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Working with Internet Archive WANEs directly to create graph files





In [1]:



    


import json
import csv



    











In [2]:



    


data = []
for line in open('internet-archive1.wane', 'r'):
    data.append(json.loads(line))



    











In [3]:



    


data[1]



    


















    
Out[3]:








{'digest': '646OP25EY4AD5ON3UN3HHUGMKYSUYZL7',
 'named_entities': {'locations': ['CANADA',
   'Canada',
   'Richmond',
   'Charlottetown'],
  'organizations': ['Rochford Case'],
  'persons': ['Francis',
   'Karen A. Téléphone',
   'MacLauchlan',
   'H. Frank',
   'J. Angus MacLean',
   'Wade',
   'Lewis',
   'Watts',
   'Jamie',
   'Karen',
   'Fox',
   'Rose',
   'H. Frank Téléphone']},
 'timestamp': '20160225192726',
 'url': 'http://lop.parl.gc.ca/ParlInfo/Files/Province.aspx?Item=53648e00-d9b7-4214-b88c-d944ae1d4dd8&Language=F&MenuID=compilations.provinceterritory.ombudsmen.aspx&MenuQuery=http%3A%2F%2Flop.parl.gc.ca%2FParlInfo%2FCompilations%2FProvinceTerritory%2FOmbudsmen.aspx%3FLanguage%3DF'}

















In [4]:



    


len(data)



    


















    
Out[4]:








22761

















In [5]:



    


import networkx as nx
G=nx.Graph()



    











In [16]:



    


for item in data:
    G.add_node(item['url'], bipartite=0)

top_nodes are the urls





In [17]:



    


G.number_of_nodes()



    


















    
Out[17]:








65017

















In [18]:



    


for item in data:
    G.add_nodes_from(item['named_entities']['persons'], bipartite=1)



    











In [9]:



    


edges = []
for item in data:
    for index in range(len(item['named_entities']['persons'])):
        l = [[item['url'], item['named_entities']['persons'][index]]]
        edges.extend(tuple(l))



    











In [10]:



    


G.number_of_nodes()



    


















    
Out[10]:








65017

















In [12]:



    


G.add_edges_from(edges)



    











In [13]:



    


G.number_of_edges()



    


















    
Out[13]:








535723

















In [30]:



    


nx.write_graphml(G,"./graph2.graphml")



    











In [20]:



    


from networkx.algorithms import bipartite



    











In [21]:



    


nx.is_connected(G)



    


















    
Out[21]:








False

















In [22]:



    


bottom_nodes, top_nodes = bipartite.sets(G)

bottom_nodes are the people, top nodes are the urls





In [23]:



    


top_nodes = set(n for n,d in G.nodes(data=True) if d['bipartite']==0)



    











In [25]:



    


bottom_nodes = set(G) - top_nodes



    











In [27]:



    


list(top_nodes)



    


















    
Out[27]:








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 ...]

















In [29]:



    


nx.is_bipartite(G)



    


















    
Out[29]:








True

















In [31]:



    


nx.write_gml(G,"./graph3.gml")



    











In [33]:



    


nx.degree_histogram(G)



    


















    
Out[33]:








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In [34]:



    


G2 = G.to_undirected()



    











In [35]:



    


degree = G2.degree()



    











In [36]:



    


degree



    


















    
Out[36]:








