilver (comics)': {u'url': u'/wiki/Quicksilver_(comics)', u'edges': {u'Vision (Marvel Comics)': 3, u'Iron Man': 4, u'Black Panther (comics)': 1, u'Loki (comics)': 2, u'Liz Allan': 2, u'Baron Mordo': 1, u'Sharon Carter': 1, u'Hulk (comics)': 1, u'Scarlet Witch': 14, u'Thor (Marvel Comics)': 1, u'Nick Fury': 1, u'Wasp (comics)': 1, u'Peggy Carter': 1, u'Captain America': 2, u'Ultron': 5, u'Thanos': 2, u'Gabe Jones': 1, u'Jasper Sitwell': 1, u'Ronan the Accuser': 2}}, u'Baron Mordo': {u'url': u'/wiki/Baron_Mordo', u'edges': {u'Iron Man': 1, u'Loki (comics)': 1, u'Hulk (comics)': 1, u'Thor (Marvel Comics)': 1, u'Abomination (comics)': 1, u'Valkyrie (Marvel Comics)': 1, u'War Machine': 1, u'Ultron': 1, u'Falcon (comics)': 1}}, u'Darren Cross': {u'url': u'/wiki/Darren_Cross', u'edges': {u'Hope Pym': 5, u'Iron Man': 1, u'Yellowjacket (Marvel Comics)': 9, u'Spider-Man': 1, 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Planet': 2, u'Ronan the Accuser': 2, u'Grandmaster (Marvel Comics)': 2}}, u'Star-Lord': {u'url': u'/wiki/Star-Lord', u'edges': {u'Cosmo the Spacedog': 4, u'Starhawk (comics)': 3, u'Hank Pym': 1, u'Thanos': 9, u'Groot': 9, u'Collector (comics)': 2, u'Doctor Strange': 1, u'Ultron': 1, u'Grandmaster (Marvel Comics)': 2, u'Ego the Living Planet': 3}}, u'Leader (comics)': {u'url': u'/wiki/Leader_(comics)', u'edges': {u'Betty Ross': 8, u'Iron Man': 1, u'Thunderbolt Ross': 6, u'Spider-Man': 1, u'Arnim Zola': 1}}, u'Thor (Marvel Comics)': {u'url': u'/wiki/Thor_(Marvel_Comics)', u'edges': {u'Whiplash (comics)': 1, u'Laufey (comics)': 6, u'Justin Hammer': 1, u'Crimson Dynamo': 1, u'Loki (comics)': 10, u'Howard Stark': 1, u'Happy Hogan (comics)': 1, u'Captain America': 14, u'Sif (comics)': 4, u'Thanos': 8, u'Iron Monger': 1, u'Maria Stark': 1, u'Friday (comics)': 1, u'Collector (comics)': 3, u'Doctor Strange': 2, u'Ultron': 2, u'Grandmaster (Marvel Comics)': 3, u'Ho Yinsen': 1, u'Ego the Living Planet': 9, u'Fandral': 5, u'Maria Hill': 2}}, u'Abomination (comics)': {u'url': u'/wiki/Abomination_(comics)', u'edges': {u'Betty Ross': 6, u'Executioner (comics)': 2, u'Hawkeye (comics)': 1, u'Thor (Marvel Comics)': 3, u'Doc Samson': 3, u'Leader (comics)': 8, u'Spider-Man': 2, u'Hulk (comics)': 8, u'Iron Man': 1, u'Korg (comics)': 3, u'Collector (comics)': 1, u'Doctor Strange': 1, u'Grandmaster (Marvel Comics)': 1, u'Thunderbolt Ross': 6}}, u'Korg (comics)': {u'url': u'/wiki/Korg_(comics)', u'edges': {u'Betty Ross': 3, u'Iron Man': 1, u'Doc Samson': 2, u'Leader (comics)': 3, u'Thunderbolt Ross': 2, u'Hulk (comics)': 4, u'Thor (Marvel Comics)': 2, u'Doctor Strange': 1, u'Grandmaster (Marvel Comics)': 1}}, u'Collector (comics)': {u'url': u'/wiki/Collector_(comics)', u'edges': {u'Cosmo