Wiki Networking - Extended Example

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 notebook has examples for all functions available and a variety of text mining examples. It demonstrates how to crawl Wiki articles and represent the links between these articles as a graph.

`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 [1]:

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

print "OK"

OK

`filter_links`

This function accepts a PyQuery object and returns a list of Wikipedia article links from the article's main body text. It will not return links that are redirects or links that are anchors within other pages. Optionally, you can specify a DOM selector for the type of element containing links you wish to retrieve.

In this example, we create a PyQuery object for the Iron Man article on Wikipedia, retrieve its links with filter_links and output the number of links we retrieved.



In [2]:

    
iron_man_page = PyQuery(url="https://en.wikipedia.org/wiki/Iron_man")
iron_man_links = wn.filter_links(iron_man_page)
print len(iron_man_links), "links retrieved"









    



1205 links retrieved

In this example, we retrieve links from a list of Hip Hop musicians. Notice that each link is contained inside of a li list item HTML tag.



In [3]:

    
hip_hop_page = PyQuery(url="https://en.wikipedia.org/wiki/List_of_hip_hop_musicians")
hip_hop_links = wn.filter_links(hip_hop_page, "li")
print len(hip_hop_links), "links retrieved"









    



1113 links retrieved

In this example, we do the same thing for Harry Potter Characters. Notice that many links are omitted - these links are redirects or links to sections within larger articles.



In [4]:

    
harry_potter_page = PyQuery(url="https://en.wikipedia.org/wiki/List_of_Harry_Potter_characters")
harry_potter_links = wn.filter_links(harry_potter_page, "li")
print len(harry_potter_links), "links retrieved"









    



144 links retrieved

In this example, we are retrieving a list of Marvel Comics Characters beginning with the letter D. In this case, we specify the DOM selector .hatnote. This is because we only want links for Marvel characters that have a dedicated Main article. The Main article elements all have the .hatnote CSS class, so it is an easy way of selecting these articles. In this example, we simply print the contents of the list.



In [5]:

    
marvel_d_page = PyQuery(url="https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_D")
marvel_d_links = wn.filter_links(marvel_d_page, ".hatnote")
print marvel_d_links









    



['/wiki/Daken', '/wiki/Dakimh_the_Enchanter', '/wiki/Randall_Darby', '/wiki/Daredevil_(Marvel_Comics_character)', '/wiki/Dark_Beast', '/wiki/Dark_Mother', '/wiki/Darkdevil', '/wiki/Darkhawk', '/wiki/Darkoth', '/wiki/Darkstar_(comics)', '/wiki/Darwin_(comics)', '/wiki/Amanda_Sefton', '/wiki/Dazzler', '/wiki/Deacon_(comics)', '/wiki/Deadpool', '/wiki/Death_(Marvel_Comics)', '/wiki/Death_Adder_(comics)', '/wiki/Death_Metal_(comics)', '/wiki/Death-Stalker', '/wiki/Death%27s_Head', '/wiki/Deathbird', '/wiki/Deathlok', '/wiki/Death_Locket', '/wiki/Deathurge', '/wiki/Deathwatch_(comics)', '/wiki/Debrii', '/wiki/Valentina_Allegra_de_Fontaine', '/wiki/Marco_Delgado_(comics)', '/wiki/Marvel_Comics', '/wiki/DC_Comics', '/wiki/Demogoblin', '/wiki/Demolition_Man_(comics)', '/wiki/Demon_Bear', '/wiki/Desak', '/wiki/Destiny_(Irene_Adler)', '/wiki/Destiny_(Marvel_Comics_personification)', '/wiki/Destroyer_(Thor)', '/wiki/Devastator_(comics)', '/wiki/Devil_Dinosaur', '/wiki/Devos_the_Devastator', '/wiki/Jean_DeWolff', '/wiki/Rhomann_Dey', '/wiki/Diablo_(Marvel_Comics)', '/wiki/Diamond_Lil_(comics)', '/wiki/Diamondback_(comics)', '/wiki/Diamondhead_(comics)', '/wiki/Die-Cut_(comics)', '/wiki/Digger_(comics)', '/wiki/Digitek_(comics)', '/wiki/Dinah_Soar', '/wiki/Dionysus_(Marvel_Comics)', '/wiki/Dire_Wraith', '/wiki/Dirtnap_(comics)', '/wiki/Discus_(comics)', '/wiki/D%27Ken', '/wiki/Doc_Samson', '/wiki/Doctor_Bong', '/wiki/Doctor_Demonicus', '/wiki/Doctor_Doom', '/wiki/Doctor_Druid', '/wiki/Doctor_Faustus_(comics)', '/wiki/Doctor_Minerva', '/wiki/Doctor_Nemesis', '/wiki/Doctor_Spectrum', '/wiki/Doctor_Strange', '/wiki/Doctor_Sun', '/wiki/Daniel_Drumm', '/wiki/Stacy_Dolan', '/wiki/Neo_(Marvel_Comics_species)', '/wiki/Domino_(comics)', '/wiki/Big_Ben_Donovan', '/wiki/Roger_Dooley', '/wiki/Doom_2099', '/wiki/Doorman_(comics)', '/wiki/Doop_(comics)', '/wiki/Doppelganger_(comics)', '/wiki/Lemuel_Dorcas', '/wiki/Dorma_(comics)', '/wiki/Dormammu', '/wiki/Doughboy_(comics)', '/wiki/Dracula_(Marvel_Comics)', '/wiki/Dragon_Lord_(comics)', '/wiki/Dragon_Man', '/wiki/Dragonfly_(Marvel_Comics)', '/wiki/Dragoness_(comics)', '/wiki/Frank_Drake_(comics)', '/wiki/Drax_the_Destroyer', '/wiki/Dreadknight', '/wiki/Dreadnought_(comics)', '/wiki/Druig', '/wiki/Dryad_(comics)', '/wiki/D%27Spayre', '/wiki/Dummy_(DC_Comics)', '/wiki/List_of_Brotherhood_of_Mutants_members', '/wiki/Dusk_(comics)', '/wiki/Dust_(comics)', '/wiki/Dweller-in-Darkness']

`retrieve_multipage`

This function retrieves data from a list of URLs. This is useful for when data on a Wikipedia category is broken up into multiple individual pages.

In this example, we are retrieving lists from all subpages from the List of Marvel Comics Characters. The URL pattern for these articles is https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_ followed by a section name.



In [6]:

    
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]
print "URLs:", urls

character_links = wn.retrieve_multipage(urls, ".hatnote", True)
print len(character_links), "links retrieved"









    



URLs: ['https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_A', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_B', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_C', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_D', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_E', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_F', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_G', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_H', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_I', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_J', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_K', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_L', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_M', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_N', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_O', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_P', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_Q', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_R', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_S', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_T', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_U', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_V', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_W', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_X', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_Y', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_Z', 'https://en.wikipedia.org/wiki/List_of_Marvel_Comics_characters:_0-9']
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
2042 links retrieved

`write_list` and `read_list`

These are convenience functions for writing and reading list data.

In this example, we write all of the Marvel character links we retrieved to a text file, and verify that we can read the data from the file.



In [7]:

    
wn.write_list(character_links, "all_marvel_chars.txt")
print len(wn.read_list("all_marvel_chars.txt")), "read"









    



2042 read

`intersection`

Returns a list of elements that appear in both provided lists

The intersection function is useful for cross referencing links from one Wikipedia page with another. For example, the List of Hip Hop Musicians contains many musicians, but we may not have the time or resources to crawl every single artist. The BET Hip Hop Awards page has links to artists that have won an award and may be significant for our search, but it also contains links to songs and other media that may not be articles about individual Hip Hop artists. In addition, each Wiki page will have links to completely unrelated articles. By taking the intersection of both, we get a list containing links of only Hip Hop arists that have won a BET Hip Hop Award.



In [8]:

    
hip_hop_page = PyQuery(url="https://en.wikipedia.org/wiki/List_of_hip_hop_musicians")
hip_hop_links = wn.filter_links(hip_hop_page, "li")
print len(hip_hop_links), "links retrieved from List of Hip Hop Musicians"

bet_hip_hop_awards_page = PyQuery(url="https://en.wikipedia.org/wiki/BET_Hip_Hop_Awards")
bet_hip_hop_awards_links = wn.filter_links(bet_hip_hop_awards_page, "li")
print len(bet_hip_hop_awards_links), "links retrieved from BET Hip Hop Awards"

award_winner_links = wn.intersection(hip_hop_links, bet_hip_hop_awards_links)

print "BET Hip Hop Award winners:", award_winner_links









    



1113 links retrieved from List of Hip Hop Musicians
705 links retrieved from BET Hip Hop Awards
BET Hip Hop Award winners: ['/wiki/Jadakiss', '/wiki/Problem_(rapper)', '/wiki/Rapsody', '/wiki/B.o.B', '/wiki/Juicy_J', '/wiki/Schoolboy_Q', '/wiki/Gucci_Mane', '/wiki/Tech_N9ne', '/wiki/Jim_Jones_(rapper)', '/wiki/Black_Thought', '/wiki/Joe_Budden', '/wiki/Lil_Yachty', '/wiki/Unk', '/wiki/Keith_Murray_(rapper)', '/wiki/Angel_Haze', '/wiki/50_Cent', '/wiki/B.G._(rapper)', '/wiki/Stat_Quo', '/wiki/Jay_Electronica', '/wiki/Mystikal', '/wiki/Birdman_(rapper)', '/wiki/Snow_Tha_Product', '/wiki/Desiigner', '/wiki/Rich_Homie_Quan', '/wiki/Metro_Boomin', '/wiki/Shawty_Lo', '/wiki/Buckshot_(rapper)', '/wiki/Swizz_Beatz', '/wiki/Mac_Miller', '/wiki/Lil_Uzi_Vert', '/wiki/Big_Sean', '/wiki/Rahzel', '/wiki/Vic_Mensa', '/wiki/Kardinal_Offishall', '/wiki/21_Savage', '/wiki/Daveed_Diggs', '/wiki/Andy_Mineo', '/wiki/Mike_Zombie', '/wiki/Cory_Gunz', '/wiki/The_Game_(rapper)', '/wiki/Tiffany_Foxx', '/wiki/Charles_Hamilton_(rapper)', '/wiki/Dej_Loaf', '/wiki/DJ_Quik', '/wiki/Rich_Boy', '/wiki/Jermaine_Dupri', '/wiki/Pharrell_Williams', '/wiki/J._Cole', '/wiki/2_Chainz', '/wiki/Gilbere_Forte', '/wiki/T-Pain', '/wiki/Chevy_Woods', '/wiki/Juelz_Santana', '/wiki/Kevin_Gates', '/wiki/Omarion', '/wiki/K%27naan', '/wiki/Common_(rapper)', '/wiki/Wiz_Khalifa', '/wiki/Rittz', '/wiki/Yung_Joc', '/wiki/Erick_Sermon', '/wiki/Grandmaster_Flash', '/wiki/Lil%27_Kim', '/wiki/Bobby_Shmurda', '/wiki/DJ_Drama', '/wiki/DJ_Mustard', '/wiki/Blaq_Poet', '/wiki/Isaiah_Rashad', '/wiki/Pill_(rapper)', '/wiki/Kendrick_Lamar', '/wiki/Locksmith_(rapper)', '/wiki/Treach', '/wiki/Joell_Ortiz', '/wiki/KRS-One', '/wiki/Nicki_Minaj', '/wiki/Redman_(rapper)', '/wiki/Twista', '/wiki/Doug_E._Fresh', '/wiki/Juvenile_(rapper)', '/wiki/Pusha_T', '/wiki/Crooked_I', '/wiki/Jarren_Benton', '/wiki/Styles_P', '/wiki/Ice_Cube', '/wiki/Omillio_Sparks', '/wiki/Chamillionaire', '/wiki/MC_Lyte', '/wiki/Rhymefest', '/wiki/Mos_Def', '/wiki/Sean_Combs', '/wiki/Dizzee_Rascal', '/wiki/Rick_Ross', '/wiki/Nelly', '/wiki/Sarkodie_(rapper)', '/wiki/Kanye_West', '/wiki/Ras_Kass', '/wiki/Dom_Kennedy', '/wiki/Mike_Will_Made_It', '/wiki/Webbie', '/wiki/Ms._Jade', '/wiki/Ab-Soul', '/wiki/Iggy_Azalea', '/wiki/Raekwon', '/wiki/Soulja_Boy', '/wiki/Eminem', '/wiki/Jon_Connor', '/wiki/Diggy_Simmons', '/wiki/Ludacris', '/wiki/Yo_Gotti', '/wiki/G-Eazy', '/wiki/Hopsin', '/wiki/Fetty_Wap', '/wiki/Giggs_(rapper)', '/wiki/Dave_East', '/wiki/Young_Thug', '/wiki/Driicky_Graham', '/wiki/Fabolous', '/wiki/Royce_da_5%279%22', '/wiki/Kirko_Bangz', '/wiki/Brianna_Perry', '/wiki/Luther_Campbell', '/wiki/Young_Dro', '/wiki/Kid_Ink', '/wiki/Tink_(musician)', '/wiki/Troy_Ave', '/wiki/The_Lady_of_Rage', '/wiki/Nas', '/wiki/Ace_Hood', '/wiki/Shock_G', '/wiki/Young_Jeezy', '/wiki/Big_K.R.I.T.', '/wiki/Roscoe_Dash', '/wiki/XV_(rapper)', '/wiki/Yelawolf', '/wiki/Vado_(rapper)', '/wiki/Nipsey_Hussle', '/wiki/David_Banner', '/wiki/Nick_Cannon', '/wiki/Meek_Mill', '/wiki/Foxx_(rapper)', '/wiki/Drumma_Boy', '/wiki/Dorrough', '/wiki/Future_(rapper)', '/wiki/Joey_Badass', '/wiki/Cassidy_(rapper)', '/wiki/Plies_(rapper)', '/wiki/Saigon_(rapper)', '/wiki/Willy_Northpole', '/wiki/Lecrae', '/wiki/Bun_B', '/wiki/Mickey_Factz', '/wiki/Rocko_(rapper)', '/wiki/Big_Boi', '/wiki/Timbaland', '/wiki/Jay_Rock', '/wiki/DMX_(rapper)', '/wiki/Freeway_(rapper)', '/wiki/Hurricane_Chris_(rapper)', '/wiki/Dr._Dre', '/wiki/T.I.', '/wiki/Stalley', '/wiki/Queen_Latifah', '/wiki/Diamond_(rapper)', '/wiki/Wyclef_Jean', '/wiki/E-40', '/wiki/French_Montana', '/wiki/Lil_Mama', '/wiki/Fat_Joe', '/wiki/DJ_Khaled', '/wiki/Xzibit', '/wiki/Reema_Major', '/wiki/Busta_Rhymes', '/wiki/Lil_Wayne', '/wiki/YG_(rapper)', '/wiki/Snoop_Dogg', '/wiki/Mannie_Fresh', '/wiki/Wale_(rapper)', '/wiki/Casey_Veggies', '/wiki/Bow_Wow_(rapper)', '/wiki/Money-B', '/wiki/Wax_(rapper)', '/wiki/Termanology', '/wiki/Lil_Jon', '/wiki/Rakim', '/wiki/Kurupt', '/wiki/Lil_Scrappy', '/wiki/MC_Hammer', '/wiki/Los_(rapper)', '/wiki/Chance_the_Rapper', '/wiki/Scarface_(rapper)', '/wiki/The-Dream', '/wiki/Beanie_Sigel', '/wiki/Papoose_(rapper)', '/wiki/Action_Bronson', '/wiki/Lupe_Fiasco', '/wiki/Kevin_McCall', '/wiki/Krayzie_Bone', '/wiki/Tyga', '/wiki/LL_Cool_J', '/wiki/Talib_Kweli', '/wiki/Vince_Staples', '/wiki/Waka_Flocka_Flame', '/wiki/Jean_Grae', '/wiki/Remy_Ma', '/wiki/Akon']

`crawl`

This crawls articles iteratively, with a two second delay between each page retrieval. It requires a starting URL fragment and an accept list of URLs the crawler should follow. It returns a dictionary structure with each URL fragment as a key and crawl data (links, title and depth) as a value.

In this example, we start a crawl at the article for Jadakiss. As the accept list of URLs that the crawler is allowed to follow, we will use the award_winner_links list from earlier. This isolates the crawl to only Artist winners of BET Hip Hop Awards. Therefore, our social network will be a network built of BET Hip Hop Award Winners and stored in the bet_winner_crawl dictionary.



In [9]:

    
bet_winner_crawl = wn.crawl("/wiki/Jadakiss", accept=award_winner_links)









    



1: Retrieving /wiki/Jadakiss, (0 left in queue)
2: Retrieving /wiki/DMX_(rapper), (28 left in queue)
3: Retrieving /wiki/Pharrell_Williams, (30 left in queue)
4: Retrieving /wiki/Swizz_Beatz, (38 left in queue)
5: Retrieving /wiki/Yo_Gotti, (40 left in queue)
6: Retrieving /wiki/Rick_Ross, (42 left in queue)
7: Retrieving /wiki/Fat_Joe, (49 left in queue)
8: Retrieving /wiki/DJ_Khaled, (55 left in queue)
9: Retrieving /wiki/Nicki_Minaj, (65 left in queue)
10: Retrieving /wiki/Styles_P, (65 left in queue)
11: Retrieving /wiki/Sean_Combs, (64 left in queue)
12: Retrieving /wiki/Snoop_Dogg, (63 left in queue)
13: Retrieving /wiki/Eminem, (69 left in queue)
14: Retrieving /wiki/Common_(rapper), (80 left in queue)
15: Retrieving /wiki/Nas, (83 left in queue)
16: Retrieving /wiki/Beanie_Sigel, (84 left in queue)
17: Retrieving /wiki/Freeway_(rapper), (84 left in queue)
18: Retrieving /wiki/Fabolous, (83 left in queue)
19: Retrieving /wiki/Ludacris, (83 left in queue)
20: Retrieving /wiki/Busta_Rhymes, (85 left in queue)
21: Retrieving /wiki/Twista, (86 left in queue)
22: Retrieving /wiki/Ace_Hood, (85 left in queue)
23: Retrieving /wiki/Bun_B, (87 left in queue)
24: Retrieving /wiki/Waka_Flocka_Flame, (88 left in queue)
25: Retrieving /wiki/The-Dream, (90 left in queue)
26: Retrieving /wiki/Young_Jeezy, (89 left in queue)
27: Retrieving /wiki/Wiz_Khalifa, (90 left in queue)
28: Retrieving /wiki/Lil_Wayne, (93 left in queue)
29: Retrieving /wiki/Future_(rapper), (95 left in queue)
30: Retrieving /wiki/50_Cent, (95 left in queue)
31: Retrieving /wiki/LL_Cool_J, (95 left in queue)
32: Retrieving /wiki/Kanye_West, (94 left in queue)
33: Retrieving /wiki/Dr._Dre, (98 left in queue)
34: Retrieving /wiki/Pusha_T, (99 left in queue)
35: Retrieving /wiki/T.I., (98 left in queue)
36: Retrieving /wiki/Nelly, (101 left in queue)
37: Retrieving /wiki/Mac_Miller, (100 left in queue)
38: Retrieving /wiki/Mike_Will_Made_It, (103 left in queue)
39: Retrieving /wiki/Rakim, (104 left in queue)
40: Retrieving /wiki/Lupe_Fiasco, (103 left in queue)
41: Retrieving /wiki/Lil_Jon, (103 left in queue)
42: Retrieving /wiki/T-Pain, (103 left in queue)
43: Retrieving /wiki/Cassidy_(rapper), (103 left in queue)
44: Retrieving /wiki/Plies_(rapper), (102 left in queue)
45: Retrieving /wiki/2_Chainz, (101 left in queue)
46: Retrieving /wiki/Gucci_Mane, (101 left in queue)
47: Retrieving /wiki/YG_(rapper), (101 left in queue)
48: Retrieving /wiki/J._Cole, (101 left in queue)
49: Retrieving /wiki/Meek_Mill, (100 left in queue)
50: Retrieving /wiki/Wale_(rapper), (99 left in queue)
51: Retrieving /wiki/French_Montana, (100 left in queue)
52: Retrieving /wiki/Erick_Sermon, (101 left in queue)
53: Retrieving /wiki/Stalley, (100 left in queue)
54: Retrieving /wiki/Birdman_(rapper), (100 left in queue)
55: Retrieving /wiki/The_Game_(rapper), (99 left in queue)
56: Retrieving /wiki/Rocko_(rapper), (99 left in queue)
57: Retrieving /wiki/KRS-One, (98 left in queue)
58: Retrieving /wiki/Raekwon, (98 left in queue)
59: Retrieving /wiki/Remy_Ma, (97 left in queue)
60: Retrieving /wiki/Keith_Murray_(rapper), (96 left in queue)
61: Retrieving /wiki/Akon, (95 left in queue)
62: Retrieving /wiki/Big_Boi, (94 left in queue)
63: Retrieving /wiki/Lil%27_Kim, (94 left in queue)
64: Retrieving /wiki/Luther_Campbell, (95 left in queue)
65: Retrieving /wiki/Bow_Wow_(rapper), (94 left in queue)
66: Retrieving /wiki/Big_Sean, (93 left in queue)
67: Retrieving /wiki/Kirko_Bangz, (93 left in queue)
68: Retrieving /wiki/Tyga, (93 left in queue)
69: Retrieving /wiki/Kendrick_Lamar, (92 left in queue)
70: Retrieving /wiki/Big_K.R.I.T., (93 left in queue)
71: Retrieving /wiki/Scarface_(rapper), (93 left in queue)
72: Retrieving /wiki/Chance_the_Rapper, (92 left in queue)
73: Retrieving /wiki/Jim_Jones_(rapper), (94 left in queue)
74: Retrieving /wiki/Vado_(rapper), (94 left in queue)
75: Retrieving /wiki/Ice_Cube, (93 left in queue)
76: Retrieving /wiki/Kurupt, (92 left in queue)
77: Retrieving /wiki/Xzibit, (91 left in queue)
78: Retrieving /wiki/David_Banner, (90 left in queue)
79: Retrieving /wiki/E-40, (89 left in queue)
80: Retrieving /wiki/Tech_N9ne, (89 left in queue)
81: Retrieving /wiki/DJ_Drama, (90 left in queue)
82: Retrieving /wiki/The_Lady_of_Rage, (89 left in queue)
83: Retrieving /wiki/Royce_da_5%279%22, (88 left in queue)
84: Retrieving /wiki/MC_Hammer, (87 left in queue)
85: Retrieving /wiki/B.o.B, (88 left in queue)
86: Retrieving /wiki/Yelawolf, (89 left in queue)
87: Retrieving /wiki/Stat_Quo, (88 left in queue)
88: Retrieving /wiki/Redman_(rapper), (87 left in queue)
89: Retrieving /wiki/Crooked_I, (86 left in queue)
90: Retrieving /wiki/Ab-Soul, (85 left in queue)
91: Retrieving /wiki/Hopsin, (84 left in queue)
92: Retrieving /wiki/Joe_Budden, (83 left in queue)
93: Retrieving /wiki/Talib_Kweli, (82 left in queue)
94: Retrieving /wiki/Juicy_J, (82 left in queue)
95: Retrieving /wiki/Mos_Def, (81 left in queue)
96: Retrieving /wiki/Black_Thought, (80 left in queue)
97: Retrieving /wiki/Vince_Staples, (81 left in queue)
98: Retrieving /wiki/Queen_Latifah, (80 left in queue)
99: Retrieving /wiki/Timbaland, (79 left in queue)
100: Retrieving /wiki/Dave_East, (80 left in queue)
101: Retrieving /wiki/Omillio_Sparks, (79 left in queue)
102: Retrieving /wiki/Jermaine_Dupri, (78 left in queue)
103: Retrieving /wiki/Mystikal, (77 left in queue)
104: Retrieving /wiki/DJ_Quik, (76 left in queue)
105: Retrieving /wiki/Willy_Northpole, (75 left in queue)
106: Retrieving /wiki/Joell_Ortiz, (74 left in queue)
107: Retrieving /wiki/Papoose_(rapper), (73 left in queue)
108: Retrieving /wiki/Rich_Homie_Quan, (72 left in queue)
109: Retrieving /wiki/Juelz_Santana, (71 left in queue)
110: Retrieving /wiki/Kevin_McCall, (70 left in queue)
111: Retrieving /wiki/Webbie, (69 left in queue)
112: Retrieving /wiki/Yung_Joc, (69 left in queue)
113: Retrieving /wiki/Wyclef_Jean, (68 left in queue)
114: Retrieving /wiki/Juvenile_(rapper), (67 left in queue)
115: Retrieving /wiki/Roscoe_Dash, (66 left in queue)
116: Retrieving /wiki/Mannie_Fresh, (65 left in queue)
117: Retrieving /wiki/DJ_Mustard, (64 left in queue)
118: Retrieving /wiki/Chevy_Woods, (64 left in queue)
119: Retrieving /wiki/Lil_Uzi_Vert, (63 left in queue)
120: Retrieving /wiki/Pill_(rapper), (62 left in queue)
121: Retrieving /wiki/Diggy_Simmons, (61 left in queue)
122: Retrieving /wiki/B.G._(rapper), (60 left in queue)
123: Retrieving /wiki/Jay_Rock, (59 left in queue)
124: Retrieving /wiki/Omarion, (58 left in queue)
125: Retrieving /wiki/Metro_Boomin, (57 left in queue)
126: Retrieving /wiki/Lil_Scrappy, (56 left in queue)
127: Retrieving /wiki/Desiigner, (55 left in queue)
128: Retrieving /wiki/Rhymefest, (54 left in queue)
129: Retrieving /wiki/Vic_Mensa, (53 left in queue)
130: Retrieving /wiki/Soulja_Boy, (52 left in queue)
131: Retrieving /wiki/Casey_Veggies, (51 left in queue)
132: Retrieving /wiki/Grandmaster_Flash, (50 left in queue)
133: Retrieving /wiki/Kardinal_Offishall, (49 left in queue)
134: Retrieving /wiki/Young_Thug, (48 left in queue)
135: Retrieving /wiki/Iggy_Azalea, (47 left in queue)
136: Retrieving /wiki/Young_Dro, (46 left in queue)
137: Retrieving /wiki/Shawty_Lo, (45 left in queue)
138: Retrieving /wiki/Rapsody, (44 left in queue)
139: Retrieving /wiki/Schoolboy_Q, (43 left in queue)
140: Retrieving /wiki/Action_Bronson, (42 left in queue)
141: Retrieving /wiki/Jay_Electronica, (42 left in queue)
142: Retrieving /wiki/Lil_Yachty, (41 left in queue)
143: Retrieving /wiki/21_Savage, (40 left in queue)
144: Retrieving /wiki/Charles_Hamilton_(rapper), (39 left in queue)
145: Retrieving /wiki/Krayzie_Bone, (38 left in queue)
146: Retrieving /wiki/Lil_Mama, (37 left in queue)
147: Retrieving /wiki/Drumma_Boy, (37 left in queue)
148: Retrieving /wiki/Fetty_Wap, (36 left in queue)
149: Retrieving /wiki/Nipsey_Hussle, (35 left in queue)
150: Retrieving /wiki/Saigon_(rapper), (34 left in queue)
151: Retrieving /wiki/K%27naan, (33 left in queue)
152: Retrieving /wiki/Kid_Ink, (32 left in queue)
153: Retrieving /wiki/Kevin_Gates, (31 left in queue)
154: Retrieving /wiki/Ras_Kass, (30 left in queue)
155: Retrieving /wiki/Problem_(rapper), (29 left in queue)
156: Retrieving /wiki/Buckshot_(rapper), (28 left in queue)
157: Retrieving /wiki/Nick_Cannon, (27 left in queue)
158: Retrieving /wiki/MC_Lyte, (26 left in queue)
159: Retrieving /wiki/Tiffany_Foxx, (25 left in queue)
160: Retrieving /wiki/Dom_Kennedy, (24 left in queue)
161: Retrieving /wiki/Chamillionaire, (23 left in queue)
162: Retrieving /wiki/Isaiah_Rashad, (22 left in queue)
163: Retrieving /wiki/Mickey_Factz, (21 left in queue)
164: Retrieving /wiki/Lecrae, (20 left in queue)
165: Retrieving /wiki/Troy_Ave, (20 left in queue)
166: Retrieving /wiki/Jon_Connor, (19 left in queue)
167: Retrieving /wiki/Jarren_Benton, (18 left in queue)
168: Retrieving /wiki/Dej_Loaf, (18 left in queue)
169: Retrieving /wiki/G-Eazy, (17 left in queue)
170: Retrieving /wiki/Snow_Tha_Product, (16 left in queue)
171: Retrieving /wiki/Rittz, (15 left in queue)
172: Retrieving /wiki/Doug_E._Fresh, (15 left in queue)
173: Retrieving /wiki/Shock_G, (14 left in queue)
174: Retrieving /wiki/Rich_Boy, (14 left in queue)
175: Retrieving /wiki/Cory_Gunz, (13 left in queue)
176: Retrieving /wiki/Jean_Grae, (12 left in queue)
177: Retrieving /wiki/Rahzel, (11 left in queue)
178: Retrieving /wiki/Joey_Badass, (10 left in queue)
179: Retrieving /wiki/Tink_(musician), (9 left in queue)
180: Retrieving /wiki/Ms._Jade, (8 left in queue)
181: Retrieving /wiki/Foxx_(rapper), (7 left in queue)
182: Retrieving /wiki/Dorrough, (6 left in queue)
183: Retrieving /wiki/Termanology, (5 left in queue)
184: Retrieving /wiki/Angel_Haze, (4 left in queue)
185: Retrieving /wiki/Andy_Mineo, (3 left in queue)
186: Retrieving /wiki/Locksmith_(rapper), (2 left in queue)
187: Retrieving /wiki/Wax_(rapper), (1 left in queue)
188: Retrieving /wiki/Money-B, (0 left in queue)



In [10]:

    
print bet_winner_crawl









    



