logo Netzschleuder network catalog, repository, and centrifuge

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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 $n$ Added Tags
7th_graders Vickers 7th Graders (1981) 29 740 25.52 20.34 17.73 1.71 -0.01 0.76 2 1.00 Directed Unipartite 1 2020-08-11 Social Offline Multilayer Unweighted Metadata
a_blue_start Bluesky starter packs (A Blue Start, 2025) 2,369,378 12,812,086 10.81 165.72 645.98 2991.78 -0.03 0.00 20 1.00 Undirected Bipartite 1 2026-10-31 Social Online Affiliation Bipartite Unweighted Timestamps Metadata
academia_edu Academia.edu (2011) 200,169 1,398,063 6.98 46.24 109.99 78.34 -0.02 0.04 16 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
accounting_firm Webster accounting firm (1991-1992) 24 150 12.50 5.39 14.52 3.83 0.50 0.81 4 0.96 Undirected Unipartite 4 2026-10-25 Social Offline Weighted Metadata
acl_anthology ACL Anthology citations and authorships (ACL OCL, 1952-2022) 585,793 3,142,549 5.36 83.46 180.98 1207.99 -0.05 0.01 14 1.00 Directed Unipartite 3 2026-10-31 Informational Citation Collaboration Bipartite Unweighted Metadata
actor_movie IMDb actor-movie network (1999) 511,463 1,470,404 5.75 11.27 40.00 366.30 -0.09 0.00 27 0.98 Undirected Bipartite 1 2026-10-25 Economic Employment Unweighted Affiliation
add_health Adolescent health (ADD HEALTH) (1994) 2,587 12,969 5.01 5.65 11.92 29.03 0.29 0.17 10 0.98 Directed Unipartite 84 2020-08-11 Social Offline Weighted
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 2020-08-11 Informational Language Unweighted
advogato Advogato trust network (2014) 14,008 56,461 4.03 26.83 74.52 22.33 -0.05 0.11 9 0.38 Directed Unipartite 1 2020-08-11 Social Online Weighted
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 2026-10-25 Informational Web graph Unweighted
air500 Flight connections among the 500 largest airports (2007-2008) 500 24,009 48.02 79.25 88.86 8.77 -0.04 0.49 5 1.00 Directed Unipartite 1 2026-10-25 Transportation Airport Unweighted Metadata
airports_struc2vec Air traffic in Brazil, Europe and the USA (struc2vec, 2016) 1,190 13,599 22.86 40.45 99.94 42.78 0.03 0.43 8 1.00 Undirected Unipartite 3 2026-10-27 Transportation Airport Unweighted Metadata
alaska_subsistence Subsistence flows in Alaska Native communities (2009-2010) 218 2,694 12.36 35.83 24.04 2.30 -0.22 0.22 5 1.00 Directed Unipartite 3 2026-10-26 Social Offline Economic Weighted Multigraph Multilayer
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 2026-10-25 Informational Unweighted Metadata
amazon_book_similarity Amazon book similarities (2008) 735,323 5,158,388 7.02 9.99 25.71 2414.00 -0.01 0.33 28 1.00 Directed Unipartite 1 2026-10-25 Economic Commerce Unweighted
amazon_coauthor_shchur Amazon co-purchases and Microsoft Academic co-authorships (Shchur et al., 2018) 34,493 247,962 14.38 15.57 49.23 63.29 0.20 0.19 17 1.00 Undirected Unipartite 4 2026-10-27 Economic Commerce Social Collaboration Unweighted Metadata
amazon_copurchases Amazon co-purchasing network (2003) 410,236 3,356,824 8.18 16.30 40.36 1805.09 -0.01 0.25 22 1.00 Directed Unipartite 4 2020-08-11 Economic Commerce Unweighted
amazon_ratings Amazon customer ratings (2010) 3,376,972 5,838,041 3.46 19.33 83.61 610.18 -0.02 0.00 28 0.86 Undirected Bipartite 1 2020-08-11 Economic Preferences Weighted Timestamps
amazon_reviews Amazon product reviews (1996-2018) 6,553,594 73,141,425 22.32 78.49 401.76 118.57 -0.05 0.00 11 1.00 Undirected Bipartite 2 2026-10-25 Economic Commerce Online Preferences 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 2026-10-25 Informational Web graph Unweighted Multigraph
ambassador Philippines Ambassador bombing (2000) 16 19 2.38 2.23 3.23 3.96 -0.21 0.59 4 0.69 Undirected Unipartite 12 2020-08-11 Social Offline Weighted Temporal
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 2026-10-25 Informational Citation Unweighted Metadata
aminer_cross_domain AMiner computer science subfields, papers and authors (1990-2005) 10,671 14,706 2.76 3.84 7.17 204.05 -0.13 0.00 24 0.80 Undirected Bipartite 5 2026-10-25 Social Collaboration Affiliation 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 2026-10-25 Social Collaboration Informational Citation Weighted Multigraph Metadata
ancient_metabolism Biosphere-level and ancient phosphate-free metabolism (2017) 12,824 30,374 4.74 36.80 59.14 76.72 -0.19 0.00 16 0.98 Undirected Bipartite 3 2026-10-25 Biological Metabolic Unweighted Metadata
ant_dominance Leptothorax ant dominance (1981) 16 36 2.25 3.37 5.52 1.98 -0.40 0.59 4 1.00 Directed Unipartite 2 2026-10-25 Social Animal Weighted Metadata
anybeat Anybeat social network (2012) 12,645 67,053 5.30 89.97 92.23 41.02 -0.12 0.02 10 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
ao3 Archive of Our Own fan fiction works and tags (2021) 18,484,023 119,146,249 12.89 1768.82 2423.45 54.99 -0.09 0.00 6 1.00 Undirected Bipartite 1 2026-10-28 Social Online Folksonomy Bipartite Unweighted Metadata
arabidopsis_interactome Arabidopsis interactome AI-1 (2011) 4,866 11,374 4.67 9.96 22.76 119.56 -0.18 0.04 14 0.93 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Unweighted Metadata
arxiv_authors Arxiv authors (1993-2003) 133,280 396,160 5.94 27.24 92.56 158.60 0.21 0.32 14 0.13 Undirected Unipartite 5 2020-08-11 Social Collaboration Unweighted Projection
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 2020-08-11 Informational Citation Unweighted
arxiv_collab Scientific collaborations in physics (1995-2005) 40,421 175,692 8.69 12.73 49.17 232.91 0.19 0.25 18 0.90 Undirected Unipartite 5 2020-08-11 Social Collaboration Weighted Projection
as_skitter Skitter IP graph (2005) 1,696,415 11,095,298 13.08 136.86 653.66 2574.51 -0.08 0.01 31 1.00 Undirected Unipartite 1 2020-08-11 Technological Communication Unweighted
as_topology_sources Internet AS-level topologies from three data sources (2004) 17,446 40,805 4.68 35.10 67.02 33.77 -0.19 0.02 10 1.00 Undirected Unipartite 4 2026-10-25 Technological Communication Unweighted
asu_social_networks Online social networks, ASU crawls (2010) 11,316,811 85,331,845 7.54 654.12 2109.67 60.08 -0.16 0.00 8 1.00 Directed Unipartite 7 2026-10-25 Social Online Unweighted Multigraph Metadata
at_migrations Austrian internal migrations (2002-2021) 2,115 2,908,569 1375.21 4635.25 475.07 4.50 -0.07 0.59 3 1.00 Directed Unipartite 1 2023-05-16 Social Economic Travel Weighted Political Timestamps Metadata
australian_bank Australian bank branch relations (2000) 11 128 11.64 7.45 7.56 0.85 -0.19 0.79 2 1.00 Directed Unipartite 1 2026-10-25 Social Offline Multilayer Unweighted Metadata
australian_embassy_bombing Australian embassy bombing network (2004) 27 3 0.22 0.42 1.00 nan nan 0.00 1 0.07 Undirected Bipartite 12 2026-10-25 Social Offline Weighted Temporal
austria_comorbidity Comorbidity networks of Austrian hospital patients (2003-2014) 1,080 278 0.51 2.36 11.51 50.29 0.04 0.36 10 0.10 Undirected Unipartite 376 2026-11-03 Biological Public Health Weighted Metadata
baad_terrorist_orgs Big Allied and Dangerous terrorist organizations (1998-2005) 459 394 1.72 4.31 1.00 0.03 -0.31 0.00 2 0.16 Undirected Bipartite 2 2026-10-25 Social Affiliation Unweighted Projection Metadata
bacillus_megaterium_metabolism Bacillus megaterium metabolic network (2019) 4,179 9,662 2.31 15.87 24.76 28.73 -0.10 0.00 12 0.98 Directed Bipartite 1 2026-10-25 Biological Metabolic Unweighted Metadata
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 2021-08-07 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 2020-08-11 Informational Web graph Unweighted
bali_bombing_2005 Bali bombing network (2005) 27 4 0.30 0.53 1.00 nan -0.33 0.00 2 0.11 Undirected Bipartite 19 2026-10-25 Social Offline Weighted Temporal
bank_wiring_room Bank wiring room (1939) 14 28 4.00 1.89 4.23 16.50 0.33 0.80 4 0.86 Undirected Unipartite 6 2026-10-25 Social Offline Unweighted Metadata
baseball Baseball steroid use (2008) 84 84 2.00 4.78 1.73 6.60 -0.45 0.00 4 0.56 Undirected Bipartite 2 2020-08-11 Social Offline Weighted Projection
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 2021-08-07 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 2020-08-11 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 2020-08-11 Informational Folksonomy Unweighted Multigraph Timestamps
bindingdb BindingDB protein-ligand binding affinities (2023-2026) 1,457,723 3,243,660 4.45 104.16 185.15 9911.36 -0.30 0.00 20 0.97 Undirected Bipartite 4 2026-10-31 Biological Chemical Drug interactions Weighted Bipartite Multigraph Metadata
biogrid BioGRID protein and genetic interactions (2010-2026) 20,887 1,319,164 63.16 257.44 428.85 3.52 -0.03 0.14 6 1.00 Directed Unipartite 258 2026-10-27 Biological Protein interactions Genetic Unweighted Multilayer Multigraph Metadata
bioplex BioPlex human protein co-complex interactomes (2015-2022) 15,126 5,851,900 386.88 1404.76 2028.22 1.28 -0.45 0.16 4 1.00 Directed Unipartite 30 2026-10-27 Biological Protein interactions Unweighted Multigraph Metadata
bitcoin Bitcoin transactions (2009-2013) 6,336,770 16,057,711 2.53 396.54 358.35 231730.89 -0.07 0.00 2,053 0.99 Directed Unipartite 1 2020-08-11 Economic Cryptocurrency Unweighted Timestamps
