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Showing only entries with tags: Informational
Tip: click on a column header to sort the list, or hover over it for a description.
Column legend
$\left<k\right>$
Mean degree
$\sigma_k$
Standard deviation of the degrees
$\lambda_h$
Largest eigenvalue of the Hashimoto (non-backtracking) matrix
$\tau$
Random walk mixing time
$r$
Degree assortativity
$c$
Global clustering coefficient
$\oslash$
(Pseudo-) diameter
$S$
Relative size of the largest component
$n$
Number of networks
Name Title Nodes Edges $\left<k\right>$ $\sigma_k$ $\lambda_h$ $\tau$ $r$ $c$ $\oslash$ $S$ Kind Mode $n$ Tags
adjnoun Word adjacencies of David Copperfield 112 425 7.59 6.85 11.54 2.27 -0.13 0.16 5 1.00 Undirected Unipartite 1 Informational Language Unweighted
aids_blogs AIDS blog network (2005) 146 187 1.28 5.83 5.31 33.87 -0.69 0.03 6 1.00 Directed Unipartite 1 Informational Web graph Unweighted
allset_3d_objects 3D object nearest neighbourhoods (AllSet, 2021) 24,622 61,555 5.00 2.40 6.34 6191.88 -0.14 0.00 58 0.99 Undirected Bipartite 2 Informational Unweighted Metadata
amazon_webbase Amazon.com web pages (2012) 2,880 5,037 3.50 25.75 33.43 20.59 -0.67 0.03 4 1.00 Undirected Unipartite 1 Informational Web graph Unweighted Multigraph
aminer_citation AMiner citation networks (2010-2016) 3,177,888 8,466,859 2.66 657.94 68.26 22412.81 -0.07 0.00 25 0.51 Directed Unipartite 9 Informational Citation Unweighted Metadata
aminer_social_influence AMiner social influence data sets: coauthorships, citations and movies (2009) 34,283 142,427 8.31 18.98 37.05 91.65 -0.02 0.04 13 0.78 Undirected Unipartite 25 Social Collaboration Informational Citation Weighted Multigraph Metadata
arxiv_citation arXiv citation networks (1993-2003) 34,546 421,578 12.20 30.90 74.33 63.13 -0.01 0.15 14 1.00 Directed Unipartite 2 Informational Citation Unweighted
bag_of_words Bag of words (2008) 8,341,043 483,450,157 115.92 3196.79 3405.63 2.29 -0.16 0.00 5 1.00 Undirected Bipartite 5 Informational Text Weighted Metadata
baidu Baidu Baike hyperlinks (2011) 2,141,300 17,794,839 8.31 171.13 431.03 319.36 -0.03 0.00 20 0.98 Directed Unipartite 1 Informational Web graph Unweighted
berkstan_web Webgraph (Berkeley-Stanford) 685,231 7,600,595 11.09 285.98 663.80 389618.19 -0.10 0.01 208 0.96 Directed Unipartite 1 Informational Web graph Unweighted
bible_nouns Bible noun phrases 1,773 9,131 10.30 17.87 37.62 16.49 -0.05 0.16 8 0.96 Undirected Unipartite 1 Informational Language Weighted Metadata
bibsonomy BibSonomy tag assignments (2005-2009) 972,120 2,555,080 5.26 201.14 167.83 9651.27 -0.05 0.00 22 0.96 Undirected Bipartite 1 Informational Folksonomy Unweighted Multigraph Timestamps
bnlearn bnlearn Bayesian network repository (1988-2005) 1,041 1,397 1.34 3.12 7.70 92.99 -0.05 0.00 16 1.00 Directed Unipartite 24 Informational Unweighted Metadata
centrality_literature Centrality literature citations (1948-1979) 129 613 4.75 10.35 17.86 3.00 -0.20 0.27 4 0.91 Directed Unipartite 1 Informational Citation Weighted Metadata
citeseer CiteSeer citations (2014) 384,413 1,751,463 4.56 18.85 52.88 582.06 -0.06 0.05 34 0.95 Directed Unipartite 1 Informational Citation Unweighted