{'/wiki/Jadakiss': {'depth': 0, 'links': ['/wiki/DMX_(rapper)', '/wiki/Pharrell_Williams', '/wiki/Swizz_Beatz', '/wiki/Yo_Gotti', '/wiki/Rick_Ross', '/wiki/Fat_Joe', '/wiki/DJ_Khaled', '/wiki/Nicki_Minaj', '/wiki/DMX_(rapper)', '/wiki/Styles_P', '/wiki/Sean_Combs', '/wiki/DMX_(rapper)', '/wiki/Snoop_Dogg', '/wiki/Swizz_Beatz', '/wiki/Styles_P', '/wiki/Eminem', '/wiki/Styles_P', '/wiki/Common_(rapper)', '/wiki/Nas', '/wiki/Beanie_Sigel', '/wiki/DJ_Khaled', '/wiki/Freeway_(rapper)', '/wiki/Beanie_Sigel', '/wiki/Swizz_Beatz', '/wiki/Fabolous', '/wiki/Ludacris', '/wiki/Busta_Rhymes', '/wiki/Twista', '/wiki/Ace_Hood', '/wiki/Fat_Joe', '/wiki/Bun_B', '/wiki/Waka_Flocka_Flame', '/wiki/The-Dream', '/wiki/Young_Jeezy', '/wiki/Wiz_Khalifa', '/wiki/Rick_Ross', '/wiki/Lil_Wayne', '/wiki/Yo_Gotti', '/wiki/Fabolous', '/wiki/Future_(rapper)', '/wiki/Styles_P', '/wiki/Fat_Joe', '/wiki/50_Cent', '/wiki/Styles_P'], 'title': 'Jadakiss'}, '/wiki/Problem_(rapper)': {'depth': 3, 'links': ['/wiki/E-40', '/wiki/Snoop_Dogg', '/wiki/Wiz_Khalifa', '/wiki/E-40', '/wiki/Snoop_Dogg', '/wiki/Nas', '/wiki/Talib_Kweli', '/wiki/Kurupt', '/wiki/DJ_Quik', '/wiki/E-40', '/wiki/YG_(rapper)', '/wiki/Kendrick_Lamar', '/wiki/Wiz_Khalifa', '/wiki/Nipsey_Hussle', '/wiki/Pharrell_Williams', '/wiki/Jim_Jones_(rapper)', '/wiki/Juvenile_(rapper)', '/wiki/Omarion', '/wiki/Wale_(rapper)', '/wiki/T.I.', '/wiki/Tyga', '/wiki/Eminem', '/wiki/Lil_Wayne', '/wiki/DJ_Quik'], 'title': 'Problem (rapper)'}, '/wiki/B.o.B': {'depth': 2, 'links': ['/wiki/Big_Boi', '/wiki/T.I.', '/wiki/Tech_N9ne', '/wiki/T.I.', '/wiki/T.I.', '/wiki/Rich_Boy', '/wiki/T.I.', '/wiki/Ludacris', '/wiki/Charles_Hamilton_(rapper)', '/wiki/Wale_(rapper)', '/wiki/Wale_(rapper)', '/wiki/Charles_Hamilton_(rapper)', '/wiki/Cory_Gunz', '/wiki/Mickey_Factz', '/wiki/Ace_Hood', '/wiki/J._Cole', '/wiki/Charles_Hamilton_(rapper)', '/wiki/T.I.', '/wiki/Lupe_Fiasco', '/wiki/Eminem', '/wiki/Kanye_West', '/wiki/Eminem', '/wiki/Tech_N9ne', '/wiki/Hopsin', '/wiki/T.I.', '/wiki/Lil_Wayne', '/wiki/Lil_Wayne', '/wiki/Big_K.R.I.T.', '/wiki/Nelly', '/wiki/T.I.', '/wiki/Eminem', '/wiki/Mos_Def', '/wiki/Roscoe_Dash', '/wiki/Meek_Mill', '/wiki/Bun_B', '/wiki/T.I.', '/wiki/Swizz_Beatz', '/wiki/Iggy_Azalea', '/wiki/T.I.', '/wiki/T.I.', '/wiki/Juicy_J', '/wiki/Mac_Miller', '/wiki/Iggy_Azalea', '/wiki/Big_Boi', '/wiki/Wiz_Khalifa', '/wiki/2_Chainz', '/wiki/Future_(rapper)', '/wiki/Kevin_Gates', '/wiki/Tech_N9ne', '/wiki/2_Chainz', '/wiki/Eminem', '/wiki/DMX_(rapper)', '/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/T.I.', '/wiki/T.I.'], 'title': 'B.o.B'}, '/wiki/Juicy_J': {'depth': 2, 'links': ['/wiki/Lil_Wayne', '/wiki/Wiz_Khalifa', '/wiki/2_Chainz', '/wiki/French_Montana', '/wiki/Wiz_Khalifa', '/wiki/Wiz_Khalifa', '/wiki/2_Chainz', '/wiki/Lil_Wayne', '/wiki/Mike_Will_Made_It', '/wiki/Nas', '/wiki/Dr._Dre', '/wiki/Wiz_Khalifa', '/wiki/Nicki_Minaj', '/wiki/Young_Jeezy', '/wiki/Yelawolf', '/wiki/Big_Sean', '/wiki/Big_Sean', '/wiki/Young_Jeezy', '/wiki/Nicki_Minaj', '/wiki/Young_Thug', '/wiki/Wiz_Khalifa', '/wiki/B.o.B', '/wiki/T.I.', '/wiki/Mike_Will_Made_It', '/wiki/Wiz_Khalifa', '/wiki/Wiz_Khalifa', '/wiki/Wiz_Khalifa', '/wiki/Eminem', '/wiki/Eminem', '/wiki/Common_(rapper)'], 'title': 'Juicy J'}, '/wiki/Schoolboy_Q': {'depth': 3, 'links': ['/wiki/50_Cent', '/wiki/Mac_Miller', '/wiki/Tyga', '/wiki/Ab-Soul', '/wiki/Jay_Rock', '/wiki/Kendrick_Lamar', '/wiki/Jay_Rock', '/wiki/Ab-Soul', '/wiki/Tyga', '/wiki/Kendrick_Lamar', '/wiki/Tyga', '/wiki/Wiz_Khalifa', '/wiki/Mac_Miller', '/wiki/Kendrick_Lamar', '/wiki/Kendrick_Lamar', '/wiki/Snoop_Dogg', '/wiki/Mac_Miller', '/wiki/Isaiah_Rashad', '/wiki/Isaiah_Rashad', '/wiki/Vince_Staples', '/wiki/Kanye_West', '/wiki/Nas', '/wiki/50_Cent', '/wiki/Kurupt', '/wiki/Sean_Combs', '/wiki/Kanye_West', '/wiki/Ab-Soul', '/wiki/Jay_Rock', '/wiki/Kendrick_Lamar', '/wiki/Ab-Soul', '/wiki/Isaiah_Rashad', '/wiki/Jay_Rock', '/wiki/Kendrick_Lamar'], 'title': 'Schoolboy Q'}, '/wiki/Redman_(rapper)': {'depth': 2, 'links': ['/wiki/Erick_Sermon', '/wiki/Eminem'], 'title': 'Redman (rapper)'}, '/wiki/Gucci_Mane': {'depth': 2, 'links': ['/wiki/Yo_Gotti', '/wiki/2_Chainz', '/wiki/Rocko_(rapper)', '/wiki/Rick_Ross', '/wiki/Young_Thug', '/wiki/Fetty_Wap', '/wiki/T.I.', '/wiki/Young_Jeezy', '/wiki/Lil_Wayne', '/wiki/Omarion', '/wiki/Young_Jeezy', '/wiki/Young_Jeezy', '/wiki/Bun_B', '/wiki/Lil_Scrappy', '/wiki/Ludacris', '/wiki/Lil%27_Kim', '/wiki/Yo_Gotti', '/wiki/Plies_(rapper)', '/wiki/Waka_Flocka_Flame', '/wiki/Swizz_Beatz', '/wiki/Drumma_Boy', '/wiki/Waka_Flocka_Flame', '/wiki/Yo_Gotti', '/wiki/Rocko_(rapper)', '/wiki/Waka_Flocka_Flame', '/wiki/Jadakiss', '/wiki/2_Chainz', '/wiki/Future_(rapper)', '/wiki/French_Montana', '/wiki/Young_Thug', '/wiki/Nicki_Minaj', '/wiki/Plies_(rapper)', '/wiki/Rocko_(rapper)', '/wiki/2_Chainz', '/wiki/Rick_Ross', '/wiki/T.I.', '/wiki/Tyga', '/wiki/Young_Thug', '/wiki/Young_Thug', '/wiki/Shawty_Lo', '/wiki/Waka_Flocka_Flame', '/wiki/Mike_Will_Made_It', '/wiki/Young_Thug', '/wiki/Fetty_Wap', '/wiki/Metro_Boomin', '/wiki/Fetty_Wap', '/wiki/2_Chainz', '/wiki/Future_(rapper)', '/wiki/Future_(rapper)', '/wiki/Young_Jeezy', '/wiki/DJ_Drama', '/wiki/Young_Jeezy', '/wiki/Waka_Flocka_Flame', '/wiki/2_Chainz', '/wiki/Eminem', '/wiki/Young_Jeezy', '/wiki/T.I.', '/wiki/Yo_Gotti', '/wiki/Waka_Flocka_Flame', '/wiki/Nicki_Minaj', '/wiki/Tyga', '/wiki/Kendrick_Lamar', '/wiki/Waka_Flocka_Flame', '/wiki/Future_(rapper)'], 'title': 'Gucci Mane'}, '/wiki/Tech_N9ne': {'depth': 2, 'links': ['/wiki/Snow_Tha_Product', '/wiki/Twista', '/wiki/E-40', '/wiki/Rittz', '/wiki/Eminem', '/wiki/Xzibit', '/wiki/KRS-One', '/wiki/B.o.B', '/wiki/E-40', '/wiki/Snoop_Dogg', '/wiki/Hopsin', '/wiki/T-Pain', '/wiki/Jay_Rock', '/wiki/Busta_Rhymes', '/wiki/Twista', '/wiki/Lil_Wayne', '/wiki/Yelawolf', '/wiki/Rick_Ross', '/wiki/Twista', '/wiki/T-Pain', '/wiki/B.o.B', '/wiki/Big_K.R.I.T.', '/wiki/Kendrick_Lamar', '/wiki/T-Pain', '/wiki/Snow_Tha_Product', '/wiki/Wiz_Khalifa', '/wiki/Jarren_Benton', '/wiki/Eminem', '/wiki/B.o.B', '/wiki/Lil_Wayne', '/wiki/2_Chainz', '/wiki/T.I.', '/wiki/Hopsin', '/wiki/E-40', '/wiki/Yo_Gotti', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/B.o.B', '/wiki/Kendrick_Lamar', '/wiki/Big_K.R.I.T.'], 'title': 'Tech N9ne'}, '/wiki/Jim_Jones_(rapper)': {'depth': 2, 'links': ['/wiki/Lil_Wayne', '/wiki/Juelz_Santana', '/wiki/Remy_Ma', '/wiki/The_Game_(rapper)', '/wiki/Juelz_Santana', '/wiki/Sean_Combs', '/wiki/Lil_Wayne', '/wiki/Juelz_Santana', '/wiki/Twista', '/wiki/Lil_Wayne', '/wiki/T.I.', '/wiki/Juelz_Santana', '/wiki/Juelz_Santana', '/wiki/Dr._Dre', '/wiki/Raekwon', '/wiki/Wyclef_Jean', '/wiki/Drumma_Boy', '/wiki/Meek_Mill', '/wiki/2_Chainz', '/wiki/Yo_Gotti', '/wiki/Jadakiss', '/wiki/Juelz_Santana', '/wiki/DJ_Khaled', '/wiki/Swizz_Beatz', '/wiki/DJ_Mustard', '/wiki/Sean_Combs', '/wiki/T.I.', '/wiki/Young_Dro', '/wiki/Juelz_Santana', '/wiki/Juicy_J', '/wiki/Jadakiss', '/wiki/Styles_P', '/wiki/Dej_Loaf', '/wiki/The_Game_(rapper)', '/wiki/Juelz_Santana'], 'title': 'Jim Jones (rapper)'}, '/wiki/Black_Thought': {'depth': 2, 'links': ['/wiki/Rahzel', '/wiki/Talib_Kweli', '/wiki/Common_(rapper)', '/wiki/Kanye_West', '/wiki/Raekwon', '/wiki/Lupe_Fiasco', '/wiki/Mos_Def', '/wiki/Common_(rapper)', '/wiki/Common_(rapper)', '/wiki/Common_(rapper)', '/wiki/Common_(rapper)', '/wiki/Mos_Def', '/wiki/Talib_Kweli', '/wiki/Styles_P', '/wiki/Wale_(rapper)', '/wiki/Raekwon', '/wiki/Saigon_(rapper)', '/wiki/DJ_Khaled', '/wiki/Jon_Connor', '/wiki/Jay_Rock', '/wiki/Talib_Kweli', '/wiki/Ab-Soul', '/wiki/Raekwon', '/wiki/Joey_Badass', '/wiki/Action_Bronson', '/wiki/Royce_da_5%279%22', '/wiki/Royce_da_5%279%22', '/wiki/Rahzel'], 'title': 'Black Thought'}, '/wiki/Joe_Budden': {'depth': 2, 'links': ['/wiki/Eminem', '/wiki/Fabolous', '/wiki/Styles_P', '/wiki/Royce_da_5%279%22', '/wiki/Joell_Ortiz', '/wiki/Crooked_I', '/wiki/Busta_Rhymes', '/wiki/Crooked_I', '/wiki/Royce_da_5%279%22', '/wiki/Joell_Ortiz', '/wiki/Eminem', '/wiki/Busta_Rhymes', '/wiki/B.o.B', '/wiki/Lil_Wayne', '/wiki/Fabolous', '/wiki/Twista', '/wiki/Wiz_Khalifa', '/wiki/French_Montana', '/wiki/Kirko_Bangz', '/wiki/Juicy_J', '/wiki/Omarion', '/wiki/Joell_Ortiz', '/wiki/Royce_da_5%279%22'], 'title': 'Joe Budden'}, '/wiki/Lil_Yachty': {'depth': 3, 'links': ['/wiki/Soulja_Boy', '/wiki/Kanye_West', '/wiki/Chance_the_Rapper'], 'title': 'Lil Yachty'}, '/wiki/Keith_Murray_(rapper)': {'depth': 2, 'links': ['/wiki/LL_Cool_J', '/wiki/Busta_Rhymes', '/wiki/Redman_(rapper)', '/wiki/Erick_Sermon', '/wiki/Redman_(rapper)'], 'title': 'Keith Murray (rapper)'}, '/wiki/Angel_Haze': {'depth': 4, 'links': ['/wiki/Eminem'], 'title': 'Angel Haze'}, '/wiki/50_Cent': {'depth': 1, 'links': ['/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/Snoop_Dogg', '/wiki/Nas', '/wiki/Busta_Rhymes', '/wiki/The_Game_(rapper)', '/wiki/LL_Cool_J', '/wiki/Eminem', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/Nelly', '/wiki/Kurupt', '/wiki/DMX_(rapper)', '/wiki/Wyclef_Jean', '/wiki/Nas', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/The_Game_(rapper)', '/wiki/Lil_Scrappy', '/wiki/LL_Cool_J', '/wiki/Freeway_(rapper)', '/wiki/Kanye_West', '/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/Royce_da_5%279%22', '/wiki/Swizz_Beatz', '/wiki/2_Chainz', '/wiki/T.I.', '/wiki/KRS-One', '/wiki/LL_Cool_J', '/wiki/Nas', '/wiki/Rakim', '/wiki/Timbaland', '/wiki/Kanye_West', '/wiki/Meek_Mill', '/wiki/The_Game_(rapper)', '/wiki/Nas', '/wiki/Jadakiss', '/wiki/Fat_Joe', '/wiki/Sean_Combs', '/wiki/Rick_Ross', '/wiki/Eminem', '/wiki/The_Game_(rapper)', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/Lil_Jon', '/wiki/Ludacris', '/wiki/T-Pain', '/wiki/Pharrell_Williams', '/wiki/Eminem'], 'title': '50 Cent'}, '/wiki/Kanye_West': {'depth': 2, 'links': ['/wiki/Big_Sean', '/wiki/Twista', '/wiki/Pusha_T', '/wiki/Raekwon', '/wiki/Young_Jeezy', '/wiki/Common_(rapper)', '/wiki/2_Chainz', '/wiki/Desiigner', '/wiki/T.I.', '/wiki/Chance_the_Rapper', '/wiki/Rhymefest', '/wiki/Jermaine_Dupri', '/wiki/Nas', '/wiki/Raekwon', '/wiki/Eminem', '/wiki/Beanie_Sigel', '/wiki/Freeway_(rapper)', '/wiki/Ludacris', '/wiki/Twista', '/wiki/Common_(rapper)', '/wiki/50_Cent', '/wiki/Pusha_T', '/wiki/Kendrick_Lamar', '/wiki/Vic_Mensa', '/wiki/Kendrick_Lamar', '/wiki/Chance_the_Rapper', '/wiki/Big_Sean', '/wiki/Gucci_Mane', '/wiki/Desiigner', '/wiki/Yo_Gotti', '/wiki/2_Chainz', '/wiki/LL_Cool_J', '/wiki/Common_(rapper)', '/wiki/Big_Sean', '/wiki/Pusha_T', '/wiki/Mos_Def', '/wiki/Nicki_Minaj', '/wiki/Rhymefest', '/wiki/Wiz_Khalifa', '/wiki/Future_(rapper)', '/wiki/Soulja_Boy', '/wiki/Wale_(rapper)', '/wiki/Lupe_Fiasco', '/wiki/Rakim', '/wiki/Nicki_Minaj', '/wiki/Casey_Veggies', '/wiki/Pharrell_Williams', '/wiki/Lupe_Fiasco', '/wiki/Kendrick_Lamar', '/wiki/Chance_the_Rapper'], 'title': 'Kanye West'}, '/wiki/Stat_Quo': {'depth': 2, 'links': ['/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/50_Cent', '/wiki/Busta_Rhymes', '/wiki/Talib_Kweli', '/wiki/Scarface_(rapper)', '/wiki/Dr._Dre', '/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/50_Cent', '/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/The_Game_(rapper)', '/wiki/Dr._Dre', '/wiki/Jermaine_Dupri', '/wiki/The_Game_(rapper)', '/wiki/Chamillionaire', '/wiki/Ludacris', '/wiki/50_Cent', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/Dr._Dre', '/wiki/Wiz_Khalifa', '/wiki/Eminem', '/wiki/Dr._Dre'], 'title': 'Stat Quo'}, '/wiki/Jay_Electronica': {'depth': 3, 'links': ['/wiki/Mos_Def', '/wiki/Nas', '/wiki/Nas', '/wiki/Young_Jeezy', '/wiki/Royce_da_5%279%22', '/wiki/Soulja_Boy', '/wiki/J._Cole', '/wiki/Mos_Def', '/wiki/Big_Sean', '/wiki/Kendrick_Lamar', '/wiki/Common_(rapper)', '/wiki/Vince_Staples', '/wiki/Mos_Def', '/wiki/Raekwon', '/wiki/Yelawolf', '/wiki/Jean_Grae', '/wiki/Joell_Ortiz', '/wiki/Swizz_Beatz', '/wiki/Mac_Miller', '/wiki/Big_Sean', '/wiki/Kendrick_Lamar', '/wiki/Rapsody', '/wiki/Common_(rapper)', '/wiki/Vince_Staples', '/wiki/Royce_da_5%279%22', '/wiki/Chance_the_Rapper'], 'title': 'Jay Electronica'}, '/wiki/Mystikal': {'depth': 2, 'links': ['/wiki/Ludacris', '/wiki/Snoop_Dogg', '/wiki/Busta_Rhymes', '/wiki/Pharrell_Williams', '/wiki/Mannie_Fresh', '/wiki/Lil_Wayne', '/wiki/LL_Cool_J', '/wiki/Doug_E._Fresh', '/wiki/Lil_Wayne', '/wiki/B.G._(rapper)', '/wiki/Ludacris', '/wiki/Krayzie_Bone', '/wiki/Lil_Wayne', '/wiki/Busta_Rhymes', '/wiki/Lil_Wayne', '/wiki/Tech_N9ne', '/wiki/Birdman_(rapper)'], 'title': 'Mystikal'}, '/wiki/Birdman_(rapper)': {'depth': 2, 'links': ['/wiki/Lil_Wayne', '/wiki/Nicki_Minaj', '/wiki/B.G._(rapper)', '/wiki/Juvenile_(rapper)', '/wiki/Rick_Ross', '/wiki/Mannie_Fresh', '/wiki/Lil_Wayne', '/wiki/Mannie_Fresh', '/wiki/Lil_Wayne', '/wiki/Jim_Jones_(rapper)', '/wiki/Fat_Joe', '/wiki/Young_Jeezy', '/wiki/Lil_Wayne', '/wiki/Lil_Wayne', '/wiki/Tyga', '/wiki/Rick_Ross', '/wiki/Young_Jeezy', '/wiki/Bun_B', '/wiki/Nicki_Minaj', '/wiki/French_Montana', '/wiki/DJ_Khaled', '/wiki/Meek_Mill', '/wiki/Future_(rapper)', '/wiki/Ace_Hood', '/wiki/2_Chainz', '/wiki/Young_Thug', '/wiki/Rich_Homie_Quan', '/wiki/Nipsey_Hussle', '/wiki/Lil_Wayne', '/wiki/Lil_Wayne', '/wiki/Young_Thug', '/wiki/Rich_Homie_Quan', '/wiki/Mannie_Fresh'], 'title': 'Birdman (rapper)'}, '/wiki/Snow_Tha_Product': {'depth': 3, 'links': ['/wiki/Tech_N9ne', '/wiki/Crooked_I', '/wiki/50_Cent', '/wiki/Tech_N9ne', '/wiki/Lupe_Fiasco', '/wiki/Crooked_I', '/wiki/Joell_Ortiz', '/wiki/Ludacris', '/wiki/Eminem', '/wiki/Busta_Rhymes', '/wiki/Tech_N9ne'], 'title': 'Snow Tha Product'}, '/wiki/Rich_Homie_Quan': {'depth': 2, 'links': ['/wiki/Young_Thug', '/wiki/Birdman_(rapper)', '/wiki/Gucci_Mane', '/wiki/Wiz_Khalifa', '/wiki/Yo_Gotti', '/wiki/T.I.', '/wiki/Young_Jeezy', '/wiki/Gucci_Mane', '/wiki/T.I.', '/wiki/Lil_Wayne', '/wiki/Gucci_Mane', '/wiki/Young_Thug', '/wiki/Future_(rapper)', '/wiki/YG_(rapper)', '/wiki/Young_Jeezy', '/wiki/2_Chainz', '/wiki/Problem_(rapper)', '/wiki/Problem_(rapper)', '/wiki/Birdman_(rapper)', '/wiki/Young_Thug'], 'title': 'Rich Homie Quan'}, '/wiki/Metro_Boomin': {'depth': 2, 'links': ['/wiki/Future_(rapper)', '/wiki/Young_Thug', 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'/wiki/Chance_the_Rapper', '/wiki/Rick_Ross', '/wiki/Lil_Wayne', '/wiki/Birdman_(rapper)', '/wiki/Jadakiss', '/wiki/Rick_Ross', '/wiki/Lil_Wayne', '/wiki/Birdman_(rapper)', '/wiki/Jadakiss', '/wiki/Ace_Hood', '/wiki/Plies_(rapper)', '/wiki/Bun_B', '/wiki/Akon', '/wiki/T-Pain', '/wiki/Big_Sean', '/wiki/Fat_Joe', '/wiki/Busta_Rhymes', '/wiki/T.I.', '/wiki/Meek_Mill', '/wiki/Nas', '/wiki/French_Montana', '/wiki/Future_(rapper)', '/wiki/Fabolous', '/wiki/Wale_(rapper)', '/wiki/Kanye_West', '/wiki/Beanie_Sigel', '/wiki/Jim_Jones_(rapper)', '/wiki/Ludacris', '/wiki/Vado_(rapper)', '/wiki/Nicki_Minaj', '/wiki/J._Cole', '/wiki/Wiz_Khalifa', '/wiki/2_Chainz', '/wiki/Young_Jeezy', '/wiki/Ludacris', '/wiki/Busta_Rhymes', '/wiki/Big_Boi', '/wiki/Lil_Wayne', '/wiki/Fat_Joe', '/wiki/Akon', '/wiki/T.I.', '/wiki/Rick_Ross', '/wiki/Fat_Joe', '/wiki/Birdman_(rapper)', '/wiki/Lil_Wayne', '/wiki/Young_Jeezy', '/wiki/Ludacris', '/wiki/Busta_Rhymes', '/wiki/Big_Boi', '/wiki/Rick_Ross', '/wiki/T-Pain', '/wiki/Busta_Rhymes', '/wiki/Sean_Combs', '/wiki/Fabolous', '/wiki/Fat_Joe', '/wiki/Jadakiss', '/wiki/Nicki_Minaj', '/wiki/T-Pain', '/wiki/Ludacris', '/wiki/Rick_Ross', '/wiki/Snoop_Dogg', '/wiki/Rick_Ross', '/wiki/Lil_Wayne', '/wiki/Future_(rapper)', '/wiki/Rick_Ross', '/wiki/Lil_Wayne', '/wiki/Fat_Joe', '/wiki/Ace_Hood'], 'title': 'DJ Khaled'}, '/wiki/Xzibit': {'depth': 2, 'links': ['/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/50_Cent', '/wiki/Snoop_Dogg', '/wiki/DJ_Quik', '/wiki/Eminem', '/wiki/Snoop_Dogg', '/wiki/Ice_Cube', '/wiki/Dr._Dre', '/wiki/Timbaland', '/wiki/50_Cent', '/wiki/Dr._Dre', '/wiki/Snoop_Dogg', '/wiki/Eminem', '/wiki/Eminem', '/wiki/Ice_Cube', '/wiki/Ras_Kass', '/wiki/50_Cent', '/wiki/Busta_Rhymes', '/wiki/Kurupt', '/wiki/T-Pain', '/wiki/The_Game_(rapper)', '/wiki/Dr._Dre', '/wiki/Snoop_Dogg'], 'title': 'Xzibit'}, '/wiki/Busta_Rhymes': {'depth': 1, 'links': ['/wiki/DMX_(rapper)', '/wiki/Swizz_Beatz', '/wiki/Sean_Combs', '/wiki/Dr._Dre', '/wiki/Lil_Wayne', '/wiki/Redman_(rapper)', '/wiki/KRS-One', '/wiki/Ice_Cube', '/wiki/Sean_Combs', '/wiki/LL_Cool_J', '/wiki/Sean_Combs', '/wiki/DMX_(rapper)', '/wiki/Lil%27_Kim', '/wiki/Snoop_Dogg', '/wiki/Mystikal', '/wiki/Dr._Dre', '/wiki/Swizz_Beatz', '/wiki/Raekwon', '/wiki/Nas', '/wiki/Eminem', '/wiki/T-Pain', '/wiki/Lil_Wayne', '/wiki/Tech_N9ne', '/wiki/Fat_Joe', '/wiki/Kanye_West', '/wiki/Jadakiss', '/wiki/Lil_Wayne', '/wiki/Rick_Ross', '/wiki/Gucci_Mane', '/wiki/Pharrell_Williams', '/wiki/Nicki_Minaj', '/wiki/B.o.B', '/wiki/Black_Thought', '/wiki/Joell_Ortiz', '/wiki/DJ_Khaled', '/wiki/Rick_Ross', '/wiki/T-Pain', '/wiki/Sean_Combs', '/wiki/Fabolous', '/wiki/Fat_Joe', '/wiki/Jadakiss', '/wiki/Nicki_Minaj', '/wiki/Lil_Wayne', '/wiki/Sean_Combs', '/wiki/Pharrell_Williams', '/wiki/Lil_Wayne', '/wiki/Papoose_(rapper)', '/wiki/DMX_(rapper)', '/wiki/Birdman_(rapper)', '/wiki/Dr._Dre'], 'title': 'Busta Rhymes'}, '/wiki/Lil_Wayne': {'depth': 1, 'links': ['/wiki/Birdman_(rapper)', '/wiki/2_Chainz', '/wiki/Eminem', '/wiki/DJ_Drama', '/wiki/Future_(rapper)', '/wiki/DJ_Khaled', '/wiki/Juelz_Santana', '/wiki/Nicki_Minaj', '/wiki/Rick_Ross', '/wiki/T.I.', '/wiki/T-Pain', '/wiki/The_Game_(rapper)', '/wiki/Young_Jeezy', '/wiki/B.G._(rapper)', '/wiki/Juvenile_(rapper)', '/wiki/Birdman_(rapper)', '/wiki/B.G._(rapper)', '/wiki/Juvenile_(rapper)', '/wiki/B.G._(rapper)', '/wiki/Mannie_Fresh', '/wiki/T.I.', '/wiki/Mannie_Fresh', '/wiki/Birdman_(rapper)', '/wiki/Fat_Joe', '/wiki/DJ_Khaled', '/wiki/Akon', '/wiki/T.I.', '/wiki/Rick_Ross', '/wiki/Wyclef_Jean', '/wiki/Akon', '/wiki/DJ_Khaled', '/wiki/T-Pain', '/wiki/Young_Jeezy', '/wiki/Ludacris', '/wiki/Busta_Rhymes', '/wiki/Big_Boi', '/wiki/Kanye_West', '/wiki/50_Cent', '/wiki/Ludacris', '/wiki/Akon', '/wiki/The_Game_(rapper)', '/wiki/David_Banner', '/wiki/T.I.', '/wiki/Jay_Rock', '/wiki/Kanye_West', '/wiki/T-Pain', '/wiki/T.I.', '/wiki/Eminem', '/wiki/Birdman_(rapper)', '/wiki/Rick_Ross', '/wiki/2_Chainz', '/wiki/T.I.', '/wiki/Vado_(rapper)', '/wiki/Birdman_(rapper)', '/wiki/2_Chainz', '/wiki/2_Chainz', '/wiki/Juelz_Santana', '/wiki/T-Pain', '/wiki/Kanye_West', '/wiki/Juelz_Santana', '/wiki/The-Dream', '/wiki/Eminem', '/wiki/Wiz_Khalifa', '/wiki/Nicki_Minaj', '/wiki/Nas', '/wiki/David_Banner', '/wiki/Birdman_(rapper)', '/wiki/Pusha_T', '/wiki/Birdman_(rapper)', '/wiki/Ludacris', '/wiki/Birdman_(rapper)', '/wiki/Kanye_West', '/wiki/Birdman_(rapper)', '/wiki/Jadakiss', '/wiki/Eminem', '/wiki/Omarion', '/wiki/Birdman_(rapper)', '/wiki/Birdman_(rapper)', '/wiki/B.G._(rapper)', '/wiki/Juvenile_(rapper)', '/wiki/Birdman_(rapper)'], 'title': 'Lil Wayne'}, '/wiki/YG_(rapper)': {'depth': 2, 'links': ['/wiki/DJ_Mustard', '/wiki/Nipsey_Hussle', '/wiki/Young_Jeezy', '/wiki/Young_Jeezy', '/wiki/Rich_Homie_Quan', '/wiki/Yo_Gotti', '/wiki/Rich_Homie_Quan', '/wiki/Krayzie_Bone', '/wiki/Nipsey_Hussle', '/wiki/50_Cent', '/wiki/Young_Jeezy', '/wiki/Rich_Homie_Quan', '/wiki/Lil_Wayne', '/wiki/Nicki_Minaj', '/wiki/Meek_Mill', '/wiki/DJ_Mustard'], 'title': 'YG (rapper)'}, '/wiki/Snoop_Dogg': {'depth': 1, 'links': ['/wiki/Dr._Dre', '/wiki/50_Cent', '/wiki/Eminem', '/wiki/Kendrick_Lamar', '/wiki/Ice_Cube', '/wiki/Dr._Dre', '/wiki/Dr._Dre', '/wiki/Kurupt', '/wiki/Lil_Jon', '/wiki/Xzibit', '/wiki/David_Banner', '/wiki/E-40', '/wiki/The-Dream', '/wiki/Tech_N9ne', '/wiki/E-40', '/wiki/DJ_Drama', '/wiki/Pharrell_Williams', '/wiki/Lil_Jon', '/wiki/Wiz_Khalifa', '/wiki/Wiz_Khalifa', '/wiki/Kurupt', '/wiki/The_Lady_of_Rage'], 'title': 'Snoop Dogg'}, '/wiki/Mannie_Fresh': {'depth': 2, 'links': ['/wiki/T.I.', '/wiki/Rick_Ross', '/wiki/Mystikal', '/wiki/Lil_Wayne', '/wiki/Mos_Def', '/wiki/Birdman_(rapper)', '/wiki/Lil_Wayne', '/wiki/B.G._(rapper)', '/wiki/Juvenile_(rapper)', '/wiki/Lil_Jon', '/wiki/Birdman_(rapper)', '/wiki/Birdman_(rapper)'], 'title': 'Mannie Fresh'}, '/wiki/Wale_(rapper)': {'depth': 2, 'links': ['/wiki/Rick_Ross', '/wiki/Meek_Mill', '/wiki/Omarion', '/wiki/J._Cole', '/wiki/Big_Sean', '/wiki/Saigon_(rapper)', '/wiki/Rhymefest', '/wiki/Lupe_Fiasco', '/wiki/Kardinal_Offishall', '/wiki/K%27naan', '/wiki/Talib_Kweli', '/wiki/Joell_Ortiz', '/wiki/Beanie_Sigel', '/wiki/J._Cole', '/wiki/Bun_B', '/wiki/Gucci_Mane', '/wiki/Bun_B', '/wiki/J._Cole', '/wiki/Gucci_Mane', '/wiki/Waka_Flocka_Flame', '/wiki/Roscoe_Dash', '/wiki/Drumma_Boy', '/wiki/Wiz_Khalifa', '/wiki/Kanye_West', '/wiki/Bun_B', '/wiki/Pusha_T', '/wiki/Lil_Wayne', '/wiki/J._Cole', '/wiki/Rick_Ross', '/wiki/Pusha_T', '/wiki/J._Cole', '/wiki/Big_Sean', '/wiki/Rick_Ross', '/wiki/2_Chainz', '/wiki/Scarface_(rapper)', '/wiki/Nipsey_Hussle', '/wiki/French_Montana', '/wiki/Pusha_T', '/wiki/J._Cole'], 'title': 'Wale (rapper)'}, '/wiki/Ras_Kass': {'depth': 3, 'links': ['/wiki/Kurupt', '/wiki/Xzibit', '/wiki/Mystikal', '/wiki/Dr._Dre', '/wiki/Crooked_I', '/wiki/Kurupt', '/wiki/Xzibit', '/wiki/Ice_Cube', '/wiki/Rakim', '/wiki/Scarface_(rapper)', '/wiki/KRS-One', '/wiki/Twista', '/wiki/Xzibit', '/wiki/Dr._Dre', '/wiki/Kurupt', '/wiki/Jadakiss', '/wiki/The_Game_(rapper)', '/wiki/Crooked_I', '/wiki/Freeway_(rapper)', '/wiki/Kendrick_Lamar', '/wiki/Talib_Kweli'], 'title': 'Ras Kass'}, '/wiki/Bow_Wow_(rapper)': {'depth': 2, 'links': ['/wiki/Jermaine_Dupri', '/wiki/Snoop_Dogg', '/wiki/Soulja_Boy', '/wiki/Omarion', '/wiki/T-Pain', '/wiki/Lil_Wayne', '/wiki/Snoop_Dogg', '/wiki/Jermaine_Dupri', '/wiki/Snoop_Dogg', '/wiki/Birdman_(rapper)', '/wiki/Jermaine_Dupri', '/wiki/Birdman_(rapper)', '/wiki/Omarion', '/wiki/Jermaine_Dupri', '/wiki/T-Pain', '/wiki/T.I.', '/wiki/Soulja_Boy', '/wiki/Nicki_Minaj', '/wiki/Lil_Wayne', '/wiki/Birdman_(rapper)', '/wiki/Birdman_(rapper)', '/wiki/DJ_Khaled', '/wiki/Fabolous', '/wiki/Lil_Wayne', '/wiki/Nas', '/wiki/Nelly', '/wiki/Snoop_Dogg', '/wiki/DMX_(rapper)', '/wiki/Styles_P', '/wiki/Talib_Kweli', '/wiki/Lil_Wayne', '/wiki/T-Pain', '/wiki/Sean_Combs', '/wiki/Soulja_Boy', '/wiki/Ice_Cube', '/wiki/Snoop_Dogg', '/wiki/Omarion', '/wiki/Soulja_Boy', '/wiki/Birdman_(rapper)'], 'title': 'Bow Wow (rapper)'}, '/wiki/Money-B': {'depth': 4, 'links': ['/wiki/Shock_G'], 'title': 'Money-B'}, '/wiki/Wax_(rapper)': {'depth': 4, 'links': [], 'title': 'Wax (rapper)'}, '/wiki/Termanology': {'depth': 4, 'links': ['/wiki/Action_Bronson', '/wiki/Kid_Ink', '/wiki/Cory_Gunz'], 'title': 'Termanology'}, '/wiki/Lil_Jon': {'depth': 2, 'links': ['/wiki/E-40', '/wiki/Ice_Cube', '/wiki/Snoop_Dogg', '/wiki/Ludacris', '/wiki/Lil_Scrappy', '/wiki/Ludacris', '/wiki/Mystikal', '/wiki/Krayzie_Bone', '/wiki/Ludacris', '/wiki/E-40', '/wiki/Ice_Cube', '/wiki/Soulja_Boy', '/wiki/Waka_Flocka_Flame', '/wiki/Tyga', '/wiki/Dr._Dre', '/wiki/Ludacris', '/wiki/Snoop_Dogg', '/wiki/50_Cent', '/wiki/Ludacris', '/wiki/T-Pain', '/wiki/Pharrell_Williams'], 'title': 'Lil Jon'}, '/wiki/Rakim': {'depth': 2, 'links': ['/wiki/Nas', '/wiki/KRS-One', '/wiki/Dr._Dre', '/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/Dr._Dre', '/wiki/Pharrell_Williams', '/wiki/DMX_(rapper)', '/wiki/LL_Cool_J', '/wiki/KRS-One', '/wiki/KRS-One', '/wiki/Raekwon', '/wiki/Nas', '/wiki/Eminem', '/wiki/50_Cent', '/wiki/Dr._Dre'], 'title': 'Rakim'}, '/wiki/Kurupt': {'depth': 2, 'links': ['/wiki/Snoop_Dogg', '/wiki/Dr._Dre', '/wiki/Xzibit', '/wiki/DJ_Quik', '/wiki/Snoop_Dogg', '/wiki/Dr._Dre', '/wiki/Buckshot_(rapper)', '/wiki/DMX_(rapper)', '/wiki/Ras_Kass', '/wiki/Crooked_I', '/wiki/DJ_Drama', '/wiki/DJ_Quik', '/wiki/Joell_Ortiz', '/wiki/E-40', '/wiki/Crooked_I', '/wiki/Kendrick_Lamar', '/wiki/Ice_Cube', '/wiki/Eminem', '/wiki/Redman_(rapper)', '/wiki/Jadakiss', '/wiki/Nas', '/wiki/DJ_Quik', '/wiki/DJ_Quik', '/wiki/Snoop_Dogg', '/wiki/The_Lady_of_Rage'], 'title': 'Kurupt'}, '/wiki/Lil_Scrappy': {'depth': 2, 'links': ['/wiki/Yung_Joc', '/wiki/50_Cent', '/wiki/Lil_Jon', '/wiki/Lil_Jon', '/wiki/Yung_Joc', '/wiki/Lil_Jon', '/wiki/50_Cent', '/wiki/Young_Dro', '/wiki/Lil_Jon', '/wiki/50_Cent', '/wiki/Lil_Jon', '/wiki/E-40', '/wiki/Lil_Jon', '/wiki/2_Chainz', '/wiki/Twista', '/wiki/50_Cent'], 'title': 'Lil Scrappy'}, '/wiki/MC_Hammer': {'depth': 2, 'links': ['/wiki/Doug_E._Fresh', '/wiki/Rick_Ross', '/wiki/Sean_Combs', '/wiki/Juvenile_(rapper)', '/wiki/Doug_E._Fresh', '/wiki/Doug_E._Fresh', '/wiki/LL_Cool_J', '/wiki/Ice_Cube', '/wiki/LL_Cool_J', '/wiki/Doug_E._Fresh', '/wiki/Eminem', '/wiki/Redman_(rapper)', '/wiki/Snoop_Dogg', '/wiki/Eminem', '/wiki/Busta_Rhymes', '/wiki/Lil_Jon', '/wiki/Lil_Jon', '/wiki/Kanye_West', '/wiki/Swizz_Beatz', '/wiki/Shock_G', '/wiki/Rick_Ross', '/wiki/Doug_E._Fresh', '/wiki/Sean_Combs', '/wiki/Mystikal', '/wiki/Chamillionaire', '/wiki/Rick_Ross', '/wiki/Sean_Combs', '/wiki/DJ_Khaled'], 'title': 'MC Hammer'}, '/wiki/Jon_Connor': {'depth': 3, 'links': ['/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/Rick_Ross', '/wiki/50_Cent', '/wiki/Freeway_(rapper)', '/wiki/Eminem', '/wiki/Big_K.R.I.T.', '/wiki/Bun_B', '/wiki/Kid_Ink', '/wiki/Xzibit', '/wiki/Dr._Dre', '/wiki/Royce_da_5%279%22', '/wiki/Talib_Kweli', '/wiki/Busta_Rhymes', '/wiki/The_Game_(rapper)', '/wiki/Scarface_(rapper)', '/wiki/Nas', '/wiki/Rick_Ross', '/wiki/Big_Sean', '/wiki/Dr._Dre'], 'title': 'Jon Connor'}, '/wiki/Scarface_(rapper)': {'depth': 2, 'links': ['/wiki/Ice_Cube', '/wiki/Nas', '/wiki/Beanie_Sigel', '/wiki/Ice_Cube', '/wiki/Akon', '/wiki/Ludacris', '/wiki/Freeway_(rapper)', '/wiki/Beanie_Sigel', '/wiki/Tech_N9ne', '/wiki/Eminem'], 'title': 'Scarface (rapper)'}, '/wiki/The-Dream': {'depth': 1, 'links': ['/wiki/Kanye_West', '/wiki/T.I.', '/wiki/Fabolous', '/wiki/Pusha_T', '/wiki/Rick_Ross', '/wiki/Fabolous', '/wiki/Kanye_West', '/wiki/Lil_Jon', '/wiki/T-Pain', '/wiki/Kanye_West', '/wiki/Big_Sean', '/wiki/Pusha_T', '/wiki/2_Chainz', '/wiki/Fabolous', '/wiki/Yung_Joc', '/wiki/Sean_Combs', '/wiki/Plies_(rapper)', '/wiki/LL_Cool_J', '/wiki/Rick_Ross', '/wiki/Fabolous', '/wiki/Snoop_Dogg', '/wiki/Timbaland', '/wiki/Fabolous', '/wiki/Kanye_West'], 'title': 'The-Dream'}, '/wiki/Beanie_Sigel': {'depth': 1, 'links': ['/wiki/Raekwon', '/wiki/Scarface_(rapper)', '/wiki/Kanye_West', '/wiki/Freeway_(rapper)', '/wiki/Freeway_(rapper)', '/wiki/Omillio_Sparks', '/wiki/50_Cent', '/wiki/Scarface_(rapper)', '/wiki/50_Cent', '/wiki/Jadakiss', '/wiki/DMX_(rapper)', '/wiki/Jadakiss', '/wiki/Jadakiss', '/wiki/Meek_Mill', '/wiki/Freeway_(rapper)', '/wiki/Freeway_(rapper)', '/wiki/Omillio_Sparks'], 'title': 'Beanie Sigel'}, '/wiki/Papoose_(rapper)': {'depth': 2, 'links': ['/wiki/Remy_Ma', '/wiki/Busta_Rhymes', '/wiki/Remy_Ma', '/wiki/Remy_Ma', '/wiki/Fat_Joe', '/wiki/French_Montana', '/wiki/Remy_Ma'], 'title': 'Papoose (rapper)'}, '/wiki/Action_Bronson': {'depth': 3, 'links': ['/wiki/Eminem', '/wiki/Vince_Staples', '/wiki/Raekwon', '/wiki/Wiz_Khalifa', '/wiki/Nas', '/wiki/Erick_Sermon', '/wiki/Mike_Will_Made_It', '/wiki/DJ_Mustard', '/wiki/J._Cole', '/wiki/Kendrick_Lamar', '/wiki/Eminem', '/wiki/Nas', '/wiki/Termanology'], 'title': 'Action Bronson'}, '/wiki/Lupe_Fiasco': {'depth': 2, 'links': ['/wiki/B.o.B', '/wiki/Kanye_West', '/wiki/Nas', '/wiki/Ice_Cube', '/wiki/Kanye_West', '/wiki/Pharrell_Williams', '/wiki/B.o.B', '/wiki/Charles_Hamilton_(rapper)', '/wiki/Diggy_Simmons', '/wiki/Wale_(rapper)', '/wiki/J._Cole', '/wiki/Stalley', '/wiki/Big_K.R.I.T.', '/wiki/Rick_Ross', '/wiki/J._Cole', '/wiki/Nas', '/wiki/Common_(rapper)', '/wiki/Mos_Def', '/wiki/Pharrell_Williams', '/wiki/Common_(rapper)', '/wiki/Mos_Def', '/wiki/Talib_Kweli', '/wiki/Lil_Wayne', '/wiki/Kanye_West', '/wiki/Pharrell_Williams', '/wiki/Kanye_West'], 'title': 'Lupe Fiasco'}, '/wiki/Meek_Mill': {'depth': 2, 'links': ['/wiki/DJ_Drama', '/wiki/Nicki_Minaj', '/wiki/Rick_Ross', '/wiki/Wale_(rapper)', '/wiki/Lil_Uzi_Vert', '/wiki/T.I.', '/wiki/Rick_Ross', '/wiki/T.I.', '/wiki/DJ_Drama', '/wiki/Rick_Ross', '/wiki/Vado_(rapper)', '/wiki/Rick_Ross', '/wiki/Wale_(rapper)', '/wiki/Rick_Ross', '/wiki/Lil_Wayne', '/wiki/DJ_Khaled', '/wiki/Swizz_Beatz', '/wiki/Yo_Gotti', '/wiki/Nas', '/wiki/Rick_Ross', '/wiki/Akon', '/wiki/Future_(rapper)', '/wiki/Waka_Flocka_Flame', '/wiki/Wale_(rapper)', '/wiki/Jadakiss', '/wiki/Future_(rapper)', '/wiki/Cassidy_(rapper)', '/wiki/Nicki_Minaj', '/wiki/Fat_Joe', '/wiki/Remy_Ma', '/wiki/Fabolous', '/wiki/Jadakiss', '/wiki/The_Game_(rapper)', '/wiki/Nicki_Minaj', '/wiki/Beanie_Sigel', '/wiki/Kendrick_Lamar', '/wiki/J._Cole', '/wiki/Big_K.R.I.T.', '/wiki/Wale_(rapper)', '/wiki/Pusha_T', '/wiki/Big_Sean', '/wiki/Jay_Electronica', '/wiki/Mac_Miller', '/wiki/50_Cent', '/wiki/Future_(rapper)', '/wiki/Joe_Budden', '/wiki/French_Montana', '/wiki/Nicki_Minaj', '/wiki/Rick_Ross', '/wiki/Rick_Ross'], 'title': 'Meek Mill'}, '/wiki/Krayzie_Bone': {'depth': 3, 'links': ['/wiki/Chamillionaire', '/wiki/Ice_Cube', '/wiki/Kurupt', '/wiki/Fat_Joe', '/wiki/E-40', '/wiki/Kurupt', '/wiki/Snoop_Dogg', '/wiki/Chamillionaire'], 'title': 'Krayzie Bone'}, '/wiki/Tyga': {'depth': 2, 'links': ['/wiki/Lil_Wayne', '/wiki/2_Chainz', '/wiki/Birdman_(rapper)', '/wiki/Kanye_West', '/wiki/Kid_Ink', '/wiki/The_Game_(rapper)', '/wiki/Lil_Wayne', '/wiki/Rick_Ross', '/wiki/Future_(rapper)', '/wiki/Fabolous', '/wiki/Lil_Wayne', '/wiki/Eminem', '/wiki/Bow_Wow_(rapper)', '/wiki/Lil_Wayne', '/wiki/Kevin_McCall', '/wiki/2_Chainz', '/wiki/Rick_Ross', '/wiki/2_Chainz', '/wiki/Meek_Mill', '/wiki/Rick_Ross', '/wiki/Nicki_Minaj', '/wiki/Wiz_Khalifa', '/wiki/Future_(rapper)', '/wiki/Jadakiss', '/wiki/DJ_Mustard', '/wiki/Young_Thug', '/wiki/Kanye_West', '/wiki/Kanye_West', '/wiki/Young_Thug', '/wiki/Kanye_West', '/wiki/Nicki_Minaj', '/wiki/Kanye_West', '/wiki/Kevin_McCall', '/wiki/Lil_Wayne', '/wiki/Lil_Wayne'], 'title': 'Tyga'}, '/wiki/LL_Cool_J': {'depth': 2, 'links': ['/wiki/DMX_(rapper)', '/wiki/Redman_(rapper)', '/wiki/50_Cent', '/wiki/Snoop_Dogg', '/wiki/Redman_(rapper)', '/wiki/DMX_(rapper)', '/wiki/Timbaland', '/wiki/Juelz_Santana', '/wiki/Freeway_(rapper)', '/wiki/Jermaine_Dupri', '/wiki/50_Cent', '/wiki/Queen_Latifah', '/wiki/Queen_Latifah'], 'title': 'LL Cool J'}, '/wiki/E-40': {'depth': 2, 'links': ['/wiki/Lil_Jon', '/wiki/Snoop_Dogg', '/wiki/G-Eazy', '/wiki/Tech_N9ne', '/wiki/Lil_Jon', '/wiki/Lil_Jon', '/wiki/T-Pain', '/wiki/Lil_Jon', '/wiki/Lil_Jon', '/wiki/Tech_N9ne', '/wiki/The_Game_(rapper)', '/wiki/Akon', '/wiki/Bun_B', '/wiki/Gucci_Mane', '/wiki/Snoop_Dogg', '/wiki/Bun_B', '/wiki/YG_(rapper)', '/wiki/Kendrick_Lamar', '/wiki/Juicy_J', '/wiki/Twista', '/wiki/2_Chainz', '/wiki/Young_Jeezy', '/wiki/2_Chainz', '/wiki/Schoolboy_Q', '/wiki/G-Eazy', '/wiki/Lecrae'], 'title': 'E-40'}, '/wiki/Vince_Staples': {'depth': 2, 'links': ['/wiki/Mac_Miller', '/wiki/Mac_Miller', '/wiki/Mac_Miller', '/wiki/Ab-Soul', '/wiki/Schoolboy_Q', '/wiki/Schoolboy_Q', '/wiki/Isaiah_Rashad', '/wiki/Mac_Miller'], 'title': 'Vince Staples'}, '/wiki/Waka_Flocka_Flame': {'depth': 1, 'links': ['/wiki/Gucci_Mane', '/wiki/French_Montana', '/wiki/Gucci_Mane', '/wiki/Timbaland', '/wiki/Wyclef_Jean', '/wiki/Lil_Wayne', '/wiki/French_Montana', '/wiki/Ace_Hood', '/wiki/T.I.', '/wiki/Future_(rapper)', '/wiki/Gucci_Mane', '/wiki/Yo_Gotti', '/wiki/Juvenile_(rapper)', '/wiki/Gucci_Mane', '/wiki/Roscoe_Dash', '/wiki/Wale_(rapper)', '/wiki/Gucci_Mane'], 'title': 'Waka Flocka Flame'}, '/wiki/Jean_Grae': {'depth': 3, 'links': ['/wiki/Talib_Kweli', '/wiki/Mos_Def', '/wiki/Styles_P', '/wiki/Talib_Kweli', '/wiki/Wale_(rapper)', '/wiki/Joell_Ortiz', '/wiki/Rapsody'], 'title': 'Jean Grae'}, '/wiki/Remy_Ma': {'depth': 2, 'links': ['/wiki/Papoose_(rapper)', '/wiki/Papoose_(rapper)', '/wiki/French_Montana', '/wiki/Fat_Joe', '/wiki/Fat_Joe', '/wiki/Papoose_(rapper)', '/wiki/French_Montana', '/wiki/Papoose_(rapper)', '/wiki/Queen_Latifah', '/wiki/Nicki_Minaj', '/wiki/Fat_Joe'], 'title': 'Remy Ma'}, '/wiki/Akon': {'depth': 2, 'links': ['/wiki/Lil_Wayne', '/wiki/Snoop_Dogg', '/wiki/T-Pain', '/wiki/Young_Jeezy', '/wiki/Kardinal_Offishall', '/wiki/Eminem', '/wiki/Dr._Dre', '/wiki/Eminem', '/wiki/Snoop_Dogg', '/wiki/Kardinal_Offishall', '/wiki/T-Pain', '/wiki/Young_Jeezy', '/wiki/Eminem', '/wiki/Snoop_Dogg', '/wiki/Styles_P', '/wiki/T.I.', '/wiki/Snoop_Dogg', '/wiki/Lil_Wayne', '/wiki/Young_Jeezy', '/wiki/Kardinal_Offishall', '/wiki/Pharrell_Williams', '/wiki/T-Pain', '/wiki/Dr._Dre', '/wiki/Snoop_Dogg', '/wiki/Wiz_Khalifa', '/wiki/T-Pain'], 'title': 'Akon'}}