bitcoin_alpha Bitcoin Alpha trust network (2017) 3,783 24,186 6.39 34.44 45.31 25.67 -0.16 0.08 10 1.00 Directed Unipartite 1 2020-08-11 Social Online Weighted Signed Timestamps
bitcoin_transactions Bitcoin address-transaction networks (2014-2016) 4,033,312 8,609,253 2.13 58.75 209.62 1133603.93 -0.02 0.00 144 0.98 Directed Bipartite 3 2026-10-25 Economic Cryptocurrency Multigraph Timestamps Metadata
bitcoin_trust Bitcoin OTC trust network (2017) 5,881 35,592 6.05 38.30 50.83 25.68 -0.16 0.06 9 1.00 Directed Unipartite 1 2020-08-11 Social Online Weighted Signed Timestamps
bks_interactions Bernard-Killworth-Sailer informant accuracy networks (1976-1980) 58 967 33.34 11.43 35.98 0.69 -0.12 0.71 3 1.00 Undirected Unipartite 8 2026-10-25 Social Offline Weighted
blogcatalog_asu BlogCatalog bloggers and friendships (2009, 2010) 97,884 2,043,701 20.88 303.71 619.97 3.28 -0.23 0.06 5 1.00 Directed Unipartite 2 2026-10-25 Social Online Unweighted Metadata
blumenau_drug Blumenau drug interactions (2019) 75 181 4.83 4.30 6.57 4.59 -0.31 0.11 6 1.00 Undirected Unipartite 1 2020-09-26 Biological Drug interactions Weighted Metadata
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 2026-10-25 Informational Unweighted Metadata
board_directors Norwegian Boards of Directors (2002-2011) 1,930 1,914 1.98 1.82 3.19 368.33 -0.62 0.00 24 0.55 Undirected Bipartite 224 2020-08-11 Social Affiliation Unweighted Projection Temporal Metadata
bookcrossing BookCrossing ratings (2004) 445,801 1,149,739 5.16 45.45 134.05 187.56 -0.08 0.00 19 0.94 Undirected Bipartite 1 2020-08-11 Economic Preferences Weighted Metadata
brain_coactivation Human brain functional coactivation and resting-state networks (2013) 638 18,625 58.39 33.71 88.70 4.91 0.38 0.41 4 1.00 Undirected Unipartite 2 2026-10-25 Biological Connectome Weighted Metadata
budapest_connectome Budapest Reference Connectome 3.0 1,015 71,604 141.09 71.68 179.75 50.94 0.03 0.56 5 1.00 Undirected Unipartite 9 2020-08-11 Biological Connectome Weighted
caida_as CAIDA AS graphs (2004-2007) 26,475 106,762 4.03 66.75 59.41 88.81 -0.19 0.01 17 1.00 Directed Unipartite 122 2020-08-11 Technological Communication Unweighted Temporal
caida_as_relationships CAIDA AS relationships (1998-2026) 80,966 657,444 8.12 129.85 637.80 232.27 -0.24 0.20 12 1.00 Directed Unipartite 614 2026-10-27 Technological Communication Unweighted Temporal Metadata
california_estuaries California estuary food webs with parasites (2011) 500 11,270 22.54 40.47 68.45 3.83 -0.46 0.10 4 1.00 Directed Unipartite 4 2026-10-25 Biological Food web Unweighted Metadata
cambrian_food_webs Cambrian food webs (2008) 142 771 5.43 12.40 22.87 14.50 -0.43 0.24 4 1.00 Directed Unipartite 2 2026-10-25 Biological Food web Weighted Metadata
cat_cortex Cat cerebral cortex connectome (1995) 65 1,139 17.52 16.24 25.77 2.32 0.01 0.60 3 1.00 Directed Unipartite 1 2026-10-25 Biological Connectome Unweighted
cat_corticothalamic Cat cortico-thalamic connectivity (Scannell, 1999) 95 2,126 22.38 23.67 30.79 2.39 -0.06 0.48 4 1.00 Directed Unipartite 2 2026-10-25 Biological Connectome Weighted Metadata
caviar Caviar drug trafficking network (1994-1996) 110 295 2.68 10.51 7.93 5.68 -0.36 0.14 5 1.00 Directed Unipartite 12 2026-10-25 Social Communication Weighted Temporal
cbdb China Biographical Database: kinship and associations (2019-2026) 289,290 564,516 1.95 5.08 10.26 11903.50 -0.28 0.06 84 0.19 Directed Unipartite 100 2026-10-31 Social Offline Relationships Multigraph Metadata
celegans_2019 Complete C. elegans neurons (2019) 586 1,758 6.00 6.71 16.46 107.44 0.24 0.22 17 0.83 Undirected Unipartite 12 2020-08-11 Biological Connectome Weighted
celegans_contactome C. elegans nerve ring membrane contacts (2021) 185 5,245 56.70 19.12 62.63 1.47 0.05 0.46 3 1.00 Undirected Unipartite 19 2026-10-27 Biological Connectome Weighted Metadata
celegans_development C. elegans brain across development (2021) 222 2,202 9.92 11.53 22.24 4.47 0.06 0.25 5 1.00 Directed Unipartite 16 2026-10-27 Biological Connectome Weighted
celegans_extrasynaptic C. elegans extrasynaptic monoamine and neuropeptide networks (2016) 251 3,162 12.60 53.12 45.15 2.68 -0.72 0.17 3 1.00 Directed Unipartite 6 2026-10-25 Biological Connectome Unweighted Multigraph Multilayer
celegans_genetic_byrne C. elegans genetic interaction similarity (2007) 454 49,651 218.73 103.95 259.14 1.11 -0.25 0.70 2 1.00 Undirected Unipartite 1 2026-10-25 Biological Genetic Weighted Projection
celegans_interactomes C. elegans interactomes (2009) 6,176 178,151 57.69 123.63 361.03 114.24 0.16 0.47 12 0.97 Undirected Unipartite 10 2020-08-11 Biological Protein interactions Unweighted
celegans_kaiser C. elegans neurons with spatial positions (2006) 277 2,105 7.60 12.01 21.59 6.11 -0.04 0.22 6 1.00 Directed Unipartite 1 2026-10-25 Biological Connectome Unweighted Spatial Metadata
celegans_male C. elegans male posterior connectome (2012) 272 4,451 16.36 24.67 34.23 3.72 0.09 0.33 5 0.99 Directed Unipartite 1 2026-10-25 Biological Connectome Weighted
celegans_metabolic Metabolic network (C. elegans) 453 4,596 20.29 52.23 23.97 21.93 -0.06 0.35 7 1.00 Undirected Unipartite 1 2020-09-26 Biological Metabolic Unweighted
celegans_multiplex C. elegans multiplex connectome (2006) 279 3,108 22.28 18.46 24.37 5.95 -0.09 0.22 5 1.00 Undirected Unipartite 1 2026-10-26 Biological Connectome Multilayer Unweighted
celegans_varshney C. elegans hermaphrodite somatic neurons (2011) 279 3,225 11.56 19.25 24.37 5.67 -0.08 0.23 5 1.00 Directed Unipartite 1 2026-10-25 Biological Connectome Weighted Multigraph Metadata
celegansneural C. elegans neurons (1986) 297 2,359 7.94 14.12 22.76 4.78 -0.15 0.20 5 1.00 Directed Unipartite 1 2020-08-11 Biological Connectome Weighted
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 2026-10-25 Informational Citation Weighted Metadata
ceo_club CEO Club Memberships 41 98 4.78 3.45 5.06 3.62 -0.31 0.00 5 1.00 Undirected Bipartite 1 2020-08-11 Social Affiliation Unweighted
chad_dogs Free-ranging dog contact networks in rural Chad (2016) 60 191 6.37 3.06 7.90 66.13 0.15 0.50 8 1.00 Undirected Unipartite 2 2026-10-25 Social Animal Offline Weighted Metadata
charnet Character encounter networks of books (CharNet, 2017) 249 446 3.58 11.51 10.89 8.46 -0.40 0.05 6 0.96 Undirected Unipartite 12 2026-10-25 Social Fictional Weighted Metadata
chembl_bioactivity ChEMBL compound-target bioactivities (2026) 2,939,700 24,527,044 16.69 1704.28 1482.97 551.02 -0.12 0.00 12 0.96 Undirected Bipartite 1 2026-10-28 Biological Chemical Drug interactions Weighted Multigraph Metadata
chess Kaggle chess players (2010) 7,301 65,053 8.91 28.88 66.57 43.97 0.45 0.18 13 0.97 Directed Unipartite 1 2020-08-11 Social Offline Signed Timestamps
chicago_police_complaints Chicago police complaints, use of force and awards (1967-2023) 272,520 263,315 1.93 4.63 14.75 206.75 -0.31 0.00 28 0.60 Undirected Bipartite 3 2026-10-31 Social Offline Affiliation Bipartite Unweighted Multigraph Timestamps Metadata
chicago_road Chicago road network 12,982 39,018 3.01 2.37 3.06 7577.38 -0.00 0.04 106 1.00 Directed Unipartite 1 2020-08-11 Transportation Roads Weighted Metadata Spatial
chilean_power_grid Central Chilean power grid (2016) 347 444 2.56 1.97 2.82 380.57 -0.08 0.09 23 1.00 Undirected Unipartite 3 2026-10-25 Technological Power grid Weighted Spatial Metadata Timestamps
christmas_eve_bombings Christmas Eve bombings network (2000) 45 23 1.02 2.07 3.85 3.92 -0.35 0.59 4 0.27 Undirected Unipartite 12 2026-10-25 Social Offline Weighted Temporal
ciel Ciel drug importation network (1996-1997) 25 45 1.80 3.71 2.84 6.72 -0.46 0.15 5 1.00 Directed Unipartite 1 2026-10-25 Social Communication Weighted
cintestinalis Tadpole larva brain (C. intestinalis) 205 2,903 14.16 18.74 36.23 3.85 0.20 0.36 6 1.00 Directed Unipartite 1 2021-06-22 Biological Connectome Weighted
cisco_hosts Communication networks of computing hosts (Cisco Secure Workload, 2019-2022) 278,739 533,240 1.91 774.81 128.08 45.45 -0.71 0.00 6 1.00 Directed Unipartite 27 2026-10-27 Technological Communication Multigraph Timestamps Unweighted 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 2020-08-11 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 2026-10-27 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 2020-08-11 Informational Folksonomy Unweighted Multigraph Timestamps
citibike Citi Bike trips (New York City and Jersey City, 2013-2026) 2,501 750,659 300.14 440.12 639.97 6.81 0.41 0.61 4 1.00 Directed Unipartite 293 2026-10-27 Transportation Travel Weighted Metadata
cjeu_citations Court of Justice of the EU case citations (1954-2018) 14,323 43,780 3.06 7.48 21.47 33.82 0.14 0.10 15 0.83 Directed Unipartite 1 2026-10-31 Informational Citation Legal Unweighted Metadata
clinical_trials Clinical trials and their conditions, interventions, sponsors, sites and investigators (ClinicalTrials.gov) 1,787,823 3,553,382 3.98 24.69 303.19 52748.11 -0.04 0.00 38 0.60 Undirected Bipartite 5 2026-10-31 Biological Public Health Affiliation Bipartite Unweighted Metadata
coastal_parasite_webs Coastal food webs with metazoan parasites (2013) 214 5,653 26.42 34.12 61.82 1.83 -0.10 0.33 4 1.00 Directed Unipartite 7 2026-10-25 Biological Food web Unweighted Metadata