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 'http://jobs-emplois.sen.parl.gc.ca/cl4/xweb/XWeb.asp?tbtoken=Y19cS1USMBkBFi4lLkAuJF4FTSFJHCNJAXldAiBdbycgWikRBmdZX0ppXUUTcGd1PApXVRVSTT5m&chk=dFlbQBJf&page=ForgotPassword&lang=2': 2,
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 'http://data.parl.gc.ca/widgets/v1/en/intervention/8744389': 2,
 'États-Unis Henderson': 1,
 'http://www.parl.gc.ca/HousePublications/Publication.aspx?Language=E&Mode=1&DocId=6313160': 278,
 'Bonnie Marga Director': 4,
 'Steve Mississauga-Ouest': 1,
 'http://jobs-emplois.sen.parl.gc.ca/cl4/xweb/XWeb.asp?tbtoken=Y15RRFUSNhgCYQNxTFNJZ1ZOBnldAiMtbyRRUS0RCWxYWTUcLEcfc2QuJS5ALiRePApXVRVSTT5m&chk=dFlbQBJf&page=QuickInputresume&countryid=': 1,
 'M. Aileen Secrétaire': 3,
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 'Jack Munroe': 1,
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 'http://data.parl.gc.ca/widgets/v1/en/intervention/8749661': 1,
 'Arthur Lisle Parti': 3,
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 'http://www.lop.parl.gc.ca/ParlInfo/Files/Parliamentarian.aspx?Item=99911138-156d-49fe-8b5d-8ea39e10b037&Language=E': 3,
 'Casa Alianza': 1,
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 'http://data.parl.gc.ca/widgets/v1/en/intervention/8740880': 1,
 'https://jobs-emplois.sen.parl.gc.ca/cl4/xweb/XWeb.asp?tbtoken=ZVhaQBsXCGh3EHNxNyddCCQ8BWdEcFgodEgjIVl%2FExIqWDFoUEMSchADdgkbVhRSSXQqWA%3D%3D&chk=dFlbQBJe&clid=21004&Page=JobDetails&Jobid=J0216-0097&BRID=23811&lang=2': 3,
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 'http://sen.parl.gc.ca/nkinsella/PDF/Speeches/NavyDinnerMay10-e.pdf': 2,
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 'Katherine': 5,
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 'Fraser Richards': 1,
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 'Jean-Paul Dufour': 1,
 'http://jobs-emplois.sen.parl.gc.ca/cl4/xweb/XWeb.asp?tbtoken=Y19aQVUSMh57EH14QiNJHCFMdnldAlRbbydSW1ERBmQtK0EdLUBuAmIGPApXVRVSTT5m&chk=dFlbQBJf&clid=21004&Page=JobDetails&Jobid=J0216-0002&BRID=23859&lang=1': 1,
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 'http://jobs-emplois.sen.parl.gc.ca/cl4/xweb/XWeb.asp?tbtoken=Y15YR1USSxIBZ3Z3R1dJYSRMAnldcCAqbycnUysRDmcsLTEcWjYce2B8PApXVRVSTT5l&chk=dFlbQBJf&clid=21004&page=ForgotPassword': 1,
 'David Letterman': 1,
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 'http://data.parl.gc.ca/widgets/v1/en/intervention/8683303': 1,
 'Leslie Liu Mai Marston Martin Masse Mathyssen May Michaud Moore': 12,
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 ...}

















In [55]:



    


to_keep = [n for n in degree if degree[n] >= 1000]



    











In [56]:



    


len(to_keep)



    


















    
Out[56]:








126

















In [57]:



    


to_keep



    


















    
Out[57]:








['',
 'Nicole',
 'Munson',
 'Joan',
 'Joyal',
 'Diane',
 'Don',
 'Brown',
 'Brazeau',
 'LeBreton',
 'Stewart Olsen',
 'John',
 'David',
 'Roméo',
 'Finley',
 'Carolyn',
 'Michael',
 'Raynell',
 'Harb',
 'Greene',
 'Catherine S.',
 'Pierre',
 'Jaffer',
 'James S.',
 'Angus',
 'Joseph A.',
 'Furey',
 'Segal',
 'Andreychuk',
 'Smith',
 'Jane',
 'Michael L.',
 'Suzanne',
 'Mockler',
 'Martin',
 'Jean-Claude',
 'Gerstein',
 'Carstairs',
 'Linda',
 'Downe',
 'George',
 'Demers',
 'Jim',
 'Pierrette',
 'Robichaud',
 'Richard',
 'Comeau',
 'Jacques',
 'Larry W.',
 'Donald Neil',
 'Raine',
 'Dennis',
 'Duffy',
 'Percy E.',
 'Percy',
 'John D.',
 'Dawson',
 'Pierre Claude',
 'Mercer',
 'David P.',
 'Elaine',
 'Lowell',
 'Tkachuk',
 'Callbeck',
 'Lillian Eva',
 'Terry',
 'Maltais',
 'Ghislain',
 'Kinsella',
 'Tommy',
 'Nancy Greene',
 'Oliver',
 'Dyck',
 'Daniel',
 'Murray',
 'Plett',
 'Mitchell',
 'Ringuette',
 'Yonah',
 'Terry M.',
 'Gerald J.',
 'Rivest',
 'Nancy Ruth',
 'Patterson',
 'Wallace',
 'Claude',
 'Runciman',
 'http://www.bdp.parl.gc.ca/ParlInfo/Compilations/FederalGovernment/PrivyCouncil.aspx?Language=F',
 'Bill',
 'Fraser',
 'Dallaire',
 'Serge',
 'Donald H.',
 'Cowan',
 'Grant',
 'Elizabeth',
 'Tardif',
 'Gerry',
 'Moore',
 'Maria',
 'Pamela',
 'Dennis Glen',
 'http://www.lop.parl.gc.ca/ParlInfo/Compilations/FederalGovernment/PrivyCouncil.aspx',
 'Fernand',
 'Chaput',
 'Carignan',
 'Claudette',
 'Hugh',
 'Bob',
 'MacDonald',
 'Sharon',
 'Marshall',
 'Wallin',
 'Meredith',
 'Ogilvie',
 'Irving',
 'Eggleton',
 'Anne C.',
 'Cordy',
 'Hubley',
 'Stephen',
 'Kelvin Kenneth',
 'Scott',
 'Wilfred P.',
 'Marjory',
 'Nolin']

















In [ ]:

Content source: web-archive-group/hackathon

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