`directed_graph` and `undirected_graph`

These functions flatten the raw crawl data into something a little more usable. It returns a dictionary with only article title names as the key, and corresponding urls and a dictionary of edges and weights to each article. The directed_graph function allows each article to retain a separate edge representing back links, while the undirected_graph creates one edge from each pair of article where the weight is a sum of the links between each article. For example, directed_graph might produce:

{
   'Iron Man' : {
       'url' : '/wiki/Iron_Man',
       'edges' : {
           'Captain America' : 11
       }
   },
   'Captain America' : {
       'url' : '/wiki/Captain_America',
       'edges' : {
           'Iron Man' : 8
       }
   }
}

...while the same data passed to undirected_graph might produce:

{
    'Iron Man' : {
        'url' : '/wiki/Iron_Man',
        'edges' : {
            'Captain America' : 19
        }
    },
    'Captain America' : {
        'url' : /wiki/Captain_America',
        'edges' : {
        }
    }
}



In [11]:

    
bet_directed_graph_data = wn.directed_graph(bet_winner_crawl)
print bet_directed_graph_data









    



{'Mannie Fresh': {'url': '/wiki/Mannie_Fresh', 'edges': {'Lil Wayne': 2, 'B.G. (rapper)': 1, 'Mos Def': 1, 'Juvenile (rapper)': 1, 'Rick Ross': 1, 'Birdman (rapper)': 3, 'Lil Jon': 1, 'T.I.': 1, 'Mystikal': 1}}, 'Beanie Sigel': {'url': '/wiki/Beanie_Sigel', 'edges': {'Kanye West': 1, 'Jadakiss': 3, 'DMX (rapper)': 1, '50 Cent': 2, 'Raekwon': 1, 'Freeway (rapper)': 4, 'Omillio Sparks': 2, 'Meek Mill': 1, 'Scarface (rapper)': 2}}, 'Nipsey Hussle': {'url': '/wiki/Nipsey_Hussle', 'edges': {'Problem (rapper)': 1, 'Dom Kennedy': 3, 'DJ Drama': 1, 'Jay Rock': 1, 'YG (rapper)': 3, 'Rick Ross': 3, 'Freeway (rapper)': 1, 'Big Sean': 1, 'Dr. Dre': 1, 'DJ Mustard': 1, 'Tyga': 1, 'Snoop Dogg': 2}}, 'Nicki Minaj': {'url': '/wiki/Nicki_Minaj', 'edges': {'Lil Wayne': 6, 'Kanye West': 3, 'Busta Rhymes': 1, 'Remy Ma': 3, 'Ludacris': 1, 'Jadakiss': 1, 'Eminem': 2, 'Birdman (rapper)': 1, 'Yo Gotti': 2, 'Meek Mill': 2, 'Big Sean': 1, 'Ice Cube': 1, 'Tyga': 1, 'Gucci Mane': 1, "Lil' Kim": 3}}, 'Charles Hamilton (rapper)': {'url': '/wiki/Charles_Hamilton_(rapper)', 'edges': {'Ace Hood': 1, 'Cory Gunz': 1, 'Kanye West': 1, 'Dr. Dre': 2, 'B.o.B': 2, 'Wale (rapper)': 1, 'DMX (rapper)': 1, 'MC Lyte': 2, '50 Cent': 1, 'Eminem': 4, 'Nas': 1, 'The-Dream': 1, 'Mickey Factz': 2, 'Lupe Fiasco': 1}}, 'Jermaine Dupri': {'url': '/wiki/Jermaine_Dupri', 'edges': {'Lil Wayne': 1, 'Ludacris': 1, 'Queen Latifah': 1, 'Nelly': 1, 'Grandmaster Flash': 1, 'Bow Wow (rapper)': 4, "Lil' Kim": 1}}, 'Redman (rapper)': {'url': '/wiki/Redman_(rapper)', 'edges': {'Erick Sermon': 1, 'Eminem': 1}}, 'Grandmaster Flash': {'url': '/wiki/Grandmaster_Flash', 'edges': {}}, 'Erick Sermon': {'url': '/wiki/Erick_Sermon', 'edges': {'Rakim': 1, 'Busta Rhymes': 2, 'KRS-One': 1, 'Redman (rapper)': 3, 'Wyclef Jean': 1, 'Keith Murray (rapper)': 2}}, 'Desiigner': {'url': '/wiki/Desiigner', 'edges': {'Kanye West': 5, 'Future (rapper)': 1, 'Jim Jones (rapper)': 1, '2 Chainz': 2, 'Pusha T': 1, 'Yo Gotti': 2, 'Meek Mill': 1, 'Big Sean': 2, 'Rich Homie Quan': 1, 'Tyga': 2, 'Gucci Mane': 3}}, 'Dorrough': {'url': '/wiki/Dorrough', 'edges': {'E-40': 2, 'Jim Jones (rapper)': 1, 'Jermaine Dupri': 1, 'Yo Gotti': 1, 'Rich Boy': 1, 'Soulja Boy': 1}}, 'MC Hammer': {'url': '/wiki/MC_Hammer', 'edges': {'Sean Combs': 3, 'Kanye West': 1, 'Busta Rhymes': 1, 'Redman (rapper)': 1, 'DJ Khaled': 1, 'Juvenile (rapper)': 1, 'Doug E. Fresh': 5, 'Swizz Beatz': 1, 'Eminem': 2, 'Mystikal': 1, 'Rick Ross': 3, 'Lil Jon': 2, 'LL Cool J': 2, 'Chamillionaire': 1, 'Shock G': 1, 'Snoop Dogg': 1, 'Ice Cube': 1}}, 'Chance the Rapper': {'url': '/wiki/Chance_the_Rapper', 'edges': {'Lil Wayne': 4, 'Busta Rhymes': 2, '2 Chainz': 2, 'MC Hammer': 1, 'Jarren Benton': 1, 'Kendrick Lamar': 2, 'Rich Homie Quan': 1, 'Action Bronson': 1, 'Eminem': 1, 'Mac Miller': 1, 'Jon Connor': 1, 'Kevin Gates': 1, 'Ab-Soul': 1, 'Common (rapper)': 1, 'Troy Ave': 1, 'Vic Mensa': 2, 'Metro Boomin': 1, 'Isaiah Rashad': 1, 'Lil Uzi Vert': 1, 'Pharrell Williams': 1, 'Lupe Fiasco': 1, 'Kanye West': 6, 'J. Cole': 2, 'Twista': 1, 'Schoolboy Q': 1, 'The-Dream': 1}}, 'Scarface (rapper)': {'url': '/wiki/Scarface_(rapper)', 'edges': {'Beanie Sigel': 2, 'Ludacris': 1, 'Akon': 1, 'Nas': 1, 'Freeway (rapper)': 1, 'Ice Cube': 2, 'Tech N9ne': 1, 'Eminem': 1}}, 'Shock G': {'url': '/wiki/Shock_G', 'edges': {'E-40': 1, 'Dr. Dre': 1, 'Money-B': 3}}, 'Lil Mama': {'url': '/wiki/Lil_Mama', 'edges': {'Jim Jones (rapper)': 1, 'MC Lyte': 1, 'Omarion': 1, 'Nas': 1, 'Snoop Dogg': 1, 'Angel Haze': 1, 'T-Pain': 4, 'Soulja Boy': 1}}, 'Casey Veggies': {'url': '/wiki/Casey_Veggies', 'edges': {'Kirko Bangz': 1, 'Nipsey Hussle': 1, 'Dom Kennedy': 1, 'Vince Staples': 1, 'Wiz Khalifa': 1, 'YG (rapper)': 1, 'The Game (rapper)': 1, 'Mac Miller': 1, 'Kendrick Lamar': 1, 'Juicy J': 1}}, 'Action Bronson': {'url': '/wiki/Action_Bronson', 'edges': {'Mike Will Made It': 1, 'Vince Staples': 1, 'Wiz Khalifa': 1, 'Raekwon': 1, 'Eminem': 2, 'Nas': 2, 'J. Cole': 1, 'Erick Sermon': 1, 'Termanology': 1, 'DJ Mustard': 1, 'Kendrick Lamar': 1}}, 'Jim Jones (rapper)': {'url': '/wiki/Jim_Jones_(rapper)', 'edges': {'Lil Wayne': 3, 'Juicy J': 1, '2 Chainz': 1, 'Styles P': 1, 'Dr. Dre': 1, 'Swizz Beatz': 1, 'Juelz Santana': 8, 'Wyclef Jean': 1, 'Young Dro': 1, 'DJ Khaled': 1, 'Meek Mill': 1, 'T.I.': 2, 'DJ Mustard': 1, 'Sean Combs': 2, 'Remy Ma': 1, 'Jadakiss': 2, 'Drumma Boy': 1, 'Raekwon': 1, 'The Game (rapper)': 2, 'Yo Gotti': 1, 'Twista': 1, 'Dej Loaf': 1}}, 'G-Eazy': {'url': '/wiki/G-Eazy', 'edges': {'Lil Wayne': 1, 'YG (rapper)': 1, 'Yo Gotti': 1, '2 Chainz': 1, 'Snoop Dogg': 1}}, 'Styles P': {'url': '/wiki/Styles_P', 'edges': {'Jadakiss': 2, 'Sean Combs': 1, 'Swizz Beatz': 1, 'Akon': 1}}, 'Black Thought': {'url': '/wiki/Black_Thought', 'edges': {'Ab-Soul': 1, 'Common (rapper)': 5, 'Kanye West': 1, 'Action Bronson': 1, 'Talib Kweli': 3, 'Wale (rapper)': 1, 'Royce da 5\'9"': 2, 'Raekwon': 3, 'Jay Rock': 1, 'DJ Khaled': 1, 'Mos Def': 2, 'Styles P': 1, 'Jon Connor': 1, 'Joey Badass': 1, 'Rahzel': 2, 'Saigon (rapper)': 1, 'Lupe Fiasco': 1}}, "K'naan": {'url': '/wiki/K%27naan', 'edges': {'Wale (rapper)': 1, 'KRS-One': 1, 'Nas': 4, 'Eminem': 1, 'Mos Def': 2, 'Rakim': 1}}, 'Kurupt': {'url': '/wiki/Kurupt', 'edges': {'E-40': 1, 'Dr. Dre': 2, 'Crooked I': 2, 'Jadakiss': 1, 'Redman (rapper)': 1, 'DMX (rapper)': 1, 'DJ Drama': 1, 'The Lady of Rage': 1, 'Joell Ortiz': 1, 'Xzibit': 1, 'Eminem': 1, 'Nas': 1, 'Ice Cube': 1, 'Kendrick Lamar': 1, 'DJ Quik': 4, 'Ras Kass': 1, 'Buckshot (rapper)': 1, 'Snoop Dogg': 3}}, 'Timbaland': {'url': '/wiki/Timbaland', 'edges': {'Ms. Jade': 1, 'Kanye West': 2, 'Dr. Dre': 1, 'Busta Rhymes': 1, 'Ludacris': 3, 'T-Pain': 3, 'Omarion': 1, 'MC Lyte': 1, '50 Cent': 3, 'Pusha T': 1, 'Akon': 1, 'Nas': 1, 'Rick Ross': 1, 'The Game (rapper)': 1, 'Xzibit': 1, 'T.I.': 3, 'LL Cool J': 1, 'Big Sean': 1, "Lil' Kim": 2, 'Gucci Mane': 1, 'Tink (musician)': 1}}, 'Cory Gunz': {'url': '/wiki/Cory_Gunz', 'edges': {'Lil Wayne': 5, 'Juicy J': 1, 'Nick Cannon': 2, 'Nicki Minaj': 1, 'DJ Khaled': 1, 'Wiz Khalifa': 1, 'Jadakiss': 1, 'Birdman (rapper)': 2, 'Jon Connor': 1, 'Meek Mill': 1, 'Termanology': 1, 'DJ Drama': 2, 'Mystikal': 1, 'French Montana': 1, 'Kid Ink': 1, 'Schoolboy Q': 1, 'Tyga': 1, 'Busta Rhymes': 2}}, 'Luther Campbell': {'url': '/wiki/Luther_Campbell', 'edges': {'Lil Jon': 1}}, 'Troy Ave': {'url': '/wiki/Troy_Ave', 'edges': {'Young Jeezy': 1, '50 Cent': 2, 'Fabolous': 1, 'Raekwon': 2, 'Rick Ross': 1, 'Fat Joe': 1, 'Styles P': 1, 'T.I.': 2, 'Joey Badass': 2}}, 'Yung Joc': {'url': '/wiki/Yung_Joc', 'edges': {'Sean Combs': 4, 'Lil Scrappy': 1, 'Yo Gotti': 1, 'T-Pain': 2, 'David Banner': 2, 'Gucci Mane': 1}}, 'Vince Staples': {'url': '/wiki/Vince_Staples', 'edges': {'Ab-Soul': 1, 'Isaiah Rashad': 1, 'Schoolboy Q': 2, 'Mac Miller': 4}}, 'Royce da 5\'9"': {'url': '/wiki/Royce_da_5%279%22', 'edges': {'Sean Combs': 2, 'Dr. Dre': 3, 'Yelawolf': 1, 'Crooked I': 2, '50 Cent': 1, 'Joell Ortiz': 3, 'Eminem': 6, 'Nas': 1, 'Redman (rapper)': 1, 'Big Sean': 1, 'Ras Kass': 1, 'Joe Budden': 3}}, 'Young Thug': {'url': '/wiki/Young_Thug', 'edges': {'Waka Flocka Flame': 3, 'Wale (rapper)': 1, 'Kanye West': 3, 'Rich Homie Quan': 4, 'Jim Jones (rapper)': 1, 'Ludacris': 1, 'Jadakiss': 1, '2 Chainz': 1, 'Swizz Beatz': 1, 'Metro Boomin': 1, 'Nicki Minaj': 2, 'Birdman (rapper)': 5, 'Future (rapper)': 2, 'T.I.': 2, 'Lil Wayne': 2, 'Mike Will Made It': 1, 'Gucci Mane': 4}}, 'Rapsody': {'url': '/wiki/Rapsody', 'edges': {'Ab-Soul': 1, 'Jean Grae': 1, 'Action Bronson': 1, 'MC Lyte': 1, 'Talib Kweli': 1, 'Raekwon': 1, 'Mos Def': 1, 'Freeway (rapper)': 1, 'Big K.R.I.T.': 2, 'Mac Miller': 4, 'Buckshot (rapper)': 1, 'Kendrick Lamar': 3}}, 'Rick Ross': {'url': '/wiki/Rick_Ross', 'edges': {'Lil Wayne': 2, 'Sean Combs': 3, 'Kanye West': 1, 'Dr. Dre': 1, 'Wale (rapper)': 1, 'DJ Khaled': 5, 'Stalley': 1, '50 Cent': 1, 'Birdman (rapper)': 1, 'Nelly': 1, 'French Montana': 1, 'Future (rapper)': 1, 'Erick Sermon': 1, 'Meek Mill': 4, 'Rocko (rapper)': 1, 'T-Pain': 2, 'The Game (rapper)': 1}}, 'Shawty Lo': {'url': '/wiki/Shawty_Lo', 'edges': {'Bun B': 1, 'Ace Hood': 1, 'Plies (rapper)': 1, 'Jim Jones (rapper)': 1, 'Ludacris': 2, 'Young Jeezy': 1, 'DJ Khaled': 1, '50 Cent': 4, 'Jadakiss': 1, 'Birdman (rapper)': 1, 'The-Dream': 1, 'T.I.': 2, 'Lil Wayne': 1, 'T-Pain': 1, 'Gucci Mane': 4, "Lil' Kim": 1}}, 'DJ Drama': {'url': '/wiki/DJ_Drama', 'edges': {'Lil Wayne': 2, 'Wale (rapper)': 1, 'Jim Jones (rapper)': 1, 'Yung Joc': 1, 'Young Jeezy': 2, '50 Cent': 1, 'Fabolous': 1, 'Akon': 1, 'Nelly': 1, 'Yo Gotti': 1, 'Meek Mill': 1, 'Gucci Mane': 1, 'T.I.': 5, 'Twista': 1, 'Chamillionaire': 1, 'T-Pain': 1, 'Snoop Dogg': 1}}, 'Waka Flocka Flame': {'url': '/wiki/Waka_Flocka_Flame', 'edges': {'Lil Wayne': 1, 'Ace Hood': 1, 'Roscoe Dash': 1, 'Wale (rapper)': 1, 'T.I.': 1, 'Juvenile (rapper)': 1, 'Yo Gotti': 1, 'French Montana': 2, 'Future (rapper)': 1, 'Timbaland': 1, 'Wyclef Jean': 1, 'Gucci Mane': 5}}, 'Crooked I': {'url': '/wiki/Crooked_I', 'edges': {'Dr. Dre': 2, 'Yelawolf': 1, 'Snow Tha Product': 1, 'Juvenile (rapper)': 1, 'Joell Ortiz': 4, 'Eminem': 2, 'Royce da 5\'9"': 6, 'Snoop Dogg': 2, 'Twista': 1, 'Tech N9ne': 1, 'Jay Rock': 1, 'Joe Budden': 4, 'Kurupt': 1}}, 'Jadakiss': {'url': '/wiki/Jadakiss', 'edges': {'Lil Wayne': 1, 'Ace Hood': 1, 'Beanie Sigel': 2, 'Busta Rhymes': 1, 'Nicki Minaj': 1, '50 Cent': 1, 'Fabolous': 2, 'Nas': 1, 'Future (rapper)': 1, 'Styles P': 5, 'Swizz Beatz': 3, 'Eminem': 1, 'Young Jeezy': 1, 'DJ Khaled': 2, 'Common (rapper)': 1, 'Bun B': 1, 'DMX (rapper)': 3, 'Freeway (rapper)': 1, 'Rick Ross': 2, 'Pharrell Williams': 1, 'Snoop Dogg': 1, 'Waka Flocka Flame': 1, 'Sean Combs': 1, 'Ludacris': 1, 'Wiz Khalifa': 1, 'Yo Gotti': 2, 'Twista': 1, 'Fat Joe': 3, 'The-Dream': 1}}, 'Talib Kweli': {'url': '/wiki/Talib_Kweli', 'edges': {'Bun B': 1, 'Common (rapper)': 3, 'Jean Grae': 1, 'Kanye West': 5, 'Busta Rhymes': 2, 'KRS-One': 1, 'Nick Cannon': 1, 'J. Cole': 2, 'Rapsody': 1, 'Raekwon': 1, 'Black Thought': 2, 'Mos Def': 8, 'Lupe Fiasco': 1, 'Ras Kass': 1, 'DJ Quik': 1, 'Jay Electronica': 1, 'Pharrell Williams': 1, 'Nelly': 1, 'Buckshot (rapper)': 1, 'Kendrick Lamar': 3}}, 'Willy Northpole': {'url': '/wiki/Willy_Northpole', 'edges': {'Ludacris': 1}}, 'The Game (rapper)': {'url': '/wiki/The_Game_(rapper)', 'edges': {'Lil Wayne': 4, 'Nipsey Hussle': 1, 'Nicki Minaj': 1, '50 Cent': 9, 'Fabolous': 2, 'Nas': 1, 'Tyga': 1, 'Kendrick Lamar': 1, 'Juicy J': 1, 'Plies (rapper)': 1, 'Dr. Dre': 10, 'Jim Jones (rapper)': 1, 'Stat Quo': 2, 'Young Jeezy': 1, 'Birdman (rapper)': 2, 'Fat Joe': 1, 'Meek Mill': 1, 'Snoop Dogg': 3, 'Sean Combs': 3, 'Kanye West': 3, 'Problem (rapper)': 1, 'Ludacris': 1, 'Jadakiss': 1, 'Wiz Khalifa': 1, 'J. Cole': 1, 'Big Sean': 1, 'Schoolboy Q': 1}}, 'Kevin McCall': {'url': '/wiki/Kevin_McCall', 'edges': {'Kanye West': 1, 'Big Sean': 2, 'Bow Wow (rapper)': 1, 'T.I.': 1, 'DJ Drama': 1, 'Tyga': 3, 'Gucci Mane': 1}}, 'Dej Loaf': {'url': '/wiki/Dej_Loaf', 'edges': {'Lil Wayne': 2, 'Rakim': 1, 'Casey Veggies': 1, 'Rich Homie Quan': 1, 'Mike Will Made It': 1, 'Nicki Minaj': 2, 'Omarion': 1, 'E-40': 1, 'Royce da 5\'9"': 2, 'Young Thug': 1, 'Eminem': 3, 'The Game (rapper)': 2, 'Future (rapper)': 3, 'Rick Ross': 1, 'Big Sean': 2, 'Fabolous': 1, 'Chevy Woods': 1, 'Kid Ink': 2}}, 'Kid Ink': {'url': '/wiki/Kid_Ink', 'edges': {'Wale (rapper)': 1, 'Roscoe Dash': 1, 'Nipsey Hussle': 1, 'Fetty Wap': 1, 'Omarion': 2, 'E-40': 1, 'Cory Gunz': 1, 'Swizz Beatz': 1, '2 Chainz': 1, 'French Montana': 1, 'Bow Wow (rapper)': 1, 'Meek Mill': 2, 'Timbaland': 1, 'Pharrell Williams': 1, 'DJ Mustard': 2, 'Akon': 1, 'Tyga': 2}}, 'Lil Wayne': {'url': '/wiki/Lil_Wayne', 'edges': {'Mannie Fresh': 2, 'B.G. (rapper)': 4, 'Busta Rhymes': 1, 'Nicki Minaj': 2, 'Omarion': 1, 'T.I.': 6, '50 Cent': 1, '2 Chainz': 4, 'Rick Ross': 3, 'Future (rapper)': 1, 'Vado (rapper)': 1, 'Eminem': 4, 'David Banner': 2, 'Big Boi': 1, 'Pusha T': 1, 'Akon': 3, 'Nas': 1, 'Juelz Santana': 3, 'Wyclef Jean': 1, 'Young Jeezy': 2, 'DJ Khaled': 3, 'Jay Rock': 1, 'Birdman (rapper)': 12, 'Fat Joe': 1, 'DJ Drama': 1, 'Kanye West': 4, 'Ludacris': 3, 'Jadakiss': 1, 'Juvenile (rapper)': 3, 'Wiz Khalifa': 1, 'The Game (rapper)': 2, 'T-Pain': 4, 'The-Dream': 1}}, 'Busta Rhymes': {'url': '/wiki/Busta_Rhymes', 'edges': {'Lil Wayne': 5, 'Papoose (rapper)': 1, 'Nicki Minaj': 2, 'Fabolous': 1, 'Nas': 1, 'Pharrell Williams': 2, 'LL Cool J': 1, 'Black Thought': 1, 'Gucci Mane': 1, "Lil' Kim": 1, 'Dr. Dre': 3, 'KRS-One': 1, 'Rick Ross': 2, 'Joell Ortiz': 1, 'Swizz Beatz': 2, 'Eminem': 1, 'DJ Khaled': 1, 'B.o.B': 1, 'DMX (rapper)': 3, 'Birdman (rapper)': 1, 'Fat Joe': 2, 'Mystikal': 1, 'Tech N9ne': 1, 'Snoop Dogg': 1, 'Sean Combs': 5, 'Kanye West': 1, 'Redman (rapper)': 1, 'Jadakiss': 2, 'Raekwon': 1, 'Ice Cube': 1, 'T-Pain': 2}}, 'Dom Kennedy': {'url': '/wiki/Dom_Kennedy', 'edges': {'Wale (rapper)': 1, 'Casey Veggies': 2, 'Nipsey Hussle': 3, 'Rick Ross': 1, 'J. Cole': 1, 'Big Sean': 1, 'Big K.R.I.T.': 1, 'YG (rapper)': 1, 'Ice Cube': 1, 'DJ Quik': 1, 'LL Cool J': 1, 'DJ Mustard': 1, 'Schoolboy Q': 1, 'Kendrick Lamar': 2}}, 'Omarion': {'url': '/wiki/Omarion', 'edges': {'Lil Wayne': 2, 'Yung Joc': 1, 'Timbaland': 1, 'Lil Mama': 1, 'Rick Ross': 2, 'Bow Wow (rapper)': 4, 'DJ Drama': 1, 'T-Pain': 1, 'Gucci Mane': 1}}, '50 Cent': {'url': '/wiki/50_Cent', 'edges': {'Busta Rhymes': 1, '2 Chainz': 1, 'Nas': 4, 'Lil Scrappy': 1, 'LL Cool J': 3, 'Dr. Dre': 5, 'KRS-One': 1, 'Swizz Beatz': 1, 'Eminem': 8, 'Nelly': 1, 'Kurupt': 1, 'Timbaland': 1, 'Wyclef Jean': 1, 'Lil Jon': 1, 'Rakim': 1, 'DMX (rapper)': 1, 'Royce da 5\'9"': 1, 'Freeway (rapper)': 1, 'Fat Joe': 1, 'Meek Mill': 1, 'T.I.': 1, 'Pharrell Williams': 1, 'Snoop Dogg': 1, 'Sean Combs': 1, 'Kanye West': 2, 'Rick Ross': 1, 'Jadakiss': 1, 'Ludacris': 1, 'The Game (rapper)': 4, 'T-Pain': 1}}, '2 Chainz': {'url': '/wiki/2_Chainz', 'edges': {'Lil Wayne': 7, 'Mannie Fresh': 1, 'Kanye West': 4, 'Rich Homie Quan': 1, 'Ludacris': 3, 'Young Jeezy': 1, 'Drumma Boy': 1, 'Big Sean': 3, 'Pusha T': 4, 'Rick Ross': 2, 'Kendrick Lamar': 2, 'T.I.': 1, 'Chance the Rapper': 1, 'Pharrell Williams': 2, 'T-Pain': 1, 'Tyga': 1, 'Gucci Mane': 1}}, 'Big K.R.I.T.': {'url': '/wiki/Big_K.R.I.T.', 'edges': {'Diggy Simmons': 1, 'B.o.B': 1, 'Yelawolf': 3, 'Bun B': 4, 'Lecrae': 1, 'Ludacris': 2, 'Wiz Khalifa': 5, 'YG (rapper)': 1, 'Future (rapper)': 1, 'Meek Mill': 1, 'Mac Miller': 1, 'Big Sean': 1, 'Chamillionaire': 1, 'Scarface (rapper)': 2, 'David Banner': 1, 'Kendrick Lamar': 1}}, 'Mos Def': {'url': '/wiki/Mos_Def', 'edges': {'Mannie Fresh': 3, 'Common (rapper)': 1, 'Kanye West': 7, 'Busta Rhymes': 1, 'Jim Jones (rapper)': 1, 'Talib Kweli': 7, "K'naan": 1, 'Kendrick Lamar': 1, 'Jay Electronica': 1, 'Saigon (rapper)': 1, 'Lupe Fiasco': 1}}, 'Rittz': {'url': '/wiki/Rittz', 'edges': {'Yelawolf': 2, 'Big K.R.I.T.': 1, 'Rapsody': 1, 'Jon Connor': 1, 'Tech N9ne': 3, 'Wax (rapper)': 1}}, 'Future (rapper)': {'url': '/wiki/Future_(rapper)', 'edges': {'Lil Wayne': 1, 'Sean Combs': 1, 'Kanye West': 1, 'Ludacris': 1, 'Young Jeezy': 1, 'DJ Khaled': 2, 'T.I.': 1, 'Ace Hood': 1, 'Metro Boomin': 2, 'Pusha T': 2, '2 Chainz': 1, 'Mike Will Made It': 1, 'Rick Ross': 1, 'Snoop Dogg': 1, 'Rocko (rapper)': 3, 'Pharrell Williams': 1, 'T-Pain': 1, 'Gucci Mane': 3}}, 'Jarren Benton': {'url': '/wiki/Jarren_Benton', 'edges': {'Dr. Dre': 1, 'Busta Rhymes': 1, 'Ludacris': 1, 'Eminem': 1, 'Freeway (rapper)': 1, 'Hopsin': 9, 'Redman (rapper)': 1, 'Rittz': 3, 'Erick Sermon': 2, 'Snow Tha Product': 1, 'Ras Kass': 1, 'Tech N9ne': 3, 'Locksmith (rapper)': 2}}, 'Tyga': {'url': '/wiki/Tyga', 'edges': {'Lil Wayne': 6, 'Kanye West': 5, 'Rick Ross': 3, 'Nicki Minaj': 2, 'Wiz Khalifa': 1, '2 Chainz': 3, 'Young Thug': 2, 'Fabolous': 1, 'The Game (rapper)': 1, 'Birdman (rapper)': 1, 'Future (rapper)': 2, 'Bow Wow (rapper)': 1, 'Kevin McCall': 2, 'Jadakiss': 1, 'Meek Mill': 1, 'Eminem': 1, 'DJ Mustard': 1, 'Kid Ink': 1}}, 'Soulja Boy': {'url': '/wiki/Soulja_Boy', 'edges': {'Lil Wayne': 5, 'Sean Combs': 1, 'Kanye West': 5, 'Troy Ave': 1, 'Busta Rhymes': 1, 'Nick Cannon': 1, 'Nicki Minaj': 2, 'Charles Hamilton (rapper)': 1, '50 Cent': 1, 'Wiz Khalifa': 1, 'Young