Stanford Large Network Dataset Collection

Social networks

Name Type Nodes Edges Description ego-Facebook Undirected 4,039 88,234 Social circles from Facebook (anonymized) ego-Gplus Directed 107,614 13,673,453 Social circles from Google+ ego-Twitter Directed 81,306 1,768,149 Social circles from Twitter soc-Epinions1 Directed 75,879 508,837 Who-trusts-whom network of Epinions.com soc-LiveJournal1 Directed 4,847,571 68,993,773 LiveJournal online social network soc-Pokec Directed 1,632,803 30,622,564 Pokec online social network soc-Slashdot0811 Directed 77,360 905,468 Slashdot social network from November 2008 soc-Slashdot0922 Directed 82,168 948,464 Slashdot social network from February 2009 wiki-Vote Directed 7,115 103,689 Wikipedia who-votes-on-whom network wiki-RfA Directed, Signed 10,835 159,388 Wikipedia Requests for Adminship (with text) gemsec-Deezer Undirected 143,884 846,915 Gemsec Deezer dataset gemsec-Facebook Undirected 134,833 1,380,293 Gemsec Facebook dataset soc-RedditHyperlinks Directed, Signed, Temporal, Attributed 55,863 858,490 Hyperlinks between subreddits on Reddit soc-sign-bitcoin-otc Weighted, Signed, Directed, Temporal 5,881 35,592 Bitcoin OTC web of trust network soc-sign-bitcoin-alpha Weighted, Signed, Directed, Temporal 3,783 24,186 Bitcoin Alpha web of trust network comm-f2f-Resistance Weighted, Directed, Temporal 451 3,126,993 Dynamic face-to-face interaction network between group of people musae-twitch Undirected 34,118 429,113 Social networks of Twitch users. musae-facebook Undirected 22,470 171,002 Facebook page-page network with page names. act-mooc Bipartite, Directed, Attributed, Temporal 7,143 411,749 Student actions on a MOOC platform, with student drop-out binary labels. musae-github Undirected 37,700 289,003 Social network of Github developers. feather-deezer-social Undirected 28,281 92,752 Social network of Deezer users from Europe. feather-lastfm-social Undirected 7,624 27,806 Social network of LastFM users from Asia.

Networks with ground-truth communities

Name Type Nodes Edges Communities Description com-LiveJournal Undirected, Communities 3,997,962 34,681,189 287,512 LiveJournal online social network com-Friendster Undirected, Communities 65,608,366 1,806,067,135 957,154 Friendster online social network com-Orkut Undirected, Communities 3,072,441 117,185,083 6,288,363 Orkut online social network com-Youtube Undirected, Communities 1,134,890 2,987,624 8,385 Youtube online social network com-DBLP Undirected, Communities 317,080 1,049,866 13,477 DBLP collaboration network com-Amazon Undirected, Communities 334,863 925,872 75,149 Amazon product network email-Eu-core Directed, Communities 1,005 25,571 42 E-mail network wiki-topcats Directed, Communities 1,791,489 28,511,807 17,364 Wikipedia hyperlinks

Communication networks

Name Type Nodes Edges Description email-EuAll Directed 265,214 420,045 Email network from a EU research institution email-Enron Undirected 36,692 183,831 Email communication network from Enron wiki-Talk Directed 2,394,385 5,021,410 Wikipedia talk (communication) network comm-f2f-Resistance Weighted, Directed, Temporal 451 3,126,993 Dynamic face-to-face interaction network between group of people

Citation networks

Name Type Nodes Edges Description cit-HepPh Directed, Temporal, Labeled 34,546 421,578 Arxiv High Energy Physics paper citation network cit-HepTh Directed, Temporal, Labeled 27,770 352,807 Arxiv High Energy Physics paper citation network cit-Patents Directed, Temporal, Labeled 3,774,768 16,518,948 Citation network among US Patents

Collaboration networks

Name Type Nodes Edges Description ca-AstroPh Undirected 18,772 198,110 Collaboration network of Arxiv Astro Physics ca-CondMat Undirected 23,133 93,497 Collaboration network of Arxiv Condensed Matter ca-GrQc Undirected 5,242 14,496 Collaboration network of Arxiv General Relativity ca-HepPh Undirected 12,008 118,521 Collaboration network of Arxiv High Energy Physics ca-HepTh Undirected 9,877 25,998 Collaboration network of Arxiv High Energy Physics Theory

Web graphs

Name Type Nodes Edges Description web-BerkStan Directed 685,230 7,600,595 Web graph of Berkeley and Stanford web-Google Directed 875,713 5,105,039 Web graph from Google web-NotreDame Directed 325,729 1,497,134 Web graph of Notre Dame web-Stanford Directed 281,903 2,312,497 Web graph of Stanford.edu

Product co-purchasing networks

Name Type Nodes Edges Description amazon0302 Directed 262,111 1,234,877 Amazon product co-purchasing network from March 2 2003 amazon0312 Directed 400,727 3,200,440 Amazon product co-purchasing network from March 12 2003 amazon0505 Directed 410,236 3,356,824 Amazon product co-purchasing network from May 5 2003 amazon0601 Directed 403,394 3,387,388 Amazon product co-purchasing network from June 1 2003 amazon-meta Metadata 548,552 1,788,725 Amazon product metadata: product info and all reviews on around 548,552 products.

