http://snap.stanford.edu/data/index.html

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Stanford Large Network Dataset Collection

  • Social networks : online social networks, edges represent interactions between people
  • Networks with ground-truth communities : ground-truth network communities in social and information networks
  • Communication networks : email communication networks with edges representing communication
  • Citation networks : nodes represent papers, edges represent citations
  • Collaboration networks : nodes represent scientists, edges represent collaborations (co-authoring a paper)
  • Web graphs : nodes represent webpages and edges are hyperlinks
  • Amazon networks : nodes represent products and edges link commonly co-purchased products
  • Internet networks : nodes represent computers and edges communication
  • Road networks : nodes represent intersections and edges roads connecting the intersections
  • Autonomous systems : graphs of the internet
  • Signed networks : networks with positive and negative edges (friend/foe, trust/distrust)
  • Location-based online social networks : Social networks with geographic check-ins
  • Wikipedia networks and metadata : Talk, editing and voting data from Wikipedia
  • Twitter and Memetracker : Memetracker phrases, links and 467 million Tweets
  • Online communities : Data from online communities such as Reddit and Flickr
  • Online reviews : Data from online review systems such as BeerAdvocate and Amazon
  • Information cascades : ...
SNAP networks are also availalbe from UF Sparse Matrix collection. Visualizations of SNAP networks by Tim Davis.

Social networks

NameTypeNodesEdgesDescriptionego-FacebookUndirected4,03988,234Social circles from Facebook (anonymized)ego-GplusDirected107,61413,673,453Social circles from Google+ego-TwitterDirected81,3061,768,149Social circles from Twittersoc-Epinions1Directed75,879508,837Who-trusts-whom network of Epinions.comsoc-LiveJournal1Directed4,847,57168,993,773LiveJournal online social networksoc-PokecDirected1,632,80330,622,564Pokec online social networksoc-Slashdot0811Directed77,360905,468Slashdot social network from November 2008soc-Slashdot0922Directed82,168948,464Slashdot social network from February 2009wiki-VoteDirected7,115103,689Wikipedia who-votes-on-whom networkwiki-RfADirected, Signed10,835159,388Wikipedia Requests for Adminship (with text)

Networks with ground-truth communities

NameTypeNodesEdgesCommunitiesDescriptioncom-LiveJournalUndirected, Communities3,997,96234,681,189287,512LiveJournal online social networkcom-FriendsterUndirected, Communities65,608,3661,806,067,135957,154Friendster online social networkcom-OrkutUndirected, Communities3,072,441117,185,0836,288,363Orkut online social networkcom-YoutubeUndirected, Communities1,134,8902,987,6248,385Youtube online social networkcom-DBLPUndirected, Communities317,0801,049,86613,477DBLP collaboration networkcom-AmazonUndirected, Communities334,863925,87275,149Amazon product network

Communication networks

NameTypeNodesEdgesDescriptionemail-EuAllDirected265,214420,045Email network from a EU research institutionemail-EnronUndirected36,692183,831Email communication network from Enronwiki-TalkDirected2,394,3855,021,410Wikipedia talk (communication) network

Citation networks

NameTypeNodesEdgesDescriptioncit-HepPhDirected, Temporal, Labeled34,546421,578Arxiv High Energy Physics paper citation networkcit-HepThDirected, Temporal, Labeled27,770352,807Arxiv High Energy Physics paper citation networkcit-PatentsDirected, Temporal, Labeled3,774,76816,518,948Citation network among US Patents

Collaboration networks

NameTypeNodesEdgesDescriptionca-AstroPhUndirected18,772198,110Collaboration network of Arxiv Astro Physicsca-CondMatUndirected23,13393,497Collaboration network of Arxiv Condensed Matterca-GrQcUndirected5,24214,496Collaboration network of Arxiv General Relativityca-HepPhUndirected12,008118,521Collaboration network of Arxiv High Energy Physicsca-HepThUndirected9,87725,998Collaboration network of Arxiv High Energy Physics Theory

Web graphs

NameTypeNodesEdgesDescriptionweb-BerkStanDirected685,2307,600,595Web graph of Berkeley and Stanfordweb-GoogleDirected875,7135,105,039Web graph from Googleweb-NotreDameDirected325,7291,497,134Web graph of Notre Dameweb-StanfordDirected281,9032,312,497Web graph of Stanford.edu

Product co-purchasing networks

NameTypeNodesEdgesDescriptionamazon0302Directed262,1111,234,877Amazon product co-purchasing network from March 2 2003amazon0312Directed400,7273,200,440Amazon product co-purchasing network from March 12 2003amazon0505Directed410,2363,356,824Amazon product co-purchasing network from May 5 2003amazon0601Directed403,3943,387,388Amazon product co-purchasing network from June 1 2003amazon-metaMetadata548,5521,788,725Amazon product metadata: product info and all reviews on around 548,552 products.