Thug': 1, 'Eminem': 1, 'Hopsin': 1, 'Birdman (rapper)': 2, 'Bow Wow (rapper)': 3, 'Lupe Fiasco': 1, 'MC Hammer': 1, 'Ice Cube': 1, 'Rakim': 1, 'T-Pain': 1, 'Gucci Mane': 1}}, 'Cassidy (rapper)': {'url': '/wiki/Cassidy_(rapper)', 'edges': {'Meek Mill': 1, 'Swizz Beatz': 5}}, '21 Savage': {'url': '/wiki/21_Savage', 'edges': {'Future (rapper)': 2, 'Metro Boomin': 4, 'Gucci Mane': 2, 'Lil Yachty': 1}}, 'David Banner': {'url': '/wiki/David_Banner', 'edges': {'Lil Wayne': 2, 'Lecrae': 1, 'Ludacris': 1, 'Yung Joc': 1, 'Big K.R.I.T.': 1, 'Akon': 2, 'T.I.': 1, 'Twista': 1, 'Snoop Dogg': 1}}, 'Pusha T': {'url': '/wiki/Pusha_T', 'edges': {'Lil Wayne': 1, 'Ace Hood': 1, 'Kanye West': 5, 'Beanie Sigel': 1, 'Busta Rhymes': 1, 'Ludacris': 1, 'Young Jeezy': 1, 'Timbaland': 1, 'Styles P': 1, '2 Chainz': 2, 'Swizz Beatz': 3, 'Joell Ortiz': 1, 'Birdman (rapper)': 1, 'Future (rapper)': 1, 'Raekwon': 1, 'Big Sean': 2, 'Pharrell Williams': 2, 'The-Dream': 2}}, 'Nelly': {'url': '/wiki/Nelly', 'edges': {'Sean Combs': 1, 'Plies (rapper)': 1, 'Nicki Minaj': 1, 'DJ Khaled': 1, '2 Chainz': 1, 'Akon': 4, 'Rick Ross': 1, 'Birdman (rapper)': 1, 'T.I.': 3, 'Jermaine Dupri': 3, 'T-Pain': 3}}, 'Angel Haze': {'url': '/wiki/Angel_Haze', 'edges': {'Eminem': 1}}, 'DJ Khaled': {'url': '/wiki/DJ_Khaled', 'edges': {'Lil Wayne': 15, 'Ace Hood': 5, 'Beanie Sigel': 1, 'Busta Rhymes': 6, 'Nicki Minaj': 5, 'Fabolous': 4, 'Big K.R.I.T.': 1, 'Rick Ross': 12, 'Future (rapper)': 8, 'Chance the Rapper': 1, 'Scarface (rapper)': 1, 'Big Boi': 2, 'Tyga': 1, 'Kendrick Lamar': 1, 'Plies (rapper)': 5, 'Jim Jones (rapper)': 1, 'Nelly': 1, 'Akon': 4, 'Nas': 4, 'Young Jeezy': 4, 'Wale (rapper)': 2, 'Luther Campbell': 1, 'Bun B': 2, '2 Chainz': 2, 'Birdman (rapper)': 7, 'Kirko Bangz': 1, 'Fat Joe': 9, 'Meek Mill': 3, 'T.I.': 6, 'Vado (rapper)': 1, 'Snoop Dogg': 2, 'Sean Combs': 1, 'Kanye West': 4, 'Ludacris': 5, 'Jadakiss': 5, 'Wiz Khalifa': 2, 'J. Cole': 2, 'French Montana': 3, 'Big Sean': 3, 'Bow Wow (rapper)': 1, 'T-Pain': 7}}, 'Ab-Soul': {'url': '/wiki/Ab-Soul', 'edges': {'Nipsey Hussle': 1, 'Joe Budden': 1, 'Stalley': 1, 'Jay Rock': 4, 'Nas': 1, 'Isaiah Rashad': 1, 'Lupe Fiasco': 2, 'Mac Miller': 1, 'Twista': 2, 'Eminem': 1, 'Schoolboy Q': 4, 'Kendrick Lamar': 3}}, 'Wale (rapper)': {'url': '/wiki/Wale_(rapper)', 'edges': {'Kardinal Offishall': 1, 'Lil Wayne': 1, 'Beanie Sigel': 1, 'Nipsey Hussle': 1, 'Omarion': 1, '2 Chainz': 1, 'Rick Ross': 3, 'Rhymefest': 1, 'Scarface (rapper)': 1, 'Gucci Mane': 2, 'Roscoe Dash': 1, 'Joell Ortiz': 1, 'Pusha T': 3, "K'naan": 1, 'Bun B': 3, 'Meek Mill': 1, 'Saigon (rapper)': 1, 'Lupe Fiasco': 1, 'Waka Flocka Flame': 1, 'Kanye West': 1, 'Talib Kweli': 1, 'J. Cole': 6, 'Drumma Boy': 1, 'Wiz Khalifa': 1, 'French Montana': 1, 'Big Sean': 2}}, 'Jean Grae': {'url': '/wiki/Jean_Grae', 'edges': {'Wale (rapper)': 1, 'Mos Def': 1, 'Talib Kweli': 2, 'Joell Ortiz': 1, 'Styles P': 1, 'Rapsody': 1}}, 'Diggy Simmons': {'url': '/wiki/Diggy_Simmons', 'edges': {'Rakim': 1, 'Kanye West': 2, 'B.o.B': 1, 'Jadakiss': 1, 'Nas': 2, 'French Montana': 2, 'Yo Gotti': 1, 'Pharrell Williams': 2, 'Tyga': 1, 'Lupe Fiasco': 3}}, 'B.o.B': {'url': '/wiki/B.o.B', 'edges': {'Lil Wayne': 2, 'Ace Hood': 1, 'Juicy J': 1, '2 Chainz': 2, 'Charles Hamilton (rapper)': 3, 'Mos Def': 1, 'Future (rapper)': 1, 'Big Boi': 2, 'Roscoe Dash': 1, 'Dr. Dre': 1, 'Swizz Beatz': 1, 'Eminem': 5, 'Nelly': 1, 'Mac Miller': 1, 'Kevin Gates': 1, 'Wale (rapper)': 2, 'Cory Gunz': 1, 'Bun B': 1, 'DMX (rapper)': 1, 'Hopsin': 1, 'Iggy Azalea': 2, 'Big K.R.I.T.': 1, 'T.I.': 12, 'Tech N9ne': 3, 'Mickey Factz': 1, 'Lupe Fiasco': 1, 'Kanye West': 1, 'Ludacris': 1, 'J. Cole': 1, 'Wiz Khalifa': 1, 'Rich Boy': 1, 'Meek Mill': 1}}, 'Yelawolf': {'url': '/wiki/Yelawolf', 'edges': {'Big K.R.I.T.': 3, 'Eminem': 9, 'Raekwon': 1, 'Rittz': 1, 'Lil Jon': 2, 'Mystikal': 1, 'Big Boi': 1, 'Kendrick Lamar': 1}}, 'Metro Boomin': {'url': '/wiki/Metro_Boomin', 'edges': {'Lil Wayne': 2, 'Ace Hood': 1, 'Kanye West': 3, 'Rich Homie Quan': 1, 'Juicy J': 2, '21 Savage': 4, 'Nicki Minaj': 1, 'Ludacris': 1, 'Yo Gotti': 1, 'Young Thug': 3, 'Wiz Khalifa': 1, 'YG (rapper)': 1, 'Young Jeezy': 1, '2 Chainz': 1, 'Future (rapper)': 6, 'Meek Mill': 1, 'Lil Uzi Vert': 3, 'Big Sean': 2, 'Gucci Mane': 4}}, 'Hopsin': {'url': '/wiki/Hopsin', 'edges': {'Lil Wayne': 1, 'Roscoe Dash': 1, 'Dr. Dre': 1, 'Eminem': 1, 'Rick Ross': 1, 'French Montana': 1, 'Iggy Azalea': 1, 'Soulja Boy': 2, 'Mac Miller': 1, 'Tech N9ne': 3, 'Mystikal': 1, 'Jarren Benton': 2, 'Schoolboy Q': 1, 'Lupe Fiasco': 1, 'Kid Ink': 1}}, 'Bow Wow (rapper)': {'url': '/wiki/Bow_Wow_(rapper)', 'edges': {'Lil Wayne': 4, 'Sean Combs': 1, 'Nelly': 1, 'Nicki Minaj': 1, 'Omarion': 3, 'Talib Kweli': 1, 'Fabolous': 1, 'Styles P': 1, 'Jermaine Dupri': 4, 'DMX (rapper)': 1, 'Nas': 1, 'Birdman (rapper)': 5, 'Snoop Dogg': 5, 'T.I.': 1, 'Ice Cube': 1, 'T-Pain': 3, 'DJ Khaled': 1, 'Soulja Boy': 4}}, 'T.I.': {'url': '/wiki/T.I.', 'edges': {'Lil Wayne': 9, 'Mannie Fresh': 1, 'B.G. (rapper)': 1, 'Busta Rhymes': 1, 'Nicki Minaj': 1, '2 Chainz': 1, 'Big K.R.I.T.': 2, 'Rick Ross': 2, 'Future (rapper)': 1, 'Eminem': 2, 'David Banner': 1, 'Gucci Mane': 1, "Lil' Kim": 1, 'Bun B': 2, 'Big Boi': 2, 'Dr. Dre': 4, 'Cassidy (rapper)': 1, 'Yung Joc': 1, 'Swizz Beatz': 2, 'Akon': 1, 'Nelly': 3, 'Kendrick Lamar': 2, 'Lil Jon': 1, 'Wyclef Jean': 1, 'Soulja Boy': 1, 'Young Dro': 3, 'B.o.B': 8, 'Yelawolf': 1, 'Young Jeezy': 5, 'DJ Khaled': 1, 'Young Thug': 3, 'Birdman (rapper)': 1, 'Iggy Azalea': 6, 'Fat Joe': 2, 'Meek Mill': 2, 'Shawty Lo': 2, 'DJ Drama': 2, 'Pharrell Williams': 6, 'DJ Mustard': 1, 'Sean Combs': 2, 'Kanye West': 6, 'Ludacris': 2, 'J. Cole': 1, 'French Montana': 1, 'Twista': 1, 'Bow Wow (rapper)': 1}}, 'Jay Electronica': {'url': '/wiki/Jay_Electronica', 'edges': {'Common (rapper)': 2, 'Jean Grae': 1, 'Swizz Beatz': 1, 'Nas': 2, 'Young Jeezy': 1, 'Yelawolf': 1, 'Royce da 5\'9"': 2, 'Raekwon': 1, 'Joell Ortiz': 1, 'Mos Def': 3, 'J. Cole': 1, 'Vince Staples': 2, 'Kendrick Lamar': 2, 'Mac Miller': 1, 'Big Sean': 2, 'Chance the Rapper': 1, 'Rapsody': 1, 'Soulja Boy': 1}}, 'DJ Mustard': {'url': '/wiki/DJ_Mustard', 'edges': {'Nipsey Hussle': 5, 'Dom Kennedy': 1, 'Nicki Minaj': 2, 'Omarion': 1, '2 Chainz': 5, 'Rick Ross': 1, 'Dorrough': 1, 'Tyga': 4, 'Rich Homie Quan': 1, 'Nelly': 1, 'Lil Jon': 2, 'Casey Veggies': 1, 'Young Dro': 1, 'B.o.B': 4, 'Young Jeezy': 4, 'Fetty Wap': 1, 'Iggy Azalea': 2, 'Bow Wow (rapper)': 2, 'T.I.': 1, 'Mystikal': 1, 'Snoop Dogg': 1, 'Problem (rapper)': 1, 'Ludacris': 1, 'Jadakiss': 1, 'E-40': 1, 'Wiz Khalifa': 3, 'YG (rapper)': 13, 'French Montana': 2, 'Big Sean': 1, 'T-Pain': 1, 'Schoolboy Q': 1, 'Kid Ink': 7}}, 'Lupe Fiasco': {'url': '/wiki/Lupe_Fiasco', 'edges': {'Lil Wayne': 1, 'Wale (rapper)': 1, 'Talib Kweli': 1, 'Kanye West': 4, 'Common (rapper)': 2, 'Diggy Simmons': 1, 'B.o.B': 2, 'Rick Ross': 1, 'J. Cole': 2, 'Mos Def': 2, 'Stalley': 1, 'Charles Hamilton (rapper)': 1, 'Nas': 2, 'Big K.R.I.T.': 1, 'Ice Cube': 1, 'Pharrell Williams': 3}}, 'Tink (musician)': {'url': '/wiki/Tink_(musician)', 'edges': {'Ms. Jade': 1, 'Rick Ross': 1, 'Future (rapper)': 1, 'Timbaland': 5}}, 'Problem (rapper)': {'url': '/wiki/Problem_(rapper)', 'edges': {'Lil Wayne': 1, 'Wale (rapper)': 1, 'E-40': 3, 'Nipsey Hussle': 1, 'Jim Jones (rapper)': 1, 'Talib Kweli': 1, 'Omarion': 1, 'T.I.': 1, 'Juvenile (rapper)': 1, 'Wiz Khalifa': 2, 'Eminem': 1, 'YG (rapper)': 1, 'Nas': 1, 'Kendrick Lamar': 1, 'Kurupt': 1, 'DJ Quik': 2, 'Pharrell Williams': 1, 'Tyga': 1, 'Snoop Dogg': 2}}, 'Webbie': {'url': '/wiki/Webbie', 'edges': {'Young Jeezy': 1, 'Foxx (rapper)': 3, 'Bun B': 2}}, 'Wiz Khalifa': {'url': '/wiki/Wiz_Khalifa', 'edges': {'Mannie Fresh': 1, 'Wale (rapper)': 1, 'Lil Uzi Vert': 1, 'Juicy J': 3, 'Nicki Minaj': 1, 'Yelawolf': 2, 'Chevy Woods': 1, 'Rakim': 1, 'KRS-One': 1, 'Pill (rapper)': 1, 'Common (rapper)': 1, 'Eminem': 1, 'YG (rapper)': 1, 'The Game (rapper)': 1, 'J. Cole': 2, '50 Cent': 1, 'Mac Miller': 1, 'DJ Mustard': 1, 'David Banner': 1, 'Snoop Dogg': 4, 'Diggy Simmons': 1}}, 'Raekwon': {'url': '/wiki/Raekwon', 'edges': {'Dr. Dre': 1, 'Busta Rhymes': 2, 'Jadakiss': 2, 'Black Thought': 1, 'Nas': 4, 'Fat Joe': 1, 'Beanie Sigel': 1}}, 'YG (rapper)': {'url': '/wiki/YG_(rapper)', 'edges': {'Lil Wayne': 1, 'Rich Homie Quan': 3, 'Nipsey Hussle': 2, 'Young Jeezy': 3, '50 Cent': 1, 'Nicki Minaj': 1, 'Yo Gotti': 1, 'Meek Mill': 1, 'DJ Mustard': 2, 'Krayzie Bone': 1}}, 'French Montana': {'url': '/wiki/French_Montana', 'edges': {'Lil Wayne': 1, 'Juicy J': 3, 'Nicki Minaj': 2, 'DJ Drama': 1, 'Fabolous': 2, 'Rick Ross': 5, 'Future (rapper)': 2, 'Scarface (rapper)': 1, 'David Banner': 1, 'Gucci Mane': 1, 'Nipsey Hussle': 1, 'Roscoe Dash': 1, 'Swizz Beatz': 1, 'Akon': 1, 'Joe Budden': 1, 'Kevin Gates': 1, '2 Chainz': 2, 'Common (rapper)': 1, 'Fetty Wap': 1, 'DJ Khaled': 3, 'Hopsin': 1, 'Birdman (rapper)': 1, 'Iggy Azalea': 1, 'Fat Joe': 5, 'Meek Mill': 1, 'Shawty Lo': 1, 'T.I.': 1, 'DJ Mustard': 1, 'Snoop Dogg': 3, 'Waka Flocka Flame': 1, 'Sean Combs': 4, 'Remy Ma': 5, 'Nas': 1, 'Jadakiss': 1, 'Wiz Khalifa': 2, 'Raekwon': 1, 'J. Cole': 1, 'Big Sean': 1, 'Schoolboy Q': 1, 'Kid Ink': 1}}, 'Rich Boy': {'url': '/wiki/Rich_Boy', 'edges': {'Dr. Dre': 1, 'Jermaine Dupri': 1}}, 'Krayzie Bone': {'url': '/wiki/Krayzie_Bone', 'edges': {'E-40': 1, 'Fat Joe': 1, 'Kurupt': 2, 'Ice Cube': 1, 'Chamillionaire': 2, 'Snoop Dogg': 1}}, 'Ms. Jade': {'url': '/wiki/Ms._Jade', 'edges': {'Freeway (rapper)': 1, 'Timbaland': 1}}, 'Ace Hood': {'url': '/wiki/Ace_Hood', 'edges': {'Lil Wayne': 4, '2 Chainz': 1, 'Rick Ross': 3, 'Future (rapper)': 1, 'Vado (rapper)': 2, 'Tyga': 1, 'Kendrick Lamar': 1, 'Plies (rapper)': 2, 'Rich Homie Quan': 1, 'Akon': 1, 'Juelz Santana': 1, 'DJ Khaled': 9, 'Fabolous': 1, 'Birdman (rapper)': 2, 'Bow Wow (rapper)': 1, 'Meek Mill': 3, 'T.I.': 1, 'Ludacris': 1, 'Jadakiss': 2, 'Talib Kweli': 1, 'Wiz Khalifa': 1, 'French Montana': 2, 'Yo Gotti': 1, 'Kevin McCall': 1, 'T-Pain': 3, 'The-Dream': 1}}, 'B.G. (rapper)': {'url': '/wiki/B.G._(rapper)', 'edges': {'Lil Wayne': 6, 'Mannie Fresh': 2, 'Bun B': 1, 'Webbie': 1, 'Juvenile (rapper)': 4, 'Birdman (rapper)': 6, 'T.I.': 2}}, 'Juicy J': {'url': '/wiki/Juicy_J', 'edges': {'Lil Wayne': 2, 'Common (rapper)': 1, 'Dr. Dre': 1, 'B.o.B': 1, 'Nas': 1, 'Nicki Minaj': 2, 'Yelawolf': 1, 'Wiz Khalifa': 8, 'Young Thug': 1, '2 Chainz': 2, 'Mike Will Made It': 2, 'French Montana': 1, 'Young Jeezy': 2, 'Big Sean': 2, 'Eminem': 2, 'T.I.': 1}}, 'Chevy Woods': {'url': '/wiki/Chevy_Woods', 'edges': {'Ab-Soul': 1, 'Juicy J': 3, 'B.o.B': 1, 'Kevin Gates': 1, 'DJ Drama': 1, 'Wiz Khalifa': 4, 'French Montana': 1, 'Kendrick Lamar': 1, 'Mac Miller': 2, 'Big Sean': 1, 'Joey Badass': 1, 'Schoolboy Q': 1, 'Dej Loaf': 2, 'Soulja Boy': 1}}, 'The Lady of Rage': {'url': '/wiki/The_Lady_of_Rage', 'edges': {'LL Cool J': 1, 'Dr. Dre': 4, 'Kurupt': 2, 'Snoop Dogg': 4, 'MC Lyte': 1}}, 'Stalley': {'url': '/wiki/Stalley', 'edges': {'Wale (rapper)': 3, 'Chevy Woods': 1, '2 Chainz': 1, 'Rick Ross': 8, 'Meek Mill': 2, 'Ras Kass': 1, 'Pharrell Williams': 1, 'Scarface (rapper)': 3, 'Schoolboy Q': 1}}, 'Andy Mineo': {'url': '/wiki/Andy_Mineo', 'edges': {'Common (rapper)': 1, 'Dr. Dre': 1, 'Busta Rhymes': 1, 'Lecrae': 5, 'Sean Combs': 1, 'Jadakiss': 1, 'DMX (rapper)': 1, 'Kurupt': 1, 'Snoop Dogg': 1, "Lil' Kim": 1}}, 'LL Cool J': {'url': '/wiki/LL_Cool_J', 'edges': {'DMX (rapper)': 2, 'Timbaland': 1, '50 Cent': 2, 'Queen Latifah': 2, 'Jermaine Dupri': 1, 'Redman (rapper)': 2, 'Freeway (rapper)': 1, 'Juelz Santana': 1, 'Snoop Dogg': 1}}, 'Vado (rapper)': {'url': '/wiki/Vado_(rapper)', 'edges': {'Lil Wayne': 2, 'Ace Hood': 3, 'Cassidy (rapper)': 2, 'Wale (rapper)': 1, 'DJ Khaled': 4, 'Birdman (rapper)': 1, 'Joell Ortiz': 1, 'Raekwon': 1, 'Fabolous': 1, 'Rick Ross': 2, 'French Montana': 3, 'Styles P': 1, 'Big Sean': 1, 'Twista': 1, 'Waka Flocka Flame': 1, 'Papoose (rapper)': 2, 'Dave East': 1, 'Busta Rhymes': 1}}, 'Eminem': {'url': '/wiki/Eminem', 'edges': {'Lil Wayne': 3, 'Busta Rhymes': 2, 'Chance the Rapper': 1, 'The Game (rapper)': 1, 'Nicki Minaj': 2, 'Stalley': 1, '50 Cent': 7, 'Pharrell Williams': 2, 'Redman (rapper)': 1, 'MC Hammer': 1, 'LL Cool J': 2, 'David Banner': 1, 'Kendrick Lamar': 1, 'Juicy J': 1, 'Dr. Dre': 8, 'Stat Quo': 2, 'Joe Budden': 1, 'Xzibit': 2, 'Akon': 1, 'Nas': 2, 'Lil Jon': 1, "Lil' Kim": 1, 'Kurupt': 1, 'Ab-Soul': 1, 'Rakim': 2, 'B.o.B': 2, 'Yelawolf': 3, 'Young Jeezy': 1, 'DMX (rapper)': 1, 'Royce da 5\'9"': 7, 'Common (rapper)': 2, 'Hopsin': 1, 'Fat Joe': 1, 'T.I.': 3, 'Tech N9ne': 2, 'Snoop Dogg': 6, 'Talib Kweli': 1, 'Ludacris': 1, 'Jadakiss': 3, 'Crooked I': 1, 'Wiz Khalifa': 2, 'J. Cole': 1, 'Big Sean': 3, 'Ice Cube': 3}}, 'Rahzel': {'url': '/wiki/Rahzel', 'edges': {'Rakim': 1, 'Rhymefest': 1, 'Black Thought': 1, 'Common (rapper)': 1}}, 'Joey Badass': {'url': '/wiki/Joey_Badass', 'edges': {'Ab-Soul': 1, 'Troy Ave': 1, 'Juicy J': 1, 'Yelawolf': 1, 'Big K.R.I.T.': 2, 'Black Thought': 1, 'Nas': 1, 'Fat Joe': 1, 'Styles P': 1, 'Mac Miller': 1, 'Kendrick Lamar': 1, 'Action Bronson': 1}}, 'Kendrick Lamar': {'url': '/wiki/Kendrick_Lamar', 'edges': {'Lil Wayne': 3, 'Ace Hood': 1, 'Busta Rhymes': 1, 'Rakim': 1, 'Stalley': 1, '2 Chainz': 1, 'Big K.R.I.T.': 2, 'Nas': 1, 'Chance the Rapper': 1, 'Joe Budden': 1, 'Dr. Dre': 6, 'Cassidy (rapper)': 1, 'Joell Ortiz': 1, 'Pusha T': 1, 'Eminem': 3, 'Lupe Fiasco': 1, 'Mac Miller': 2, 'Kurupt': 1, 'Ab-Soul': 3, 'Wale (rapper)': 1, 'B.o.B': 2, 'Yelawolf': 1, 'Young Jeezy': 1, 'DMX (rapper)': 1, 'Jay Rock': 3, 'Birdman (rapper)': 1, 'Isaiah Rashad': 3, 'Charles Hamilton (rapper)': 1, 'Jay Electronica': 1, 'Tech N9ne': 1, 'Mickey Factz': 1, 'Snoop Dogg': 3, 'Kanye West': 4, 'Mos Def': 1, 'J. Cole': 2, 'The Game (rapper)': 3, 'Big Sean': 1, 'Papoose (rapper)': 1, 'Schoolboy Q': 3, 'Meek Mill': 2}}, 'Plies (rapper)': {'url': '/wiki/Plies_(rapper)', 'edges': {'Lil Wayne': 1, 'Ace Hood': 1, 'Ludacris': 2, 'Young Jeezy': 3, 'DJ Khaled': 3, 'Akon': 3, 'Rick Ross': 1, 'Fat Joe': 1, 'Gucci Mane': 1, 'T-Pain': 5, 'The-Dream': 1}}, 'Termanology': {'url': '/wiki/Termanology', 'edges': {'Cory Gunz': 1, 'Action Bronson': 1, 'Kid Ink': 1}}, 'Stat Quo': {'url': '/wiki/Stat_Quo', 'edges': {'Dr. Dre': 8, 'Busta Rhymes': 1, 'Talib Kweli': 1, 'Ludacris': 1, '50 Cent': 3, 'Wiz Khalifa': 1, 'Eminem': 5, 'The Game (rapper)': 2, 'Chamillionaire': 1, 'Scarface (rapper)': 1, 'Jermaine Dupri': 1}}, 'Snow Tha Product': {'url': '/wiki/Snow_Tha_Product', 'edges': {'Busta Rhymes': 1, 'Ludacris': 1, 'Crooked I': 2, '50 Cent': 1, 'Joell Ortiz': 1, 'Eminem': 1, 'Tech N9ne': 3, 'Lupe Fiasco': 1}}, 'Nick Cannon': {'url': '/wiki/Nick_Cannon', 'edges': {'Cory Gunz': 1, 'Busta Rhymes': 1, 'Fabolous': 1, 'Eminem': 2, 'Akon': 1, 'Future (rapper)': 2, 'Fat Joe': 1, 'Big Boi': 1, 'Tyga': 1, 'Soulja Boy': 1}}, 'Swizz Beatz': {'url': '/wiki/Swizz_Beatz', 'edges': {'Lil Wayne': 2, 'Rakim': 1, 'Plies (rapper)': 1, 'Kanye West': 4, 'Dr. Dre': 1, 'Busta Rhymes': 2, 'Ludacris': 3, 'Jadakiss': 2, 'DMX (rapper)': 3, '2 Chainz': 1, 'Styles P': 1, 'Nas': 1, 'Rick Ross': 2, 'Pusha T': 1, 'Nicki Minaj': 1, 'T.I.': 3, 'Cassidy (rapper)': 5}}, 'Akon': {'url': '/wiki/Akon', 'edges': {'Lil Wayne': 2, 'Kardinal Offishall': 3, 'Dr. Dre': 2, 'Young Jeezy': 3, 'Wiz Khalifa': 1, 'Styles P': 1, 'Eminem': 3, 'T.I.': 1, 'Pharrell Williams': 1, 'T-Pain': 4, 'Snoop Dogg': 5}}, 'Lil Jon': {'url': '/wiki/Lil_Jon', 'edges': {'Waka Flocka Flame': 1, 'E-40': 2, 'Dr. Dre': 1, 'Ludacris': 5, '50 Cent': 1, 'Mystikal': 1, 'Lil Scrappy': 1, 'Soulja Boy': 1, 'Ice Cube': 2, 'Pharrell Williams': 1, 'T-Pain': 1, 'Tyga': 1, 'Snoop Dogg': 2, 'Krayzie Bone': 1}}, 'Wyclef Jean': {'url': '/wiki/Wyclef_Jean', 'edges': {'Lil Wayne': 2, 'Ludacris': 1, 'T.I.': 1, 'Young Thug': 2, 'Akon': 1, 'Timbaland': 1, "Lil' Kim": 1}}, 'Wax (rapper)': {'url': '/wiki/Wax_(rapper)', 'edges': {}}, 'Common (rapper)': {'url': '/wiki/Common_(rapper)', 'edges': {'Kanye West': 8, 'Akon': 1, 'Juicy J': 1, 'Talib Kweli': 2, 'Vince Staples': 2, 'Wiz Khalifa': 1, 'Rick Ross': 1, 'Black Thought': 1, 'Mos Def': 3, 'French Montana': 1, 'Fat Joe': 1, 'Queen Latifah': 1, 'T.I.': 1, 'Pharrell Williams': 1, 'Eminem': 4, 'The Game (rapper)': 1}}, 'E-40': {'url': '/wiki/E-40', 'edges': {'Juicy J': 1, 'Lecrae': 1, 'G-Eazy': 2, 'Bun B': 2, '2 Chainz': 2, 'Akon': 1, 'YG (rapper)': 1, 'The Game (rapper)': 1, 'Kendrick Lamar': 1, 'Young Jeezy': 1, 'Lil Jon': 5, 'Gucci Mane': 1, 'Twista': 1, 'Tech N9ne': 2, 'T-Pain': 1, 'Schoolboy Q': 1, 'Snoop Dogg': 2}}, 'Lil Yachty': {'url': '/wiki/Lil_Yachty', 'edges': {'Chance the Rapper': 1, 'Kanye West': 1, 'Soulja Boy': 1}}, 'Bun B': {'url': '/wiki/Bun_B', 'edges': {'Lil Wayne': 1, 'Kirko Bangz': 3, 'Redman (rapper)': 1, 'Yung Joc': 1, 'Young Jeezy': 1, 'Webbie': 1, 'Royce da 5\'9"': 1, 'Big K.R.I.T.': 2, '2 Chainz': 1, 'Rick Ross': 2, 'Raekwon': 1, 'David Banner': 1}}, 'Fetty Wap': {'url': '/wiki/Fetty_Wap', 'edges': {'Lil Wayne': 1, 'Kirko Bangz': 1, 'Nicki Minaj': 1, 'Eminem': 1, 'French Montana': 3, 'Gucci Mane': 2, 'Kid Ink': 1}}, 'Vic Mensa': {'url': '/wiki/Vic_Mensa', 'edges': {'Wale (rapper)': 1, 'Kanye West': 6, 'Twista': 1, 'J. Cole': 1, 'Eminem': 1, 'Nas': 1, 'Future (rapper)': 1, 'Timbaland': 1, 'Chance the Rapper': 4, 'Lupe Fiasco': 1}}, 'Fabolous': {'url': '/wiki/Fabolous', 'edges': {'Lil Wayne': 1, 'Sean Combs': 2, 'Kanye West': 1, 'Remy Ma': 1, 'Wale (rapper)': 1, 'Young Jeezy': 4, 'Timbaland': 1, '2 Chainz': 1, 'Swizz Beatz': 1, 'Jermaine Dupri': 1, 'J. Cole': 1, 'Future (rapper)': 1, 'Rick Ross': 1, 'The-Dream': 2, 'DJ Drama': 1, 'Jadakiss': 1, 'T-Pain': 1, 'Joe Budden': 3, 'Pusha T': 1}}, 'Mike Will Made It': {'url': '/wiki/Mike_Will_Made_It', 'edges': {'Lil Wayne': 4, 'Busta Rhymes': 1, 'Nicki Minaj': 2, 'DJ Drama': 1, '2 Chainz': 2, 'Rick Ross': 2, 'Future (rapper)': 5, 'Gucci Mane': 3, 'Juicy J': 3, 'Dr. Dre': 1, '21 Savage': 1, 'Pusha T': 1, 'Kendrick Lamar': 2, 'Mac Miller': 1, 'Timbaland': 1, 'Lil Yachty': 1, 'B.o.B': 1, 'Young Jeezy': 1, 'Big Sean': 1, 'Fabolous': 1, 'Meek Mill': 1, 'T.I.': 1, 'Pharrell Williams': 1, 'Waka Flocka Flame': 2, 'Sean Combs': 1, 'Kanye West': 1, 'Ludacris': 1, 'Wiz Khalifa': 3, 'YG (rapper)': 1, 'French Montana': 1, 'Rocko (rapper)': 1}}, 'Birdman (rapper)': {'url': '/wiki/Birdman_(rapper)', 'edges': {'Lil Wayne': 7, 'Mannie Fresh': 3, 'B.G. (rapper)': 1, 'Rich Homie Quan': 2, 'Nipsey Hussle': 1, 'Jim Jones (rapper)': 1, 'Ace Hood': 1, 'Nicki Minaj': 2, 'DJ Khaled': 1, 'Juvenile (rapper)': 1, '2 Chainz': 1, 'Young Thug': 2, 'Rick Ross': 2, 'French Montana': 1, 'Future (rapper)': 1, 'Fat Joe': 1, 'Meek Mill': 1, 'Young Jeezy': 2, 'Bun B': 1, 'Tyga': 1}}, 'Iggy Azalea': {'url': '/wiki/Iggy_Azalea', 'edges': {'Roscoe Dash': 1, 'Kirko Bangz': 1, 'Problem (rapper)': 1, 'B.o.B': 1, 'Nicki Minaj': 1, 'Hopsin': 1, 'YG (rapper)': 1, 'Nas': 2, 'French Montana': 1, 'T.I.': 5, 'DJ Mustard': 1, 'Tyga': 2, 'Kendrick Lamar': 1, "Lil' Kim": 1}}, 'Lil Uzi Vert': {'url': '/wiki/Lil_Uzi_Vert', 'edges': {'Lil Wayne': 1, 'Kanye West': 1, 'Metro Boomin': 1, 'Young Thug': 3, 'Wiz Khalifa': 3, 'Future (rapper)': 1, 'DJ Drama': 1, 'Pharrell Williams': 1, 'Gucci Mane': 1}}, 'Mystikal': {'url': '/wiki/Mystikal', 'edges': {'Mannie Fresh': 1, 'Lil Wayne': 4, 'B.G. (rapper)': 1, 'Busta Rhymes': 2, 'Ludacris': 2, 'Doug E. Fresh': 1, 'Birdman (rapper)': 1, 'Tech N9ne': 1, 'LL Cool J': 1, 'Pharrell Williams': 1, 'Snoop Dogg': 1, 'Krayzie Bone': 1}}, 'Pharrell Williams': {'url': '/wiki/Pharrell_Williams', 'edges': {'Rakim': 1, 'Kanye West': 2, 'Busta Rhymes': 1, 'Mike Will Made It': 1, 'Ludacris': 1, '50 Cent': 1, 'Pusha T': 2, 'Nelly': 1, 'Future (rapper)': 1, 'Lupe Fiasco': 1, 'Mac Miller': 1, 'T.I.': 2, 'T-Pain': 1, 'Snoop Dogg': 3, 'Lil Jon': 1}}, 'Dave East': {'url': '/wiki/Dave_East', 'edges': {'Ms. Jade': 1, 'Cassidy (rapper)': 1, 'Jadakiss': 2, 'Raekwon': 1, 'Fabolous': 2, 'Styles P': 3, 'Nas': 5, 'Future (rapper)': 1, 'Pusha T': 2, 'Mac Miller': 1, 'Vado (rapper)': 1, 'DMX (rapper)': 1, 'Snoop Dogg': 1, 'Meek Mill': 1}}, 'Snoop Dogg': {'url': '/wiki/Snoop_Dogg', 'edges': {'E-40': 2, 'Dr. Dre': 3, 'The Lady of Rage': 1, 'DJ Drama': 1, '50 Cent': 1, 'Wiz Khalifa': 2, 'Xzibit': 1, 'Eminem': 1, 'Pharrell Williams': 1, 'Kurupt': 2, 'The-Dream': 1, 'Ice Cube': 1, 'Tech N9ne': 1, 'David Banner': 1, 'Kendrick Lamar': 1, 'Lil Jon': 2}}, 'Sean Combs': {'url': '/wiki/Sean_Combs', 'edges': {'Busta Rhymes': 2, 'Rick Ross': 2, 'DJ Khaled': 1, '50 Cent': 2, 'Fabolous': 1, 'Nas': 1, 'French Montana': 2, 'Fat Joe': 1, 'LL Cool J': 1, 'Pharrell Williams': 2, 'Nelly': 1, "Lil' Kim": 2}}, 'Kanye West': {'url': '/wiki/Kanye_West', 'edges': {'Beanie Sigel': 1, 'Wale (rapper)': 1, 'Nicki Minaj': 2, '50 Cent': 1, '2 Chainz': 2, 'Jermaine Dupri': 1, 'Nas': 1, 'Rhymefest': 2, 'Future (rapper)': 1, 'Desiigner': 2, 'Chance the Rapper': 3, 'Gucci Mane': 1, 'Pusha T': 3, 'Eminem': 1, 'Kendrick Lamar': 3, 'Mos Def': 1, 'Common (rapper)': 3, 'Casey Veggies': 1, 'Young Jeezy': 1, 'Vic Mensa': 1, 'Soulja Boy': 1, 'Freeway (rapper)': 1, 'T.I.': 1, 'Pharrell Williams': 1, 'Lupe Fiasco': 2, 'Ludacris': 1, 'Wiz Khalifa': 1, 'Raekwon': 2, 'Yo Gotti': 1, 'Big Sean': 3, 'Twista': 2, 'Rakim': 1, 'LL Cool J': 1}}, 'Ludacris': {'url': '/wiki/Ludacris', 'edges': {'Lil Wayne': 1, 'Beanie Sigel': 1, '50 Cent': 1, '2 Chainz': 1, 'Big K.R.I.T.': 1, 'Wiz Khalifa': 1, 'Nas': 2, 'Big Boi': 2, 'Plies (rapper)': 2, 'Young Jeezy': 3, 'Lil Jon': 3, 'Timbaland': 2, 'Common (rapper)': 1, 'Bun B': 1, 'DMX (rapper)': 1, 'T.I.': 3, 'Mystikal': 1, 'Pharrell Williams': 2, 'Snoop Dogg': 1, 'Kanye West': 3, 'Willy Northpole': 1, 'Queen Latifah': 3, 'The Game (rapper)': 1, 'French Montana': 1, 'DJ Quik': 1, 'T-Pain': 4}}, 'J. Cole': {'url': '/wiki/J._Cole', 'edges': {'Wale (rapper)': 3, 'Kanye West': 2, 'B.o.B': 1, 'Nas': 2, 'Nicki Minaj': 1, 'DJ Khaled': 2, 'Talib Kweli': 1, 'Wiz Khalifa': 1, 'Pusha T': 1, 'Eminem': 3, 'Mos Def': 1, 'Chance the Rapper': 1, 'Big K.R.I.T.': 1, 'Big Sean': 1, 'Jay Electronica': 1, 'Kendrick Lamar': 4, 'Sean Combs': 1}}, 'Drumma Boy': {'url': '/wiki/Drumma_Boy', 'edges': {'Plies (rapper)': 1, 'Dr. Dre': 1, 'Yung Joc': 1, 'Young Jeezy': 1, '2 Chainz': 1, 'Bun B': 1, 'Yo Gotti': 1, 'Rocko (rapper)': 1, 'Scarface (rapper)': 1, 'Gucci Mane': 1}}, 'Juvenile (rapper)': {'url': '/wiki/Juvenile_(rapper)', 'edges': {'Mannie Fresh': 1, 'Lil Wayne': 3, 'B.G. (rapper)': 3, 'Rick Ross': 2, 'Young Jeezy': 1, 'Ludacris': 1, 'Bun B': 1, 'Birdman (rapper)': 1, 'Yo Gotti': 1, 'T.I.': 1, 'Soulja Boy': 1}}, 'Rhymefest': {'url': '/wiki/Rhymefest', 'edges': {'Common (rapper)': 2, 'Kanye West': 4, 'Nick Cannon': 1, 'Lil Jon': 1, 'Eminem': 1}}, 'Queen Latifah': {'url': '/wiki/Queen_Latifah', 'edges': {'LL Cool J': 2, 'Ludacris': 2, 'Remy Ma': 1, 'KRS-One': 1, "Lil' Kim": 1}}, 'Yo Gotti': {'url': '/wiki/Yo_Gotti', 'edges': {'Lil Wayne': 1, 'Young Jeezy': 2, 'YG (rapper)': 2, 'J. Cole': 1, 'Nicki Minaj': 1, 'T.I.': 1, 'Gucci Mane': 1}}, 'Ice Cube': {'url': '/wiki/Ice_Cube', 'edges': {'Dr. Dre': 7, '2 Chainz': 1, 'Xzibit': 1, 'Eminem': 1, 'The Game (rapper)': 1, 'Lil Jon': 2, 'DJ Quik': 2, 'Tech N9ne': 1, 'Snoop Dogg': 3}}, 'Rakim': {'url': '/wiki/Rakim', 'edges': {'Dr. Dre': 5, 'KRS-One': 3, 'DMX (rapper)': 1, '50 Cent': 1, 'Raekwon': 1, 'Eminem': 2, 'Nas': 2, 'LL Cool J': 1, 'Pharrell Williams': 1}}, 'Locksmith (rapper)': {'url': '/wiki/Locksmith_(rapper)', 'edges': {'Jarren Benton': 2, 'Joe Budden': 1, 'Hopsin': 1}}, 'Schoolboy Q': {'url': '/wiki/Schoolboy_Q', 'edges': {'Ab-Soul': 4, 'Sean Combs': 1, 'Kanye West': 2, 'Vince Staples': 1, '50 Cent': 2, 'Wiz Khalifa': 1, 'Jay Rock': 4, 'Nas': 1, 'Isaiah Rashad': 3, 'Snoop Dogg': 1, 'Mac Miller': 3, 'Tyga': 3, 'Kendrick Lamar': 6, 'Kurupt': 1}}, 'The-Dream': {'url': '/wiki/The-Dream', 'edges': {'Sean Combs': 1, 'Plies (rapper)': 1, 'Kanye West': 4, 'Yung Joc': 1, 'Big Sean': 1, 'Fabolous': 5, 'Pusha T': 2, '2 Chainz': 1, 'Rick Ross': 2, 'Lil Jon': 1, 'T.I.': 1, 'LL Cool J': 1, 'Timbaland': 1, 'T-Pain': 1, 'Snoop Dogg': 1}}, 'Kardinal Offishall': {'url': '/wiki/Kardinal_Offishall', 'edges': {'Pharrell Williams': 2, 'Timbaland': 1, 'Akon': 2}}, 'Omillio Sparks': {'url': '/wiki/Omillio_Sparks', 'edges': {'Freeway (rapper)': 2, 'Kanye West': 1, 'Beanie Sigel': 3, 'Juelz Santana': 1}}, 'Pill (rapper)': {'url': '/wiki/Pill_(rapper)', 'edges': {'Wale (rapper)': 1, 'Nipsey Hussle': 1, 'Yelawolf': 1, 'J. Cole': 1, 'Jay Rock': 1, 'Rick Ross': 1, 'DJ Drama': 1, 'Tech N9ne': 1}}, 'Nas': {'url': '/wiki/Nas', 'edges': {'Rakim': 4, 'Dr. Dre': 2, 'KRS-One': 1, 'Sean Combs': 1, 'Jadakiss': 1, 'DJ Khaled': 1, 'Ludacris': 1, '50 Cent': 1, 'Raekwon': 1, 'Eminem': 1, 'Lil Jon': 1, 'Timbaland': 1, 'Common (rapper)': 1, 'Dave East': 1}}, 'Chamillionaire': {'url': '/wiki/Chamillionaire', 'edges': {'Lil Wayne': 3, 'Nipsey Hussle': 1, 'Ludacris': 1, 'Bun B': 1, '50 Cent': 1, 'Big K.R.I.T.': 1, 'Dorrough': 1, 'MC Hammer': 1, 'Scarface (rapper)': 1, 'Saigon (rapper)': 1, 'Krayzie Bone': 5}}, 'Big Boi': {'url': '/wiki/Big_Boi', 'edges': {'B.o.B': 2, 'Ludacris': 1, 'Nick Cannon': 1, 'Pill (rapper)': 1, 'Raekwon': 1, 'Future (rapper)': 1, 'T.I.': 1, 'Gucci Mane': 1}}, 'Gucci Mane': {'url': '/wiki/Gucci_Mane', 'edges': {'Lil Wayne': 1, 'Nicki Minaj': 2, 'Omarion': 1, 'DJ Drama': 1, '2 Chainz': 5, 'Rick Ross': 2, 'Lil Scrappy': 1, 'Future (rapper)': 4, 'Tyga': 2, 'Kendrick Lamar': 1, "Lil' Kim": 1, 'Plies 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{'url': '/wiki/Rich_Homie_Quan', 'edges': {'Lil Wayne': 1, 'Future (rapper)': 1, 'Young Jeezy': 2, 'Wiz Khalifa': 1, 'Young Thug': 3, '2 Chainz': 1, 'YG (rapper)': 1, 'Birdman (rapper)': 2, 'Yo Gotti': 1, 'T.I.': 2, 'Problem (rapper)': 2, 'Gucci Mane': 3}}, 'KRS-One': {'url': '/wiki/KRS-One', 'edges': {'Rakim': 1, 'Busta Rhymes': 1, 'Nas': 1, "K'naan": 1, 'Fat Joe': 1, 'LL Cool J': 1, 'Buckshot (rapper)': 1}}, 'Dr. Dre': {'url': '/wiki/Dr._Dre', 'edges': {'Kardinal Offishall': 1, 'Busta Rhymes': 1, 'The Lady of Rage': 1, '50 Cent': 6, 'Nas': 2, 'Grandmaster Flash': 1, 'LL Cool J': 1, 'Akon': 1, 'Kendrick Lamar': 3, 'Stat Quo': 1, 'Joell Ortiz': 1, 'Xzibit': 3, 'Eminem': 9, 'Kurupt': 2, 'Timbaland': 2, 'Rakim': 1, 'Snoop Dogg': 7, 'Sean Combs': 2, 'Kanye West': 2, 'Raekwon': 2, 'The Game (rapper)': 2, 'DJ Quik': 2, 'Ice Cube': 5}}, 'Joell Ortiz': {'url': '/wiki/Joell_Ortiz', 'edges': {'Dr. Dre': 3, 'B.o.B': 1, 'KRS-One': 1, 'Crooked I': 2, 'Snow Tha Product': 1, 'Royce da 5\'9"': 3, 'Styles P': 2, 'Akon': 2, 'Ras Kass': 2, 'Jermaine Dupri': 2, 'Eminem': 3, 'Joe Budden': 3}}, 'Xzibit': {'url': '/wiki/Xzibit', 'edges': {'Dr. Dre': 4, 'Busta Rhymes': 1, 'The Game (rapper)': 1, 'Timbaland': 1, '50 Cent': 3, 'Eminem': 4, 'Ras Kass': 1, 'Kurupt': 1, 'DJ Quik': 1, 'Ice Cube': 2, 'T-Pain': 1, 'Snoop Dogg': 4}}, 'Mac Miller': {'url': '/wiki/Mac_Miller', 'edges': {'Ab-Soul': 2, 'Lil Wayne': 1, 'Casey Veggies': 1, 'Action Bronson': 1, 'Talib Kweli': 1, 'Vince Staples': 3, 'Wiz Khalifa': 4, '2 Chainz': 1, 'Rapsody': 1, 'Jay Electronica': 1, 'Pharrell Williams': 2, 'Schoolboy Q': 2}}, 'Juelz Santana': {'url': '/wiki/Juelz_Santana', 'edges': {'Lil Wayne': 4, 'Wale (rapper)': 1, 'Jim Jones (rapper)': 3, 'Yelawolf': 1, 'Young Jeezy': 1, 'DJ Khaled': 1, 'Fabolous': 1, 'Swizz Beatz': 1, 'Wiz Khalifa': 1, 'Rick Ross': 1, 'Yo Gotti': 1, 'Meek Mill': 1, 'Jadakiss': 1, 'Vado (rapper)': 1, 'DJ Mustard': 1}}, 'Jon Connor': {'url': '/wiki/Jon_Connor', 'edges': {'Dr. Dre': 4, 'Busta 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{'Sean Combs': 1, 'Remy Ma': 1, 'Common (rapper)': 1, 'Jermaine Dupri': 1, 'Wyclef Jean': 1, "Lil' Kim": 1}}, 'Young Jeezy': {'url': '/wiki/Young_Jeezy', 'edges': {'Lil Wayne': 2, 'Mannie Fresh': 1, 'E-40': 1, 'Kanye West': 1, 'Future (rapper)': 1, 'Ludacris': 2, 'DJ Drama': 1, '2 Chainz': 1, 'Akon': 3, 'YG (rapper)': 3, 'Nas': 1, 'Birdman (rapper)': 1, 'Yo Gotti': 1, 'Lil Jon': 1, 'T.I.': 2, 'DJ Mustard': 1, 'Gucci Mane': 2, 'Sean Combs': 1}}, 'Ras Kass': {'url': '/wiki/Ras_Kass', 'edges': {'Rakim': 1, 'Dr. Dre': 2, 'Twista': 1, 'KRS-One': 1, 'Crooked I': 2, 'Jadakiss': 1, 'Talib Kweli': 1, 'Freeway (rapper)': 1, 'Xzibit': 3, 'Ice Cube': 1, 'The Game (rapper)': 1, 'Kurupt': 3, 'Mystikal': 1, 'Scarface (rapper)': 1, 'Kendrick Lamar': 1}}, 'DMX (rapper)': {'url': '/wiki/DMX_(rapper)', 'edges': {'Kanye West': 1, 'Dr. Dre': 2, 'Busta Rhymes': 2, '50 Cent': 1, 'Swizz Beatz': 4, 'Eminem': 1, 'Nas': 1, 'LL Cool J': 1}}, 'Big Sean': {'url': '/wiki/Big_Sean', 'edges': {'Lil Wayne': 3, 'Juicy J': 1, 'Dom Kennedy': 1, 'Nicki Minaj': 1, '2 Chainz': 4, 'Nas': 1, 'Tyga': 2, 'Kendrick Lamar': 1, 'Roscoe Dash': 2, 'Pusha T': 5, 'Eminem': 2, 'Common (rapper)': 1, 'E-40': 4, 'Bun B': 1, 'Royce da 5\'9"': 1, 'Mike Will Made It': 1, 'Pharrell Williams': 1, 'DJ Mustard': 2, 'Lupe Fiasco': 1, 'Kanye West': 16, 'Rick Ross': 1, 'J. Cole': 2, 'Wiz Khalifa': 2, 'French Montana': 1}}, 'Doug E. Fresh': {'url': '/wiki/Doug_E._Fresh', 'edges': {'Nas': 1, 'Ludacris': 1, 'MC Hammer': 2}}, 'Jay Rock': {'url': '/wiki/Jay_Rock', 'edges': {'Lil Wayne': 2, 'Ab-Soul': 4, 'E-40': 1, 'Nipsey Hussle': 1, 'Omarion': 1, 'Stalley': 1, '50 Cent': 1, 'YG (rapper)': 1, 'The Game (rapper)': 1, 'Isaiah Rashad': 1, 'Tech N9ne': 5, 'Schoolboy Q': 3, 'Kendrick Lamar': 5}}, 'Isaiah Rashad': {'url': '/wiki/Isaiah_Rashad', 'edges': {'Lil Wayne': 1, 'Juicy J': 2, 'Nas': 1, 'Chance the Rapper': 1, 'Jarren Benton': 1, 'Scarface (rapper)': 2, 'Big Boi': 1, 'Kendrick Lamar': 4, 'Rich Homie Quan': 1, 'KRS-One': 1, 'Jon Connor': 1, 'Kevin Gates': 1, 'Ab-Soul': 2, 'Troy Ave': 1, 'Vince Staples': 1, 'Vic Mensa': 1, 'Jay Rock': 2, 'T.I.': 1, 'Joey Badass': 2, 'Snoop Dogg': 1, 'Kanye West': 1, 'Schoolboy Q': 1}}, 'Fat Joe': {'url': '/wiki/Fat_Joe', 'edges': {'Lil Wayne': 6, 'Ace Hood': 1, 'Busta Rhymes': 4, '50 Cent': 2, 'Fabolous': 1, 'Rick Ross': 1, 'LL Cool J': 1, 'Big Boi': 1, "Lil' Kim": 1, 'Bun B': 1, 'Plies (rapper)': 1, 'KRS-One': 1, 'Eminem': 1, 'Nelly': 1, 'Young Jeezy': 2, 'DJ Khaled': 2, 'Akon': 3, 'Birdman (rapper)': 2, 'T.I.': 1, 'Waka Flocka Flame': 1, 'Sean Combs': 1, 'Remy Ma': 7, 'Ludacris': 3, 'Jadakiss': 3, 'Wiz Khalifa': 1, 'Raekwon': 2, 'French Montana': 3, 'Twista': 1, 'T-Pain': 2, 'Keith Murray (rapper)': 1}}, 'Meek Mill': {'url': '/wiki/Meek_Mill', 'edges': {'Lil Wayne': 1, 'Beanie Sigel': 1, 'Nicki Minaj': 4, 'T.I.': 2, '50 Cent': 1, 'Fabolous': 1, 'Big K.R.I.T.': 1, 'Nas': 1, 'Future (rapper)': 3, 'Pusha T': 1, 'Vado (rapper)': 1, 'Kendrick Lamar': 1, 'Cassidy (rapper)': 1, 'Swizz Beatz': 1, 'Akon': 1, 'Mac Miller': 1, 'Wale (rapper)': 4, 'DJ Khaled': 1, 'J. Cole': 1, 'Fat Joe': 1, 'Lil Uzi Vert': 1, 'DJ Drama': 2, 'Jay Electronica': 1, 'Joe Budden': 1, 'Waka Flocka Flame': 1, 'Remy Ma': 1, 'Rick Ross': 8, 'Jadakiss': 2, 'The Game (rapper)': 1, 'French Montana': 1, 'Yo Gotti': 1, 'Big Sean': 1}}, 'Lil Scrappy': {'url': '/wiki/Lil_Scrappy', 'edges': {'E-40': 1, 'Young Dro': 1, 'Yung Joc': 2, '50 Cent': 4, '2 Chainz': 1, 'Lil Jon': 6, 'Twista': 1}}, 'Rocko (rapper)': {'url': '/wiki/Rocko_(rapper)', 'edges': {'Young Dro': 1, 'Nas': 1, 'Drumma Boy': 2, 'Rick Ross': 3, 'Future (rapper)': 8, 'T.I.': 1, 'Gucci Mane': 1}}, 'Tech N9ne': {'url': '/wiki/Tech_N9ne', 'edges': {'Lil Wayne': 2, 'Busta Rhymes': 1, '2 Chainz': 1, 'Big K.R.I.T.': 2, 'Rick Ross': 1, 'Rittz': 1, 'Jarren Benton': 1, 'Kendrick Lamar': 2, 'Dr. Dre': 1, 'KRS-One': 1, 'Snow Tha Product': 2, 'Xzibit': 1, 'Eminem': 3, 'E-40': 3, 'B.o.B': 4, 'Yelawolf': 1, 'Jay Rock': 1, 'T.I.': 1, 'Hopsin': 2, 'Snoop Dogg': 1, 'Wiz Khalifa': 1, 'Yo Gotti': 1, 'Twista': 3, 'T-Pain': 3}}, 'Mickey Factz': {'url': '/wiki/Mickey_Factz', 'edges': {'Lupe Fiasco': 1, 'Big Sean': 1}}, 'Saigon (rapper)': {'url': '/wiki/Saigon_(rapper)', 'edges': {'Papoose (rapper)': 2, 'Kanye West': 1, 'Cassidy (rapper)': 1, 'Lecrae': 1, 'Bun B': 2, 'Raekwon': 1, 'Joell Ortiz': 3, 'Styles P': 1, 'Jadakiss': 1, 'Rhymefest': 1, 'Swizz Beatz': 1, 'Termanology': 3, 'Chamillionaire': 1, 'Freeway (rapper)': 1, 'Action Bronson': 1}}, 'Joe Budden': {'url': '/wiki/Joe_Budden', 'edges': {'Fabolous': 2, 'Lil Wayne': 1, 'Kirko Bangz': 1, 'Busta Rhymes': 2, 'B.o.B': 1, 'Crooked I': 2, 'Omarion': 1, 'Joell Ortiz': 3, 'Styles P': 1, 'Royce da 5\'9"': 3, 'French Montana': 1, 'Wiz Khalifa': 1, 'Twista': 1, 'Eminem': 2, 'Juicy J': 1}}, 'Kirko Bangz': {'url': '/wiki/Kirko_Bangz', 'edges': {'Wale (rapper)': 1, 'Nipsey Hussle': 1, 'Bun B': 2, '2 Chainz': 1, 'YG (rapper)': 1, 'J. Cole': 1, 'French Montana': 2, 'Yo Gotti': 1, 'Bow Wow (rapper)': 1, 'Meek Mill': 1, 'Big Sean': 1, 'Chamillionaire': 1, 'DJ Mustard': 1, 'Tyga': 1, 'Kid Ink': 1}}, 'Lecrae': {'url': '/wiki/Lecrae', 'edges': {'Big K.R.I.T.': 1, 'Akon': 1, 'Nas': 1, 'Andy Mineo': 2, 'Snoop Dogg': 1, 'DJ Quik': 1, 'Scarface (rapper)': 1, 'Saigon (rapper)': 1, 'Kendrick Lamar': 1}}, 'Remy Ma': {'url': '/wiki/Remy_Ma', 'edges': {'Papoose (rapper)': 4, 'Nicki Minaj': 1, 'French Montana': 2, 'Fat Joe': 3, 'Queen Latifah': 1}}, 'Foxx (rapper)': {'url': '/wiki/Foxx_(rapper)', 'edges': {'T-Pain': 1, 'Webbie': 7}}, 'Freeway (rapper)': {'url': '/wiki/Freeway_(rapper)', 'edges': {'Lil Wayne': 1, 'Kanye West': 1, 'Beanie Sigel': 6, 'Cassidy (rapper)': 1, '50 Cent': 2, 'Swizz Beatz': 1, 'Black Thought': 1, 'Rick Ross': 1, 'Birdman (rapper)': 2, 'Omillio Sparks': 1, 'Erick Sermon': 1}}, 'DJ Quik': {'url': '/wiki/DJ_Quik', 'edges': {'E-40': 1, 'Problem (rapper)': 3, 'Talib Kweli': 1, 'Bun B': 1, 'Ludacris': 1, '50 Cent': 1, 'Wiz Khalifa': 1, 'Xzibit': 1, 'Jermaine Dupri': 1, 'Nas': 1, 'The Game (rapper)': 2, 'Erick Sermon': 1, 'Kurupt': 6, 'Ice Cube': 1, 'Dr. Dre': 2, 'Snoop Dogg': 4}}, 'Twista': {'url': '/wiki/Twista', 'edges': {'Waka Flocka Flame': 1, 'Common (rapper)': 1, 'Kanye West': 5, 'Busta Rhymes': 1, 'Ludacris': 1, 'Raekwon': 1, 'Pharrell Williams': 1, 'Tech N9ne': 1, 'T-Pain': 1, 'Big Boi': 1, 'Sean Combs': 1}}, 'Papoose (rapper)': {'url': '/wiki/Papoose_(rapper)', 'edges': {'French Montana': 1, 'Fat Joe': 1, 'Busta Rhymes': 1, 'Remy Ma': 4}}, 'T-Pain': {'url': '/wiki/T-Pain', 'edges': {'Lil Wayne': 9, 'Ace Hood': 1, 'Juicy J': 2, 'Omarion': 1, '50 Cent': 2, 'Fabolous': 1, 'Rick Ross': 1, 'Pharrell Williams': 1, 'Gucci Mane': 1, "Lil' Kim": 1, 'Bun B': 1, 'Plies (rapper)': 2, 'Akon': 3, 'Nelly': 1, 'Lil Jon': 1, 'Lil Yachty': 1, 'B.o.B': 1, 'Yung Joc': 2, 'Young Jeezy': 1, 'DJ Khaled': 3, 'Lil Mama': 2, 'Bow Wow (rapper)': 2, 'T.I.': 2, 'Tech N9ne': 1, 'DJ Mustard': 1, 'Snoop Dogg': 3, 'Kanye West': 10, 'Ludacris': 4, 'Wiz Khalifa': 1, 'Twista': 1}}, 'Buckshot (rapper)': {'url': '/wiki/Buckshot_(rapper)', 'edges': {'Eminem': 1, 'Styles P': 1, 'Busta Rhymes': 1, 'KRS-One': 6, 'Kurupt': 1}}, 'Keith Murray (rapper)': {'url': '/wiki/Keith_Murray_(rapper)', 'edges': {'LL Cool J': 1, 'Redman (rapper)': 2, 'Erick Sermon': 1, 'Busta Rhymes': 1}}}