Internet peer-to-peer networks

Name Type Nodes Edges Description p2p-Gnutella04 Directed 10,876 39,994 Gnutella peer to peer network from August 4 2002 p2p-Gnutella05 Directed 8,846 31,839 Gnutella peer to peer network from August 5 2002 p2p-Gnutella06 Directed 8,717 31,525 Gnutella peer to peer network from August 6 2002 p2p-Gnutella08 Directed 6,301 20,777 Gnutella peer to peer network from August 8 2002 p2p-Gnutella09 Directed 8,114 26,013 Gnutella peer to peer network from August 9 2002 p2p-Gnutella24 Directed 26,518 65,369 Gnutella peer to peer network from August 24 2002 p2p-Gnutella25 Directed 22,687 54,705 Gnutella peer to peer network from August 25 2002 p2p-Gnutella30 Directed 36,682 88,328 Gnutella peer to peer network from August 30 2002 p2p-Gnutella31 Directed 62,586 147,892 Gnutella peer to peer network from August 31 2002

Road networks

Name Type Nodes Edges Description roadNet-CA Undirected 1,965,206 2,766,607 Road network of California roadNet-PA Undirected 1,088,092 1,541,898 Road network of Pennsylvania roadNet-TX Undirected 1,379,917 1,921,660 Road network of Texas

Autonomous systems graphs

Name Type Nodes Edges Description as-733

(733 graphs) Undirected 103-6,474 243-13,233 733 daily instances(graphs) from November 8 1997 to January 2 2000 as-Skitter Undirected 1,696,415 11,095,298 Internet topology graph, from traceroutes run daily in 2005 as-Caida

(122 graphs) Directed 8,020-26,475 36,406-106,762 The CAIDA AS Relationships Datasets, from January 2004 to November 2007 Oregon-1

(9 graphs) Undirected 10,670-11,174 22,002-23,409 AS peering information inferred from Oregon route-views between March 31 and May 26 2001 Oregon-2

(9 graphs) Undirected 10,900-11,461 31,180-32,730 AS peering information inferred from Oregon route-views between March 31 and May 26 2001

Signed networks

Name Type Nodes Edges Description soc-RedditHyperlinks Directed, Signed, Temporal, Attributed 55,863 858,490 Hyperlinks between subreddits on Reddit soc-sign-bitcoin-otc Weighted, Signed, Directed, Temporal 5,881 35,592 Bitcoin OTC web of trust network soc-sign-bitcoin-alpha Weighted, Signed, Directed, Temporal 3,783 24,186 Bitcoin Alpha web of trust network soc-sign-epinions Directed 131,828 841,372 Epinions signed social network wiki-Elec Directed, Bipartite ~7,000 ~100,000 Wikipedia adminship election data wiki-RfA Directed, Signed 10,835 159,388 Wikipedia Requests for Adminship (with text) soc-sign-Slashdot081106 Directed 77,357 516,575 Slashdot Zoo signed social network from November 6 2008 soc-sign-Slashdot090216 Directed 81,871 545,671 Slashdot Zoo signed social network from February 16 2009 soc-sign-Slashdot090221 Directed 82,144 549,202 Slashdot Zoo signed social network from February 21 2009

Location-based online social networks

Name Type Nodes Edges Description loc-Gowalla Undirected, Geo-Location 196,591 950,327 Gowalla location based online social network loc-Brightkite Unirected, Geo-Location 58,228 214,078 Brightkite location based online social network

Wikipedia networks, articles, and metadata

Name Type Nodes Edges Description wikispeedia Navigation paths 4,604 119,882 Navigation paths on the Wikipedia hyperlink network, collected by the human-computation game Wikispeedia wiki-Vote Directed 7,115 103,689 Wikipedia who-votes-on-whom network wiki-Talk Directed 2,394,385 5,021,410 Wikipedia talk (communication) network wiki-Elec Bipartite ~7,000 ~100,000 Wikipedia adminship election data wiki-RfA Directed, Signed 10,835 159,388 Wikipedia Requests for Adminship (with text) wiki-meta Edits 2.3M users,

3.5M pages 250M edits Complete Wikipedia edit history (who edited what page) wiki-hoaxes Wiki markup 64 Public Wikipedia hoaxes musae-wiki undirected 19,109 400,832 Wikipedia page page network with traffic information.