the Spacedog': 5, u'Volstagg': 1, u'Loki (comics)': 2, u'Baron Mordo': 1, u'Sif (comics)': 1, u'Aunt May': 1, u'Doctor Strange': 1, u'Ultron': 2, u'Grandmaster (Marvel Comics)': 11, u'Spider-Man': 2, u'Thunderbolt Ross': 3}}, u'Doctor Strange': {u'url': u'/wiki/Doctor_Strange', u'edges': {u'Iron Man': 3, u'Black Panther (comics)': 1, u'Loki (comics)': 3, u'Dormammu': 12, u'Baron Mordo': 8, u'Wong (comics)': 10, u'Hulk (comics)': 2, u'Scarlet Witch': 4, u'Valkyrie (Marvel Comics)': 5, u'Captain America': 1}}, u'Sif (comics)': {u'url': u'/wiki/Sif_(comics)', u'edges': {u'Laufey (comics)': 2, u'Loki (comics)': 5}}, u'Shocker (comics)': {u'url': u'/wiki/Shocker_(comics)', u'edges': {u'Iron Man': 2, u'War Machine': 1, u'Carol Danvers': 1, u'Liz Allan': 4, u'Hank Pym': 1, u'Justin Hammer': 2, u'Flash Thompson': 5, u'Vulture (Marvel Comics)': 8, u'Aunt May': 5, u'Tinkerer': 4, u'Collector (comics)': 1, u'Captain America': 2, u'Heimdall (comics)': 1, u'Grandmaster (Marvel Comics)': 1}}, u'Nick Fury': {u'url': u'/wiki/Nick_Fury', u'edges': {u'Doctor Strange': 2, u'Sharon Carter': 8, u'Maria Hill': 6, u'Thor (Marvel Comics)': 5, u'Doc Samson': 1, u'Jasper Sitwell': 8, u'Spider-Man': 2, u'Captain America': 17, u'Hulk (comics)': 3, u'Iron Man': 5, u'Baron Strucker': 7, u'Red Skull': 5, u'Crossbones (comics)': 2, u'Phil Coulson': 4, u'Howard Stark': 3, u'Alexander Goodwin Pierce': 4, u'Gabe Jones': 10, u'Bucky Barnes': 11}}, u'Hulk (comics)': {u'url': u'/wiki/Hulk_(comics)', u'edges': {u'Betty Ross': 13, u'Iron Man': 9, u'Sharon Carter': 3, u'Daniel Drumm': 3, u'Maria Hill': 1, u'Thor (Marvel Comics)': 9, u'Doc Samson': 12, u'Leader (comics)': 6, u'Thunderbolt Ross': 14, u'Loki (comics)': 4, u'Dormammu': 3, u'Helmut Zemo': 2, u'Thanos': 5, u'Scarlet Witch': 1, u'Collector (comics)': 3, u'Captain America': 6, u'Ultron': 3, u'Grandmaster (Marvel Comics)': 2, u'Gabe Jones': 3, u'Jasper Sitwell': 3}}, u'Korath the Pursuer': {u'url': u'/wiki/Korath_the_Pursuer', u'edges': {u'Scarlet Witch': 1, u'Star-Lord': 1, u'Drax the Destroyer': 1, u'Kismet (Marvel Comics)': 1, u'Captain America': 1, u'Ultron': 1, u'Thanos': 1, u'Ronan the Accuser': 2}}, u'Alexander Goodwin Pierce': {u'url': u'/wiki/Alexander_Goodwin_Pierce', u'edges': {u'Maria Hill': 2, u'Falcon (comics)': 1, u'Bucky Barnes': 1, u'Crossbones (comics)': 3}}, u"T'Chaka": {u'url': u'/wiki/T%27Chaka', u'edges': {u'Nick Fury': 1, u'Red Skull': 1, u'Helmut Zemo': 1, u'Baron Strucker': 1, u'Zuri (comics)': 2, u'Captain America': 1, u'Howard Stark': 1, u'Bucky Barnes': 1}}, u'Martinex': {u'url': u'/wiki/Martinex', u'edges': {u'Cosmo the Spacedog': 2, u'Starhawk (comics)': 8, u'Star-Lord': 3, u'Sharon Carter': 1, u'Aleta Ogord': 