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. |
twitch-gamers | Undirected | 168,114 | 6,797,557 | Social network of Twitch users. |
congress-Twitter | Directed | 475 | 13,289 | Twitter interaction network for the US Congress |
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 |
cisco-secure-workload | Directed, Communities, Attributed | between 86 and 278,739 | between 155 and 2,158,346 | 10 and 23 | 22 graphs of communications between computers, 2 have ground truth groupings |
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 |
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 |
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 |
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 |
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. |
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 |
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 |
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 |
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 |
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 |
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 network with traffic information. |
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 |
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. |
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. |
Memetracker data contains timestamped phrase and link information for news media articles and blog posts from 1.5 million different blogs and news websites.
The data spans 10 monts from August 2008 till May 2009, with several hundred million documents.
-->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 |
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 |
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 |
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 |
Name | Type | Number of graphs | Description |
---|---|---|---|
cisco-secure-workload | Directed, Attributed | 22 | Communications among computers running different distributed applications in various enterprises |
Name | Type | Number of graphs | Description |
---|---|---|---|
ERC20-stablecoins | Directed, Attributed | 6 | Transaction data of the top five stablecoins in market cap (USDT, USDC, DAI, UST, PAX) and WLUNA |
ethereum-exchanges | Directed, Attributed | 28 | Token (asset) networks from the Ethereum blockchain |
Name | Type | Number of graphs | Description |
---|---|---|---|
telecom-graph | Directed, Attributed | 1 | Relationships between users, packages, apps, and cells in a telecom network |
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) |
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 }