In [12]:

    
bet_undirected_graph_data = wn.undirected_graph(bet_winner_crawl)
print bet_undirected_graph_data









    



{'Mannie Fresh': {'url': '/wiki/Mannie_Fresh', 'edges': {'Rick Ross': 1, 'Lil Jon': 1}}, 'Beanie Sigel': {'url': '/wiki/Beanie_Sigel', 'edges': {'DMX (rapper)': 1, '50 Cent': 2, 'Meek Mill': 2}}, 'Nipsey Hussle': {'url': '/wiki/Nipsey_Hussle', 'edges': {'Dr. Dre': 1, 'DJ Drama': 1, 'Jay Rock': 2, 'YG (rapper)': 5, 'Rick Ross': 3, 'Freeway (rapper)': 1, 'Big Sean': 1, 'Tyga': 1, 'Snoop Dogg': 2}}, 'Nicki Minaj': {'url': '/wiki/Nicki_Minaj', 'edges': {'Lil Wayne': 8, 'Busta Rhymes': 3, 'Remy Ma': 4, 'Ludacris': 1, 'Eminem': 4, 'Yo Gotti': 3, 'Meek Mill': 6, 'Ice Cube': 1, 'Tyga': 3}}, 'Charles Hamilton (rapper)': {'url': '/wiki/Charles_Hamilton_(rapper)', 'edges': {'Ace Hood': 1, 'Cory Gunz': 1, 'Kanye West': 1, 'Dr. Dre': 2, 'Wale (rapper)': 1, 'DMX (rapper)': 1, 'MC Lyte': 2, '50 Cent': 1, 'Eminem': 4, 'Nas': 1, 'The-Dream': 1, 'Mickey Factz': 2, 'Lupe Fiasco': 2}}, 'Jermaine Dupri': {'url': '/wiki/Jermaine_Dupri', 'edges': {'Lil Wayne': 1, 'Ludacris': 1, 'Queen Latifah': 1, 'Nelly': 4, 'Grandmaster Flash': 1, 'Bow Wow (rapper)': 8, "Lil' Kim": 1}}, 'Redman (rapper)': {'url': '/wiki/Redman_(rapper)', 'edges': {'Erick Sermon': 4, 'Eminem': 2}}, 'Grandmaster Flash': {'url': '/wiki/Grandmaster_Flash', 'edges': {}}, 'Erick Sermon': {'url': '/wiki/Erick_Sermon', 'edges': {'Wyclef Jean': 1, 'Busta Rhymes': 2, 'KRS-One': 1, 'Rakim': 1}}, 'Desiigner': {'url': '/wiki/Desiigner', 'edges': {'Future (rapper)': 1, 'Jim Jones (rapper)': 1, '2 Chainz': 2, 'Pusha T': 1, 'Yo Gotti': 2, 'Meek Mill': 1, 'Big Sean': 2, 'Rich Homie Quan': 1, 'Tyga': 2, 'Gucci Mane': 3}}, 'Dorrough': {'url': '/wiki/Dorrough', 'edges': {'E-40': 2, 'Jim Jones (rapper)': 1, 'Jermaine Dupri': 1, 'Yo Gotti': 1, 'Rich Boy': 1, 'Soulja Boy': 1}}, 'MC Hammer': {'url': '/wiki/MC_Hammer', 'edges': {'Sean Combs': 3, 'Kanye West': 1, 'Busta Rhymes': 1, 'Redman (rapper)': 1, 'DJ Khaled': 1, 'Juvenile (rapper)': 1, 'Swizz Beatz': 1, 'Mystikal': 1, 'Rick Ross': 3, 'Lil Jon': 2, 'LL Cool J': 2, 'Shock G': 1, 'Snoop Dogg': 1, 'Ice Cube': 1}}, 'Chance the Rapper': {'url': '/wiki/Chance_the_Rapper', 'edges': {'Lil Wayne': 4, 'Busta Rhymes': 2, 'MC Hammer': 1, 'Jarren Benton': 1, 'Kendrick Lamar': 3, 'Rich Homie Quan': 1, 'Action Bronson': 1, 'Eminem': 2, 'Mac Miller': 1, 'Jon Connor': 1, 'Kevin Gates': 1, 'Ab-Soul': 1, 'Common (rapper)': 1, 'Troy Ave': 1, 'Metro Boomin': 1, 'Isaiah Rashad': 2, 'Lil Uzi Vert': 1, 'Pharrell Williams': 1, 'Lupe Fiasco': 1, 'Twista': 1, 'Schoolboy Q': 1, 'The-Dream': 1}}, 'Scarface (rapper)': {'url': '/wiki/Scarface_(rapper)', 'edges': {'Beanie Sigel': 4, 'Ludacris': 1, 'Akon': 1, 'Nas': 1, 'Freeway (rapper)': 1, 'Ice Cube': 2, 'Tech N9ne': 1, 'Eminem': 1}}, 'Shock G': {'url': '/wiki/Shock_G', 'edges': {'E-40': 1, 'Dr. Dre': 1, 'Money-B': 4}}, 'Lil Mama': {'url': '/wiki/Lil_Mama', 'edges': {'Jim Jones (rapper)': 1, 'MC Lyte': 1, 'Nas': 1, 'Snoop Dogg': 1, 'Angel Haze': 1, 'Soulja Boy': 1}}, 'Casey Veggies': {'url': '/wiki/Casey_Veggies', 'edges': {'Kirko Bangz': 1, 'Juicy J': 1, 'Dom Kennedy': 3, 'Vince Staples': 1, 'Wiz Khalifa': 1, 'YG (rapper)': 1, 'The Game (rapper)': 1, 'Kendrick Lamar': 1, 'Nipsey Hussle': 1}}, 'Action Bronson': {'url': '/wiki/Action_Bronson', 'edges': {'Mike Will Made It': 1, 'Vince Staples': 1, 'Wiz Khalifa': 1, 'Raekwon': 1, 'Eminem': 2, 'Nas': 2, 'J. Cole': 1, 'Erick Sermon': 1, 'DJ Mustard': 1, 'Kendrick Lamar': 1}}, 'Jim Jones (rapper)': {'url': '/wiki/Jim_Jones_(rapper)', 'edges': {'Lil Wayne': 3, 'Juicy J': 1, '2 Chainz': 1, 'Styles P': 1, 'Dr. Dre': 1, 'Swizz Beatz': 1, 'Juelz Santana': 11, 'Wyclef Jean': 1, 'Young Dro': 1, 'DJ Khaled': 2, 'Meek Mill': 1, 'T.I.': 2, 'DJ Mustard': 1, 'Sean Combs': 2, 'Remy Ma': 1, 'Jadakiss': 2, 'Drumma Boy': 1, 'Raekwon': 1, 'The Game (rapper)': 3, 'Yo Gotti': 1, 'Twista': 1, 'Dej Loaf': 1}}, 'G-Eazy': {'url': '/wiki/G-Eazy', 'edges': {'Lil Wayne': 1, 'YG (rapper)': 1, 'Yo Gotti': 1, '2 Chainz': 1, 'Snoop Dogg': 1}}, 'Styles P': {'url': '/wiki/Styles_P', 'edges': {'Sean Combs': 1, 'Akon': 2}}, 'Black Thought': {'url': '/wiki/Black_Thought', 'edges': {'Ab-Soul': 1, 'Common (rapper)': 6, 'Kanye West': 1, 'Action Bronson': 1, 'Talib Kweli': 5, 'Wale (rapper)': 1, 'Royce da 5\'9"': 2, 'Raekwon': 4, 'Jay Rock': 1, 'DJ Khaled': 1, 'Mos Def': 2, 'Styles P': 1, 'Jon Connor': 1, 'Joey Badass': 2, 'Rahzel': 3, 'Saigon (rapper)': 1, 'Lupe Fiasco': 1}}, "K'naan": {'url': '/wiki/K%27naan', 'edges': {'Wale (rapper)': 2, 'KRS-One': 2, 'Nas': 4, 'Eminem': 1, 'Mos Def': 3, 'Rakim': 1}}, 'Kurupt': {'url': '/wiki/Kurupt', 'edges': {'E-40': 1, 'Nas': 1, 'Jadakiss': 1, 'DMX (rapper)': 1, 'Joell Ortiz': 1, 'Redman (rapper)': 1, 'DJ Drama': 1, 'Ice Cube': 1}}, 'Timbaland': {'url': '/wiki/Timbaland', 'edges': {'Ms. Jade': 2, 'Kanye West': 2, 'Dr. Dre': 3, 'Busta Rhymes': 1, 'MC Lyte': 1, 'Big Sean': 1, 'Xzibit': 2, 'Akon': 1, 'Rick Ross': 1, 'The Game (rapper)': 1, 'T.I.': 3, 'LL Cool J': 2, 'T-Pain': 3, 'Gucci Mane': 1}}, 'Cory Gunz': {'url': '/wiki/Cory_Gunz', 'edges': {'Lil Wayne': 5, 'Juicy J': 1, 'Nick Cannon': 3, 'Nicki Minaj': 1, 'DJ Khaled': 1, 'Wiz Khalifa': 1, 'Jadakiss': 1, 'Birdman (rapper)': 2, 'Jon Connor': 1, 'Meek Mill': 1, 'Termanology': 2, 'DJ Drama': 2, 'Mystikal': 1, 'French Montana': 1, 'Kid Ink': 2, 'Schoolboy Q': 1, 'Tyga': 1, 'Busta Rhymes': 2}}, 'Luther Campbell': {'url': '/wiki/Luther_Campbell', 'edges': {'Lil Jon': 1}}, 'Troy Ave': {'url': '/wiki/Troy_Ave', 'edges': {'Young Jeezy': 1, '50 Cent': 2, 'Fabolous': 1, 'Raekwon': 2, 'Rick Ross': 1, 'Fat Joe': 1, 'Styles P': 1, 'T.I.': 2, 'Joey Badass': 3}}, 'Yung Joc': {'url': '/wiki/Yung_Joc', 'edges': {'Sean Combs': 4, 'Lil Scrappy': 3, 'Yo Gotti': 1, 'David Banner': 3, 'Gucci Mane': 1}}, 'Vince Staples': {'url': '/wiki/Vince_Staples', 'edges': {'Ab-Soul': 1}}, 'Royce da 5\'9"': {'url': '/wiki/Royce_da_5%279%22', 'edges': {'Sean Combs': 2, 'Dr. Dre': 3, 'Redman (rapper)': 1, 'Yelawolf': 1, 'Nas': 1, 'Ras Kass': 1}}, 'Young Thug': {'url': '/wiki/Young_Thug', 'edges': {'Waka Flocka Flame': 3, 'Wale (rapper)': 1, 'Kanye West': 3, 'Jim Jones (rapper)': 1, 'Ludacris': 1, 'Jadakiss': 1, '2 Chainz': 1, 'Swizz Beatz': 1, 'Nicki Minaj': 2, 'Future (rapper)': 2, 'T.I.': 5, 'Lil Wayne': 2, 'Mike Will Made It': 1}}, 'Rapsody': {'url': '/wiki/Rapsody', 'edges': {'Ab-Soul': 1, 'Jean Grae': 2, 'Action Bronson': 1, 'MC Lyte': 1, 'Talib Kweli': 2, 'Raekwon': 1, 'Mos Def': 1, 'Freeway (rapper)': 1, 'Big K.R.I.T.': 2, 'Buckshot (rapper)': 1, 'Kendrick Lamar': 3}}, 'Rick Ross': {'url': '/wiki/Rick_Ross', 'edges': {'Lil Wayne': 5, 'Wale (rapper)': 4, 'Kanye West': 1, 'Dr. Dre': 1, 'DJ Khaled': 17, 'Stalley': 9, 'The Game (rapper)': 1, 'French Montana': 6, 'Future (rapper)': 2, 'Erick Sermon': 1, 'Meek Mill': 12, 'Rocko (rapper)': 4}}, 'Shawty Lo': {'url': '/wiki/Shawty_Lo', 'edges': {'Bun B': 1, 'Ace Hood': 1, 'Plies (rapper)': 1, 'Jim Jones (rapper)': 1, 'Ludacris': 2, 'Young Jeezy': 1, 'DJ Khaled': 1, '50 Cent': 4, 'Jadakiss': 1, 'Birdman (rapper)': 1, 'T.I.': 4, 'Lil Wayne': 1, 'T-Pain': 1, 'The-Dream': 1, "Lil' Kim": 2}}, 'DJ Drama': {'url': '/wiki/DJ_Drama', 'edges': {'Lil Wayne': 3, 'Wale (rapper)': 1, 'Jim Jones (rapper)': 1, 'Yung Joc': 1, 'Young Jeezy': 3, '50 Cent': 1, 'Fabolous': 2, 'Akon': 1, 'Nelly': 1, 'Yo Gotti': 1, 'Meek Mill': 3, 'T.I.': 7, 'Twista': 1, 'Chamillionaire': 1, 'T-Pain': 1, 'Snoop Dogg': 2}}, 'Waka Flocka Flame': {'url': '/wiki/Waka_Flocka_Flame', 'edges': {'Lil Wayne': 1, 'Ace Hood': 1, 'Timbaland': 1, 'Juvenile (rapper)': 1, 'Yo Gotti': 1, 'Future (rapper)': 1, 'T.I.': 1, 'Wyclef Jean': 1}}, 'Crooked I': {'url': '/wiki/Crooked_I', 'edges': {'Dr. Dre': 2, 'Yelawolf': 1, 'Juvenile (rapper)': 1, 'Royce da 5\'9"': 8, 'Eminem': 3, 'Kurupt': 3, 'Twista': 1, 'Tech N9ne': 1, 'Jay Rock': 1, 'Snoop Dogg': 2}}, 'Jadakiss': {'url': '/wiki/Jadakiss', 'edges': {'Lil Wayne': 2, 'Ace Hood': 3, 'Beanie Sigel': 5, 'Busta Rhymes': 3, 'Nicki Minaj': 2, '50 Cent': 2, 'Fabolous': 3, 'Nas': 2, 'Future (rapper)': 1, 'Styles P': 7, 'Swizz Beatz': 5, 'Eminem': 4, 'Young Jeezy': 1, 'DJ Khaled': 7, 'Common (rapper)': 1, 'Bun B': 1, 'DMX (rapper)': 3, 'Freeway (rapper)': 1, 'Rick Ross': 2, 'Pharrell Williams': 1, 'Snoop Dogg': 1, 'Waka Flocka Flame': 1, 'Sean Combs': 1, 'Ludacris': 1, 'Wiz Khalifa': 1, 'Yo Gotti': 2, 'Twista': 1, 'Fat Joe': 6, 'The-Dream': 1}}, 'Talib Kweli': {'url': '/wiki/Talib_Kweli', 'edges': {'Jean Grae': 3, 'Kanye West': 5, 'Busta Rhymes': 2, 'KRS-One': 1, 'Nick Cannon': 1, 'Bun B': 1, 'Raekwon': 1, 'Ras Kass': 2, 'Lupe Fiasco': 2, 'Jay Electronica': 1, 'Pharrell Williams': 1, 'Nelly': 1, 'Buckshot (rapper)': 1, 'Kendrick Lamar': 3}}, 'Willy Northpole': {'url': '/wiki/Willy_Northpole', 'edges': {}}, 'The Game (rapper)': {'url': '/wiki/The_Game_(rapper)', 'edges': {'Lil Wayne': 6, 'Nipsey Hussle': 1, 'Nicki Minaj': 1, 'Fabolous': 2, 'Nas': 1, 'Tyga': 2, 'Kendrick Lamar': 4, 'Juicy J': 1, 'Plies (rapper)': 1, 'Dr. Dre': 12, 'Young Jeezy': 1, 'Birdman (rapper)': 2, 'Fat Joe': 1, 'Meek Mill': 2, 'Snoop Dogg': 3, 'Sean Combs': 3, 'Kanye West': 3, 'Problem (rapper)': 1, 'Ludacris': 2, 'Jadakiss': 1, 'Wiz Khalifa': 2, 'J. Cole': 1, 'Big Sean': 1, 'Schoolboy Q': 1}}, 'Kevin McCall': {'url': '/wiki/Kevin_McCall', 'edges': {'Kanye West': 1, 'Big Sean': 2, 'Bow Wow (rapper)': 1, 'T.I.': 1, 'DJ Drama': 1, 'Tyga': 5, 'Gucci Mane': 1}}, 'Dej Loaf': {'url': '/wiki/Dej_Loaf', 'edges': {'Lil Wayne': 2, 'Rakim': 1, 'Casey Veggies': 1, 'Rich Homie Quan': 1, 'Mike Will Made It': 1, 'Nicki Minaj': 2, 'Omarion': 1, 'E-40': 1, 'Royce da 5\'9"': 2, 'Young Thug': 1, 'Eminem': 3, 'The Game (rapper)': 2, 'Future (rapper)': 3, 'Rick Ross': 1, 'Big Sean': 2, 'Fabolous': 1, 'Chevy Woods': 3, 'Kid Ink': 2}}, 'Kid Ink': {'url': '/wiki/Kid_Ink', 'edges': {'Wale (rapper)': 1, 'E-40': 1, 'Nipsey Hussle': 1, 'Omarion': 2, '2 Chainz': 1, 'Swizz Beatz': 1, 'Akon': 1, 'French Montana': 2, 'Bow Wow (rapper)': 1, 'Meek Mill': 2, 'Timbaland': 1, 'Pharrell Williams': 1, 'Tyga': 3}}, 'Lil Wayne': {'url': '/wiki/Lil_Wayne', 'edges': {'Mannie Fresh': 4, 'Kanye West': 4, '50 Cent': 1, 'Wiz Khalifa': 1, 'Akon': 5, 'Nas': 1, 'Big Boi': 1, 'The-Dream': 1}}, 'Busta Rhymes': {'url': '/wiki/Busta_Rhymes', 'edges': {'Lil Wayne': 6, 'Papoose (rapper)': 2, 'Ice Cube': 1, 'Kanye West': 1, 'B.o.B': 1, 'Nas': 1, 'Joell Ortiz': 1, 'Black Thought': 1, 'Redman (rapper)': 1, 'Birdman (rapper)': 1, 'Rick Ross': 2, 'Gucci Mane': 1, 'LL Cool J': 1, 'Fabolous': 1, 'T-Pain': 2, 'Snoop Dogg': 1, "Lil' Kim": 1}}, 'Dom Kennedy': {'url': '/wiki/Dom_Kennedy', 'edges': {'Wale (rapper)': 1, 'Nipsey Hussle': 6, 'Rick Ross': 1, 'J. Cole': 1, 'Big K.R.I.T.': 1, 'YG (rapper)': 1, 'Ice Cube': 1, 'DJ Quik': 1, 'LL Cool J': 1, 'Schoolboy Q': 1, 'Kendrick Lamar': 2}}, 'Omarion': {'url': '/wiki/Omarion', 'edges': {'Lil Wayne': 3, 'Yung Joc': 1, 'Timbaland': 2, 'Lil Mama': 2, 'Rick Ross': 2, 'Bow Wow (rapper)': 7, 'DJ Drama': 1}}, '50 Cent': {'url': '/wiki/50_Cent', 'edges': {'Busta Rhymes': 1, '2 Chainz': 1, 'Nas': 5, 'Lil Scrappy': 5, 'LL Cool J': 5, 'Dr. Dre': 11, 'KRS-One': 1, 'Swizz Beatz': 1, 'Eminem': 15, 'Nelly': 1, 'Kurupt': 1, 'Timbaland': 4, 'Wyclef Jean': 1, 'Lil Jon': 2, 'Rakim': 2, 'DMX (rapper)': 2, 'Royce da 5\'9"': 2, 'Freeway (rapper)': 3, 'Fat Joe': 3, 'Meek Mill': 2, 'T.I.': 1, 'Pharrell Williams': 2, 'Snoop Dogg': 2, 'Sean Combs': 3, 'Kanye West': 3, 'Rick Ross': 2, 'Ludacris': 2, 'The Game (rapper)': 13, 'T-Pain': 3}}, '2 Chainz': {'url': '/wiki/2_Chainz', 'edges': {'Lil Wayne': 11, 'Mannie Fresh': 1, 'Ludacris': 4, 'Young Jeezy': 2, 'Drumma Boy': 2, 'Pusha T': 6, 'Rick Ross': 2, 'T.I.': 2, 'Chance the Rapper': 3, 'Pharrell Williams': 2, 'T-Pain': 1, 'Tyga': 4, 'Kendrick Lamar': 3}}, 'Big K.R.I.T.': {'url': '/wiki/Big_K.R.I.T.', 'edges': {'Diggy Simmons': 1, 'Lecrae': 2, 'Yelawolf': 6, 'Bun B': 6, 'Wiz Khalifa': 5, 'YG (rapper)': 1, 'Future (rapper)': 1, 'Meek Mill': 2, 'Mac Miller': 1, 'Big Sean': 1, 'Scarface (rapper)': 2}}, 'Mos Def': {'url': '/wiki/Mos_Def', 'edges': {'Mannie Fresh': 4, 'Busta Rhymes': 1, 'Jim Jones (rapper)': 1, 'Talib Kweli': 15, 'Saigon (rapper)': 1, 'Lupe Fiasco': 3}}, 'Rittz': {'url': '/wiki/Rittz', 'edges': {'Jon Connor': 1, 'Rapsody': 1, 'Wax (rapper)': 1, 'Big K.R.I.T.': 1, 'Yelawolf': 3}}, 'Future (rapper)': {'url': '/wiki/Future_(rapper)', 'edges': {'Lil Wayne': 2, 'Sean Combs': 1, 'Ludacris': 1, 'DJ Khaled': 10, 'Rocko (rapper)': 11, '2 Chainz': 1, 'T.I.': 2, 'T-Pain': 1, 'Snoop Dogg': 1}}, 'Jarren Benton': {'url': '/wiki/Jarren_Benton', 'edges': {'Dr. Dre': 1, 'Busta Rhymes': 1, 'Ludacris': 1, 'Snow Tha Product': 1, 'Freeway (rapper)': 1, 'Hopsin': 11, 'Redman (rapper)': 1, 'Rittz': 3, 'Erick Sermon': 2, 'Ras Kass': 1, 'Eminem': 1}}, 'Tyga': {'url': '/wiki/Tyga', 'edges': {'Lil Wayne': 6, 'Kanye West': 5, 'Jadakiss': 1, 'Fabolous': 1, 'Young Thug': 2, 'Eminem': 1, 'Rick Ross': 3, 'Future (rapper)': 2, 'Bow Wow (rapper)': 1, 'Meek Mill': 1, 'Wiz Khalifa': 1}}, 'Soulja Boy': {'url': '/wiki/Soulja_Boy', 'edges': {'Lil Wayne': 5, 'Sean Combs': 1, 'Troy Ave': 1, 'Busta Rhymes': 1, 'Nick Cannon': 2, 'Nicki Minaj': 2, 'Charles Hamilton (rapper)': 1, '50 Cent': 1, 'Wiz Khalifa': 1, 'Young Thug': 1, 'Eminem': 1, 'Hopsin': 3, 'Birdman (rapper)': 2, 'Bow Wow (rapper)': 7, 'Lupe Fiasco': 1, 'MC Hammer': 1, 'Ice Cube': 1, 'Rakim': 1, 'T-Pain': 1, 'Gucci Mane': 1}}, 'Cassidy (rapper)': {'url': '/wiki/Cassidy_(rapper)', 'edges': {'Meek Mill': 2}}, '21 Savage': {'url': '/wiki/21_Savage', 'edges': {'Future (rapper)': 2, 'Lil Yachty': 1, 'Gucci Mane': 2}}, 'David Banner': {'url': '/wiki/David_Banner', 'edges': {'Lil Wayne': 4, 'Lecrae': 1, 'Ludacris': 1, 'Big K.R.I.T.': 2, 'Akon': 2, 'T.I.': 2, 'Twista': 1, 'Snoop Dogg': 2}}, 'Pusha T': {'url': '/wiki/Pusha_T', 'edges': {'Lil Wayne': 2, 'Ace Hood': 1, 'Beanie Sigel': 1, 'Busta Rhymes': 1, 'Ludacris': 1, 'Young Jeezy': 1, 'Joell Ortiz': 1, 'Raekwon': 1, 'Birdman (rapper)': 1, 'Future (rapper)': 3, 'Styles P': 1, 'Timbaland': 2, 'The-Dream': 4}}, 'Nelly': {'url': '/wiki/Nelly', 'edges': {'Sean Combs': 2, 'Plies (rapper)': 1, 'Nicki Minaj': 1, 'DJ Khaled': 2, '2 Chainz': 1, 'Akon': 4, 'Rick Ross': 2, 'Birdman (rapper)': 1, 'T.I.': 6}}, 'Angel Haze': {'url': '/wiki/Angel_Haze', 'edges': {'Eminem': 1}}, 'DJ Khaled': {'url': '/wiki/DJ_Khaled', 'edges': {'Lil Wayne': 18, 'Beanie Sigel': 1, 'Busta Rhymes': 7, 'Nicki Minaj': 5, 'Fabolous': 4, 'Big K.R.I.T.': 1, 'Chance the Rapper': 1, 'Scarface (rapper)': 1, 'Big Boi': 2, 'Tyga': 1, 'Kendrick Lamar': 1, 'Akon': 4, 'Young Jeezy': 4, 'Wale (rapper)': 2, 'Luther Campbell': 1, 'Bun B': 2, '2 Chainz': 2, 'Kanye West': 4, 'Bow Wow (rapper)': 2, 'Meek Mill': 4, 'Snoop Dogg': 2, 'Kirko Bangz': 1, 'Ludacris': 5, 'Wiz Khalifa': 2, 'Big Sean': 3}}, 'Ab-Soul': {'url': '/wiki/Ab-Soul', 'edges': {'Nipsey Hussle': 1, 'Stalley': 1, 'Jay Rock': 8, 'Nas': 1, 'Lupe Fiasco': 2, 'Twista': 2, 'Eminem': 2, 'Joe Budden': 1}}, 'Wale (rapper)': {'url': '/wiki/Wale_(rapper)', 'edges': {'Kardinal Offishall': 1, 'Waka Flocka Flame': 2, 'Roscoe Dash': 1, 'Scarface (rapper)': 1, 'Beanie Sigel': 1, 'Nipsey Hussle': 1, 'Talib Kweli': 1, 'Bun B': 3, 'Drumma Boy': 1, 'Omarion': 1, 'Joell Ortiz': 1, 'Pusha T': 3, '2 Chainz': 1, 'Rhymefest': 1, 'Meek Mill': 5, 'Gucci Mane': 2, 'Big Sean': 2, 'French Montana': 1, 'Lil Wayne': 1, 'Saigon (rapper)': 1, 'Lupe Fiasco': 2}}, 'Jean Grae': {'url': '/wiki/Jean_Grae', 'edges': {'Mos Def': 1, 'Joell Ortiz': 1, 'Styles P': 1, 'Wale (rapper)': 1}}, 'Diggy Simmons': {'url': '/wiki/Diggy_Simmons', 'edges': {'Rakim': 1, 'Kanye West': 2, 'B.o.B': 1, 'Jadakiss': 1, 'Nas': 2, 'French Montana': 2, 'Yo Gotti': 1, 'Pharrell Williams': 2, 'Tyga': 1, 'Lupe Fiasco': 4}}, 'B.o.B': {'url': '/wiki/B.o.B', 'edges': {'Lil Wayne': 2, 'Ace Hood': 1, 'Juicy J': 2, '2 Chainz': 2, 'Charles Hamilton (rapper)': 5, 'Mos Def': 1, 'Future (rapper)': 1, 'Big Boi': 4, 'Roscoe Dash': 1, 'Dr. Dre': 1, 'Swizz Beatz': 1, 'Eminem': 7, 'Nelly': 1, 'Mac Miller': 1, 'Kevin Gates': 1, 'Wale (rapper)': 2, 'Cory Gunz': 1, 'Bun B': 1, 'DMX (rapper)': 1, 'Hopsin': 1, 'Iggy Azalea': 3, 'Big K.R.I.T.': 2, 'T.I.': 20, 'Tech N9ne': 7, 'Mickey Factz': 1, 'Lupe Fiasco': 3, 'Kanye West': 1, 'Ludacris': 1, 'J. Cole': 2, 'Wiz Khalifa': 1, 'Rich Boy': 1, 'Meek Mill': 1}}, 'Yelawolf': {'url': '/wiki/Yelawolf', 'edges': {'Mystikal': 1, 'Big Boi': 1, 'Lil Jon': 2, 'Raekwon': 1}}, 'Metro Boomin': {'url': '/wiki/Metro_Boomin', 'edges': {'Lil Wayne': 2, 'Ace Hood': 1, 'Kanye West': 3, 'Rich Homie Quan': 1, 'Juicy J': 2, '21 Savage': 8, 'Nicki Minaj': 1, 'Ludacris': 1, 'Yo Gotti': 1, 'Young Thug': 4, 'Wiz Khalifa': 1, 'YG (rapper)': 1, 'Young Jeezy': 1, '2 Chainz': 1, 'Future (rapper)': 8, 'Meek Mill': 1, 'Lil Uzi Vert': 4, 'Big Sean': 2}}, 'Hopsin': {'url': '/wiki/Hopsin', 'edges': {'Lil Wayne': 1, 'Dr. Dre': 1, 'Rick Ross': 1, 'French Montana': 2, 'Mac Miller': 1, 'Mystikal': 1, 'Schoolboy Q': 1, 'Lupe Fiasco': 1, 'Kid Ink': 1}}, 'Bow Wow (rapper)': {'url': '/wiki/Bow_Wow_(rapper)', 'edges': {'Lil Wayne': 4, 'Sean Combs': 1, 'Nelly': 1, 'Nicki Minaj': 1, 'DMX (rapper)': 1, 'Talib Kweli': 1, 'Fabolous': 1, 'Styles P': 1, 'Nas': 1, 'Birdman (rapper)': 5, 'Ice Cube': 1, 'Snoop Dogg': 5}}, 'T.I.': {'url': '/wiki/T.I.', 'edges': {'Lil Wayne': 15, 'Mannie Fresh': 2, 'Busta Rhymes': 1, 'Nicki Minaj': 1, 'Big K.R.I.T.': 2, 'Rick Ross': 2, 'Soulja Boy': 1, "Lil' Kim": 1, 'Dr. Dre': 4, 'Cassidy (rapper)': 1, 'Yung Joc': 1, 'Akon': 2, 'Kendrick Lamar': 2, 'Lil Jon': 1, 'Wyclef Jean': 2, 'Yelawolf': 1, 'Bun B': 2, 'DJ Khaled': 7, 'Birdman (rapper)': 1, 'Bow Wow (rapper)': 2, 'Meek Mill': 4, 'Sean Combs': 2, 'J. Cole': 1, 'French Montana': 2, 'Twista': 1, 'Fat Joe': 3}}, 'Jay Electronica': {'url': '/wiki/Jay_Electronica', 'edges': {'Common (rapper)': 2, 'Jean Grae': 1, 'Swizz Beatz': 1, 'Nas': 2, 'Young Jeezy': 1, 'Yelawolf': 1, 'Royce da 5\'9"': 2, 'Raekwon': 1, 'Joell Ortiz': 1, 'Mos Def': 4, 'J. Cole': 2, 'Vince Staples': 2, 'Kendrick Lamar': 3, 'Mac Miller': 2, 'Big Sean': 2, 'Chance the Rapper': 1, 'Rapsody': 1, 'Soulja Boy': 1}}, 'DJ Mustard': {'url': '/wiki/DJ_Mustard', 'edges': {'Nipsey Hussle': 6, 'Dom Kennedy': 2, 'Nicki Minaj': 2, 'Omarion': 1, '2 Chainz': 5, 'Rick Ross': 1, 'Dorrough': 1, 'Tyga': 5, 'Rich Homie Quan': 1, 'Nelly': 1, 'Lil Jon': 2, 'Casey Veggies': 1, 'Young Dro': 1, 'B.o.B': 4, 'Young Jeezy': 5, 'Fetty Wap': 1, 'Bow Wow (rapper)': 2, 'T.I.': 2, 'Mystikal': 1, 'Snoop Dogg': 1, 'Problem (rapper)': 1, 'Ludacris': 1, 'Jadakiss': 1, 'E-40': 1, 'Wiz Khalifa': 4, 'YG (rapper)': 15, 'French Montana': 3, 'Schoolboy Q': 1, 'Kid Ink': 9}}, 'Lupe Fiasco': {'url': '/wiki/Lupe_Fiasco', 'edges': {'Lil Wayne': 1, 'Common (rapper)': 2, 'Rick Ross': 1, 'J. Cole': 2, 'Stalley': 1, 'Big K.R.I.T.': 1, 'Nas': 2, 'Ice Cube': 1}}, 'Tink (musician)': {'url': '/wiki/Tink_(musician)', 'edges': {'Ms. Jade': 1, 'Rick Ross': 1, 'Future (rapper)': 1, 'Timbaland': 6}}, 'Problem (rapper)': {'url': '/wiki/Problem_(rapper)', 'edges': {'Lil Wayne': 1, 'Wale (rapper)': 1, 'E-40': 3, 'Nipsey Hussle': 2, 'Jim Jones (rapper)': 1, 'Talib Kweli': 1, 'Omarion': 1, 'T.I.': 1, 'Juvenile (rapper)': 1, 'Wiz Khalifa': 2, 'Eminem': 1, 'YG (rapper)': 1, 'Nas': 1, 'Kendrick Lamar': 1, 'Kurupt': 1, 'DJ Quik': 5, 'Pharrell Williams': 1, 'Tyga': 1, 'Snoop Dogg': 2}}, 'Webbie': {'url': '/wiki/Webbie', 'edges': {'Young Jeezy': 1, 'Foxx (rapper)': 10, 'Bun B': 3}}, 'Wiz Khalifa': {'url': '/wiki/Wiz_Khalifa', 'edges': {'Mannie Fresh': 1, 'Wale (rapper)': 2, 'Diggy Simmons': 1, 'KRS-One': 1, 'Yelawolf': 2, 'Nicki Minaj': 1, '50 Cent': 1, 'Pill (rapper)': 1, 'YG (rapper)': 1, 'Rakim': 1, 'David Banner': 1, 'Snoop Dogg': 6}}, 'Raekwon': {'url': '/wiki/Raekwon', 'edges': {'Dr. Dre': 3, 'Busta Rhymes': 3, 'Jadakiss': 2, 'Nas': 5, 'Fat Joe': 3, 'Beanie Sigel': 2}}, 'YG (rapper)': {'url': '/wiki/YG_(rapper)', 'edges': {'Lil Wayne': 1, 'Nicki Minaj': 1, '50 Cent': 1, 'Meek Mill': 1, 'Krayzie Bone': 1}}, 'French Montana': {'url': '/wiki/French_Montana', 'edges': {'Lil Wayne': 1, 'Nipsey Hussle': 1, 'Nicki Minaj': 2, '2 Chainz': 2, 'Nas': 1, 'Future (rapper)': 2, 'Scarface (rapper)': 1, 'David Banner': 1, 'Swizz Beatz': 1, 'Akon': 1, 'Kevin Gates': 1, 'DJ Khaled': 6, 'Fabolous': 2, 'Fat Joe': 8, 'Meek Mill': 2, 'Shawty Lo': 1, 'DJ Drama': 1, 'Snoop Dogg': 3, 'Waka Flocka Flame': 3, 'Remy Ma': 7, 'Jadakiss': 1, 'Wiz Khalifa': 2, 'Raekwon': 1, 'J. Cole': 1, 'Schoolboy Q': 1}}, 'Rich Boy': {'url': '/wiki/Rich_Boy', 'edges': {'Dr. Dre': 1, 'Jermaine Dupri': 1}}, 'Krayzie Bone': {'url': '/wiki/Krayzie_Bone', 'edges': {'Ice Cube': 1, 'E-40': 1, 'Fat Joe': 1, 'Kurupt': 2, 'Snoop Dogg': 1}}, 'Ms. Jade': {'url': '/wiki/Ms._Jade', 'edges': {'Freeway (rapper)': 1}}, 'Ace Hood': {'url': '/wiki/Ace_Hood', 'edges': {'Lil Wayne': 4, '2 Chainz': 1, 'Future (rapper)': 2, 'Juelz Santana': 1, 'Ludacris': 1, 'DJ Khaled': 14, 'Talib Kweli': 1, 'Wiz Khalifa': 1, 'Akon': 1, 'Kevin McCall': 1, 'Rick Ross': 3, 'French Montana': 2, 'Yo Gotti': 1, 'Bow Wow (rapper)': 1, 'Meek Mill': 3, 'T.I.': 1, 'Rich Homie Quan': 1, 'Vado (rapper)': 5, 'Tyga': 1, 'The-Dream': 1, 'Fabolous': 1}}, 'B.G. (rapper)': {'url': '/wiki/B.G._(rapper)', 'edges': {'Lil Wayne': 10, 'Bun B': 1, 'Webbie': 1, 'Mannie Fresh': 3, 'T.I.': 3}}, 'Juicy J': {'url': '/wiki/Juicy_J', 'edges': {'Lil Wayne': 2, 'Common (rapper)': 2, 'Dr. Dre': 1, 'Nas': 1, 'Nicki Minaj': 2, 'Yelawolf': 1, 'Wiz Khalifa': 11, 'Young Thug': 1, '2 Chainz': 2, 'Mike Will Made It': 5, 'French Montana': 4, 'Young Jeezy': 2, 'Big Sean': 3, 'Eminem': 3, 'T.I.': 1}}, 'Chevy Woods': {'url': '/wiki/Chevy_Woods', 'edges': {'Ab-Soul': 1, 'Juicy J': 3, 'B.o.B': 1, 'Kevin Gates': 2, 'DJ Drama': 1, 'Wiz Khalifa': 5, 'French Montana': 1, 