3, u'Thor (Marvel Comics)': 2, u'Vision (Marvel Comics)': 1, u'Rocket Raccoon': 2, u'Groot': 2, u'Kismet (Marvel Comics)': 2, u'Yondu': 7, u'Captain America': 2, u'Nebula (comics)': 2, u'Thanos': 2, u'Ronan the Accuser': 2}}, u'Kismet (Marvel Comics)': {u'url': u'/wiki/Kismet_(Marvel_Comics)', u'edges': {u'Cosmo the Spacedog': 2, u'Starhawk (comics)': 5, u'Star-Lord': 2, u'Doc Samson': 1, u'Hulk (comics)': 1, u'Rocket Raccoon': 3, u'Groot': 2, u'Nebula (comics)': 3, u'Thanos': 2, u'Ego the Living Planet': 1, u'Ronan the Accuser': 2}}, u'Phil Coulson': {u'url': u'/wiki/Phil_Coulson', u'edges': {u'Sharon Carter': 2, u'Maria Hill': 2, u'Loki (comics)': 1, u'Spider-Man': 1, u'Captain America': 3, u'Thor (Marvel Comics)': 1, u'Abomination (comics)': 1, u'Alexander Goodwin Pierce': 2, u'Iron Monger': 2, u'Crossbones (comics)': 2}}, u'Grandmaster (Marvel Comics)': {u'url': u'/wiki/Grandmaster_(Marvel_Comics)', u'edges': {u'Hawkeye (comics)': 1, u'Loki (comics)': 2, u'Baron Mordo': 1, u'Doctor Strange': 1, u'Ultron': 2, u'Spider-Man': 1}}, u'Arnim Zola': {u'url': u'/wiki/Arnim_Zola', u'edges': {u'Executioner (comics)': 1, u'Sharon Carter': 4, u'Batroc the Leaper': 2, u'Spider-Man': 1, u'Crossbones (comics)': 5, u'Flash Thompson': 2, u'Helmut Zemo': 3, u'Baron Strucker': 4, u'Aunt May': 1, u'Captain America': 9, u'Alexander Goodwin Pierce': 2, u'Bucky Barnes': 5}}, u'Maya Hansen': {u'url': u'/wiki/Maya_Hansen', u'edges': {u'Whiplash (comics)': 1, u'Iron Man': 2, u'War Machine': 1, u'Crimson Dynamo': 1, u'Iron Monger': 1, u'Maria Stark': 1, u'Friday (comics)': 1, u'Justin Hammer': 1, u'Captain America': 1, u'Aldrich Killian': 2, u'Ho Yinsen': 1, u'Happy Hogan (comics)': 1, u'Howard Stark': 1, u'Maria Hill': 1}}, u'Black Panther (comics)': {u'url': u'/wiki/Black_Panther_(comics)', u'edges': {u'Iron Man': 3, u'Crimson Dynamo': 1, u'Hank Pym': 3, u'Sharon Carter': 2, u'Peggy Carter': 2, u'Howard the Duck': 1, u'Jasper Sitwell': 2, u"W'Kabi": 4, u'Erik Killmonger': 5, u'Carol Danvers': 2, u'Wasp (comics)': 3, u'Thunderbolt Ross': 1, u'Shuri (comics)': 10, u'Falcon (comics)': 4, u'Jane Foster (comics)': 1, u'Gabe Jones': 3, u'Spider-Man': 2, u'Batroc the Leaper': 4, u'Star-Lord': 1, u'Crossbones (comics)': 2, u'Thor (Marvel Comics)': 3, u'Vision (Marvel Comics)': 1, u'Howard Stark': 1, u'Maria Hill': 1, u'Man-Ape': 6, u'Nick Fury': 3, u'Hulk (comics)': 4, u"T'Chaka": 7, u'Zuri (comics)': 4, u'Captain America': 3, u'Thanos': 2, u'Klaw (Marvel Comics)': 9}}, u'Black Widow (Natasha Romanova)': {u'url': u'/wiki/Black_Widow_(Natasha_Romanova)', u'edges': {u'Iron Man': 7, u'Spider-Man': 1, u'Sharon Carter': 8, u'Helmut Zemo': 3, u'Baron Strucker': 6, u'Red Skull': 3, u'Ultron': 1, u'Jasper