cocaine_dealing_nyc New York cocaine trafficking (2000) 28 40 1.43 4.34 3.52 2.73 -0.56 0.12 4 1.00 Directed Unipartite 1 2026-10-25 Social Communication Weighted
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 2026-10-27 Informational Relatedness Unweighted Multigraph Metadata
cofe Collaboration in Financial Economics (2021) 13,967 102,039 7.31 35.63 81.17 26.34 0.14 0.13 12 0.99 Directed Unipartite 1 2024-05-27 Social Directed Unweighted Multigraph Online Collaboration
collectri CollecTRI human transcriptional regulation (2023) 7,792 48,681 6.25 46.39 93.13 6.47 -0.21 0.05 8 1.00 Directed Unipartite 2 2026-10-27 Biological Gene regulation Signed Unweighted Metadata
college_freshmen Dutch college freshman (1995) 32 3,062 95.69 64.17 26.23 0.76 -0.11 0.91 2 1.00 Directed Unipartite 1 2020-08-11 Social Offline Weighted Temporal Multigraph Metadata
collins_philosophers Collins philosopher networks (1998) 1,307 438 0.67 1.42 7.25 19.93 0.48 0.17 8 0.02 Undirected Unipartite 2 2026-10-25 Social Offline Signed Metadata
collins_yeast Collins yeast interactome (2007) 1,622 9,070 11.18 16.23 58.74 630.48 0.61 0.62 15 0.62 Undirected Unipartite 1 2020-08-11 Biological Protein interactions Unweighted
colobus_monkeys Colobus monkey greeting and grooming (2006) 10 105 10.50 3.35 7.81 0.44 -0.12 0.90 2 1.00 Directed Unipartite 1 2026-10-25 Social Animal Multilayer Weighted Metadata
colombia_calls_mobility Colombian municipality call and mobility networks (2014) 863 438,484 508.09 402.77 615.37 0.64 -0.22 0.80 3 1.00 Directed Unipartite 2 2026-10-25 Social Communication Travel Weighted Metadata
colombia_urban_mobility Urban trips in Medellín and Manizales, Colombia (2005) 413 128,634 311.46 1022.88 126.66 6.71 0.66 0.61 4 1.00 Directed Unipartite 2 2026-10-25 Transportation Travel Multigraph Weighted Timestamps Metadata
community_notes X Community Notes ratings (2021-2026) 5,265,675 240,984,916 91.53 373.58 1239.50 39.32 -0.04 0.00 12 0.92 Undirected Bipartite 2 2026-10-31 Social Online Informational Bipartite Unweighted Timestamps Metadata
compgeom_collab Computational geometry collaborations (2002) 7,343 11,898 3.24 6.24 27.09 337.37 0.24 0.24 14 0.49 Undirected Unipartite 1 2026-10-25 Social Collaboration Weighted Metadata
congress_bills US Congress legislation cosponsorship (1973-2004) 283,767 2,441,799 17.21 155.80 501.89 25.65 -0.51 0.00 10 1.00 Undirected Bipartite 3 2026-10-25 Political Social Governance Unweighted Timestamps Metadata
congress_committees US Congress committee memberships (1993-2017) 1,631 11,843 14.52 15.60 26.26 7.16 -0.63 0.00 8 1.00 Undirected Bipartite 2 2026-10-25 Political Social Governance Affiliation Unweighted Metadata
congress_twitter US Congress Twitter influence network (2022) 475 13,289 27.98 34.79 55.93 4.97 -0.07 0.29 4 1.00 Directed Unipartite 1 2026-10-27 Social Online Political Weighted
contact Haggle human proximity network (2005) 274 28,244 103.08 460.93 50.52 2.49 -0.05 0.90 4 1.00 Directed Unipartite 1 2020-08-11 Social Offline Unweighted Multigraph Timestamps Metadata
contiguous_usa Contiguous states (USA) 49 107 4.37 1.57 4.17 33.83 0.23 0.41 11 1.00 Undirected Unipartite 1 2020-08-11 Transportation Roads Unweighted
convote_mentions US House floor debate mentions (ConVote, 2005) 219 764 3.49 9.04 8.31 8.05 -0.21 0.15 7 1.00 Directed Unipartite 1 2026-10-27 Social Political Signed Multigraph Metadata
coop_purchases Coop supermarket purchases (2007-2011) 64,933 24,638,725 758.90 2980.03 2776.38 0.77 -0.46 0.00 6 1.00 Undirected Bipartite 1 2026-10-25 Economic Commerce Weighted Multigraph Metadata
copenhagen Copenhagen Networks Study 800 6,429 16.07 13.38 30.19 8.18 0.18 0.24 7 1.00 Undirected Unipartite 4 2020-08-11 Social Offline Unweighted Weighted Timestamps Multilayer 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 2020-08-11 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 2026-10-25 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 2026-10-25 Informational Citation Unweighted Metadata Text
cordis_projects EU research projects and their participants (CORDIS, 1984-2026) 313,471 750,446 4.79 24.91 67.84 4441.25 -0.07 0.00 22 0.92 Undirected Bipartite 10 2026-10-31 Social Collaboration Affiliation Bipartite Multigraph Unweighted Metadata
corporate_directors Global corporate directors (2016) 356,638 377,060 2.11 3.60 13.48 2771.10 -0.48 0.00 48 0.74 Undirected Bipartite 1 2020-08-11 Economic Governance Unweighted Metadata
corporate_interlocks_nl_de Dutch and German corporate interlocks (1976) 16 60 7.50 2.69 7.38 1.11 -0.14 0.62 2 0.94 Undirected Unipartite 2 2026-10-25 Economic Governance Weighted Projection Metadata
correspsearch_letters Historical correspondence networks (LetterSampo: correspSearch and Finland) 107,172 1,283,361 11.97 223.97 73.49 1576.36 -0.14 0.13 17 0.96 Directed Unipartite 3 2026-10-31 Social Communication Offline Unweighted Multigraph Timestamps Metadata
costa_rica_visits Visiting ties among families in Turrialba, Costa Rica (1948) 75 199 2.65 2.61 3.99 15.42 -0.17 0.26 7 1.00 Directed Unipartite 3 2026-10-25 Social Offline Unweighted Metadata
cow_signed_relations Correlates of War signed international relations (1946-1999) 155 1,288 16.62 13.65 32.23 41.23 0.34 0.86 7 0.97 Undirected Unipartite 51 2026-10-25 Political Conflict Signed Temporal Metadata
cpan CPAN Perl authors and distributions (2009) 2,740 5,426 1.98 21.40 19.95 44.57 -0.42 0.01 9 0.99 Directed Unipartite 2 2026-10-25 Technological Software Social Collaboration Weighted Multigraph Metadata
cptond_china_transit Bus and metro networks of Chinese cities (CPTOND-2025) 17,058 41,912 2.46 2.85 7.10 4771.73 0.20 0.11 106 0.99 Directed Unipartite 396 2026-10-27 Transportation Public Transport Spatial Weighted Metadata
cricsheet Cricsheet cricket matches (2001-2026) 36,963 511,644 27.68 46.33 76.97 9946.57 -0.32 0.00 16 1.00 Undirected Bipartite 3 2026-10-31 Social Offline Sports Multigraph Bipartite Timestamps Temporal Metadata
crime Rosenfeld crime network (1991) 1,380 1,476 2.14 2.14 3.28 1385.50 -0.17 0.00 32 0.92 Undirected Bipartite 1 2020-08-11 Social Offline Unweighted Metadata
cross_parker Cross and Parker intra-organizational networks (2004) 77 4,554 59.14 42.30 40.13 2.33 0.00 0.72 2 1.00 Directed Unipartite 2 2026-10-25 Social Offline Multilayer Weighted Metadata
cs_department Aarhus Computer Science department relationships 61 620 20.33 11.22 13.78 4.46 0.03 0.52 4 1.00 Undirected Unipartite 1 2020-08-11 Social Relationships Multilayer Unweighted
cs_phd Theoretical computer science PhD genealogy (1996) 1,025 1,043 1.02 2.83 2.15 1059.81 -0.25 0.00 28 1.00 Directed Unipartite 1 2026-10-25 Social Academic graph Unweighted Metadata
ctd_associations Comparative Toxicogenomics Database associations (CTD, 2026) 73,813 3,171,202 85.93 860.72 702.50 8.23 -0.15 0.00 8 1.00 Undirected Bipartite 4 2026-10-28 Biological Chemical Public Health Unweighted Multigraph Metadata
currency_trading International currency trading networks (1890-1910) 45 194 4.31 10.59 10.33 2.77 -0.44 0.38 2 1.00 Directed Unipartite 3 2026-10-25 Economic Unweighted Metadata Temporal
czech_corruption Czech corruption scandal (2013-2014) 16 50 6.25 4.07 7.67 1.03 -0.41 0.81 2 0.81 Undirected Unipartite 1 2026-10-25 Social Offline Weighted Political
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 2026-10-25 Informational Web graph Weighted
davis_southern_women Davis Southern women social events (1941) 32 89 5.56 2.85 5.54 4.29 -0.34 0.00 4 1.00 Undirected Bipartite 1 2026-10-25 Social Offline Affiliation Unweighted Metadata
dawn Drug Abuse Warning Network emergency visits (2004-2011) 2,274,991 3,596,794 3.16 504.64 527.94 197.36 -0.27 0.00 12 1.00 Undirected Bipartite 2 2026-10-25 Public Health Unweighted Timestamps Metadata
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 2020-08-11 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 2020-08-11 Informational Citation Unweighted Metadata
dblp_coauthor DBLP co-authorships (2017-2026) 4,179,579 63,062,222 30.18 127.26 449.72 1005.48 0.47 0.34 19 0.95 Undirected Unipartite 2 2020-08-11 Social Collaboration Unweighted Multigraph Projection Timestamps Metadata
dblp_coauthor_law DBLP co-authorships (2010, 2011) 986,324 3,353,618 6.80 12.98 117.02 376.24 0.13 0.20 23 0.82 Undirected Unipartite 2 2026-10-25 Social Collaboration Unweighted Projection
dblp_simplices DBLP coauthor simplices (2017) 5,631,059 10,326,841 3.67 9.99 26.20 1700.20 -0.12 0.00 45 0.91 Undirected Bipartite 4 2020-08-11 Social Collaboration Unweighted Timestamps Weighted Projection
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 2020-08-11 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 2020-08-11 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 2020-08-11 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 2020-08-11 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 2020-08-11 Informational Relatedness Unweighted Metadata
dbpedia_occupation Person-Occupation Affiliations (DBpedia, 2013) 229,307 250,945 2.19 54.04 83.52 662.12 -0.13 0.00 24 0.62 Undirected Bipartite 1 2020-08-11 Social Affiliation Unweighted Metadata