citeseer_linqs CiteSeer computer science papers (LINQS, 2003) 3,327 4,732 1.42 3.42 11.57 662.53 0.05 0.13 28 0.64 Directed Unipartite 1 Informational Citation Unweighted Metadata Text
citeulike CiteULike tag assignments (2004-2008) 885,046 2,411,819 5.45 223.79 176.10 1739.49 -0.06 0.00 24 0.97 Undirected Bipartite 1 Informational Folksonomy Unweighted Multigraph Timestamps
codex_kg Wikidata knowledge graph benchmarks (CoDEx, 2020) 380,038 1,156,222 3.04 121.40 175.37 216.82 -0.09 0.00 17 0.99 Directed Unipartite 4 Informational Relatedness Unweighted Multigraph Metadata
cora CORA citations (1998) 23,166 91,500 3.95 11.31 29.28 113.95 -0.05 0.12 20 1.00 Directed Unipartite 1 Informational Citation Unweighted Metadata
cora_arxiv_dblp Cora, arXiv and DBLP bibliometric networks (1992-2014) 1,424,895 219,173 0.15 8.15 188.47 47.18 -0.02 0.15 10 0.01 Directed Unipartite 6 Informational Citation Collaboration Unweighted
cora_linqs Cora machine learning papers (LINQS, 2000) 2,708 5,429 2.00 5.31 9.03 224.05 -0.07 0.10 19 0.92 Directed Unipartite 1 Informational Citation Unweighted Metadata Text
darkweb Darkweb hyperlink network (2017) 7,178 25,104 3.50 97.40 95.16 7.61 -0.44 0.01 5 1.00 Directed Unipartite 1 Informational Web graph Weighted
dblp_author_paper DBLP author-paper (2017-2026) 12,985,008 30,284,208 4.66 14.76 83.54 1270.67 -0.10 0.00 38 0.95 Undirected Bipartite 2 Informational Academic graph Unweighted Metadata
dblp_cite DBLP citations (2017-2026) 22,549 112,446 4.99 20.28 50.61 173.65 -0.02 0.08 14 0.98 Directed Unipartite 2 Informational Citation Unweighted Metadata
dbpedia_all DBpedia network (v3.9, 2013) 3,966,924 13,820,853 3.48 305.50 462.92 3010.68 -0.04 0.00 67 0.99 Directed Unipartite 1 Informational Relatedness Unweighted Multigraph Metadata
dbpedia_country Entity-Country Affiliations (DBpedia, 2013) 592,414 637,134 2.15 194.87 108.01 3362.64 -0.29 0.00 18 0.99 Undirected Bipartite 1 Informational Affiliation Unweighted Metadata
dbpedia_genre DBpedia work-genre network (2013) 266,717 463,497 3.48 99.88 99.62 1327.48 -0.24 0.00 32 0.97 Undirected Bipartite 1 Informational Relatedness Unweighted Metadata
dbpedia_link English Wikipedia hyperlinks (DBpedia 3.9, 2013) 18,268,992 172,183,984 9.42 320.73 738.43 246.78 -0.02 0.01 12 1.00 Directed Unipartite 1 Informational Web graph Weighted Metadata
dbpedia_location DBpedia entity-location network (2013) 225,498 293,697 2.60 32.95 39.32 2622.60 -0.06 0.00 27 0.81 Undirected Bipartite 1 Informational Relatedness Unweighted Metadata
dbtropes_feature Artistic works and their tropes (2016) 152,093 3,232,134 42.50 133.75 349.00 7.07 -0.10 0.00 10 0.85 Undirected Bipartite 1 Informational Relatedness Unweighted Multigraph Metadata
delicious del.icio.us folksonomy networks 38,289,740 301,183,605 15.73 2210.24 1336.99 710.36 -0.17 0.00 26 0.97 Undirected Bipartite 3 Informational Folksonomy Unweighted Multigraph Timestamps
discogs_genre Discogs artist-genre and artist-style affiliations (2015) 2,973,031 5,451,411 3.67 1149.03 1025.78 4.27 -0.56 0.00 4 1.00 Undirected Bipartite 2 Informational Relatedness Affiliation Weighted Metadata