Internet peer-to-peer networks

NameTypeNodesEdgesDescriptionp2p-Gnutella04Directed10,87639,994Gnutella peer to peer network from August 4 2002p2p-Gnutella05Directed8,84631,839Gnutella peer to peer network from August 5 2002p2p-Gnutella06Directed8,71731,525Gnutella peer to peer network from August 6 2002p2p-Gnutella08Directed6,30120,777Gnutella peer to peer network from August 8 2002p2p-Gnutella09Directed8,11426,013Gnutella peer to peer network from August 9 2002p2p-Gnutella24Directed26,51865,369Gnutella peer to peer network from August 24 2002p2p-Gnutella25Directed22,68754,705Gnutella peer to peer network from August 25 2002p2p-Gnutella30Directed36,68288,328Gnutella peer to peer network from August 30 2002p2p-Gnutella31Directed62,586147,892Gnutella peer to peer network from August 31 2002

Road networks

NameTypeNodesEdgesDescriptionroadNet-CAUndirected1,965,2062,766,607Road network of CaliforniaroadNet-PAUndirected1,088,0921,541,898Road network of PennsylvaniaroadNet-TXUndirected1,379,9171,921,660Road network of Texas

Autonomous systems graphs

NameTypeNodesEdgesDescriptionas-733
(733 graphs)Undirected103-6,474243-13,233733 daily instances(graphs) from November 8 1997 to January 2 2000as-Skitter      Undirected1,696,41511,095,298Internet topology graph, from traceroutes run daily in 2005as-Caida
(122 graphs)Directed8,020-26,47536,406-106,762The CAIDA AS Relationships Datasets, from January 2004 to November 2007Oregon-1
(9 graphs)Undirected10,670-11,17422,002-23,409AS peering information inferred from Oregon route-views between March 31 and May 26 2001Oregon-2
(9 graphs)Undirected10,900-11,46131,180-32,730AS peering information inferred from Oregon route-views between March 31 and May 26 2001

Signed networks

NameTypeNodesEdgesDescriptionsoc-sign-epinionsDirected131,828841,372Epinions signed social networkwiki-ElecDirected, Bipartite~7,000~100,000Wikipedia adminship election datawiki-RfADirected, Signed10,835159,388Wikipedia Requests for Adminship (with text)soc-sign-Slashdot081106Directed77,357516,575Slashdot Zoo signed social network from November 6 2008soc-sign-Slashdot090216Directed81,871545,671Slashdot Zoo signed social network from February 16 2009soc-sign-Slashdot090221Directed82,144549,202Slashdot Zoo signed social network from February 21 2009

Location-based online social networks

NameTypeNodesEdgesDescriptionloc-GowallaUndirected, Geo-Location196,591950,327Gowalla location based online social networkloc-BrightkiteUnirected, Geo-Location58,228214,078Brightkite location based online social network

Wikipedia networks and metadata

NameTypeNodesEdgesDescriptionwikispeediaNavigation paths4,604119,882Navigation paths on the Wikipedia hyperlink network, collected by the human-computation gameWikispeediawiki-VoteDirected7,115103,689Wikipedia who-votes-on-whom networkwiki-TalkDirected2,394,3855,021,410Wikipedia talk (communication) networkwiki-ElecBipartite~7,000~100,000Wikipedia adminship election datawiki-RfADirected, Signed10,835159,388Wikipedia Requests for Adminship (with text)wiki-metaEdits2.3M users,
3.5M pages250M editsComplete Wikipedia edit history (who edited what page)

Memetracker and Twitter

NameTypeNodesEdgesDescriptiontwitter7Tweets17,069,982 users476,553,560 tweetsA collection of 476 million tweets collected between June-Dec 2009memetracker9Memes96 million418 million linksMemetracker phrases and hyperlinks between 96 million blog posts from Aug 2008 to Apr 2009ksc-time-seriesTime
Series2,000 Time series of volume of 1,000 most popular Memetracker phrases and 1,000 most popular Twitter hashtagshiggs-twitterTweets456,63114,855,875Spreading processes of the announcement of the discovery of a new particle with the features of the Higgs boson on 4th July 2012.

Online Communities

NameTypeNumber of itemsDescriptionRedditReddit submissions132,308 submissionsResubmitted content on reddit.comflickrImages2,316,948 related imagesImages sharing common metadata on Flickr

Online Reviews

NameTypeNumber of itemsDescriptionBeerAdvocateBeer reviews1,586,259 beer reviewsBeer reviews from BeerAdvocateRateBeerBeer reviews2,924,127 beer reviewsBeer reviews from RateBeerCellarTrackerWine reviews2,025,995 wine reviewsWine reviews from CellarTrackerAmazon reviewsAmazon reviews (all categories)34,686,770 product reviewsReviews from AmazonFine FoodsFood reviews568,454 food reviewsFood reviews from AmazonMoviesMovie reviews7,911,684 movie reviewsMovie reviews from Amazon

Network types

  • Directed : directed network
  • Undirected : undirected network
  • Bipartite : bipartite network
  • Multigraph : network has multiple edges between a pair of nodes
  • Temporal : for each node/edge we know the time when it appeared in the network
  • Labeled : network contains labels (weights, attributes) on nodes and/or edges

Network statistics

Dataset statisticsNodesNumber of nodes in the networkEdgesNumber of edges in the networkNodes in largest WCCNumber of nodes in the largest weakly connected componentEdges in largest WCCNumber of edges in the largest weakly connected componentNodes in largest SCCNumber of nodes in the largest strongly connected componentEdges in largest SCCNumber of edges in the largest strongly connected componentAverage clustering coefficientAverage clustering coefficientNumber of trianglesNumber of triples of connected nodes (considering the network as undirected)Fraction of closed trianglesNumber of connected triples of nodes / number of (undirected) length 2 pathsDiameter (longest shortest path)Maximum undirected shortest path length (sampled over 1,000 random nodes)90-percentile effective diameter90-th percentile of undirected shortest path length distribution (sampled over 1,000 random nodes)

Citing SNAP

We encourage you to cite our datasets if you have used them in your work. You can use the following BibTeX citation:

@misc{snapnets,  author       = {Jure Leskovec and Andrej Krevl},  title        = {{SNAP Datasets}: {Stanford} Large Network Dataset Collection},  howpublished = {\url{http://snap.stanford.edu/data}},  month        = jun,  year         = 2014}
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