dbpedia_producer DBpedia producer network (2013) 187,677 207,268 2.21 6.70 17.20 5734.04 -0.14 0.00 50 0.59 Undirected Bipartite 1 2020-08-11 Economic Production Unweighted Metadata
dbpedia_recordlabel DBpedia artist-label affiliations (2013) 186,758 233,286 2.50 39.34 36.38 410.47 -0.19 0.00 23 0.91 Undirected Bipartite 1 2020-08-11 Economic Employment Unweighted Metadata
dbpedia_starring DBpedia film-actor network (2013) 157,184 281,396 3.58 5.66 20.98 815.71 -0.11 0.00 38 0.85 Undirected Bipartite 1 2020-08-11 Economic Employment Unweighted Metadata
dbpedia_team DBpedia athlete-team affiliations (2013) 935,627 1,366,466 2.92 26.71 58.80 5499.55 -0.30 0.00 41 0.94 Undirected Bipartite 1 2020-08-11 Economic Employment Unweighted Metadata
dbpedia_writer DBpedia writer network (2013) 135,569 144,340 2.13 3.77 10.32 3914.34 -0.12 0.00 60 0.55 Undirected Bipartite 1 2020-08-11 Economic Production 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 2020-08-11 Informational Relatedness Unweighted Multigraph Metadata
debian_dependencies Debian package dependencies (1995-2025) 142,865 469,732 3.29 74.11 140.56 1011.11 -0.05 0.00 20 0.97 Directed Unipartite 19 2026-10-31 Technological Software Unweighted Multigraph Metadata
deezer_friends Deezer user friendships (2017, 2020) 54,573 498,202 18.26 17.95 46.19 30.02 0.20 0.11 12 1.00 Undirected Unipartite 4 2026-10-27 Social Online Unweighted 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 2020-08-11 Informational Folksonomy Unweighted Multigraph Timestamps
dgidb DGIdb drug-gene interactions (2021-2026) 39,596 122,904 6.21 24.07 62.70 145.36 -0.21 0.00 16 0.94 Undirected Bipartite 8 2026-10-31 Biological Drug interactions Unweighted Multigraph Bipartite Metadata
digg_reply Digg reply network (2008) 30,398 87,627 2.88 11.73 28.31 26.22 0.04 0.01 12 0.98 Directed Unipartite 1 2020-08-11 Social Online Unweighted Multigraph Timestamps
digg_votes Digg story votes and friendships (2009) 279,631 1,731,658 6.19 77.76 426.20 666.20 -0.05 0.08 18 0.94 Directed Unipartite 2 2020-08-11 Social Online Economic Preferences Multigraph Timestamps
dining_table Dining-table partners in a girls' training school (1960) 26 52 2.00 1.62 2.68 8.39 -0.24 0.11 6 1.00 Directed Unipartite 1 2026-10-25 Social Offline Weighted Metadata
discogs_affiliation Discogs artist-label affiliations (2015) 2,025,594 14,414,659 14.23 511.56 323.69 465.25 -0.08 0.00 22 0.95 Undirected Bipartite 1 2020-08-11 Economic Employment Affiliation Unweighted Multigraph Timestamps Metadata
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 2020-08-11 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 2020-08-11 Informational Relatedness Affiliation Weighted Metadata
diseasome Human disease network (diseasome, 2005) 1,419 1,550 2.18 2.99 3.38 1547.80 -0.26 0.00 30 1.00 Undirected Bipartite 1 2026-10-25 Biological Unweighted Metadata
divvy Divvy bicycle sharing trips (Chicago, 2013-2026) 1,572 127,529 81.13 204.07 283.20 17.53 0.25 0.58 10 0.99 Directed Unipartite 160 2026-10-27 Transportation Travel Weighted Metadata
dnc DNC emails (2016) 2,029 12,085 11.91 35.19 91.04 39.88 -0.09 0.56 8 0.42 Undirected Unipartite 1 2020-08-11 Social Communication Weighted Multigraph
dolphins Dolphin social network (1994-2001) 62 159 5.13 2.93 5.99 24.80 -0.04 0.31 8 1.00 Undirected Unipartite 1 2020-08-11 Social Animal Unweighted
dolphins_caravelas Guiana dolphin social network (2012) 33 306 18.55 7.12 19.99 0.86 -0.20 0.74 2 1.00 Undirected Unipartite 1 2026-10-25 Social Animal Offline Weighted
dolphins_laguna Laguna bottlenose dolphin social network (2012) 35 425 24.29 3.86 23.84 0.83 -0.08 0.75 2 1.00 Undirected Unipartite 1 2026-10-25 Social Animal Offline Weighted
dom Animal dominance archive (2022) 151 9,096 60.24 114.75 32.94 19.64 0.19 0.71 5 1.00 Directed Unipartite 436 2022-02-08 Social Animal Weighted
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 2026-10-25 Informational Web graph Unweighted
douban Douban friendship network (2010) 154,908 327,162 4.22 11.75 39.78 103.63 -0.18 0.01 9 1.00 Undirected Unipartite 1 2020-08-11 Social Online Unweighted
drkg Drug Repurposing Knowledge Graph (DRKG, 2020) 97,238 5,874,261 60.41 443.17 1131.67 121.10 -0.12 0.20 13 0.99 Directed Unipartite 1 2026-10-31 Biological Informational Drug interactions Unweighted Multigraph Metadata
drosophila_flybi Fruit fly protein interactions (Drosophila melanogaster) 2,939 8,723 5.94 10.72 25.26 52.25 -0.12 0.04 10 0.92 Undirected Unipartite 1 2023-04-16 Biological Protein interactions Unweighted
drugnet Hartford drug users (2002) 293 337 1.15 2.40 3.53 201.29 0.02 0.13 18 0.66 Directed Unipartite 1 2026-10-25 Social Offline Unweighted Metadata
dutch_classrooms Dutch Social Behavior study classrooms (1994-1996) 91 176 1.93 3.41 4.48 216.73 -0.04 0.36 15 0.84 Directed Unipartite 38 2026-10-25 Social Offline Unweighted Metadata Temporal
dutch_criticism Dutch literary criticism (1976) 35 81 2.31 2.97 5.57 5.29 0.04 0.16 7 1.00 Directed Unipartite 1 2020-08-11 Social Offline Unweighted
dutch_elite Dutch administrative elite (2006) 4,747 5,221 2.20 3.01 4.29 411.00 -0.24 0.00 22 0.76 Undirected Bipartite 2 2026-10-25 Social Affiliation Unweighted Metadata
dutch_school Dutch school friendships (2003) 26 91 3.50 3.33 5.52 13.60 0.35 0.51 7 1.00 Directed Unipartite 7 2020-08-11 Social Offline Unweighted Metadata Temporal
ecoli_transcription E. coli transcription network (2002) 424 577 1.36 4.88 6.12 141.95 -0.19 0.02 13 0.78 Directed Unipartite 2 2020-08-11 Biological Gene regulation 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 2020-08-11 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 2020-08-11 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 2020-08-11 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 2020-08-11 Informational Web graph Collaboration Multigraph Timestamps Metadata
ego_social Ego networks in social media (2012) 107,614 12,238,285 227.45 581.50 1718.72 110.57 -0.08 0.15 6 1.00 Undirected Unipartite 1117 2020-08-11 Social Online Unweighted Metadata
elec Wikipedia adminship vote (2008) 7,118 103,675 14.57 60.34 136.20 9.44 -0.07 0.14 7 0.99 Directed Unipartite 1 2020-08-11 Social Online Signed Timestamps Multigraph Metadata
elite Barnes-Burkett elite affiliations (1962) 44 99 4.50 2.69 4.87 5.65 -0.08 0.00 5 1.00 Undirected Bipartite 1 2020-08-11 Social Affiliation Unweighted Metadata
email_company Manufacturing company email (2010) 167 82,927 496.57 1309.42 59.43 7.30 0.16 0.68 5 1.00 Directed Unipartite 1 2020-08-11 Social Communication Unweighted Multigraph Timestamps Metadata
email_enron Email network (Enron corpus) 36,692 367,662 10.02 72.20 115.48 283.03 -0.11 0.09 13 0.92 Directed Unipartite 1 2020-08-11 Social Communication Unweighted
email_enron_core Enron core employee emails (1998-2002) 11,028 26,914 4.88 34.34 40.70 74.95 -0.44 0.00 10 1.00 Undirected Bipartite 1 2026-10-25 Social Communication Unweighted Timestamps Metadata
email_enron_law Enron email network (LAW) 69,244 276,143 3.99 39.10 131.66 715.95 -0.16 0.09 14 0.98 Directed Unipartite 1 2026-10-25 Social Communication Unweighted
email_eu Email network (EU research inst.) 265,214 420,045 1.58 42.55 98.51 10009.71 -0.20 0.01 14 0.85 Directed Unipartite 1 2020-08-11 Social Communication Unweighted
email_eu_core Email recipients at a European research institution (2003-2005) 236,268 562,599 4.76 67.64 96.60 240.66 -0.40 0.00 14 1.00 Undirected Bipartite 1 2026-10-25 Social Communication Unweighted Timestamps Metadata
email_eu_core_temporal Emails at a European research institution, temporal (2003-2005) 986 332,334 337.05 1160.06 74.75 34.17 0.05 0.57 7 1.00 Directed Unipartite 5 2026-10-27 Social Communication Multigraph Timestamps Unweighted
emp_microbiome Earth Microbiome Project sample-microbe networks (2017) 8,051,550 158,521,504 39.38 534.11 3297.57 19.00 -0.50 0.00 7 1.00 Undirected Bipartite 6 2026-10-31 Biological Ecological Weighted Bipartite Metadata
endow_sites ENDOW project community networks 347 517 1.49 5.63 6.32 14.01 -0.20 0.10 7 0.66 Directed Unipartite 7 2026-10-31 Social Offline Multilayer Multigraph Metadata
enron_emails_cmu Enron email corpus (1998-2002) 342,738 1,617,516 9.44 75.10 192.63 1290.69 -0.13 0.00 24 0.97 Undirected Bipartite 1 2026-10-25 Social Communication Unweighted Timestamps Metadata
enron_priebe Enron email network of Priebe et al. (1998-2002) 184 38,184 207.52 602.20 34.26 25.93 0.37 0.63 4 0.99 Directed Unipartite 1 2026-10-25 Social Communication Unweighted Multigraph Timestamps Metadata
epinions Epinions review ratings and trust (2001-2003) 876,252 13,668,320 31.20 396.37 838.83 45.13 -0.12 0.00 12 1.00 Undirected Bipartite 2 2020-08-11 Economic Preferences Social Online Bipartite Weighted Signed Timestamps Metadata
epinions_massa Epinions product ratings and trust (2003) 189,027 664,824 7.03 24.81 81.94 80.85 -0.09 0.00 13 0.94 Undirected Bipartite 2 2026-10-31 Social Online Economic Preferences Bipartite Weighted Unweighted
epinions_trust Epinions trust network (2003) 75,888 508,837 6.71 52.66 181.65 208.29 -0.01 0.08 15 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
erc20_ethereum Ethereum token transfers: stablecoins (2022) and exchange tokens (2018-2020) — — — — — — — — — — 2 2026-10-27 Economic Cryptocurrency Multigraph Timestamps Weighted Metadata