discogs_label Discogs label-genre and label-style affiliations (2015) 497,332 913,948 3.68 485.15 434.84 4.47 -0.55 0.00 4 1.00 Undirected Bipartite 2 Informational Relatedness Affiliation Weighted Metadata
domestic_terror_web US domestic extremist websites (2005) 32 88 2.75 3.84 3.03 18.17 -0.31 0.23 6 1.00 Directed Unipartite 1 Informational Web graph Unweighted
edit_wikibooks Wikibooks edits (2001-2026) 328,993 2,233,443 13.58 331.87 225.77 657.63 -0.12 0.00 13 0.95 Undirected Bipartite 122 Informational Web graph Collaboration Multigraph Timestamps Metadata
edit_wikinews Wikinews edits (2004-2026) 2,766,389 4,035,910 2.92 1560.39 154.80 1754.88 -0.49 0.00 13 1.00 Undirected Bipartite 36 Informational Web graph Collaboration Multigraph Timestamps Metadata
edit_wikiquote Wikiquote edits (2003-2026) 186,686 1,271,653 13.62 461.41 226.18 171.85 -0.22 0.00 12 0.96 Undirected Bipartite 100 Informational Web graph Collaboration Multigraph Timestamps Metadata
edit_wiktionary Wiktionary edits (2002-2026) 5,892,253 44,788,448 15.20 4944.76 2626.09 228.52 -0.28 0.00 13 1.00 Undirected Bipartite 198 Informational Web graph Collaboration Multigraph Timestamps Metadata
flickr_images Flickr image relationships (2012) 105,938 2,316,948 43.74 115.58 614.42 5578.70 0.25 0.40 9 1.00 Undirected Unipartite 1 Informational Folksonomy Unweighted Projection
foldoc FOLDOC entries (2002) 13,356 120,238 9.00 16.01 32.39 13.39 0.00 0.16 8 1.00 Directed Unipartite 1 Informational Web graph Weighted Metadata
freebase_fb15k Freebase knowledge graph benchmarks (FB15k and FB15k-237, 2013-2015) 14,951 592,213 39.61 220.72 152.99 32.04 -0.11 0.03 8 1.00 Directed Unipartite 2 Informational Relatedness Unweighted Multigraph Metadata
garfield_citations Garfield's HistCite citation networks (1946-2002) 8,843 41,609 4.71 22.19 40.17 843.76 -0.10 0.06 16 0.93 Directed Unipartite 6 Informational Citation Unweighted Metadata
global_language_network Global language networks (2014) 247 545 2.21 13.52 9.69 8.26 -0.49 0.06 4 1.00 Directed Unipartite 3 Informational Language Weighted Metadata
google Google internal webpages (2007) 15,763 171,206 10.86 129.67 156.83 213.26 -0.11 0.02 7 1.00 Directed Unipartite 1 Informational Web graph Unweighted
google_web Old Google web graph (2002) 916,428 5,105,039 5.57 39.82 101.24 3384.37 -0.05 0.09 24 0.93 Directed Unipartite 1 Informational Web graph Unweighted
graph_glossary Graph theory glossary (2001) 72 122 1.69 3.32 4.96 9.16 -0.17 0.18 7 0.83 Directed Unipartite 1 Informational Language Unweighted Metadata
heterophilous_graphs Heterophilous node classification benchmarks (roman-empire, amazon-ratings, questions, minesweeper, 2023) 48,921 153,540 6.28 27.11 91.84 121.48 -0.15 0.02 16 1.00 Undirected Unipartite 4 Informational Language Economic Commerce Social Online Unweighted Metadata
hudong Hudong encyclopedia links (2011) 2,452,715 18,854,882 7.69 158.16 231.01 2636.52 -0.01 0.00 108 0.98 Directed Unipartite 2 Informational Web graph Unweighted
jodie_wikipedia Wikipedia edits, Reddit posts, MOOC actions and Last.fm listens (JODIE, 2019) 9,227 157,474 34.13 86.40 24.32 719.63 0.18 0.00 11 0.99 Undirected Bipartite 4 Informational Web graph Social Online Multigraph Timestamps Metadata