Sitwell': 2, u'Carol Danvers': 2, u'Falcon (comics)': 4, u'War Machine': 3, u'Bucky Barnes': 12, u'Gabe Jones': 3, u'Batroc the Leaper': 2, u'Doc Samson': 1, u'Captain America': 18, u'Vision (Marvel Comics)': 2, u'Maria Hill': 5, u'Nick Fury': 10, u'Alexander Goodwin Pierce': 3, u'Wasp (comics)': 2, u'Valkyrie (Marvel Comics)': 4, u'Crossbones (comics)': 5, u'Phil Coulson': 2, u'Arnim Zola': 3}}, u'Sharon Carter': {u'url': u'/wiki/Sharon_Carter', u'edges': {u'Carol Danvers': 1, u'Captain America': 17, u'Thor (Marvel Comics)': 3, u'Alexander Goodwin Pierce': 2, u'Jim Morita': 2, u'Crossbones (comics)': 7, u'Gabe Jones': 3, u'Bucky Barnes': 3, u'Maria Hill': 3}}, u'Iron Monger': {u'url': u'/wiki/Iron_Monger', u'edges': {u'Red Skull': 1, u'Friday (comics)': 2, u'Maria Hill': 2, u'Justin Hammer': 4, u'Captain America': 2}}, u'Ultron': {u'url': u'/wiki/Ultron', u'edges': {u'Spider-Man': 1, u'Black Panther (comics)': 1, u'Loki (comics)': 3}}, u'Daniel Drumm': {u'url': u'/wiki/Daniel_Drumm', u'edges': {u'Baron Mordo': 1, u'Scarlet Witch': 1, u'Doctor Strange': 2}}, u'Bucky Barnes': {u'url': u'/wiki/Bucky_Barnes', u'edges': {u'Iron Man': 3, u'Doc Samson': 1, u'Hank Pym': 1, u'Thor (Marvel Comics)': 1, u'Vision (Marvel Comics)': 1, u'Gamora': 1, u'Thanos': 1, u'Grandmaster (Marvel Comics)': 1, u'Ant-Man (Scott Lang)': 1, u'Thunderbolt Ross': 1}}, u'Coldblood': {u'url': u'/wiki/Coldblood', u'edges': {u'Iron Man': 1, u'Trevor Slattery': 1, u'Pepper Potts': 1, u'War Machine': 1, u'Captain America': 1, u'Aldrich Killian': 1, u'Happy Hogan (comics)': 2}}, u'Erik Killmonger': {u'url': u'/wiki/Erik_Killmonger', u'edges': {u'Man-Ape': 2, u"T'Chaka": 2, u'Iron Man': 1, u'Zuri (comics)': 2, u'War Machine': 1}}, u'Carol Danvers': {u'url': u'/wiki/Carol_Danvers', u'edges': {u'Iron Man': 6, u'Quicksilver (comics)': 1, u'Scarlet Witch': 1, u'Thor (Marvel Comics)': 1, u'Vision (Marvel Comics)': 2, u'Aunt May': 1, u'Valkyrie (Marvel Comics)': 1, u'Captain America': 4, u'Ultron': 3, u'Thanos': 2, u'Falcon (comics)': 1, u'Ronan the Accuser': 2, u'Hawkeye (comics)': 2}}, u'Aleta Ogord': {u'url': u'/wiki/Aleta_Ogord', u'edges': {u'Mantis (Marvel Comics)': 1, u'Cosmo the Spacedog': 1, u'Starhawk (comics)': 9, u'Howard the Duck': 1, u'Hawkeye (comics)': 1, u'Iron Man': 1, u'Drax the Destroyer': 1, u'Thor (Marvel Comics)': 1, u'Rocket Raccoon': 1, u'Groot': 1, u'Kismet (Marvel Comics)': 1, u'Gamora': 1, u'Captain America': 1, u'Nebula (comics)': 1, u'Thanos': 1, u'Ronan the Accuser': 1, u'Star-Lord': 1}}, u'Shuri (comics)': {u'url': u'/wiki/Shuri_(comics)', u'edges': {u'Erik Killmonger': 3, u'Man-Ape': 2, u'Spider-Man': 1, u"T'Chaka": 6, u'Zuri (comics)': 3, u'Klaw (Marvel Comics)': 3}}, u'Jasper