erdos_collaboration Erdős collaboration graph (1997-2002) 6,927 11,850 3.42 11.69 25.03 79.21 -0.12 0.04 4 1.00 Undirected Unipartite 4 2026-10-27 Social Collaboration Unweighted Metadata
escorts Brazilian prostitution network (2010) 16,730 50,632 6.05 16.80 27.66 149.53 -0.09 0.00 17 0.95 Undirected Bipartite 1 2020-08-11 Social Public Health Weighted Timestamps
estonia_company_ownership Estonian company shareholders, officers and beneficial owners (2026) 687,712 526,911 0.77 8.12 14.96 6433.48 -0.01 0.00 59 0.23 Directed Unipartite 4 2026-10-31 Economic Commerce Social Affiliation Multigraph Weighted Metadata
eu_airlines European airline network 450 3,588 15.95 27.12 40.73 11.86 -0.05 0.38 7 0.93 Undirected Unipartite 1 2020-08-11 Transportation Airport Multilayer Unweighted
eu_copatenting European patents and applicant institutions (1978-2015) 3,098,080 2,970,404 1.92 55.05 74.64 29432.09 -0.10 0.00 41 0.60 Undirected Bipartite 1 2026-10-25 Economic Production Unweighted Metadata
eu_procurements European procurement contract networks (2004-2025) 839,824 4,098,711 9.76 118.22 145.81 1947.04 0.14 0.00 23 0.97 Undirected Bipartite 271 2020-08-11 Economic Commerce Weighted Temporal Metadata
euppollnet EuPPollNet European plant-pollinator networks (2004-2021) 252 487 3.87 4.60 7.19 8.92 -0.20 0.00 9 0.99 Undirected Bipartite 3723 2026-10-27 Biological Food web Weighted Metadata
euroroad Euroroad network (2011) 1,177 1,469 2.50 1.32 2.56 1970.92 0.19 0.03 62 0.88 Undirected Unipartite 1 2020-08-11 Transportation Roads Unweighted Multigraph Metadata
eva_ownership EVA corporate ownership network (2002) 8,325 6,726 0.81 9.03 5.28 1477.84 -0.18 0.00 18 0.54 Directed Unipartite 1 2026-10-25 Economic Commerce Unweighted Metadata
eventernote Japanese idol and voice actor events (Eventernote, 1980-2024) 427,803 2,076,182 9.71 38.53 121.06 568.06 -0.25 0.00 25 0.98 Undirected Bipartite 1 2026-10-27 Social Offline Affiliation Unweighted Timestamps Metadata
faa_routes FAA Preferred Routes (2010) 1,226 2,615 2.13 4.33 7.59 77.62 0.05 0.07 17 1.00 Directed Unipartite 1 2020-08-11 Transportation Airport Unweighted
facebook100 Facebook100 university friendship networks (2005) 41,554 1,362,229 65.56 79.77 176.40 5.92 -0.00 0.10 8 1.00 Undirected Unipartite 100 2026-10-27 Social Online Unweighted Metadata
facebook_friends Maier Facebook friends (2014) 362 1,988 10.98 10.83 23.30 78.68 0.10 0.51 9 0.91 Undirected Unipartite 1 2020-08-11 Social Online Unweighted Metadata
facebook_organizations Within-organization Facebook friendships (2012) 5,793 45,266 15.63 30.36 56.27 2931.09 0.18 0.31 16 1.00 Undirected Unipartite 6 2020-08-11 Social Online Unweighted
facebook_pages Facebook verified page networks (2017) 50,515 819,306 32.44 63.47 176.27 24.64 -0.02 0.05 11 1.00 Undirected Unipartite 9 2026-10-27 Social Online Unweighted Metadata
facebook_slavko Facebook friendships of an ego network (2011) 334 2,218 13.28 10.42 23.57 14.44 0.25 0.47 7 0.97 Undirected Unipartite 1 2026-10-25 Social Online Unweighted
facebook_wall Facebook wall posts and friendships (2009) 63,731 1,545,686 24.25 75.82 130.82 54.49 0.17 0.15 15 0.99 Directed Unipartite 2 2020-08-11 Social Online Communication Timestamps Multigraph
faculty_hiring Faculty hiring networks (Comp. Sci., Business, History) 206 4,988 24.21 62.95 41.69 2.28 -0.07 0.38 3 1.00 Directed Unipartite 3 2021-09-02 Economic Employment Weighted Metadata
faculty_hiring_us Faculty hiring networks in the US (2022) 3,284 61,936 18.86 106.02 219.18 1.45 -0.25 0.49 5 1.00 Directed Unipartite 116 2022-11-17 Economic Employment Weighted Metadata
fao_trade FAO Multiplex Trade Network 214 318,346 1487.60 4196.88 116.49 1.36 -0.10 0.93 4 1.00 Directed Unipartite 1 2020-08-11 Economic Trade Weighted Multilayer
fediverse Fediverse network (2018) 4,860 484,164 99.62 415.76 657.66 1.51 -0.41 0.46 4 1.00 Directed Unipartite 1 2021-03-08 Social Online Information
fics_games Free Internet Chess Server games (1999-2016) 519,583 214,873,738 827.10 5746.95 3754.65 6364.86 -0.01 0.27 17 0.98 Undirected Unipartite 1 2026-10-31 Social Online Sports Multigraph Timestamps Temporal Metadata
fifa_committees FIFA standing committees (2006, 2015) 450 5,022 22.32 13.87 34.13 39.91 0.12 0.65 4 0.92 Undirected Unipartite 2 2026-10-25 Social Affiliation Weighted Projection
flavor_network Food ingredients, flavor compounds and recipes (2011) 58,074 476,250 16.40 252.84 255.25 4.26 -0.39 0.00 7 1.00 Undirected Bipartite 2 2026-10-25 Chemical Online Unweighted Metadata
flensburg_fjord Flensburg Fjord food web with parasites (2011) 180 1,577 8.76 18.49 29.98 4.70 -0.45 0.18 5 1.00 Directed Unipartite 1 2026-10-25 Biological Food web Unweighted Metadata
flickr_aminer Flickr social graph 214,626 9,114,557 42.47 199.29 706.39 33.23 -0.02 0.08 10 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
flickr_growth Flickr friendship network (2008) 2,302,925 33,140,017 14.39 198.55 1326.76 1330.21 0.03 0.13 23 0.94 Directed Unipartite 1 2020-08-11 Social Online Unweighted Timestamps
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 2026-10-25 Informational Folksonomy Unweighted Projection
flixster Flixster friendship network (2010) 2,523,386 7,918,801 6.28 36.64 145.66 108.52 -0.32 0.01 8 1.00 Undirected Unipartite 1 2020-08-11 Social Online Unweighted
florentine_families Padgett Florentine families 16 35 4.38 2.57 2.96 4.20 -0.46 0.30 4 0.94 Undirected Unipartite 1 2020-08-11 Social Relationships Multilayer Unweighted
fly_banc BANC fly brain and nerve cord (2026) 150,802 1,861,418 12.34 54.04 128.34 57.50 -0.06 0.07 14 0.96 Directed Unipartite 18 2026-10-27 Biological Connectome Weighted Multigraph Metadata
fly_hemibrain Fly hemibrain (2020) 21,739 4,259,624 195.94 419.23 493.08 18.04 0.00 0.25 5 1.00 Directed Unipartite 1 2022-11-17 Biological Connectome Weighted Metadata
fly_larva Drosophila larva brain (2023) 2,956 116,922 39.55 56.78 109.29 17.48 0.33 0.30 9 1.00 Directed Unipartite 1 2023-03-11 Biological Connectome Weighted Multigraph Metadata
fly_manc Male fly adult nerve cord (2024) 27,046 6,168,749 228.08 478.63 793.99 22.10 0.01 0.22 10 1.00 Directed Unipartite 5 2026-10-27 Biological Connectome Weighted Multigraph Metadata
fly_medulla Drosophila optic medulla connectome (2013) 1,781 33,641 18.89 390.12 41.93 4.94 -0.32 0.08 6 0.99 Directed Unipartite 1 2026-10-25 Biological Connectome Unweighted Multigraph Metadata
fly_optic_lobe Male fly optic lobe (2025) 10,318,164 22,258,367 2.16 74.12 523.58 21389.35 -0.05 0.02 35 0.99 Directed Unipartite 6 2026-10-27 Biological Connectome Weighted Metadata
flying_teams Flying teams of cadet pilots (1943) 48 353 7.35 5.00 12.23 2.40 0.04 0.36 3 1.00 Directed Unipartite 1 2026-10-25 Social Offline Signed Metadata
flywire FlyWire whole adult fly brain (2024) 139,255 3,869,878 27.79 165.14 155.47 148.67 -0.03 0.05 16 0.95 Directed Unipartite 3 2026-10-27 Biological Connectome Weighted Multigraph Metadata
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 2020-08-11 Informational Web graph Weighted Metadata
foodweb_little_rock Little Rock Lake food web (1991) 183 2,494 13.63 21.73 40.62 4.39 -0.24 0.35 4 1.00 Directed Unipartite 1 2020-08-11 Biological Food web Unweighted Metadata
foodweb_ulanowicz Ulanowicz ecosystem flow networks (1989-2002) 128 2,137 16.70 16.31 38.91 1.69 -0.12 0.32 3 1.00 Directed Unipartite 21 2026-10-25 Biological Food web Weighted Metadata
football NCAA college football 2000 115 613 10.66 0.88 9.77 6.80 0.16 0.41 4 1.00 Undirected Unipartite 1 2020-08-11 Social Sports Unweighted
football_league_results Football league results (2013-2017) 20 380 19.00 0.00 18.00 inf nan 0.97 1 1.00 Directed Unipartite 4 2026-10-27 Social Offline Sports Signed Weighted Metadata
foursquare Foursquare NYC restaurants (2012) 6,410 10,377 3.24 5.67 9.47 92.11 -0.04 0.00 19 0.84 Undirected Bipartite 2 2020-08-11 Social Online Unweighted Metadata
foursquare_global Foursquare global check-ins and friendships (2012-2014) 3,935,215 22,809,624 11.59 62.44 163.10 1016.53 0.02 0.00 14 1.00 Undirected Bipartite 3 2020-08-11 Social Online Unweighted Metadata Timestamps
foursquare_nyc_tokyo Foursquare check-ins in New York and Tokyo (2012-2013) 64,151 573,703 17.89 111.42 96.53 35.91 -0.02 0.00 8 1.00 Undirected Bipartite 2 2026-10-25 Social Online Unweighted Metadata Timestamps Multigraph Spatial
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 2026-10-27 Informational Relatedness Unweighted Multigraph Metadata
freeman_eies Freeman's EIES networks (1978) 48 695 14.48 21.52 24.73 0.78 -0.14 0.83 2 0.71 Directed Unipartite 3 2026-10-25 Social Offline Weighted Metadata Temporal
french_financial_elite French financial elite (1990) 28 562 20.07 16.96 19.08 0.89 -0.09 0.79 2 1.00 Directed Unipartite 1 2026-10-25 Social Offline Multilayer Unweighted Metadata
freshmen Zeggelink's freshmen (1999) 34 1,156 34.00 0.00 34.00 0.03 nan 0.98 1 1.00 Directed Unipartite 5 2020-08-11 Social Offline Weighted Temporal Metadata
frozen Frozen character interactions (2013) 53 100 3.77 4.59 6.46 4.68 -0.34 0.28 5 0.79 Undirected Unipartite 1 2026-10-25 Social Fictional Weighted