kleinberg_web Kleinberg web query graphs (1999) 9,664 16,150 1.67 8.49 19.98 100.13 -0.23 0.02 13 0.61 Directed Unipartite 2 Informational Web graph Unweighted Metadata
microsoft_concept Microsoft Concept Graph 16,936,670 33,377,320 3.94 196.69 744.91 17939.31 -0.06 0.00 22 0.89 Undirected Unipartite 1 Informational Relatedness Weighted
movielens_100k MovieLens 10M tag assignments (2005-2009) 24,129 95,580 7.92 22.20 40.18 39.85 -0.03 0.00 14 0.98 Undirected Bipartite 1 Informational Folksonomy Unweighted Multigraph Timestamps Metadata
network_science_book Phone call, email, metabolic and citation networks of the Network Science book 449,673 4,689,479 10.43 31.95 101.44 112.50 -0.02 0.08 20 1.00 Directed Unipartite 4 Social Communication Biological Metabolic Informational Citation Unweighted
nlwiki_link_intervals Dutch Wikipedia hyperlink intervals (2001-2011) 678,907 4,729,035 6.97 112.80 287.28 333.67 -0.03 0.03 21 0.98 Directed Unipartite 1 Informational Web graph Unweighted Timestamps Multigraph
notre_dame_web Webgraph (Notre Dame) 325,729 1,497,134 4.60 48.38 177.36 89281.26 -0.04 0.23 46 1.00 Directed Unipartite 1 Informational Web graph Unweighted
odlis Online Dictionary of Library and Information Science (2000) 2,909 18,419 6.33 27.49 40.26 7.25 -0.15 0.07 8 1.00 Directed Unipartite 1 Informational Language Unweighted Metadata
ogbl_wikikg2 Wikidata knowledge graph (ogbl-wikikg2, 2015) 2,500,604 17,137,181 6.85 1332.19 1266.29 1325.50 -0.11 0.00 12 1.00 Directed Unipartite 1 Informational Relatedness Unweighted Multigraph Metadata
ogbn_arxiv arXiv computer science citations (ogbn-arxiv, 1971-2020) 169,343 1,166,243 6.89 68.70 161.11 1409.73 -0.04 0.02 25 1.00 Directed Unipartite 1 Informational Citation Unweighted Metadata
piano_codewords Classical piano codeword transitions (1703-1916) 144,183 585,154 4.06 40.74 191.24 1249.25 0.05 0.08 64 1.00 Directed Unipartite 1 Informational Weighted Metadata
polblogs Political blogs network (2004) 1,490 19,090 12.81 42.93 72.56 14.66 -0.20 0.25 8 0.82 Directed Unipartite 1 Informational Web graph Unweighted Metadata
polbooks Political books network (2004) 105 441 8.40 5.45 10.63 25.95 -0.13 0.35 7 1.00 Undirected Unipartite 1 Informational Relatedness Unweighted Metadata
powerplant_bayesian Power plant sensor Bayesian network (2007) 46 42 0.91 2.43 1.55 24.43 -0.39 0.00 9 0.87 Directed Unipartite 1 Informational Unweighted Metadata
primekg PrimeKG precision medicine knowledge graph (2022) 134,583 4,098,513 60.91 412.61 1125.68 3508.62 -0.29 0.08 23 1.00 Undirected Unipartite 4 Biological Informational Unweighted Multigraph Metadata
pubchem_literature PubChem compound-literature links (2025) 13,789,196 51,878,601 7.52 441.33 1291.52 716.76 -0.15 0.00 19 1.00 Undirected Bipartite 1 Informational Chemical Unweighted Multigraph Metadata
pubmed_linqs PubMed diabetes papers (LINQS, 2012) 19,717 44,338 2.25 7.44 21.65 70.60 -0.04 0.05 17 1.00 Directed Unipartite 1 Informational Citation Unweighted Metadata Text
recipe_rec Food.com recipes and their ingredients (RecipeRec, 2022) 87,004 515,189 11.84 148.25 168.42 15.99 -0.16 0.00 10 1.00 Undirected Bipartite 1 Informational Online Unweighted Metadata