Temporal networks

Name Type Nodes Temporal Edges Static Edges Description soc-RedditHyperlinks Directed, Signed, Temporal, Attributed 55,863 858,490 858,490 Hyperlinks between subreddits on Reddit sx-stackoverflow Directed, Temporal 2,601,977 63,497,050 36,233,450 Comments, questions, and answers on Stack Overflow sx-mathoverflow Directed, Temporal 24,818 506,550 239,978 Comments, questions, and answers on Math Overflow sx-superuser Directed, Temporal 194,085 1,443,339 924,886 Comments, questions, and answers on Super User sx-askubuntu Directed, Temporal 159,316 964,437 596,933 Comments, questions, and answers on Ask Ubuntu wiki-talk-temporal Directed, Temporal 1,140,149 7,833,140 3,309,592 Users editing talk pages on Wikipedia email-Eu-core-temporal Directed, Temporal 986 332,334 24,929 E-mails between users at a research institution CollegeMsg Directed, Temporal 1,899 20,296 59,835 Messages on a Facebook-like platform at UC-Irvine soc-sign-bitcoin-otc Weighted, Signed, Directed, Temporal 5,881 35,592 Bitcoin OTC web of trust network soc-sign-bitcoin-alpha Weighted, Signed, Directed, Temporal 3,783 24,186 Bitcoin Alpha web of trust network act-mooc Bipartite, Directed, Attributed, Temporal 7,143 411,749 Student actions on a MOOC platform, with student drop-out binary labels. comm-f2f-Resistance Weighted, Directed, Temporal 451 3,126,993 Dynamic face-to-face interaction network between group of people

User Actions

Name Type Nodes Edges/Actions Description act-mooc Bipartite, Directed, Attributed, Temporal 7,143 411,749 Student actions on a MOOC platform, with student drop-out binary labels.

Memetracker and Twitter

Name Type Nodes Edges Description twitter7 Tweets 17,069,982 users 476,553,560 tweets A collection of 476 million tweets collected between June-Dec 2009 memetracker9 Memes 96 million 418 million links Memetracker phrases and hyperlinks between 96 million blog posts from Aug 2008 to Apr 2009 ksc-time-series Time

Series 2,000 Time series of volume of 1,000 most popular Memetracker phrases and 1,000 most popular Twitter hashtags higgs-twitter Tweets 456,631 14,855,875 Spreading processes of the announcement of the discovery of a new particle with the features of the Higgs boson on 4th July 2012.

Online Communities

Name Type Number of items Description soc-RedditHyperlinks Subreddit hyperlinks 858,490 links between 55,863 subreddits Hyperlinks between subreddits on Reddit web-RedditEmbeddings Reddit Embeddings 118,381 users and 51,278 subreddits Embeddings of users and subreddits web-RedditPizzaRequests Reddit requests 5,671 submissions Textual requests for pizza with outcome labels web-Reddit Reddit submissions 132,308 submissions Resubmitted content on reddit.com web-flickr Images 2,316,948 related images Images sharing common metadata on Flickr

Online Reviews

Name Type Number of items Description web-BeerAdvocate Beer reviews 1,586,259 beer reviews Beer reviews from BeerAdvocate web-RateBeer Beer reviews 2,924,127 beer reviews Beer reviews from RateBeer web-CellarTracker Wine reviews 2,025,995 wine reviews Wine reviews from CellarTracker web-Amazon Amazon reviews (all categories) 34,686,770 product reviews Reviews from Amazon web-FineFoods Food reviews 568,454 food reviews Food reviews from Amazon web-Movies Movie reviews 7,911,684 movie reviews Movie reviews from Amazon

Face-to-Face Communication Networks

Name Type Nodes Edges Description comm-f2f-Resistance Weighted, Directed, Temporal 451 3,126,993 Dynamic face-to-face interaction network between group of people

Graph classification datasets

Name Type Number of graphs Description Deezer Ego-nets Undirected, Unattributed 9,629 Ego-nets of European Deezer users. GitHub Stargazers Undirected, Unattributed 12,725 Communities of developers who starred repositories. Reddit Threads Undirected, Unattributed 203,088 Reddit discussion and non-discussion based threads. Ego-Nets Undirected, Unattributed 127,094 Ego-Nets of Twitch users in the partnership program.

Network types

Directed : directed network

: directed network Undirected : undirected network

: undirected network Bipartite : bipartite network

: bipartite network Multigraph : network has multiple edges between a pair of nodes

: network has multiple edges between a pair of nodes Temporal : for each node/edge we know the time when it appeared in the network

: 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 statistics Nodes Number of nodes in the network Edges Number of edges in the network Nodes in largest WCC Number of nodes in the largest weakly connected component Edges in largest WCC Number of edges in the largest weakly connected component Nodes in largest SCC Number of nodes in the largest strongly connected component Edges in largest SCC Number of edges in the largest strongly connected component Average clustering coefficient Average clustering coefficient Number of triangles Number of triples of connected nodes (considering the network as undirected) Fraction of closed triangles Number of connected triples of nodes / number of (undirected) length 2 paths Diameter (longest shortest path) Maximum undirected shortest path length (sampled over 1,000 random nodes) 90-percentile effective diameter 90-th percentile of undirected shortest path length distribution (sampled over 1,000 random nodes)

Citing SNAP

SNAP networks are also available from SuiteSparse Matrix Collection by Tim Davis

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 }