http://vlado.fmf.uni-lj.si/pub/networks/data/

 

SNAP（Stanford Large Network Dataset Collection）实验数据集

主要包含以下数据集

 

• 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

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

 

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
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
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-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

Online Communities

Name	Type	Number of items	Description
Reddit	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)

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