Sitwell': {u'url': u'/wiki/Jasper_Sitwell', u'edges': {u'Iron Man': 6, u'Sharon Carter': 4, u'Maria Hill': 2, u'Phil Coulson': 3, u'Captain America': 7, u'Thor (Marvel Comics)': 3, u'Baron Strucker': 2, u'Iron Monger': 1, u'Crossbones (comics)': 2, u'Bucky Barnes': 1, u'Alexander Goodwin Pierce': 2, u'Gabe Jones': 5, u'Falcon (comics)': 1}}, u'Maria Stark': {u'url': u'/wiki/Maria_Stark', u'edges': {u'Maria Hill': 2, u'Iron Monger': 3, u'Friday (comics)': 2, u'Justin Hammer': 2, u'Captain America': 2, u'Bucky Barnes': 2}}, u'Supernova (Marvel Comics)': {u'url': u'/wiki/Supernova_(Marvel_Comics)', u'edges': {u'Cosmo the Spacedog': 2, u'Howard the Duck': 2, u'Rhomann Dey': 2, u'Rocket Raccoon': 3, u'Groot': 2, u'Nebula (comics)': 3, u'Collector (comics)': 2, u'Thanos': 3, u'Grandmaster (Marvel Comics)': 2, u'Ego the Living Planet': 3, u'Ronan the Accuser': 3, u'Star-Lord': 2}}, u'Ant-Man (Scott Lang)': {u'url': u'/wiki/Ant-Man_(Scott_Lang)', u'edges': {u'Hope Pym': 2, u'Betty Ross': 1, u'Iron Man': 2, u'War Machine': 1, u'Whiplash (comics)': 2, u'Darren Cross': 7, u'Spider-Man': 1, u'Captain America': 1, u'Hulk (comics)': 2, u'Scarlet Witch': 2, u'Yellowjacket (Marvel Comics)': 3, u'Justin Hammer': 1, u'Doctor Strange': 1, u'Ultron': 2, u'Leader (comics)': 1}}, u'Mantis (Marvel Comics)': {u'url': u'/wiki/Mantis_(Marvel_Comics)', u'edges': {u'Quicksilver (comics)': 1, u'Nebula (comics)': 6, u'Rhomann Dey': 2, u'Ultron': 2, u'Ronan the Accuser': 4, u'Loki (comics)': 2, u'Drax the Destroyer': 7, u'Gamora': 6, u'Supernova (Marvel Comics)': 2, u'Ego the Living Planet': 5, u'Yondu': 2, u'Scarlet Witch': 1, u'Starhawk (comics)': 2, u'Howard the Duck': 2, u'Star-Lord': 7, u'Thor (Marvel Comics)': 3, u'Vision (Marvel Comics)': 2, u'Rocket Raccoon': 5, u'Groot': 5, u'Collector (comics)': 2, u'Thanos': 10, u'Cosmo the Spacedog': 4, u'Martinex': 2, u'Kismet (Marvel Comics)': 2, u'Captain America': 1, u'Grandmaster (Marvel Comics)': 2, u'Klaw (Marvel Comics)': 1}}, u'Tyr (Marvel Comics)': {u'url': u'/wiki/Tyr_(Marvel_Comics)', u'edges': {u'Laufey (comics)': 4, u'Loki (comics)': 6, u'Thor (Marvel Comics)': 7, u'Volstagg': 3, u'Captain America': 2, u'Sif (comics)': 3, u'Ego the Living Planet': 2, u'Fandral': 3}}, u'Ancient One': {u'url': u'/wiki/Ancient_One', u'edges': {u'Scarlet Witch': 2, u'Daniel Drumm': 1, u'Wong (comics)': 6, u'Baron Mordo': 8, u'Dormammu': 5, u'Doctor Strange': 15, u'Spider-Man': 1}}, u'Doc Samson': {u'url': u'/wiki/Doc_Samson', u'edges': {u'Betty Ross': 6, u'Iron Man': 4, u'Carol Danvers': 1, u'Leader (comics)': 4, u'Spider-Man': 1, u'Captain America': 1, u'Vision (Marvel Comics)': 1, u'Doctor Strange': 2, u'Thunderbolt Ross': 6, u'Maria Hill': 1}}, u'Rocket