fullerene_structures Fullerene molecular structures (2017) 6,000 9,000 3.00 0.00 2.00 1241.32 nan 0.00 99 1.00 Undirected Unipartite 15 2020-08-11 Chemical Unweighted Spatial
funcoup_cancer Human functional gene coupling network (2014) 19,028 974,427 102.42 202.80 602.64 16.29 0.15 0.28 8 0.99 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Unweighted
fungal_networks Fungal and slime mould networks (2016) 2,741 2,971 2.17 1.36 2.27 3752.54 -0.15 0.03 57 1.00 Undirected Unipartite 270 2026-10-25 Biological Weighted Spatial
gab_followers Gab followers, reposts, replies and quotes (2016-2018) 351,829 17,138,442 48.71 1009.99 2168.51 19.76 -0.22 0.05 8 1.00 Directed Unipartite 4 2026-10-31 Social Online Political Unweighted Multigraph Timestamps Metadata
gab_users_fair Gab follower network (2019) 825,365 38,719,518 46.91 1258.30 2739.66 52.21 -0.12 0.03 9 1.00 Directed Unipartite 1 2026-10-31 Social Online Political Unweighted Metadata
galesburg_physicians Galesburg physicians (1955) 31 78 2.52 2.66 4.46 9.68 -0.00 0.29 6 1.00 Directed Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
game_thrones Game of Thrones and A Song of Ice and Fire character interactions 796 2,823 7.09 12.68 26.56 16.43 -0.12 0.21 9 1.00 Undirected Unipartite 16 2020-08-11 Social Fictional Weighted Multigraph
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 2026-10-25 Informational Citation Unweighted Metadata
gateway_foodwebs GATEWAy global food web database (2018) 19,212 222,151 11.56 25.53 102.88 8.58 0.43 0.44 8 0.03 Directed Unipartite 1 2026-10-25 Biological Food web Unweighted Metadata Multigraph
gb_public_transport Great Britain public transport networks (2011) 16,259 18,295 2.25 0.70 4.34 15895.56 0.19 0.02 249 1.00 Undirected Unipartite 6 2026-10-25 Transportation Public Transport Spatial Unweighted Metadata
gd2006_java Java class compile-time dependencies (JDK 1.4.2) 1,538 8,032 5.22 28.77 37.85 49.87 -0.15 0.06 7 1.00 Directed Unipartite 1 2026-10-25 Technological Software Unweighted
gd2006_world_cup FIFA World Cup matches (1930-2006) 79 708 8.96 18.97 19.64 1.32 -0.02 0.51 4 1.00 Directed Unipartite 1 2026-10-25 Social Offline Sports Unweighted Multigraph Temporal Metadata
gdelt_outlinks GDELT news outlink domain network (2016-2019) 4,407,927 30,072,787 6.82 288.82 2193.18 301.81 -0.11 0.04 11 1.00 Directed Unipartite 1 2026-10-31 Informational Web graph Online Weighted
gelada_baboons Gelada baboon grooming (1975) 14 23 3.29 1.71 2.80 3.82 -0.58 0.29 4 1.00 Undirected Unipartite 2 2026-10-25 Social Animal Weighted Metadata
gene_fusion Gene fusions in human neoplasia (2006) 291 279 1.92 3.24 3.13 63.84 -0.35 0.00 9 0.38 Undirected Unipartite 1 2026-10-27 Biological Genetic Unweighted
genetic_multiplex Multiplex genetic interactions (2014) 18,222 170,899 9.38 100.44 122.68 14.20 -0.06 0.03 9 1.00 Directed Unipartite 19 2020-08-11 Biological Gene regulation Protein interactions Unweighted Multilayer
genius_expertise Genius users, annotations and artists (2019-2020) 1,994,956 3,184,366 3.19 18.74 48.76 5228.08 -0.15 0.00 28 0.88 Undirected Bipartite 3 2026-10-27 Social Online Collaboration Multigraph Timestamps Unweighted Metadata
german_autobahn German highway system (2002) 1,168 1,243 2.13 0.92 2.04 694.36 0.03 0.00 62 1.00 Undirected Unipartite 1 2026-10-25 Transportation Roads Unweighted Spatial
german_polisci German political science authors and publications (2009-2013) 26,123 29,661 2.27 7.03 12.90 2394.12 -0.39 0.00 42 0.66 Undirected Bipartite 1 2026-10-25 Social Collaboration Affiliation Unweighted Metadata
german_power_grid German high-voltage transmission grid (2014) 231 304 2.63 1.55 2.42 139.70 -0.20 0.08 22 1.00 Undirected Unipartite 5 2026-10-25 Technological Power grid Weighted Spatial Metadata
gerstein_regulatory Gerstein lab regulatory network hierarchies (2006-2010) 4,441 12,873 2.90 22.04 30.68 4.17 -0.60 0.01 6 1.00 Directed Unipartite 10 2026-10-25 Biological Gene regulation Unweighted Metadata
giant_tissue_networks Human tissue-specific functional gene networks (GIANT/HumanBase, 2015) — — — — — — — — — — 145 2026-10-28 Biological Genetic Weighted Metadata
giraffes Captive giraffe social relationships (2007) 6 90 15.00 0.00 4.00 0.03 nan 0.83 1 1.00 Directed Unipartite 1 2026-10-25 Social Animal Multilayer Weighted Metadata
github GitHub contest (2009) 177,386 440,237 4.96 24.06 116.01 263.68 -0.04 0.00 22 0.79 Undirected Bipartite 1 2020-08-11 Economic Preferences Unweighted Metadata
github_developers GitHub developer mutual followers (2019) 37,700 289,003 15.33 80.79 135.25 13.17 -0.08 0.01 11 1.00 Undirected Unipartite 1 2026-10-27 Social Online Unweighted Metadata
gleif_ownership Corporate parent and fund relationships of legal entities (GLEIF, 2026) 357,105 489,614 1.37 14.68 28.95 28770.56 -0.06 0.01 45 0.26 Directed Unipartite 2 2026-10-27 Economic Commerce 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 2026-10-25 Informational Language Weighted Metadata
global_suicide_attacks Global suicide-attack network (1985-2006) 31 37 2.39 2.59 4.12 6.59 -0.23 0.52 4 0.55 Undirected Unipartite 17 2026-10-25 Social Offline Unweighted Temporal
globi_interactions Global Biotic Interactions (GloBI, 2026) 1,161,090 24,453,954 21.06 2237.34 497.22 11844.72 0.47 0.12 26 0.92 Directed Unipartite 2 2026-10-28 Biological Food web Unweighted Multigraph Timestamps Metadata
gnutella Gnutella p2p networks (2002) 62,586 147,892 2.36 5.70 11.48 16.19 -0.09 0.00 11 1.00 Directed Unipartite 9 2020-08-11 Technological Peer-to-peer Unweighted
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 2020-08-11 Informational Web graph Unweighted
google_plus Google+ (2013) 211,187 1,506,896 7.14 47.02 261.48 2467.22 0.22 0.27 70 0.96 Directed Unipartite 1 2020-08-11 Social Online 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 2020-08-11 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 2026-10-25 Informational Language Unweighted Metadata
grassland_web Grassland host-parasitoid food web (1995) 75 113 1.51 2.78 3.73 35.65 -0.23 0.17 8 1.00 Directed Unipartite 1 2026-10-25 Biological Food web Unweighted Metadata
gridkit GridKit high-voltage grids of Europe and North America (2016) 16,174 22,459 2.78 1.55 3.63 36239.29 0.18 0.08 138 0.93 Undirected Unipartite 3 2026-10-27 Technological Power grid Spatial Weighted Multigraph Metadata
groningen_freshmen Groningen sociology freshmen friendships (1996-1997) 38 27 0.71 1.63 1.00 2.89 -0.04 0.44 4 0.16 Directed Unipartite 5 2026-10-25 Social Offline Weighted Metadata Temporal
gwas_catalog GWAS Catalog variant-trait associations (2016-2026) 585,910 1,331,547 4.55 122.84 128.08 744.36 -0.18 0.00 16 0.99 Undirected Bipartite 11 2026-10-31 Biological Genetic Unweighted Bipartite Multigraph Timestamps Metadata
hacker_news Hacker News discussions (2006-2026) 2,581,829 27,344,811 21.18 140.63 458.21 1069.22 -0.11 0.00 20 0.93 Undirected Bipartite 2 2026-10-28 Social Online Communication Multigraph Timestamps Temporal Bipartite Weighted Metadata
hamburg_cell Hamburg cell network (2001) 34 7 0.41 0.97 2.00 inf 1.00 1.00 1 0.12 Undirected Unipartite 21 2026-10-25 Social Offline Weighted Temporal
hamsterster Hamsterster pet social network (2017) 2,426 16,631 13.71 19.87 48.28 62.06 0.05 0.23 10 0.82 Undirected Unipartite 2 2026-10-27 Social Online Unweighted Metadata
harry_potter_support Harry Potter peer support networks (2013) 64 36 0.56 3.13 4.03 2.74 0.09 0.76 3 0.16 Directed Unipartite 6 2026-10-25 Social Fictional Unweighted Metadata Temporal
haslemere BBC Pandemic Haslemere proximity (2017) 469 102,831 438.51 374.08 51.62 138.97 0.42 0.51 5 1.00 Undirected Unipartite 1 2026-10-27 Social Offline Temporal Timestamps Multigraph Unweighted Metadata
hens White Leghorn hens (1946) 32 496 15.50 0.00 30.00 inf nan 1.00 1 1.00 Directed Unipartite 1 2020-08-11 Social Animal Unweighted Metadata
heroin_dealing_nyc New York heroin distribution (2006) 38 168 4.42 8.09 5.45 4.62 -0.48 0.21 4 1.00 Directed Unipartite 1 2026-10-25 Social Communication Unweighted
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 2026-10-27 Informational Language Economic Commerce Social Online Unweighted Metadata
hetionet Hetionet biomedical knowledge graph (v1.0, 2017) 47,031 2,250,197 47.84 471.93 695.15 13.26 -0.18 0.01 8 0.96 Directed Unipartite 1 2026-10-27 Biological Protein interactions Gene regulation Drug interactions Unweighted Multigraph Metadata
hf_model_tree Hugging Face model atlas (2025) 1,167,895 485,834 0.42 54.74 21.18 48861.63 -0.16 0.00 37 0.12 Directed Unipartite 1 2026-10-31 Informational Technological Software Online Unweighted Metadata
high_tech_company Krackhardt high tech company network 21 312 14.86 7.13 14.56 0.88 -0.15 0.75 2 1.00 Directed Unipartite 1 2020-08-11 Social Offline Multilayer Unweighted
highschool Illinois high school students (1958) 70 366 5.23 4.53 8.74 8.69 0.17 0.45 6 1.00 Directed Unipartite 1 2020-08-11 Social Offline Weighted Temporal
hint_interactomes HINT high-quality protein interactomes (2026) 22,887 595,281 52.02 128.32 298.96 5.00 -0.10 0.06 7 1.00 Undirected Unipartite 19 2026-10-25 Biological Protein interactions Unweighted Metadata