reuters Reuters news stories (1996-1997) 1,065,176 60,569,726 113.73 1700.21 2298.04 3.48 -0.25 0.00 6 1.00 Undirected Bipartite 1 Informational Language Weighted
reuters_terror Reuters terror news word network (2001) 13,332 243,447 36.52 160.02 185.03 13.04 0.00 0.26 10 1.00 Undirected Unipartite 1 Informational Language Weighted Timestamps Metadata
roget_thesaurus Roget's Thesaurus cross-references (1879) 1,022 5,075 4.97 6.78 10.68 11.58 0.22 0.14 10 0.97 Directed Unipartite 1 Informational Language Unweighted Metadata
scotus_majority SCOTUS majority opinions 34,613 202,167 5.84 17.39 39.09 189.06 -0.04 0.08 12 0.99 Directed Unipartite 2 Informational Legal Unweighted Metadata Temporal
sep_hyperlinks Stanford Encyclopedia of Philosophy cross-references (1998-2018) 1,618 16,207 10.02 14.20 25.69 15.82 -0.03 0.18 6 1.00 Directed Unipartite 56 Informational Web graph Unweighted Temporal
soc_net_comms Networks with group metadata 65,608,366 1,806,067,135 55.06 137.81 830.62 2153.71 0.19 0.02 37 1.00 Undirected Unipartite 6 Online Social Collaboration Informational Relatedness Unweighted Metadata
stackexchange_answers Stack Exchange question answering (2020) 16,315,232 26,109,177 3.20 42.36 52.53 396.22 -0.04 0.00 26 1.00 Undirected Bipartite 4 Social Online Informational Unweighted Metadata
stackexchange_tags Stack Exchange question tags (2008-2017) 14,508,873 42,920,549 5.92 911.47 921.54 103.00 -0.17 0.00 11 1.00 Undirected Bipartite 3 Informational Online Folksonomy Unweighted Timestamps Metadata
stanford_web Webgraph (Stanford) 281,904 2,312,497 8.20 167.25 423.82 70233.02 -0.10 0.01 164 0.91 Directed Unipartite 1 Informational Web graph Unweighted
stem_forma_mentis STEM forma mentis networks of students and researchers (2019) 4,483 10,628 4.74 10.10 21.82 5.56 -0.34 0.04 7 1.00 Undirected Unipartite 4 Informational Language Unweighted Metadata
swedish_criticism Swedish literary criticism (1881-1883) 15 17 2.27 1.53 1.59 17.88 -0.54 0.23 7 1.00 Undirected Unipartite 1 Informational Relatedness Unweighted Metadata
tkgl_smallpedia Wikidata temporal knowledge graph, small subset (tkgl-smallpedia, TGB 2.0) 304,735 978,022 3.21 158.50 160.39 45.17 -0.16 0.00 11 1.00 Directed Unipartite 2 Informational Relatedness Unweighted Multigraph Timestamps Metadata
trackers Web domains and trackers (2012) 40,421,974 140,613,762 6.96 2294.88 2673.57 13778.00 -0.10 0.00 21 0.99 Undirected Bipartite 2 Informational Web graph Unweighted Metadata
trec TREC collection (1989-1996) 1,729,302 83,629,405 96.72 1358.95 2935.32 13.41 -0.21 0.00 7 1.00 Undirected Bipartite 1 Informational Language Weighted
trec_web TREC WT10g (2003) 1,601,787 8,063,026 5.03 75.79 313.22 84108.05 -0.05 0.02 112 0.91 Directed Unipartite 1 Informational Web graph Unweighted
unicodelang Languages spoken by country (2015) 868 1,255 2.89 6.73 7.88 25.78 -0.17 0.00 8 0.99 Undirected Bipartite 1 Informational Relatedness Weighted Metadata
us_patents U.S. patent citation network (1975-1999) 3,774,768 16,522,438 8.75 10.49 110.45 322.88 0.17 0.07 26 1.00 Undirected Unipartite 1 Informational Citation Unweighted Temporal Metadata
visualizeus vi.sualize.us picture tagging network 577,437 2,298,816 7.96 559.95 279.27 341.29 -0.12 0.00 17 0.98 Undirected Bipartite 1 Informational Folksonomy Unweighted Multigraph