Raccoon': {u'url': u'/wiki/Rocket_Raccoon', u'edges': {u'Cosmo the Spacedog': 6, u'Starhawk (comics)': 2, u'Howard the Duck': 4, u'Star-Lord': 10, u'Spider-Man': 1, u'Groot': 11, u'Nebula (comics)': 4, u'Collector (comics)': 3, u'Thanos': 5, u'Grandmaster (Marvel Comics)': 2, u'Ego the Living Planet': 4, u'Ronan the Accuser': 6}}, u'Tinkerer': {u'url': u'/wiki/Tinkerer', u'edges': {u'Iron Man': 2, u'Carol Danvers': 1, u'Liz Allan': 4, u'Hank Pym': 1, u'Flash Thompson': 4, u'Vulture (Marvel Comics)': 8, u'Aunt May': 4, u'Captain America': 1, u'Nick Fury': 2}}, u'Pepper Potts': {u'url': u'/wiki/Pepper_Potts', u'edges': {u'Whiplash (comics)': 3, u'Iron Man': 9, u'War Machine': 3, u'Hawkeye (comics)': 1, u'Nick Fury': 1, u'Red Skull': 1, u'Thor (Marvel Comics)': 2, u'Spider-Man': 1, u'Iron Monger': 4, u'Maria Stark': 2, u'Friday (comics)': 3, u'Jane Foster (comics)': 1, u'Justin Hammer': 2, u'Captain America': 3, u'Aldrich Killian': 3, u'Howard Stark': 2, u'Phil Coulson': 2, u'Happy Hogan (comics)': 8, u'Bucky Barnes': 1, u'Maya Hansen': 3, u'Maria Hill': 4}}, u'Man-Ape': {u'url': u'/wiki/Man-Ape', u'edges': {u"T'Chaka": 3, u'Ultron': 2, u'Spider-Man': 1, u'Zuri (comics)': 2, u'Captain America': 1}}, u'Crossbones (comics)': {u'url': u'/wiki/Crossbones_(comics)', u'edges': {u'Scarlet Witch': 1, u'Bucky Barnes': 4, u'Spider-Man': 2, u'Doctor Strange': 1}}, u'Volstagg': {u'url': u'/wiki/Volstagg', u'edges': {u'Laufey (comics)': 2, u'Loki (comics)': 8, u'Nick Fury': 1, u'Hulk (comics)': 2, u'Thor (Marvel Comics)': 6, u'Captain America': 2, u'Sif (comics)': 5, u'Ego the Living Planet': 2, u'Fandral': 4}}, u'Klaw (Marvel Comics)': {u'url': u'/wiki/Klaw_(Marvel_Comics)', u'edges': {u'Erik Killmonger': 3, u'Vision (Marvel Comics)': 1, u'Iron Man': 2, u'Zuri (comics)': 2, u'Loki (comics)': 1, u'Man-Ape': 3, u'Hank Pym': 2, u'Sharon Carter': 1, u'Hulk (comics)': 1, u'Thor (Marvel Comics)': 1, u'Baron Strucker': 1, u'Nick Fury': 1, u"T'Chaka": 6, u'Peggy Carter': 1, u'Spider-Man': 1, u'Crossbones (comics)': 2, u'Ultron': 3, u'Gabe Jones': 1, u'Jasper Sitwell': 1, u'Wasp (comics)': 1}}}

Graphing the data

The data can be graphed as an interactive graph, which can in turn be saved as an HTML file.



In [12]:

    
# Just in case you only want to run this cell and not re-run the crawl
import wikinetworking as wn
import networkx as nx
import matplotlib.pyplot as plt
%matplotlib inline

network = wn.load_dict("mcu_network.json")
graph = wn.create_graph(network, minimum_weight=2)
positions = nx.spring_layout(graph)
graph_html = wn.make_interactive_graph(graph, pos=positions, cmap=plt.cm.viridis, edge_cmap=plt.cm.YlOrBr)

with open("mcu_network.html", "w") as f:
    f.write(graph_html)
    f.close()