hiv_cluster_1984 Sexual contacts of early AIDS patients (1984) 40 41 2.05 1.47 1.22 41.72 -0.28 0.03 10 1.00 Undirected Unipartite 1 2026-10-27 Social Offline Public Health Unweighted
hiv_transmission HIV transmission network (1988-2001) 35,229 85,890 4.88 12.21 15.60 140.85 -0.08 0.03 11 0.76 Undirected Unipartite 1 2020-08-11 Social Public Health Unweighted Metadata
hollywood_actors Movie actor collaborations (IMDb, 2009-2021) 2,996,317 5,369,819 3.58 14.31 157.17 2972.59 0.33 0.13 22 0.31 Undirected Unipartite 3 2026-10-25 Social Collaboration Unweighted Projection
hollywood_golden_age Golden Age of Hollywood actor collaborations (1909-2009) 55 1,368 24.87 23.65 24.66 1.90 0.10 0.58 3 1.00 Directed Unipartite 2 2026-10-25 Social Collaboration Weighted Projection Timestamps Multigraph
hollywood_music Hollywood film music (1964-1976) 102 192 3.76 2.80 4.45 13.68 -0.19 0.00 10 0.99 Undirected Bipartite 1 2026-10-25 Social Collaboration Weighted Metadata
host_pathogen_eid2 Host-pathogen interactions and pathogen locations (EID2, 1950-2012) 72,775 157,148 4.32 111.64 86.95 19.21 -0.31 0.00 8 1.00 Undirected Bipartite 2 2026-10-25 Biological Public Health Weighted Metadata Multigraph
hosts_lepidoptera HOSTS database of lepidopteran hostplants (2023) 41,493 140,485 6.77 29.01 59.83 186.61 -0.10 0.00 20 0.92 Undirected Bipartite 1 2026-10-31 Biological Ecological Food web Unweighted Bipartite Multigraph Metadata
howler_monkeys Howler monkey co-observations (1984) 17 85 10.00 1.28 9.14 0.79 -0.06 0.60 2 1.00 Undirected Unipartite 1 2026-10-25 Social Animal Weighted 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 2026-10-27 Informational Web graph Unweighted
human_brains Human brain networks 1,827,242 143,158,339 156.69 422.30 2712.71 120881.94 0.44 0.32 108 0.36 Undirected Unipartite 66255 2021-02-01 Biological Connectome
human_connectomes_multiscale Multiscale weighted human connectomes (2024) 1,014 37,910 74.77 48.05 105.51 4.03 -0.02 0.30 4 1.00 Undirected Unipartite 420 2026-10-27 Biological Connectome Weighted Metadata
human_cranium Human cranial measurement correlation networks (1973) 44 946 43.00 0.00 42.00 0.03 nan 1.00 1 1.00 Undirected Unipartite 3 2026-10-25 Biological Weighted Signed
human_disease_comorbidity Human disease comorbidity networks, Medicare (1990-1993) 15,983 6,088,553 761.88 1367.47 2610.67 0.98 -0.48 0.43 4 1.00 Undirected Unipartite 18 2026-10-25 Biological Public Health Weighted Metadata
human_gut_microbiome_compendium Human Microbiome Compendium of gut samples (2023-2026) 3,280,035 22,963,366 14.00 96.29 832.50 987344.14 -0.10 0.00 38 0.67 Undirected Bipartite 5 2026-10-31 Biological Ecological Weighted Bipartite Metadata
human_interactome_2014 Human interactome HI-II-14 and Lit-BM-13 (2014) 5,545 11,045 3.98 6.24 14.61 65.59 -0.02 0.04 15 0.89 Undirected Unipartite 2 2026-10-25 Biological Protein interactions Unweighted Metadata
human_interactomes_ndex Molecular interaction networks of two benchmark collections and related studies (NDEx, 2017-2025) 25,355 15,199,639 1198.95 1123.51 2342.91 2.32 0.09 0.27 6 1.00 Undirected Unipartite 98 2026-10-31 Biological Protein interactions Unweighted Metadata
human_microbiome Human microbiome multiplex network (2014) 305 4,433 29.07 39.98 28.34 23.93 0.49 0.65 10 0.95 Undirected Unipartite 1 2026-10-26 Biological Multilayer Unweighted
human_populations_microsat Human population genetic differentiation (2007) 62 1,891 61.00 0.00 60.00 inf nan 1.00 1 1.00 Undirected Unipartite 1 2026-10-25 Biological Genetic Weighted
human_symptoms_diseases Human symptoms-disease network (2014) 4,541 147,978 65.17 166.76 234.98 2.90 -0.52 0.00 6 1.00 Undirected Bipartite 2 2026-10-25 Biological Public Health Weighted Metadata
humannet HumanNet human functional gene networks (v2 and v3) 18,593 1,125,494 121.07 87.97 291.37 9.54 0.42 0.31 6 1.00 Undirected Unipartite 41 2026-10-31 Biological Genetic Protein interactions Weighted Metadata
humap_complexes hu.MAP human protein complexes, versions 1.0, 2.0 and 3.0 (2017-2024) 29,095 75,531 5.19 5.12 20.14 357.90 -0.02 0.00 30 0.97 Undirected Bipartite 7 2026-10-31 Biological Protein interactions Weighted Bipartite Multigraph Metadata
huri Human Reference Interactome HuRI (2020) 9,094 64,006 14.08 29.75 72.03 23.01 -0.13 0.05 11 0.99 Undirected Unipartite 9 2026-10-27 Biological Protein interactions Unweighted
hyperbard Shakespeare's plays, characters on stage (Hyperbard, 2022) 255 711 5.58 8.92 12.46 22.23 -0.36 0.00 8 1.00 Undirected Bipartite 37 2026-10-27 Social Fictional Unweighted Metadata
hyves Hyves friendship network (2010) 1,402,673 2,777,419 3.96 45.30 113.02 47.91 -0.02 0.00 10 1.00 Undirected Unipartite 1 2020-08-11 Social Online Unweighted
iceland_sexual_contacts Sexual contacts among men in Iceland (1992) 75 114 3.04 4.02 4.90 21.15 -0.40 0.16 6 1.00 Undirected Unipartite 1 2026-10-27 Social Offline Public Health Unweighted
imdb_actors_2004 IMDb actor collaborations (2004) 702,388 29,397,908 83.71 200.86 1398.05 802.30 0.31 0.24 14 0.97 Undirected Unipartite 1 2026-10-25 Social Collaboration Unweighted Projection
imdb_movies_2005 IMDb actor-movie network (2005) 1,324,748 3,792,390 5.73 14.10 62.92 498.62 -0.05 0.00 24 0.88 Undirected Bipartite 1 2026-10-25 Economic Employment Unweighted Multigraph Metadata
imrich_bibliography Graph products bibliography (1999) 674 613 1.82 1.81 3.15 203.26 -0.12 0.00 22 0.38 Undirected Bipartite 1 2026-10-25 Social Collaboration Unweighted Metadata
india_bus_routes Bus networks of Indian cities (2016) 2,266 3,042 2.68 1.34 3.94 3095.63 0.18 0.19 98 1.00 Undirected Unipartite 6 2026-10-25 Transportation Public Transport Weighted Multigraph Metadata
inploid Inploid: an online social Q&A platform 39,749 57,276 1.44 42.25 81.50 26.99 -0.12 0.02 8 0.36 Directed Unipartite 1 2020-09-28 Online Social Directed Unweighted
insee_commuting French commuting flows between communes (INSEE, 2006-2023) 38,130 1,013,812 26.59 116.75 331.34 19.08 0.09 0.23 7 1.00 Directed Unipartite 18 2026-10-31 Transportation Employment Weighted Metadata
insna_founders INSNA founders teacher-student network (1977) 60 94 1.57 2.78 4.02 36.51 -0.24 0.05 10 1.00 Directed Unipartite 1 2026-10-25 Social Offline Unweighted Metadata
inspire_hep INSPIRE-HEP high-energy physics literature: citations and authorships 2,691,319 22,086,057 16.41 121.92 1689.64 893.40 0.41 0.00 29 0.96 Undirected Bipartite 2 2026-10-31 Informational Citation Collaboration Bipartite Unweighted Metadata
intact IntAct molecular interactions (2026) 146,461 1,187,800 16.22 52.99 224.75 38614.42 -0.04 0.06 24 0.93 Undirected Unipartite 39 2026-10-27 Biological Protein interactions Weighted Multigraph Metadata
interactome_figeys Figeys human interactome (2007) 2,239 6,452 2.88 17.01 27.83 16.04 -0.33 0.01 10 0.99 Directed Unipartite 1 2020-08-11 Biological Protein interactions Unweighted
interactome_pdz PDZ-domain interactome (2005) 212 244 2.30 2.64 4.03 50.97 -0.36 0.00 10 0.76 Undirected Unipartite 1 2020-08-11 Biological Protein interactions Unweighted Metadata
interactome_stelzl Stelzl human interactome (2005) 1,706 6,207 3.64 13.79 15.47 77.05 -0.18 0.01 13 0.95 Directed Unipartite 1 2020-08-11 Biological Protein interactions Unweighted Metadata
interactome_vidal Vidal human interactome (2005) 3,133 6,726 4.29 6.88 13.91 39.11 -0.10 0.04 13 0.89 Undirected Unipartite 2 2020-08-11 Biological Protein interactions Unweighted Metadata
interactome_yeast Jeong yeast interactome (2001) 1,870 2,277 2.44 3.16 5.84 133.86 -0.15 0.06 19 0.78 Undirected Unipartite 1 2020-08-11 Biological Protein interactions Unweighted Metadata
internet_as Internet AS graph (2006) 22,963 48,436 4.22 32.94 64.68 51.14 -0.20 0.01 11 1.00 Undirected Unipartite 1 2020-08-11 Technological Communication Unweighted
internet_top_pop Internet topology (PoP level) (1969-2012) 754 899 2.38 0.85 1.78 1200.87 -0.10 0.03 58 1.00 Undirected Unipartite 261 2020-08-11 Technological Communication Unweighted Multigraph Metadata
iscas89_circuits ISCAS'89 sequential benchmark circuits (1989) 23,843 33,664 1.41 2.01 4.69 1909.75 -0.03 0.02 49 1.00 Directed Unipartite 33 2026-10-25 Technological Unweighted Metadata
islamic_state_allegiances Islamic State allegiances (2016) 67 47 1.40 0.96 1.00 0.01 -0.48 0.00 2 0.10 Undirected Bipartite 1 2026-10-25 Social Affiliation Unweighted Tree
islamic_state_bbc Islamic State members (2014) 56 15 0.54 1.21 1.52 2.37 -0.39 0.26 3 0.18 Undirected Unipartite 3 2026-10-25 Social Offline Unweighted
islamic_state_europe Islamic State network in Europe (2014-2016) 85 197 4.64 5.39 8.05 9.82 -0.20 0.32 6 0.91 Undirected Unipartite 3 2026-10-25 Social Offline Unweighted Metadata
isle_of_man_genealogy Isle of Man genealogies (1600-2001) 3,940 6,570 1.67 2.64 4.50 6361.47 -0.23 0.28 36 0.29 Directed Unipartite 1 2026-10-25 Social Relatedness Unweighted Metadata
italian_gangs Italian gangs 67 114 3.40 4.04 4.93 21.25 -0.35 0.21 6 0.97 Undirected Unipartite 1 2026-10-25 Social Offline Unweighted Metadata
itc99 ITC'99 benchmark circuits (2000) 237,962 441,881 1.86 4.00 7.73 8547.62 -0.13 0.00 37 1.00 Directed Unipartite 82 2026-10-25 Technological Unweighted Multigraph Metadata