webkb WebKB graphs (1997) 434 30,462 140.38 131.75 139.94 4.75 0.25 0.76 4 1.00 Undirected Unipartite 8 Informational Web graph Weighted Metadata
whats_cooking What's Cooking recipes and ingredients (2015) 46,488 428,249 18.42 148.80 162.19 4.40 -0.16 0.00 8 1.00 Undirected Bipartite 1 Informational Online Unweighted Metadata
wiki_article_words Wikipedia article-words (en) (2010) 276,739 2,941,902 21.26 138.32 818.58 2.23 -0.35 0.00 4 1.00 Undirected Bipartite 1 Informational Language Weighted
wiki_categories English Wikipedia article-category network (2026) 2,036,440 3,795,796 3.73 29.53 110.20 8918.84 -0.05 0.00 46 0.93 Undirected Bipartite 1 Informational Relatedness Unweighted Timestamps Metadata
wiki_cs_links Wikipedia computer science articles, links and words (2008) 40,065 263,634 13.16 46.50 67.05 49.44 -0.09 0.00 10 1.00 Undirected Bipartite 2 Informational Web graph Unweighted Multigraph Metadata
wiki_link_dyn Wikipedia link dynamics (2001-2026) 100,312 1,627,472 16.22 198.04 205.65 39.02 -0.02 0.06 12 0.99 Directed Unipartite 1 Informational Web graph Multigraph Signed Timestamps Temporal Metadata
wiki_norms Wikipedia norm network (2015) 1,976 17,235 8.72 36.09 59.66 9.37 -0.19 0.13 7 0.95 Directed Unipartite 1 Informational Web graph Unweighted Metadata
wiki_science Wikipedia Map of Science (2020) 687 6,523 18.99 17.98 41.59 14.55 0.24 0.47 9 0.99 Undirected Unipartite 1 Informational Relatedness Unweighted
wikics Wikipedia computer science articles (Wiki-CS, 2019) 11,701 297,110 25.39 90.77 147.38 17.72 -0.05 0.39 10 0.97 Directed Unipartite 1 Informational Web graph Unweighted Multigraph Metadata
wikipedia_growth en-Wikipedia links (2007) 1,870,709 39,953,145 21.36 366.44 751.67 351.58 -0.04 0.00 10 1.00 Directed Unipartite 1 Informational Web graph Unweighted Timestamps
wikipedia_link Wikipedia links (2026) 13,593,032 437,217,424 32.16 656.52 1459.21 148.27 -0.01 0.04 12 1.00 Directed Unipartite 168 Informational Web graph Unweighted Metadata
wikipedia_links_2013 Wikipedia hyperlinks (2013-2025) 4,206,785 101,355,853 24.09 422.67 717.85 22.68 -0.02 0.00 9 1.00 Directed Unipartite 16 Informational Web graph Unweighted
wikispeedia Wikispeedia hyperlinks and human navigation paths (2008-2014) 4,604 119,882 26.04 78.54 128.53 4.30 -0.09 0.12 5 1.00 Directed Unipartite 2 Informational Web graph Weighted Metadata
word_adjacency Word Adjacency Networks 11,586 45,129 3.90 63.30 93.51 20.78 -0.28 0.02 10 1.00 Directed Unipartite 4 Informational Language Unweighted
word_assoc Edinburgh word associations (1968-1971) 23,132 312,342 13.50 46.92 97.95 2.39 -0.04 0.04 6 1.00 Directed Unipartite 1 Informational Language Weighted Metadata
word_assoc_usf USF free association norms (1998) 10,617 72,176 6.80 19.73 34.54 4.80 -0.06 0.10 7 1.00 Directed Unipartite 1 Informational Language Weighted Metadata
wordnet WordNet relationships (2011) 146,005 656,999 9.00 20.48 65.16 224.54 -0.06 0.10 16 0.99 Undirected Unipartite 1 Informational Language Unweighted Metadata
yahoo_ads Yahoo! advertisement words 653,260 2,931,708 4.49 345.76 143.79 16.53 -0.08 0.00 5 1.00 Directed Unipartite 1 Informational Language Unweighted