'Kendrick Lamar': 1, 'Mac Miller': 2, 'Big Sean': 1, 'Joey Badass': 1, 'Schoolboy Q': 1, 'Soulja Boy': 1}}, 'The Lady of Rage': {'url': '/wiki/The_Lady_of_Rage', 'edges': {'LL Cool J': 1, 'Dr. Dre': 5, 'Kurupt': 3, 'Snoop Dogg': 5, 'MC Lyte': 1}}, 'Stalley': {'url': '/wiki/Stalley', 'edges': {'Wale (rapper)': 3, 'Chevy Woods': 1, '2 Chainz': 1, 'Meek Mill': 2, 'Ras Kass': 1, 'Pharrell Williams': 1, 'Scarface (rapper)': 3, 'Schoolboy Q': 1}}, 'Andy Mineo': {'url': '/wiki/Andy_Mineo', 'edges': {'Common (rapper)': 1, 'Dr. Dre': 1, 'Busta Rhymes': 1, 'Lecrae': 7, 'Sean Combs': 1, 'Jadakiss': 1, 'DMX (rapper)': 1, 'Kurupt': 1, 'Snoop Dogg': 1, "Lil' Kim": 1}}, 'LL Cool J': {'url': '/wiki/LL_Cool_J', 'edges': {'Redman (rapper)': 2, 'Freeway (rapper)': 1, 'Jermaine Dupri': 1, 'Snoop Dogg': 1, 'Juelz Santana': 1}}, 'Vado (rapper)': {'url': '/wiki/Vado_(rapper)', 'edges': {'Lil Wayne': 3, 'Wale (rapper)': 1, 'Cassidy (rapper)': 2, 'DJ Khaled': 5, 'Joell Ortiz': 1, 'Raekwon': 1, 'Fabolous': 1, 'Rick Ross': 2, 'French Montana': 3, 'Styles P': 1, 'Big Sean': 1, 'Twista': 1, 'Waka Flocka Flame': 1, 'Papoose (rapper)': 2, 'Birdman (rapper)': 1, 'Busta Rhymes': 1}}, 'Eminem': {'url': '/wiki/Eminem', 'edges': {'Lil Wayne': 7, 'Busta Rhymes': 3, 'Stalley': 1, 'Nas': 3, 'MC Hammer': 3, 'LL Cool J': 2, 'David Banner': 1, 'Dr. Dre': 17, 'Xzibit': 6, 'Akon': 4, 'Lil Jon': 1, 'Kurupt': 2, 'Rakim': 4, 'Yelawolf': 12, 'Young Jeezy': 1, 'DMX (rapper)': 2, 'Royce da 5\'9"': 13, 'Hopsin': 2, 'Fat Joe': 2, 'T.I.': 5, 'Pharrell Williams': 2, 'Snoop Dogg': 7, 'Ludacris': 1, 'Talib Kweli': 1, 'Wiz Khalifa': 3, 'The Game (rapper)': 1}}, 'Rahzel': {'url': '/wiki/Rahzel', 'edges': {'Rakim': 1, 'Rhymefest': 1, 'Common (rapper)': 1}}, 'Joey Badass': {'url': '/wiki/Joey_Badass', 'edges': {'Ab-Soul': 1, 'Juicy J': 1, 'Yelawolf': 1, 'Big K.R.I.T.': 2, 'Nas': 1, 'Fat Joe': 1, 'Styles P': 1, 'Mac Miller': 1, 'Kendrick Lamar': 1, 'Action Bronson': 1}}, 'Kendrick Lamar': {'url': '/wiki/Kendrick_Lamar', 'edges': {'Lil Wayne': 3, 'Ace Hood': 2, 'Busta Rhymes': 1, 'Rakim': 1, 'Stalley': 1, 'Big K.R.I.T.': 3, 'Nas': 1, 'Joe Budden': 1, 'Dr. Dre': 9, 'Cassidy (rapper)': 1, 'Joell Ortiz': 1, 'Pusha T': 1, 'Eminem': 4, 'Snoop Dogg': 4, 'Mac Miller': 2, 'Kurupt': 2, 'Ab-Soul': 6, 'Wale (rapper)': 1, 'B.o.B': 2, 'Yelawolf': 2, 'Young Jeezy': 1, 'DMX (rapper)': 1, 'Jay Rock': 8, 'Birdman (rapper)': 1, 'Charles Hamilton (rapper)': 1, 'Mickey Factz': 1, 'Lupe Fiasco': 1, 'Mos Def': 2, 'Papoose (rapper)': 1, 'Meek Mill': 3}}, 'Plies (rapper)': {'url': '/wiki/Plies_(rapper)', 'edges': {'Lil Wayne': 1, 'Ace Hood': 3, 'Ludacris': 4, 'Young Jeezy': 3, 'DJ Khaled': 8, 'Akon': 3, 'Rick Ross': 1, 'Fat Joe': 2, 'T-Pain': 7, 'The-Dream': 2}}, 'Termanology': {'url': '/wiki/Termanology', 'edges': {'Action Bronson': 2, 'Kid Ink': 1}}, 'Stat Quo': {'url': '/wiki/Stat_Quo', 'edges': {'Dr. Dre': 9, 'Busta Rhymes': 1, 'Talib Kweli': 1, 'Ludacris': 1, '50 Cent': 3, 'Wiz Khalifa': 1, 'Eminem': 7, 'The Game (rapper)': 4, 'Chamillionaire': 1, 'Scarface (rapper)': 1, 'Jermaine Dupri': 1}}, 'Snow Tha Product': {'url': '/wiki/Snow_Tha_Product', 'edges': {'Busta Rhymes': 1, 'Ludacris': 1, 'Crooked I': 3, '50 Cent': 1, 'Joell Ortiz': 2, 'Eminem': 1, 'Lupe Fiasco': 1}}, 'Nick Cannon': {'url': '/wiki/Nick_Cannon', 'edges': {'Busta Rhymes': 1, 'Fabolous': 1, 'Eminem': 2, 'Akon': 1, 'Future (rapper)': 2, 'Fat Joe': 1, 'Big Boi': 2, 'Tyga': 1}}, 'Swizz Beatz': {'url': '/wiki/Swizz_Beatz', 'edges': {'Lil Wayne': 2, 'Rakim': 1, 'Plies (rapper)': 1, 'Kanye West': 4, 'Dr. Dre': 1, 'Busta Rhymes': 4, 'Ludacris': 3, 'Nicki Minaj': 1, 'DMX (rapper)': 7, '2 Chainz': 1, 'Styles P': 2, 'Nas': 1, 'Rick Ross': 2, 'Pusha T': 4, 'T.I.': 5, 'Cassidy (rapper)': 10}}, 'Akon': {'url': '/wiki/Akon', 'edges': {'Pharrell Williams': 1, 'Wiz Khalifa': 1, 'Snoop Dogg': 5}}, 'Lil Jon': {'url': '/wiki/Lil_Jon', 'edges': {'Waka Flocka Flame': 1, 'E-40': 7, 'Dr. Dre': 1, 'Lil Scrappy': 7, 'Mystikal': 1, 'Tyga': 1, 'Soulja Boy': 1, 'Krayzie Bone': 1}}, 'Wyclef Jean': {'url': '/wiki/Wyclef_Jean', 'edges': {'Lil Wayne': 3, 'Timbaland': 1, 'Ludacris': 1, 'Young Thug': 2, 'Akon': 1}}, 'Wax (rapper)': {'url': '/wiki/Wax_(rapper)', 'edges': {}}, 'Common (rapper)': {'url': '/wiki/Common_(rapper)', 'edges': {'Talib Kweli': 5, 'Vince Staples': 2, 'Wiz Khalifa': 2, 'Rick Ross': 1, 'Eminem': 6, 'Mos Def': 4, 'French Montana': 2, 'Fat Joe': 1, 'Queen Latifah': 1, 'T.I.': 1, 'Pharrell Williams': 1, 'Akon': 1, 'The Game (rapper)': 1}}, 'E-40': {'url': '/wiki/E-40', 'edges': {'Juicy J': 1, 'Lecrae': 1, 'G-Eazy': 2, 'Bun B': 2, '2 Chainz': 2, 'Akon': 1, 'YG (rapper)': 1, 'The Game (rapper)': 1, 'Kendrick Lamar': 1, 'Twista': 1, 'T-Pain': 1, 'Schoolboy Q': 1, 'Gucci Mane': 1}}, 'Lil Yachty': {'url': '/wiki/Lil_Yachty', 'edges': {'Chance the Rapper': 1, 'Kanye West': 1, 'Soulja Boy': 1}}, 'Bun B': {'url': '/wiki/Bun_B', 'edges': {'Lil Wayne': 1, 'Redman (rapper)': 1, 'Yung Joc': 1, 'Young Jeezy': 1, 'Royce da 5\'9"': 1, 'Raekwon': 1, '2 Chainz': 1, 'Rick Ross': 2, 'David Banner': 1}}, 'Fetty Wap': {'url': '/wiki/Fetty_Wap', 'edges': {'Lil Wayne': 1, 'Kirko Bangz': 1, 'Nicki Minaj': 1, 'Eminem': 1, 'French Montana': 4, 'Kid Ink': 2}}, 'Vic Mensa': {'url': '/wiki/Vic_Mensa', 'edges': {'Wale (rapper)': 1, 'Twista': 1, 'J. Cole': 1, 'Eminem': 1, 'Nas': 1, 'Future (rapper)': 1, 'Timbaland': 1, 'Chance the Rapper': 6, 'Lupe Fiasco': 1}}, 'Fabolous': {'url': '/wiki/Fabolous', 'edges': {'Lil Wayne': 1, 'Wale (rapper)': 1, 'Kanye West': 1, 'Remy Ma': 1, 'Rick Ross': 1, 'Young Jeezy': 4, '2 Chainz': 1, 'Swizz Beatz': 1, 'Jermaine Dupri': 1, 'J. Cole': 1, 'Future (rapper)': 1, 'Pusha T': 1, 'Timbaland': 1, 'The-Dream': 7}}, 'Mike Will Made It': {'url': '/wiki/Mike_Will_Made_It', 'edges': {'Lil Wayne': 4, 'Busta Rhymes': 1, 'Nicki Minaj': 2, 'DJ Drama': 1, '2 Chainz': 2, 'Rick Ross': 2, 'Future (rapper)': 6, 'Kendrick Lamar': 2, 'Dr. Dre': 1, '21 Savage': 1, 'Pusha T': 1, 'Mac Miller': 1, 'Timbaland': 1, 'Lil Yachty': 1, 'B.o.B': 1, 'Young Jeezy': 1, 'Fabolous': 1, 'Meek Mill': 1, 'T.I.': 1, 'Waka Flocka Flame': 2, 'Sean Combs': 1, 'Kanye West': 1, 'Ludacris': 1, 'Wiz Khalifa': 3, 'YG (rapper)': 1, 'French Montana': 1, 'Rocko (rapper)': 1}}, 'Birdman (rapper)': {'url': '/wiki/Birdman_(rapper)', 'edges': {'Lil Wayne': 19, 'Mannie Fresh': 6, 'B.G. (rapper)': 7, 'Rich Homie Quan': 4, 'Nipsey Hussle': 1, 'Jim Jones (rapper)': 1, 'Ace Hood': 3, 'Nicki Minaj': 3, 'DJ Khaled': 8, 'Juvenile (rapper)': 2, '2 Chainz': 1, 'Young Thug': 7, 'Rick Ross': 3, 'French Montana': 2, 'Future (rapper)': 1, 'Fat Joe': 3, 'Meek Mill': 1, 'Young Jeezy': 3, 'Bun B': 1, 'Tyga': 2}}, 'Iggy Azalea': {'url': '/wiki/Iggy_Azalea', 'edges': {'Roscoe Dash': 2, 'Kirko Bangz': 1, 'Problem (rapper)': 1, 'Nicki Minaj': 1, 'Hopsin': 2, 'YG (rapper)': 1, 'Nas': 2, 'French Montana': 2, 'T.I.': 11, 'DJ Mustard': 3, 'Tyga': 2, 'Kendrick Lamar': 1, "Lil' Kim": 3}}, 'Lil Uzi Vert': {'url': '/wiki/Lil_Uzi_Vert', 'edges': {'Lil Wayne': 1, 'Kanye West': 1, 'Wiz Khalifa': 4, 'Young Thug': 3, 'Future (rapper)': 1, 'DJ Drama': 1, 'Pharrell Williams': 1, 'Gucci Mane': 1}}, 'Mystikal': {'url': '/wiki/Mystikal', 'edges': {'Mannie Fresh': 2, 'Lil Wayne': 4, 'B.G. (rapper)': 1, 'Busta Rhymes': 3, 'Ludacris': 3, 'Doug E. Fresh': 1, 'Birdman (rapper)': 1, 'Tech N9ne': 1, 'LL Cool J': 1, 'Pharrell Williams': 1, 'Snoop Dogg': 1, 'Krayzie Bone': 1}}, 'Pharrell Williams': {'url': '/wiki/Pharrell_Williams', 'edges': {'Rakim': 2, 'Busta Rhymes': 3, 'Mike Will Made It': 2, 'Ludacris': 3, 'Pusha T': 4, 'Nelly': 1, 'Future (rapper)': 2, 'Lupe Fiasco': 4, 'T.I.': 8, 'T-Pain': 2, 'Snoop Dogg': 4, 'Lil Jon': 2}}, 'Dave East': {'url': '/wiki/Dave_East', 'edges': {'Ms. Jade': 1, 'Cassidy (rapper)': 1, 'Jadakiss': 2, 'Raekwon': 1, 'Fabolous': 2, 'Styles P': 3, 'Nas': 6, 'Future (rapper)': 1, 'Pusha T': 2, 'Mac Miller': 1, 'Vado (rapper)': 2, 'DMX (rapper)': 1, 'Snoop Dogg': 1, 'Meek Mill': 1}}, 'Snoop Dogg': {'url': '/wiki/Snoop_Dogg', 'edges': {'E-40': 4, 'Kurupt': 5, 'The-Dream': 2, 'Lil Jon': 4}}, 'Sean Combs': {'url': '/wiki/Sean_Combs', 'edges': {'Busta Rhymes': 7, 'Nas': 2, 'DJ Khaled': 2, 'Fabolous': 3, 'Rick Ross': 5, 'French Montana': 6, 'Fat Joe': 2, 'LL Cool J': 1, 'Pharrell Williams': 2}}, 'Kanye West': {'url': '/wiki/Kanye_West', 'edges': {'Beanie Sigel': 2, 'Chance the Rapper': 9, 'Wale (rapper)': 2, 'Nicki Minaj': 5, '2 Chainz': 6, 'Jermaine Dupri': 1, 'Nas': 1, 'Rhymefest': 6, 'Future (rapper)': 2, 'Desiigner': 7, 'LL Cool J': 1, 'Gucci Mane': 1, 'Pusha T': 8, 'Eminem': 1, 'Kendrick Lamar': 7, 'Mos Def': 8, 'Common (rapper)': 11, 'Casey Veggies': 1, 'Young Jeezy': 2, 'Vic Mensa': 7, 'Soulja Boy': 6, 'Freeway (rapper)': 2, 'T.I.': 7, 'Pharrell Williams': 3, 'Lupe Fiasco': 6, 'Ludacris': 4, 'Wiz Khalifa': 1, 'Raekwon': 2, 'Yo Gotti': 1, 'Big Sean': 19, 'Twista': 7, 'Rakim': 1}}, 'Ludacris': {'url': '/wiki/Ludacris', 'edges': {'Lil Wayne': 4, 'Common (rapper)': 1, 'Queen Latifah': 5, 'Beanie Sigel': 1, 'Bun B': 1, 'DMX (rapper)': 1, 'Timbaland': 5, 'Willy Northpole': 2, 'Big K.R.I.T.': 3, 'Wiz Khalifa': 1, 'Nas': 3, 'French Montana': 1, 'Young Jeezy': 5, 'Lil Jon': 8, 'T.I.': 5, 'Big Boi': 3, 'Snoop Dogg': 1}}, 'J. Cole': {'url': '/wiki/J._Cole', 'edges': {'Wale (rapper)': 9, 'Kanye West': 2, 'Talib Kweli': 3, 'Nicki Minaj': 1, 'DJ Khaled': 4, 'Wiz Khalifa': 3, 'Pusha T': 1, 'Eminem': 4, 'Nas': 2, 'Mos Def': 1, 'Big K.R.I.T.': 1, 'Chance the Rapper': 3, 'Kendrick Lamar': 6, 'Sean Combs': 1}}, 'Drumma Boy': {'url': '/wiki/Drumma_Boy', 'edges': {'Plies (rapper)': 1, 'Dr. Dre': 1, 'Yung Joc': 1, 'Young Jeezy': 1, 'Bun B': 1, 'Yo Gotti': 1, 'Rocko (rapper)': 3, 'Scarface (rapper)': 1}}, 'Juvenile (rapper)': {'url': '/wiki/Juvenile_(rapper)', 'edges': {'Mannie Fresh': 2, 'Lil Wayne': 6, 'B.G. (rapper)': 7, 'Rick Ross': 2, 'Young Jeezy': 1, 'Ludacris': 1, 'Bun B': 1, 'Yo Gotti': 1, 'T.I.': 1, 'Soulja Boy': 1}}, 'Rhymefest': {'url': '/wiki/Rhymefest', 'edges': {'Common (rapper)': 2, 'Nick Cannon': 1, 'Lil Jon': 1, 'Eminem': 1}}, 'Queen Latifah': {'url': '/wiki/Queen_Latifah', 'edges': {'LL Cool J': 4, 'Remy Ma': 2, 'KRS-One': 1, "Lil' Kim": 1}}, 'Yo Gotti': {'url': '/wiki/Yo_Gotti', 'edges': {'Young Jeezy': 3, 'Lil Wayne': 1, 'J. Cole': 1, 'YG (rapper)': 3, 'T.I.': 1}}, 'Ice Cube': {'url': '/wiki/Ice_Cube', 'edges': {'Dr. Dre': 12, '2 Chainz': 1, 'Xzibit': 3, 'Eminem': 4, 'The Game (rapper)': 1, 'Lil Jon': 4, 'Tech N9ne': 1, 'Snoop Dogg': 4}}, 'Rakim': {'url': '/wiki/Rakim', 'edges': {'LL Cool J': 1, 'DMX (rapper)': 1, 'Raekwon': 1}}, 'Locksmith (rapper)': {'url': '/wiki/Locksmith_(rapper)', 'edges': {'Jarren Benton': 4, 'Joe Budden': 1, 'Hopsin': 1}}, 'Schoolboy Q': {'url': '/wiki/Schoolboy_Q', 'edges': {'Ab-Soul': 8, 'Sean Combs': 1, 'Kanye West': 2, 'Vince Staples': 3, '50 Cent': 2, 'Wiz Khalifa': 1, 'Jay Rock': 7, 'Nas': 1, 'Isaiah Rashad': 4, 'Snoop Dogg': 1, 'Mac Miller': 5, 'Tyga': 3, 'Kendrick Lamar': 9, 'Kurupt': 1}}, 'The-Dream': {'url': '/wiki/The-Dream', 'edges': {'Sean Combs': 1, 'Kanye West': 4, 'Yung Joc': 1, 'T.I.': 1, '2 Chainz': 1, 'Rick Ross': 2, 'Lil Jon': 1, 'Big Sean': 1, 'LL Cool J': 1, 'Timbaland': 1, 'T-Pain': 1}}, 'Kardinal Offishall': {'url': '/wiki/Kardinal_Offishall', 'edges': {'Pharrell Williams': 2, 'Timbaland': 1, 'Akon': 5}}, 'Omillio Sparks': {'url': '/wiki/Omillio_Sparks', 'edges': {'Freeway (rapper)': 3, 'Kanye West': 1, 'Beanie Sigel': 5, 'Juelz Santana': 1}}, 'Pill (rapper)': {'url': '/wiki/Pill_(rapper)', 'edges': {'Wale (rapper)': 1, 'Nipsey Hussle': 1, 'Yelawolf': 1, 'J. Cole': 1, 'Jay Rock': 1, 'Rick Ross': 1, 'DJ Drama': 1, 'Tech N9ne': 1}}, 'Nas': {'url': '/wiki/Nas', 'edges': {'Rakim': 6, 'Dr. Dre': 4, 'Common (rapper)': 1, 'DJ Khaled': 5, 'Lil Jon': 1, 'Timbaland': 2}}, 'Chamillionaire': {'url': '/wiki/Chamillionaire', 'edges': {'Lil Wayne': 3, 'Nipsey Hussle': 1, 'Ludacris': 1, 'Bun B': 1, '50 Cent': 1, 'Big K.R.I.T.': 2, 'Dorrough': 1, 'MC Hammer': 2, 'Scarface (rapper)': 1, 'Saigon (rapper)': 2, 'Krayzie Bone': 7}}, 'Big Boi': {'url': '/wiki/Big_Boi', 'edges': {'T.I.': 3, 'Future (rapper)': 1, 'Gucci Mane': 1, 'Raekwon': 1, 'Pill (rapper)': 1}}, 'Gucci Mane': {'url': '/wiki/Gucci_Mane', 'edges': {'Lil Wayne': 1, 'Nicki Minaj': 3, 'Omarion': 2, 'DJ Drama': 2, '2 Chainz': 6, 'Rick Ross': 2, 'Lil Scrappy': 1, 'Future (rapper)': 7, 'Tyga': 2, 'Kendrick Lamar': 1, "Lil' Kim": 1, 'Plies (rapper)': 3, 'Swizz Beatz': 1, 'Eminem': 1, 'Bun B': 1, 'Young Jeezy': 8, 'Fetty Wap': 5, 'Metro Boomin': 5, 'Young Thug': 9, 'Mike Will Made It': 4, 'Shawty Lo': 5, 'T.I.': 4, 'Waka Flocka Flame': 12, 'Ludacris': 1, 'Jadakiss': 1, 'Drumma Boy': 2, 'French Montana': 2, 'Yo Gotti': 5, 'Rocko (rapper)': 4}}, "Lil' Kim": {'url': '/wiki/Lil%27_Kim', 'edges': {'Sean Combs': 6, 'Remy Ma': 2, 'MC Lyte': 3, 'Young Jeezy': 1, 'The Lady of Rage': 1, 'DMX (rapper)': 1, 'Ludacris': 1, '50 Cent': 2, 'Fabolous': 2, 'Rick Ross': 1, 'Eminem': 2, 'Nas': 1, 'French Montana': 1, 'Yo Gotti': 1, 'Fat Joe': 2, 'Styles P': 1, 'Nicki Minaj': 4, 'Timbaland': 3, 'Twista': 1, 'Jadakiss': 2, 'Wyclef Jean': 2}}, 'Roscoe Dash': {'url': '/wiki/Roscoe_Dash', 'edges': {'Waka Flocka Flame': 3, 'Hopsin': 2, 'French Montana': 2, 'Future (rapper)': 1, 'Meek Mill': 2, 'Soulja Boy': 1, 'Kid Ink': 2}}, 'Rich Homie Quan': {'url': '/wiki/Rich_Homie_Quan', 'edges': {'Lil Wayne': 1, 'Future (rapper)': 1, 'Young Jeezy': 2, 'Wiz Khalifa': 1, 'Young Thug': 7, '2 Chainz': 2, 'YG (rapper)': 4, 'Yo Gotti': 1, 'T.I.': 2, 'Problem (rapper)': 2, 'Gucci Mane': 3}}, 'KRS-One': {'url': '/wiki/KRS-One', 'edges': {'LL Cool J': 1, 'Rakim': 4, 'Fat Joe': 2, 'Busta Rhymes': 2, 'Nas': 2}}, 'Dr. Dre': {'url': '/wiki/Dr._Dre', 'edges': {'Kardinal Offishall': 1, 'Sean Combs': 2, 'Kanye West': 2, 'Busta Rhymes': 4, 'Rakim': 6, 'Xzibit': 7, 'Akon': 3, 'Grandmaster Flash': 1, 'Kurupt': 4, 'LL Cool J': 1, 'Snoop Dogg': 10}}, 'Joell Ortiz': {'url': '/wiki/Joell_Ortiz', 'edges': {'Dr. Dre': 4, 'B.o.B': 1, 'KRS-One': 1, 'Crooked I': 6, 'Eminem': 3, 'Royce da 5\'9"': 6, 'Styles P': 2, 'Akon': 2, 'Ras Kass': 2, 'Jermaine Dupri': 2}}, 'Xzibit': {'url': '/wiki/Xzibit', 'edges': {'Busta Rhymes': 1, '50 Cent': 3, 'The Game (rapper)': 1, 'Kurupt': 2, 'Ras Kass': 4, 'T-Pain': 1, 'Snoop Dogg': 5}}, 'Mac Miller': {'url': '/wiki/Mac_Miller', 'edges': {'Ab-Soul': 3, 'Lil Wayne': 1, 'Casey Veggies': 2, 'Action Bronson': 1, 'Talib Kweli': 1, 'Vince Staples': 7, 'Wiz Khalifa': 5, '2 Chainz': 1, 'Rapsody': 5, 'Pharrell Williams': 3}}, 'Juelz Santana': {'url': '/wiki/Juelz_Santana', 'edges': {'Lil Wayne': 7, 'Wale (rapper)': 1, 'Yelawolf': 1, 'Young Jeezy': 1, 'DJ Khaled': 1, 'Fabolous': 1, 'Swizz Beatz': 1, 'Wiz Khalifa': 1, 'Rick Ross': 1, 'Yo Gotti': 1, 'Meek Mill': 1, 'Jadakiss': 1, 'Vado (rapper)': 1, 'DJ Mustard': 1}}, 'Jon Connor': {'url': '/wiki/Jon_Connor', 'edges': {'Dr. Dre': 4, 'Busta Rhymes': 1, 'Talib Kweli': 1, 'Bun B': 1, '50 Cent': 1, 'Royce da 5\'9"': 1, 'Big K.R.I.T.': 1, 'Eminem': 2, 'Nas': 1, 'Rick Ross': 2, 'Freeway (rapper)': 1, 'Xzibit': 1, 'Big Sean': 1, 'Scarface (rapper)': 1, 'The Game (rapper)': 1, 'Kid Ink': 1}}, 'Tiffany Foxx': {'url': '/wiki/Tiffany_Foxx', 'edges': {'Ace Hood': 1, 'Kirko Bangz': 1, 'Jim Jones (rapper)': 1, 'Queen Latifah': 1, 'Akon': 1, 'Nelly': 3, 'Yo Gotti': 1, 'Shawty Lo': 2, 'Eminem': 1, 'Snoop Dogg': 4, "Lil' Kim": 5}}, 'Kevin Gates': {'url': '/wiki/Kevin_Gates', 'edges': {'Lil Wayne': 2, 'Plies (rapper)': 2, 'Webbie': 1, '2 Chainz': 1, 'Eminem': 1, 'Nas': 1, 'Birdman (rapper)': 1}}, 'Money-B': {'url': '/wiki/Money-B', 'edges': {}}, 'Young Dro': {'url': '/wiki/Young_Dro', 'edges': {'Papoose (rapper)': 1, 'Plies (rapper)': 1, 'Problem (rapper)': 1, 'Crooked I': 1, 'Joell Ortiz': 1, 'T.I.': 7, 'Rich Boy': 1, 'Saigon (rapper)': 1, 'Lupe Fiasco': 1}}, 'MC Lyte': {'url': '/wiki/MC_Lyte', 'edges': {'Remy Ma': 1, 'Sean Combs': 1, 'Wyclef Jean': 1, 'Common (rapper)': 1, 'Jermaine Dupri': 1}}, 'Young Jeezy': {'url': '/wiki/Young_Jeezy', 'edges': {'Lil Wayne': 4, 'Mannie Fresh': 1, 'E-40': 2, 'Sean Combs': 1, 'Akon': 6, 'YG (rapper)': 6, 'Nas': 1, 'Future (rapper)': 2, 'Lil Jon': 1, 'T.I.': 7}}, 'Ras Kass': {'url': '/wiki/Ras_Kass', 'edges': {'Rakim': 1, 'Dr. Dre': 2, 'Twista': 1, 'KRS-One': 1, 'Crooked I': 2, 'Jadakiss': 1, 'Freeway (rapper)': 1, 'Ice Cube': 1, 'The Game (rapper)': 1, 'Kurupt': 4, 'Mystikal': 1, 'Scarface (rapper)': 1, 'Kendrick Lamar': 1}}, 'DMX (rapper)': {'url': '/wiki/DMX_(rapper)', 'edges': {'LL Cool J': 3, 'Nas': 1, 'Kanye West': 1, 'Dr. Dre': 2, 'Busta Rhymes': 5}}, 'Big Sean': {'url': '/wiki/Big_Sean', 'edges': {'Lil Wayne': 3, 'Dom Kennedy': 2, 'Nicki Minaj': 2, '2 Chainz': 7, 'Nas': 1, 'Tyga': 2, 'Kendrick Lamar': 2, 'Roscoe Dash': 3, 'Pusha T': 7, 'Eminem': 5, 'Common (rapper)': 1, 'E-40': 4, 'Bun B': 1, 'Royce da 5\'9"': 2, 'Mike Will Made It': 2, 'Pharrell Williams': 1, 'DJ Mustard': 3, 'Lupe Fiasco': 1, 'Rick Ross': 1, 'J. Cole': 3, 'Wiz Khalifa': 2, 'French Montana': 2}}, 'Doug E. Fresh': {'url': '/wiki/Doug_E._Fresh', 'edges': {'Nas': 1, 'Ludacris': 1, 'MC Hammer': 7}}, 'Jay Rock': {'url': '/wiki/Jay_Rock', 'edges': {'Lil Wayne': 3, 'E-40': 1, 'Omarion': 1, 'Stalley': 1, '50 Cent': 1, 'YG (rapper)': 1, 'The Game (rapper)': 1}}, 'Isaiah Rashad': {'url': '/wiki/Isaiah_Rashad', 'edges': {'Ab-Soul': 3, 'Lil Wayne': 1, 'Kanye West': 1, 'Rich Homie Quan': 1, 'Juicy J': 2, 'KRS-One': 1, 'Vince Staples': 2, 'Vic Mensa': 1, 'Jay Rock': 3, 'Nas': 1, 'T.I.': 1, 'Snoop Dogg': 1, 'Jarren Benton': 1, 'Jon Connor': 1, 'Troy Ave': 1, 'Joey Badass': 2, 'Big Boi': 1, 'Kevin Gates': 1, 'Scarface (rapper)': 2, 'Kendrick Lamar': 7}}, 'Fat Joe': {'url': '/wiki/Fat_Joe', 'edges': {'Lil Wayne': 7, 'Ace Hood': 1, 'T-Pain': 2, 'Busta Rhymes': 6, 'Remy Ma': 10, 'Ludacris': 3, 'Young Jeezy': 2, 'DJ Khaled': 11, 'Twista': 1, 'Fabolous': 1, 'Akon': 3, 'Rick Ross': 1, 'Waka Flocka Flame': 1, 'Wiz Khalifa': 1, 'LL Cool J': 1, 'Nelly': 1, 'Bun B': 1, 'Big Boi': 1, 'Keith Murray (rapper)': 1}}, 'Meek Mill': {'url': '/wiki/Meek_Mill', 'edges': {'Lil Wayne': 1, 'Waka Flocka Flame': 1, 'Future (rapper)': 3, 'Mac Miller': 1, 'Remy Ma': 1, 'Jadakiss': 2, 'Fabolous': 1, 'Swizz Beatz': 1, 'Akon': 1, 'Nas': 1, 'J. Cole': 1, 'Yo Gotti': 1, 'Fat Joe': 1, 'Pusha T': 1, 'Lil Uzi Vert': 1, 'Big Sean': 1, 'Jay Electronica': 1, 'Vado (rapper)': 1, 'Joe Budden': 1}}, 'Lil Scrappy': {'url': '/wiki/Lil_Scrappy', 'edges': {'Twista': 1, 'E-40': 1, 'Young Dro': 1, '2 Chainz': 1}}, 'Rocko (rapper)': {'url': '/wiki/Rocko_(rapper)', 'edges': {'Nas': 1, 'Young Dro': 1, 'T.I.': 1}}, 'Tech N9ne': {'url': '/wiki/Tech_N9ne', 'edges': {'Lil Wayne': 2, 'Busta Rhymes': 2, '2 Chainz': 1, 'Big K.R.I.T.': 2, 'Rick Ross': 1, 'Rittz': 4, 'Jarren Benton': 4, 'Kendrick Lamar': 3, 'Dr. Dre': 1, 'KRS-One': 1, 'Snow Tha Product': 5, 'Xzibit': 1, 'Eminem': 5, 'E-40': 5, 'Yelawolf': 1, 'Jay Rock': 6, 'T.I.': 1, 'Hopsin': 5, 'Snoop Dogg': 2, 'Wiz Khalifa': 1, 'Yo Gotti': 1, 'Twista': 4, 'T-Pain': 4}}, 'Mickey Factz': {'url': '/wiki/Mickey_Factz', 'edges': {'Lupe Fiasco': 1, 'Big Sean': 1}}, 'Saigon (rapper)': {'url': '/wiki/Saigon_(rapper)', 'edges': {'Papoose (rapper)': 2, 'Kanye West': 1, 'Cassidy (rapper)': 1, 'Lecrae': 2, 'Bun B': 2, 'Raekwon': 1, 'Joell Ortiz': 3, 'Styles P': 1, 'Jadakiss': 1, 'Rhymefest': 1, 'Swizz Beatz': 1, 'Termanology': 3, 'Freeway (rapper)': 1, 'Action Bronson': 1}}, 'Joe Budden': {'url': '/wiki/Joe_Budden', 'edges': {'Fabolous': 5, 'Lil Wayne': 1, 'Kirko Bangz': 1, 'Busta Rhymes': 2, 'B.o.B': 1, 'Crooked I': 6, 'Omarion': 1, 'Joell Ortiz': 6, 'Styles P': 1, 'Royce da 5\'9"': 6, 'French Montana': 2, 'Wiz Khalifa': 1, 'Twista': 1, 'Eminem': 3, 'Juicy J': 1}}, 'Kirko Bangz': {'url': '/wiki/Kirko_Bangz', 'edges': {'Wale (rapper)': 1, 'Nipsey Hussle': 1, 'Bun B': 5, '2 Chainz': 1, 'YG (rapper)': 1, 'J. Cole': 1, 'French Montana': 2, 'Yo Gotti': 1, 'Bow Wow (rapper)': 1, 'Meek Mill': 1, 'Big Sean': 1, 'Chamillionaire': 1, 'DJ Mustard': 1, 'Tyga': 1, 'Kid Ink': 1}}, 'Lecrae': {'url': '/wiki/Lecrae', 'edges': {'Akon': 1, 'Nas': 1, 'Kendrick Lamar': 1, 'DJ Quik': 1, 'Scarface (rapper)': 1, 'Snoop Dogg': 1}}, 'Remy Ma': {'url': '/wiki/Remy_Ma', 'edges': {}}, 'Foxx (rapper)': {'url': '/wiki/Foxx_(rapper)', 'edges': {'T-Pain': 1}}, 'Freeway (rapper)': {'url': '/wiki/Freeway_(rapper)', 'edges': {'Lil Wayne': 1, 'Beanie Sigel': 10, 'Cassidy (rapper)': 1, 'Swizz Beatz': 1, 'Black Thought': 1, 'Rick Ross': 1, 'Birdman (rapper)': 2, 'Erick Sermon': 1}}, 'DJ Quik': {'url': '/wiki/DJ_Quik', 'edges': {'E-40': 1, 'Dr. Dre': 4, 'Talib Kweli': 2, 'Bun B': 1, 'Ludacris': 2, '50 Cent': 1, 'Wiz Khalifa': 1, 'Xzibit': 2, 'Jermaine Dupri': 1, 'Nas': 1, 'The Game (rapper)': 2, 'Erick Sermon': 1, 'Kurupt': 10, 'Ice Cube': 3, 'Snoop Dogg': 4}}, 'Twista': {'url': '/wiki/Twista', 'edges': {'Waka Flocka Flame': 1, 'Common (rapper)': 1, 'Busta Rhymes': 1, 'Ludacris': 1, 'Raekwon': 1, 'Pharrell Williams': 1, 'Big Boi': 1, 'Sean Combs': 1}}, 'Papoose (rapper)': {'url': '/wiki/Papoose_(rapper)', 'edges': {'French Montana': 1, 'Fat Joe': 1, 'Remy Ma': 8}}, 'T-Pain': {'url': '/wiki/T-Pain', 'edges': {'Lil Wayne': 13, 'Ace Hood': 4, 'Juicy J': 2, 'Omarion': 2, 'Fabolous': 2, 'Rick Ross': 3, 'Gucci Mane': 1, "Lil' Kim": 2, 'Bun B': 1, 'Akon': 7, 'Nelly': 4, 'Lil Jon': 2, 'Lil Yachty': 1, 'B.o.B': 1, 'Yung Joc': 4, 'Young Jeezy': 1, 'DJ Khaled': 10, 'Lil Mama': 6, 'Bow Wow (rapper)': 5, 'T.I.': 2, 'DJ Mustard': 2, 'Snoop Dogg': 3, 'Kanye West': 10, 'Ludacris': 8, 'Wiz Khalifa': 1, 'Twista': 2}}, 'Buckshot (rapper)': {'url': '/wiki/Buckshot_(rapper)', 'edges': {'Eminem': 1, 'Styles P': 1, 'Busta Rhymes': 1, 'KRS-One': 7, 'Kurupt': 2}}, 'Keith Murray (rapper)': {'url': '/wiki/Keith_Murray_(rapper)', 'edges': {'LL Cool J': 1, 'Redman (rapper)': 2, 'Erick Sermon': 3, 'Busta Rhymes': 1}}}

