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 : ...
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) |
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 | 151,037 | Amazon product network |
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 | 367,662 | Email communication network from Enron |
| wiki-Talk | Directed | 2,394,385 | 5,021,410 | Wikipedia talk (communication) network |
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 | 396,160 | Collaboration network of Arxiv Astro Physics |
| ca-CondMat | Undirected | 23,133 | 186,936 | Collaboration network of Arxiv Condensed Matter |
| ca-GrQc | Undirected | 5,242 | 28,980 | Collaboration network of Arxiv General Relativity |
| ca-HepPh | Undirected | 12,008 | 237,010 | Collaboration network of Arxiv High Energy Physics |
| ca-HepTh | Undirected | 9,877 | 51,971 | 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 | 5,533,214 | Road network of California |
| roadNet-PA | Undirected | 1,088,092 | 3,083,796 | Road network of Pennsylvania |
| roadNet-TX | Undirected | 1,379,917 | 3,843,320 | 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-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 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) |
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 | 418 million links | 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 |
|---|---|---|---|
| Reddit submissions | 132,308 submissions | Resubmitted content on reddit.com | |
| flickr | Images | 2,316,948 related images | Images sharing common metadata on Flickr |
Online Reviews
| Name | Type | Number of items | Description |
|---|---|---|---|
| BeerAdvocate | Beer reviews | 1,586,259 beer reviews | Beer reviews from BeerAdvocate |
| RateBeer | Beer reviews | 2,924,127 beer reviews | Beer reviews from RateBeer |
| CellarTracker | Wine reviews | 2,025,995 wine reviews | Wine reviews from CellarTracker |
| Amazon reviews | Amazon reviews (all categories) | 34,686,770 product reviews | Reviews from Amazon |
| Fine Foods | Food reviews | 568,454 food reviews | Food reviews from Amazon |
| Movies | Movie reviews | 7,911,684 movie reviews | Movie 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 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) |