`save_dict` and `load_dict`

These functions save and load Python dictionaries. This is convenient when you want to save crawl data.



In [13]:

    
wn.save_dict(bet_undirected_graph_data, "bet_network.json")
print wn.load_dict("bet_network.json")









    



{u'Mannie Fresh': {u'url': u'/wiki/Mannie_Fresh', u'edges': {u'Rick Ross': 1, u'Lil Jon': 1}}, u'Beanie Sigel': {u'url': u'/wiki/Beanie_Sigel', u'edges': {u'DMX (rapper)': 1, u'50 Cent': 2, u'Meek Mill': 2}}, u'Nipsey Hussle': {u'url': u'/wiki/Nipsey_Hussle', u'edges': {u'Dr. Dre': 1, u'Big Sean': 1, u'Jay Rock': 2, u'YG (rapper)': 5, u'Rick Ross': 3, u'Freeway (rapper)': 1, u'DJ Drama': 1, u'Tyga': 1, u'Snoop Dogg': 2}}, u'Nicki Minaj': {u'url': u'/wiki/Nicki_Minaj', u'edges': {u'Lil Wayne': 8, u'Busta Rhymes': 3, u'Remy Ma': 4, u'Ludacris': 1, u'Eminem': 4, u'Yo Gotti': 3, u'Meek Mill': 6, u'Ice Cube': 1, u'Tyga': 3}}, u'Charles Hamilton (rapper)': {u'url': u'/wiki/Charles_Hamilton_(rapper)', u'edges': {u'Ace Hood': 1, u'Cory Gunz': 1, u'Kanye West': 1, u'Dr. Dre': 2, u'Wale (rapper)': 1, u'DMX (rapper)': 1, u'MC Lyte': 2, u'50 Cent': 1, u'Eminem': 4, u'Nas': 1, u'Lupe Fiasco': 2, u'Mickey Factz': 2, u'The-Dream': 1}}, u'Jermaine Dupri': {u'url': u'/wiki/Jermaine_Dupri', u'edges': {u'Lil Wayne': 1, u'Ludacris': 1, u'Queen Latifah': 1, u'Nelly': 4, u'Grandmaster Flash': 1, u'Bow Wow (rapper)': 8, u"Lil' Kim": 1}}, u'Redman (rapper)': {u'url': u'/wiki/Redman_(rapper)', u'edges': {u'Erick Sermon': 4, u'Eminem': 2}}, u'Grandmaster Flash': {u'url': u'/wiki/Grandmaster_Flash', u'edges': {}}, u'Erick Sermon': {u'url': u'/wiki/Erick_Sermon', u'edges': {u'Wyclef Jean': 1, u'Busta Rhymes': 2, u'KRS-One': 1, u'Rakim': 1}}, u'Desiigner': {u'url': u'/wiki/Desiigner', u'edges': {u'Rich Homie Quan': 1, u'Jim Jones (rapper)': 1, u'Yo Gotti': 2, u'2 Chainz': 2, u'Pusha T': 1, u'Future (rapper)': 1, u'Meek Mill': 1, u'Big Sean': 2, u'Tyga': 2, u'Gucci Mane': 3}}, u'Dorrough': {u'url': u'/wiki/Dorrough', u'edges': {u'E-40': 2, u'Jim Jones (rapper)': 1, u'Jermaine Dupri': 1, u'Yo Gotti': 1, u'Rich Boy': 1, u'Soulja Boy': 1}}, u'MC Hammer': {u'url': u'/wiki/MC_Hammer', u'edges': {u'Sean Combs': 3, u'Kanye West': 1, u'Snoop Dogg': 1, u'Busta Rhymes': 1, u'Rick Ross': 3, u'DJ Khaled': 1, u'Juvenile (rapper)': 1, u'Swizz Beatz': 1, u'Redman (rapper)': 1, u'Lil Jon': 2, u'Mystikal': 1, u'Shock G': 1, u'LL Cool J': 2, u'Ice Cube': 1}}, u'Chance the Rapper': {u'url': u'/wiki/Chance_the_Rapper', u'edges': {u'Lil Wayne': 4, u'Busta Rhymes': 2, u'MC Hammer': 1, u'Jarren Benton': 1, u'Kendrick Lamar': 3, u'Rich Homie Quan': 1, u'Action Bronson': 1, u'Eminem': 2, u'Mac Miller': 1, u'Jon Connor': 1, u'Kevin Gates': 1, u'Ab-Soul': 1, u'Common (rapper)': 1, u'Troy Ave': 1, u'Metro Boomin': 1, u'Isaiah Rashad': 2, u'Lil Uzi Vert': 1, u'Pharrell Williams': 1, u'Lupe Fiasco': 1, u'Twista': 1, u'Schoolboy Q': 1, u'The-Dream': 1}}, u'Scarface (rapper)': {u'url': u'/wiki/Scarface_(rapper)', u'edges': {u'Beanie Sigel': 4, u'Ludacris': 1, u'Akon': 1, u'Nas': 1, u'Freeway (rapper)': 1, u'Ice Cube': 2, u'Tech N9ne': 1, u'Eminem': 1}}, u'Shock G': {u'url': u'/wiki/Shock_G', u'edges': {u'E-40': 1, u'Dr. Dre': 1, u'Money-B': 4}}, u'Ludacris': {u'url': u'/wiki/Ludacris', u'edges': {u'Lil Wayne': 4, u'Common (rapper)': 1, u'Beanie Sigel': 1, u'Bun B': 1, u'DMX (rapper)': 1, u'T.I.': 5, u'Willy Northpole': 2, u'Queen Latifah': 5, u'Wiz Khalifa': 1, u'Nas': 3, u'French Montana': 1, u'Young Jeezy': 5, u'Big K.R.I.T.': 3, u'Timbaland': 5, u'Big Boi': 3, u'Snoop Dogg': 1, u'Lil Jon': 8}}, u'Action Bronson': {u'url': u'/wiki/Action_Bronson', u'edges': {u'Nas': 2, u'Vince Staples': 1, u'Wiz Khalifa': 1, u'Raekwon': 1, u'Eminem': 2, u'Mike Will Made It': 1, u'J. Cole': 1, u'Erick Sermon': 1, u'DJ Mustard': 1, u'Kendrick Lamar': 1}}, u'Jim Jones (rapper)': {u'url': u'/wiki/Jim_Jones_(rapper)', u'edges': {u'Lil Wayne': 3, u'Juicy J': 1, u'2 Chainz': 1, u'Styles P': 1, u'Dr. Dre': 1, u'Swizz Beatz': 1, u'Juelz Santana': 11, u'Wyclef Jean': 1, u'Young Dro': 1, u'DJ Khaled': 2, u'Meek Mill': 1, u'T.I.': 2, u'DJ Mustard': 1, u'Sean Combs': 2, u'Remy Ma': 1, u'Jadakiss': 2, u'Drumma Boy': 1, u'Raekwon': 1, u'The Game (rapper)': 3, u'Yo Gotti': 1, u'Twista': 1, u'Dej Loaf': 1}}, u'G-Eazy': {u'url': u'/wiki/G-Eazy', u'edges': {u'Lil Wayne': 1, u'YG (rapper)': 1, u'Yo Gotti': 1, u'2 Chainz': 1, u'Snoop Dogg': 1}}, u'Styles P': {u'url': u'/wiki/Styles_P', u'edges': {u'Sean Combs': 1, u'Akon': 2}}, u'Black Thought': {u'url': u'/wiki/Black_Thought', u'edges': {u'Ab-Soul': 1, u'Common (rapper)': 6, u'Kanye West': 1, u'Action Bronson': 1, u'Wale (rapper)': 1, u'DJ Khaled': 1, u'Talib Kweli': 5, u'Royce da 5\'9"': 2, u'Raekwon': 4, u'Jay Rock': 1, u'Mos Def': 2, u'Styles P': 1, u'Jon Connor': 1, u'Joey Badass': 2, u'Rahzel': 3, u'Saigon (rapper)': 1, u'Lupe Fiasco': 1}}, u"K'naan": {u'url': u'/wiki/K%27naan', u'edges': {u'Wale (rapper)': 2, u'KRS-One': 2, u'Rakim': 1, u'Eminem': 1, u'Nas': 4, u'Mos Def': 3}}, u'Kurupt': {u'url': u'/wiki/Kurupt', u'edges': {u'E-40': 1, u'Redman (rapper)': 1, u'Jadakiss': 1, u'DMX (rapper)': 1, u'Joell Ortiz': 1, u'Nas': 1, u'DJ Drama': 1, u'Ice Cube': 1}}, u'Timbaland': {u'url': u'/wiki/Timbaland', u'edges': {u'Ms. Jade': 2, u'Kanye West': 2, u'Dr. Dre': 3, u'Busta Rhymes': 1, u'MC Lyte': 1, u'T.I.': 3, u'Xzibit': 2, u'Akon': 1, u'Rick Ross': 1, u'The Game (rapper)': 1, u'Big Sean': 1, u'LL Cool J': 2, u'T-Pain': 3, u'Gucci Mane': 1}}, u'Cory Gunz': {u'url': u'/wiki/Cory_Gunz', u'edges': {u'Lil Wayne': 5, u'Busta Rhymes': 2, u'Juicy J': 1, u'Nick Cannon': 3, u'Nicki Minaj': 1, u'DJ Khaled': 1, u'Wiz Khalifa': 1, u'Mystikal': 1, u'Jadakiss': 1, u'Birdman (rapper)': 2, u'Meek Mill': 1, u'Termanology': 2, u'DJ Drama': 2, u'Jon Connor': 1, u'French Montana': 1, u'Schoolboy Q': 1, u'Tyga': 1, u'Kid Ink': 2}}, u'Luther Campbell': {u'url': u'/wiki/Luther_Campbell', u'edges': {u'Lil Jon': 1}}, u'Troy Ave': {u'url': u'/wiki/Troy_Ave', u'edges': {u'Young Jeezy': 1, u'50 Cent': 2, u'Fabolous': 1, u'Raekwon': 2, u'Rick Ross': 1, u'Fat Joe': 1, u'Styles P': 1, u'T.I.': 2, u'Joey Badass': 3}}, u'Yung Joc': {u'url': u'/wiki/Yung_Joc', u'edges': {u'Sean Combs': 4, u'Lil Scrappy': 3, u'Yo Gotti': 1, u'David Banner': 3, u'Gucci Mane': 1}}, u'Vince Staples': {u'url': u'/wiki/Vince_Staples', u'edges': {u'Ab-Soul': 1}}, u'Royce da 5\'9"': {u'url': u'/wiki/Royce_da_5%279%22', u'edges': {u'Sean Combs': 2, u'Dr. Dre': 3, u'Yelawolf': 1, u'Nas': 1, u'Redman (rapper)': 1, u'Ras Kass': 1}}, u'Young Thug': {u'url': u'/wiki/Young_Thug', u'edges': {u'Waka Flocka Flame': 3, u'Wale (rapper)': 1, u'Kanye West': 3, u'Jim Jones (rapper)': 1, u'Ludacris': 1, u'Jadakiss': 1, u'2 Chainz': 1, u'Swizz Beatz': 1, u'Nicki Minaj': 2, u'Future (rapper)': 2, u'T.I.': 5, u'Lil Wayne': 2, u'Mike Will Made It': 1}}, u'Rapsody': {u'url': u'/wiki/Rapsody', u'edges': {u'Ab-Soul': 1, u'Jean Grae': 2, u'Action Bronson': 1, u'Talib Kweli': 2, u'MC Lyte': 1, u'Raekwon': 1, u'Mos Def': 1, u'Freeway (rapper)': 1, u'Big K.R.I.T.': 2, u'Buckshot (rapper)': 1, u'Kendrick Lamar': 3}}, u'Shawty Lo': {u'url': u'/wiki/Shawty_Lo', u'edges': {u'Lil Wayne': 1, u'Ace Hood': 1, u'Plies (rapper)': 1, u'Jim Jones (rapper)': 1, u'Ludacris': 2, u'Bun B': 1, u'DJ Khaled': 1, u'50 Cent': 4, u'Young Jeezy': 1, u'Birdman (rapper)': 1, u'T.I.': 4, u'Jadakiss': 1, u'T-Pain': 1, u'The-Dream': 1, u"Lil' Kim": 2}}, u'DJ Drama': {u'url': u'/wiki/DJ_Drama', u'edges': {u'Lil Wayne': 3, u'Wale (rapper)': 1, u'Jim Jones (rapper)': 1, u'Yung Joc': 1, u'Young Jeezy': 3, u'50 Cent': 1, u'Fabolous': 2, u'Akon': 1, u'Nelly': 1, u'Yo Gotti': 1, u'Meek Mill': 3, u'T.I.': 7, u'Twista': 1, u'Chamillionaire': 1, u'T-Pain': 1, u'Snoop Dogg': 2}}, u'Waka Flocka Flame': {u'url': u'/wiki/Waka_Flocka_Flame', u'edges': {u'Lil Wayne': 1, u'Ace Hood': 1, u'Future (rapper)': 1, u'T.I.': 1, u'Juvenile (rapper)': 1, u'Yo Gotti': 1, u'Timbaland': 1, u'Wyclef Jean': 1}}, u'Rick Ross': {u'url': u'/wiki/Rick_Ross', u'edges': {u'Lil Wayne': 5, u'Wale (rapper)': 4, u'Kanye West': 1, u'Dr. Dre': 1, u'DJ Khaled': 17, u'Stalley': 9, u'The Game (rapper)': 1, u'French Montana': 6, u'Future (rapper)': 2, u'Erick Sermon': 1, u'Meek Mill': 12, u'Rocko (rapper)': 4}}, u'Jadakiss': {u'url': u'/wiki/Jadakiss', u'edges': {u'Lil Wayne': 2, u'Ace Hood': 3, u'Beanie Sigel': 5, u'Busta Rhymes': 3, u'Nicki Minaj': 2, u'50 Cent': 2, u'Fabolous': 3, u'Rick Ross': 2, u'Future (rapper)': 1, u'Swizz Beatz': 5, u'Styles P': 7, u'Eminem': 4, u'Bun B': 1, u'DMX (rapper)': 3, u'Common (rapper)': 1, u'Young Jeezy': 1, u'DJ Khaled': 7, u'Freeway (rapper)': 1, u'Fat Joe': 6, u'Pharrell Williams': 1, u'Snoop Dogg': 1, u'Waka Flocka Flame': 1, u'Sean Combs': 1, u'Nas': 2, u'Ludacris': 1, u'Wiz Khalifa': 1, u'Yo Gotti': 2, u'Twista': 1, u'The-Dream': 1}}, u'Crooked I': {u'url': u'/wiki/Crooked_I', u'edges': {u'Dr. Dre': 2, u'Yelawolf': 1, u'Juvenile (rapper)': 1, u'Royce da 5\'9"': 8, u'Eminem': 3, u'Kurupt': 3, u'Twista': 1, u'Tech N9ne': 1, u'Jay Rock': 1, u'Snoop Dogg': 2}}, u'Willy Northpole': {u'url': u'/wiki/Willy_Northpole', u'edges': {}}, u'The Game (rapper)': {u'url': u'/wiki/The_Game_(rapper)', u'edges': {u'Lil Wayne': 6, u'Nipsey Hussle': 1, u'Nicki Minaj': 1, u'Fabolous': 2, u'Nas': 1, u'Tyga': 2, u'Kendrick Lamar': 4, u'Juicy J': 1, u'Plies (rapper)': 1, u'Dr. Dre': 12, u'Young Jeezy': 1, u'Birdman (rapper)': 2, u'Fat Joe': 1, u'Meek Mill': 2, u'Snoop Dogg': 3, u'Sean Combs': 3, u'Kanye West': 3, u'Problem (rapper)': 1, u'Ludacris': 2, u'J. Cole': 1, u'Wiz Khalifa': 2, u'Jadakiss': 1, u'Big Sean': 1, u'Schoolboy Q': 1}}, u'Kevin McCall': {u'url': u'/wiki/Kevin_McCall', u'edges': {u'Kanye West': 1, u'T.I.': 1, u'Bow Wow (rapper)': 1, u'DJ Drama': 1, u'Big Sean': 2, u'Tyga': 5, u'Gucci Mane': 1}}, u'Dej Loaf': {u'url': u'/wiki/Dej_Loaf', u'edges': {u'Lil Wayne': 2, u'Rakim': 1, u'Casey Veggies': 1, u'Rich Homie Quan': 1, u'The Game (rapper)': 2, u'Nicki Minaj': 2, u'Omarion': 1, u'Kid Ink': 2, u'E-40': 1, u'Young Thug': 1, u'Royce da 5\'9"': 2, u'Mike Will Made It': 1, u'Future (rapper)': 3, u'Rick Ross': 1, u'Big Sean': 2, u'Eminem': 3, u'Chevy Woods': 3, u'Fabolous': 1}}, u'Kid Ink': {u'url': u'/wiki/Kid_Ink', u'edges': {u'Wale (rapper)': 1, u'E-40': 1, u'Nipsey Hussle': 1, u'Omarion': 2, u'2 Chainz': 1, u'Swizz Beatz': 1, u'Akon': 1, u'French Montana': 2, u'Bow Wow (rapper)': 1, u'Meek Mill': 2, u'Timbaland': 1, u'Pharrell Williams': 1, u'Tyga': 3}}, u'Lil Wayne': {u'url': u'/wiki/Lil_Wayne', u'edges': {u'Mannie Fresh': 4, u'Kanye West': 4, u'50 Cent': 1, u'Wiz Khalifa': 1, u'Akon': 5, u'Nas': 1, u'Big Boi': 1, u'The-Dream': 1}}, u'Busta Rhymes': {u'url': u'/wiki/Busta_Rhymes', u'edges': {u'Lil Wayne': 6, u'Papoose (rapper)': 2, u'Kanye West': 1, u'LL Cool J': 1, u'B.o.B': 1, u'Redman (rapper)': 1, u"Lil' Kim": 1, u'Joell Ortiz': 1, u'Black Thought': 1, u'Nas': 1, u'Birdman (rapper)': 1, u'Rick Ross': 2, u'Snoop Dogg': 1, u'Ice Cube': 1, u'T-Pain': 2, u'Gucci Mane': 1, u'Fabolous': 1}}, u'Dom Kennedy': {u'url': u'/wiki/Dom_Kennedy', u'edges': {u'Wale (rapper)': 1, u'Nipsey Hussle': 6, u'J. Cole': 1, u'Big K.R.I.T.': 1, u'YG (rapper)': 1, u'Rick Ross': 1, u'Kendrick Lamar': 2, u'DJ Quik': 1, u'Ice Cube': 1, u'Schoolboy Q': 1, u'LL Cool J': 1}}, u'Omarion': {u'url': u'/wiki/Omarion', u'edges': {u'Lil Wayne': 3, u'Yung Joc': 1, u'DJ Drama': 1, u'Lil Mama': 2, u'Rick Ross': 2, u'Bow Wow (rapper)': 7, u'Timbaland': 2}}, u'50 Cent': {u'url': u'/wiki/50_Cent', u'edges': {u'Busta Rhymes': 1, u'2 Chainz': 1, u'Nas': 5, u'Lil Scrappy': 5, u'LL Cool J': 5, u'Dr. Dre': 11, u'KRS-One': 1, u'Swizz Beatz': 1, u'Eminem': 15, u'Nelly': 1, u'Kurupt': 1, u'Timbaland': 4, u'Wyclef Jean': 1, u'Lil Jon': 2, u'Rakim': 2, u'DMX (rapper)': 2, u'Royce da 5\'9"': 2, u'Freeway (rapper)': 3, u'Fat Joe': 3, u'Meek Mill': 2, u'T.I.': 1, u'Pharrell Williams': 2, u'Snoop Dogg': 2, u'Sean Combs': 3, u'Kanye West': 3, u'Rick Ross': 2, u'Ludacris': 2, u'The Game (rapper)': 13, u'T-Pain': 3}}, u'2 Chainz': {u'url': u'/wiki/2_Chainz', u'edges': {u'Lil Wayne': 11, u'Mannie Fresh': 1, u'Ludacris': 4, u'Young Jeezy': 2, u'Drumma Boy': 2, u'Pusha T': 6, u'Rick Ross': 2, u'T.I.': 2, u'Chance the Rapper': 3, u'Pharrell Williams': 2, u'T-Pain': 1, u'Tyga': 4, u'Kendrick Lamar': 3}}, u'Big K.R.I.T.': {u'url': u'/wiki/Big_K.R.I.T.', u'edges': {u'Diggy Simmons': 1, u'Lecrae': 2, u'Yelawolf': 6, u'Bun B': 6, u'Wiz Khalifa': 5, u'YG (rapper)': 1, u'Future (rapper)': 1, u'Meek Mill': 2, u'Mac Miller': 1, u'Big Sean': 1, u'Scarface (rapper)': 2}}, u'Mos Def': {u'url': u'/wiki/Mos_Def', u'edges': {u'Mannie Fresh': 4, u'Busta Rhymes': 1, u'Jim Jones (rapper)': 1, u'Talib Kweli': 15, u'Saigon (rapper)': 1, u'Lupe Fiasco': 3}}, u'Rittz': {u'url': u'/wiki/Rittz', u'edges': {u'Jon Connor': 1, u'Rapsody': 1, u'Yelawolf': 3, u'Big K.R.I.T.': 1, u'Wax (rapper)': 1}}, u'Future (rapper)': {u'url': u'/wiki/Future_(rapper)', u'edges': {u'Lil Wayne': 2, u'Sean Combs': 1, u'Ludacris': 1, u'DJ Khaled': 10, u'T.I.': 2, u'2 Chainz': 1, u'Rocko (rapper)': 11, u'T-Pain': 1, u'Snoop Dogg': 1}}, u'Jarren Benton': {u'url': u'/wiki/Jarren_Benton', u'edges': {u'Dr. Dre': 1, u'Busta Rhymes': 1, u'Ludacris': 1, u'Snow Tha Product': 1, u'Rittz': 3, u'Hopsin': 11, u'Redman (rapper)': 1, u'Freeway (rapper)': 1, u'Erick Sermon': 2, u'Ras Kass': 1, u'Eminem': 1}}, u'Tyga': {u'url': u'/wiki/Tyga', u'edges': {u'Lil Wayne': 6, u'Kanye West': 5, u'Jadakiss': 1, u'Fabolous': 1, u'Young Thug': 2, u'Eminem': 1, u'Rick Ross': 3, u'Future (rapper)': 2, u'Bow Wow (rapper)': 1, u'Meek Mill': 1, u'Wiz Khalifa': 1}}, u'Soulja Boy': {u'url': u'/wiki/Soulja_Boy', u'edges': {u'Lil Wayne': 5, u'Sean Combs': 1, u'T-Pain': 1, u'Troy Ave': 1, u'Busta Rhymes': 1, u'Nick Cannon': 2, u'Nicki Minaj': 2, u'50 Cent': 1, u'Wiz Khalifa': 1, u'Charles Hamilton (rapper)': 1, u'Eminem': 1, u'Birdman (rapper)': 2, u'Bow Wow (rapper)': 7, u'Young Thug': 1, u'Gucci Mane': 1, u'MC Hammer': 1, u'Ice Cube': 1, u'Rakim': 1, u'Hopsin': 3, u'Lupe Fiasco': 1}}, u'Cassidy (rapper)': {u'url': u'/wiki/Cassidy_(rapper)', u'edges': {u'Meek Mill': 2}}, u'21 Savage': {u'url': u'/wiki/21_Savage', u'edges': {u'Future (rapper)': 2, u'Lil Yachty': 1, u'Gucci Mane': 2}}, u'Rahzel': {u'url': u'/wiki/Rahzel', u'edges': {u'Rakim': 1, u'Rhymefest': 1, u'Common (rapper)': 1}}, u'Pusha T': {u'url': u'/wiki/Pusha_T', u'edges': {u'Lil Wayne': 2, u'Ace Hood': 1, u'Beanie Sigel': 1, u'Busta Rhymes': 1, u'Ludacris': 1, u'Young Jeezy': 1, u'Joell Ortiz': 1, u'Raekwon': 1, u'Birdman (rapper)': 1, u'Future (rapper)': 3, u'Styles P': 1, u'Timbaland': 2, u'The-Dream': 4}}, u'Nelly': {u'url': u'/wiki/Nelly', u'edges': {u'Sean Combs': 2, u'Plies (rapper)': 1, u'Nicki Minaj': 1, u'DJ Khaled': 2, u'2 Chainz': 1, u'Akon': 4, u'Rick Ross': 2, u'Birdman (rapper)': 1, u'T.I.': 6}}, u'Angel Haze': {u'url': u'/wiki/Angel_Haze', u'edges': {u'Eminem': 1}}, u'DMX (rapper)': {u'url': u'/wiki/DMX_(rapper)', u'edges': {u'LL Cool J': 3, u'Nas': 1, u'Kanye West': 1, u'Dr. Dre': 2, u'Busta Rhymes': 5}}, u'Ab-Soul': {u'url': u'/wiki/Ab-Soul', u'edges': {u'Nipsey Hussle': 1, u'Stalley': 1, u'Jay Rock': 8, u'Nas': 1, u'Joe Budden': 1, u'Twista': 2, u'Eminem': 2, u'Lupe Fiasco': 2}}, u'Wale (rapper)': {u'url': u'/wiki/Wale_(rapper)', u'edges': {u'Kardinal Offishall': 1, u'Waka Flocka Flame': 2, u'Roscoe Dash': 1, u'Beanie Sigel': 1, u'Nipsey Hussle': 1, u'Talib Kweli': 1, u'Bun B': 3, u'Drumma Boy': 1, u'Lil Wayne': 1, u'Joell Ortiz': 1, u'Pusha T': 3, u'2 Chainz': 1, u'Lupe Fiasco': 2, u'Rhymefest': 1, u'Meek Mill': 5, u'Big Sean': 2, u'French Montana': 1, u'Scarface (rapper)': 1, u'Saigon (rapper)': 1, u'Omarion': 1, u'Gucci Mane': 2}}, u'Jean Grae': {u'url': u'/wiki/Jean_Grae', u'edges': {u'Mos Def': 1, u'Joell Ortiz': 1, u'Styles P': 1, u'Wale (rapper)': 1}}, u'Diggy Simmons': {u'url': u'/wiki/Diggy_Simmons', u'edges': {u'Rakim': 1, u'Kanye West': 2, u'B.o.B': 1, u'Jadakiss': 1, u'Nas': 2, u'French Montana': 2, u'Yo Gotti': 1, u'Pharrell Williams': 2, u'Tyga': 1, u'Lupe Fiasco': 4}}, u'B.o.B': {u'url': u'/wiki/B.o.B', u'edges': {u'Lil Wayne': 2, u'Ace Hood': 1, u'Juicy J': 2, u'2 Chainz': 2, u'Charles Hamilton (rapper)': 5, u'Mos Def': 1, u'Future (rapper)': 1, u'Big Boi': 4, u'Roscoe Dash': 1, u'Dr. Dre': 1, u'Swizz Beatz': 1, u'Eminem': 7, u'Nelly': 1, u'Mac Miller': 1, u'Kevin Gates': 1, u'Wale (rapper)': 2, u'Cory Gunz': 1, u'Bun B': 1, u'DMX (rapper)': 1, u'Hopsin': 1, u'Iggy Azalea': 3, u'Big K.R.I.T.': 2, u'T.I.': 20, u'Tech N9ne': 7, u'Mickey Factz': 1, u'Lupe Fiasco': 3, u'Kanye West': 1, u'Ludacris': 1, u'J. 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Cole': 1, u'French Montana': 2, u'Yo Gotti': 1, u'Bow Wow (rapper)': 1, u'Meek Mill': 1, u'Big Sean': 1, u'Chamillionaire': 1, u'DJ Mustard': 1, u'Tyga': 1, u'Kid Ink': 1}}, u'Lecrae': {u'url': u'/wiki/Lecrae', u'edges': {u'Akon': 1, u'Nas': 1, u'Kendrick Lamar': 1, u'DJ Quik': 1, u'Scarface (rapper)': 1, u'Snoop Dogg': 1}}, u'Remy Ma': {u'url': u'/wiki/Remy_Ma', u'edges': {}}, u'Foxx (rapper)': {u'url': u'/wiki/Foxx_(rapper)', u'edges': {u'T-Pain': 1}}, u'Freeway (rapper)': {u'url': u'/wiki/Freeway_(rapper)', u'edges': {u'Lil Wayne': 1, u'Beanie Sigel': 10, u'Cassidy (rapper)': 1, u'Swizz Beatz': 1, u'Black Thought': 1, u'Rick Ross': 1, u'Birdman (rapper)': 2, u'Erick Sermon': 1}}, u'Pill (rapper)': {u'url': u'/wiki/Pill_(rapper)', u'edges': {u'Wale (rapper)': 1, u'Nipsey Hussle': 1, u'Yelawolf': 1, u'J. Cole': 1, u'Jay Rock': 1, u'Rick Ross': 1, u'DJ Drama': 1, u'Tech N9ne': 1}}, u'Big Sean': {u'url': u'/wiki/Big_Sean', u'edges': {u'Lil Wayne': 3, u'Dom Kennedy': 2, u'Nicki Minaj': 2, u'2 Chainz': 7, u'Nas': 1, u'Tyga': 2, u'Kendrick Lamar': 2, u'Roscoe Dash': 3, u'Pusha T': 7, u'Eminem': 5, u'Common (rapper)': 1, u'E-40': 4, u'Bun B': 1, u'Royce da 5\'9"': 2, u'Mike Will Made It': 2, u'Pharrell Williams': 1, u'DJ Mustard': 3, u'Lupe Fiasco': 1, u'Rick Ross': 1, u'J. Cole': 3, u'Wiz Khalifa': 2, u'French Montana': 2}}, u'Twista': {u'url': u'/wiki/Twista', u'edges': {u'Waka Flocka Flame': 1, u'Common (rapper)': 1, u'Busta Rhymes': 1, u'Ludacris': 1, u'Raekwon': 1, u'Pharrell Williams': 1, u'Big Boi': 1, u'Sean Combs': 1}}, u'Papoose (rapper)': {u'url': u'/wiki/Papoose_(rapper)', u'edges': {u'French Montana': 1, u'Fat Joe': 1, u'Remy Ma': 8}}, u'T-Pain': {u'url': u'/wiki/T-Pain', u'edges': {u'Lil Wayne': 13, u'Ace Hood': 4, u'Juicy J': 2, u'Omarion': 2, u'Fabolous': 2, u'Rick Ross': 3, u'Young Jeezy': 1, u'Gucci Mane': 1, u"Lil' Kim": 2, u'Akon': 7, u'Nelly': 4, u'Lil Jon': 2, u'Lil Yachty': 1, u'B.o.B': 1, u'Yung Joc': 4, u'Bun B': 1, u'DJ Khaled': 10, u'Lil Mama': 6, u'Bow Wow (rapper)': 5, u'T.I.': 2, u'DJ Mustard': 2, u'Snoop Dogg': 3, u'Kanye West': 10, u'Ludacris': 8, u'Wiz Khalifa': 1, u'Twista': 2}}, u'Buckshot (rapper)': {u'url': u'/wiki/Buckshot_(rapper)', u'edges': {u'Kurupt': 2, u'KRS-One': 7, u'Busta Rhymes': 1, u'Styles P': 1, u'Eminem': 1}}, u'Keith Murray (rapper)': {u'url': u'/wiki/Keith_Murray_(rapper)', u'edges': {u'LL Cool J': 1, u'Redman (rapper)': 2, u'Erick Sermon': 3, u'Busta Rhymes': 1}}}

`create_graph`

Now that we have a dictionary representing an undirected graph, we need to turn it into a networkx.graph object which can be drawn. Optionally, we can pre-generate a node layout and save it.



In [1]:

    
# Just in case we don't want to re-run the crawl, we will load the data directly
import wikinetworking as wn
import networkx as nx
%matplotlib inline
bet_undirected_graph_data = wn.load_dict("bet_network.json")

# Now create the graph
graph = wn.create_graph(bet_undirected_graph_data)
layout = nx.spring_layout(graph)

`make_interactive_graph`

The networkx.graph object can be rendered as an interactive, clickable graph.



In [5]:

    
graph_html = wn.make_interactive_graph(graph, pos=layout)

You can save the resulting HTML of the interactive graph to a file, if you wish to load it outside of this notebook.



In [7]:

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

`save_big_graph`

If you would like to save a very high resolution version of this graph for use on a display system like Texas Advanced Computing Center's Stallion, you can use the save_big_graph function. The default output size at 600dpi will be 4800x3600 pixels. Warning: This function can take a little while to run.



In [ ]:

    
wn.save_big_graph(graph, pos=layout)

Wiki Networking - Extended Example

Introduction

import statements

filter_links

retrieve_multipage

write_list and read_list

intersection

crawl

directed_graph and undirected_graph

save_dict and load_dict

create_graph

make_interactive_graph

save_big_graph