iui_collab Informatica and Uporabna Informatika co-authorships (2013) 2,288 4,191 3.66 5.95 11.11 826.11 0.55 0.50 20 0.24 Undirected Unipartite 1 2026-10-25 Social Collaboration Unweighted Multigraph
iwdb Interaction Web Database (IWDB) ecological networks (1923-2011) 1,884 15,265 16.20 29.64 54.02 31.30 -0.32 0.00 8 1.00 Undirected Bipartite 115 2026-10-25 Biological Food web Weighted Unweighted Metadata Multilayer
jakarta_bombing_2009 Jakarta hotel bombings network (2009) 28 38 2.71 2.05 3.13 3.28 -0.28 0.36 4 0.54 Undirected Unipartite 3 2026-10-25 Social Offline Weighted Temporal
jazz_collab Jazz collaboration network 198 2,742 27.70 17.41 38.82 8.70 0.02 0.52 6 1.00 Undirected Unipartite 1 2020-08-11 Social Collaboration Unweighted
jester Jester joke ratings (1999-2003) 73,521 4,136,360 112.52 1664.78 1783.91 1.15 -0.79 0.00 3 1.00 Undirected Bipartite 1 2020-08-11 Economic Preferences Weighted Metadata
ji_koschade Jemaah Islamiyah Bali cell (2002) 17 63 7.41 2.91 7.68 5.48 -0.02 0.79 3 1.00 Undirected Unipartite 1 2026-10-25 Social Offline Weighted
jlaw_citegraph Japanese statutory law citations (JLaw-CiteGraph, 2026) 951,458 1,528,207 1.61 8.31 88.34 2581.59 -0.01 0.02 51 0.81 Directed Unipartite 12 2026-10-31 Informational Citation Legal Weighted Multigraph Metadata
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 2026-10-25 Informational Web graph Social Online Multigraph Timestamps Metadata
kangaroo Grey kangaroo associations (1973) 17 91 10.71 3.86 10.99 0.85 -0.19 0.84 3 1.00 Undirected Unipartite 1 2020-08-11 Social Animal Weighted Metadata
kansas_sar Kansas search and rescue communication (1981) 20 148 7.40 7.52 11.00 0.95 -0.29 0.69 2 1.00 Directed Unipartite 1 2026-10-25 Social Communication Unweighted Metadata
kapferer_mine Kapferer mine workers (1969) 15 25 3.33 1.70 2.97 2.98 -0.36 0.15 5 1.00 Undirected Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
kapferer_tailor Kapferer tailor shop (1972) 39 158 8.10 4.77 9.41 2.60 -0.18 0.39 4 1.00 Undirected Unipartite 4 2026-10-25 Social Offline Unweighted Metadata Temporal
karate Zachary Karate Club 34 77 4.53 3.75 5.25 6.98 -0.47 0.26 5 1.00 Undirected Unipartite 2 2020-08-11 Social Offline Unweighted
kegg_metabolic Metabolic networks from KEGG (2006) 1,917 6,084 6.35 21.97 28.76 7.54 -0.20 0.04 8 0.97 Undirected Unipartite 109 2020-08-11 Biological Metabolic Unweighted
kenya_tanzania_bombings US embassy bombings tasks (1998) 43 65 3.02 2.15 3.24 7.24 -0.07 0.00 7 1.00 Undirected Bipartite 1 2026-10-25 Social Offline Unweighted
kidnappings Abu Sayyaf kidnappings (2014) 351 402 1.15 3.88 4.06 224.94 -0.22 0.00 18 0.81 Directed Bipartite 1 2020-08-11 Social Offline Unweighted
kinophosphatome Human protein interactome and kino-phosphatome (2009) 11,120 84,776 15.25 28.56 102.13 22.54 0.04 0.23 11 0.98 Undirected Unipartite 2 2026-10-25 Biological Protein interactions Unweighted 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 2026-10-25 Informational Web graph Unweighted Metadata
knoke_bureaucracies Knoke bureaucracies (1978) 10 49 4.90 3.46 5.72 0.84 -0.23 0.72 2 1.00 Directed Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
korea_family_planning Family planning in Korean villages (1973) 39 69 3.54 2.94 5.36 30.87 0.01 0.38 7 0.85 Undirected Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
krackhardt_kite Krackhardt's kite (1990) 10 18 3.60 1.43 3.22 4.57 0.15 0.58 4 1.00 Undirected Unipartite 1 2026-10-25 Social Fictional Unweighted
krebs_it_department Krebs IT department collaborations 56 2,037 36.38 28.30 18.42 4.57 -0.01 0.61 3 1.00 Directed Unipartite 1 2026-10-25 Social Offline Multilayer Weighted Metadata
kuairand Kuaishou short video recommendation logs with random exposure (KuaiRand, 2022) 32,066,010 323,464,444 10.09 494.09 2787.97 6.08 -0.33 0.00 6 1.00 Directed Bipartite 3 2026-10-28 Social Online Preferences Bipartite Multigraph Timestamps Metadata
kuairec Kuaishou short video views, fully observed (KuaiRec, 2020) 17,904 12,530,806 699.89 1417.10 2206.84 1.49 -0.05 0.00 5 1.00 Directed Bipartite 3 2026-10-28 Social Online Preferences Bipartite Multigraph Timestamps Metadata
kujala_public_transport Public transport networks of 27 cities (2014-2017) 24,261 335,841 27.69 14.53 81.46 59227.14 0.82 0.63 144 0.85 Undirected Unipartite 169 2026-10-27 Transportation Public Transport Spatial Multilayer Weighted Multigraph Timestamps Metadata
lastfm Last.fm listening histories (2009) 1,085,612 19,150,868 35.28 915.72 589.26 11.34 -0.44 0.00 6 1.00 Undirected Bipartite 2 2020-08-11 Social Online Preferences Bipartite Unweighted Multigraph Timestamps Metadata
lastfm_360k Last.fm users and their top artists (2008) 628,124 17,559,530 55.91 458.13 689.40 7.20 -0.16 0.00 10 1.00 Undirected Bipartite 1 2026-10-28 Social Online Preferences Bipartite Weighted Metadata
lastfm_aminer Last.fm social graph 136,409 1,685,524 12.36 62.52 296.00 66.07 0.05 0.09 12 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
lastfm_asia LastFM Asia mutual followers (2020) 7,624 27,806 7.29 11.50 36.81 105.31 0.02 0.18 15 1.00 Undirected Unipartite 1 2026-10-27 Social Online Unweighted Metadata
lastfm_finland Finnish Last.fm friendships (circa 2006) 8,003 16,824 4.20 4.08 11.73 191.72 0.22 0.25 24 1.00 Undirected Unipartite 1 2026-10-25 Social Online Unweighted
lastfm_friendships Last.fm friendships with gender (circa 2007) 188,672 517,759 5.49 7.10 24.17 204.83 0.03 0.13 20 0.97 Undirected Unipartite 1 2026-10-25 Social Online Unweighted Metadata
latvia_company_ownership Latvian company shareholders, officers and beneficial owners (2026) 416,601 283,085 0.68 0.94 8.25 12092.50 0.00 0.00 75 0.07 Directed Unipartite 3 2026-10-31 Economic Commerce Social Affiliation Multigraph Weighted Metadata
law_firm Lazega law firm network 71 2,571 36.21 30.92 30.35 2.09 0.02 0.60 3 1.00 Directed Unipartite 1 2020-08-11 Social Offline Multilayer Unweighted
lazy_portfolios Lazy portfolio security correlations (2008-2016) 11 55 10.00 0.00 9.00 0.03 nan 1.00 1 1.00 Undirected Unipartite 648 2026-10-25 Economic Weighted Temporal Metadata
lesmis Les Misérables coappearances 77 254 6.60 6.00 10.75 10.84 -0.17 0.50 5 1.00 Undirected Unipartite 1 2020-08-11 Social Fictional Weighted
libimseti Libimseti.cz dating ratings (2006) 220,970 17,359,346 78.56 483.96 943.38 6.29 -0.14 0.01 6 1.00 Directed Unipartite 1 2020-08-11 Social Online Weighted Metadata
librec_trust FilmTrust and CiaoDVD trust and rating networks (2011-2013) 33,736 72,665 4.31 16.72 34.97 101.63 -0.13 0.00 19 0.95 Undirected Bipartite 5 2026-10-27 Social Online Preferences Weighted Multigraph Timestamps Metadata
lightning_network Bitcoin Lightning Network (2019-2023) 15,855 78,577 4.96 51.23 107.57 37.96 -0.18 0.03 9 0.99 Directed Unipartite 5 2026-10-31 Economic Cryptocurrency Technological Timestamps Metadata
liner_shipping Global liner shipping networks (2015-2018) 977 16,680 34.15 41.03 84.34 14.73 -0.02 0.35 5 1.00 Undirected Unipartite 4 2026-10-27 Transportation Economic Trade Weighted Metadata
linux Linux source inclusions (v3.16) 30,837 213,954 6.94 107.79 155.62 67.60 -0.17 0.00 12 1.00 Directed Unipartite 1 2020-08-11 Technological Software Unweighted Metadata
little_league Little League baseball teams (1987) 13 37 2.85 1.77 3.59 6.93 -0.02 0.54 4 1.00 Directed Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
littlesis LittleSis network of power (2022, 2024, 2026) 443,997 1,885,509 4.25 75.23 290.26 805.17 -0.08 0.00 36 0.86 Directed Unipartite 3 2026-10-31 Social Economic Political Affiliation Multigraph Weighted Metadata
livejournal LiveJournal social network (2006) 4,847,571 68,993,773 14.23 72.29 514.56 24061.53 0.06 0.14 20 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
livejournal_aminer Livejournal social graph 3,017,286 87,037,567 28.85 779.36 967.85 128.17 -0.01 0.00 8 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
livejournal_asu LiveJournal friendships, ASU crawl (2010) 2,238,731 14,608,137 6.53 62.96 214.22 290.82 -0.10 0.03 8 1.00 Directed Unipartite 1 2026-10-25 Social Online Unweighted
livemocha Livemocha friendship network (2010) 104,103 2,193,083 42.13 109.68 272.53 9.08 -0.15 0.01 6 1.00 Undirected Unipartite 1 2020-08-11 Social Online Unweighted Multigraph
ljournal_2008 LiveJournal friendships (2008) 5,363,260 79,023,142 14.73 80.35 582.44 25001.71 0.07 0.15 38 1.00 Directed Unipartite 1 2026-10-25 Social Online Unweighted
lkml_reply Linux kernel reply network 63,399 1,096,440 17.29 563.89 222.08 949.21 0.06 0.53 63 0.39 Directed Unipartite 1 2020-08-11 Social Communication Unweighted Multigraph Timestamps
lkml_thread Linux kernel mailing list 379,554 1,565,683 8.25 154.33 69.90 2124.05 -0.16 0.00 22 0.96 Undirected Bipartite 1 2020-08-11 Social Communication Unweighted Timestamps
london_bikes London bicycle sharing trips (2014) 750 1,469,851 1959.80 3187.48 399.56 5.56 0.35 0.87 3 1.00 Directed Unipartite 1 2026-10-25 Transportation Travel Multigraph Timestamps Metadata
london_gang London street gang (2005-2009) 54 315 11.67 7.71 15.83 2.74 0.02 0.52 4 1.00 Undirected Unipartite 1 2026-10-25 Social Offline Weighted Metadata
london_transport London Transport Network 369 441 2.39 1.07 2.42 289.34 0.17 0.05 39 1.00 Undirected Unipartite 1 2020-08-11 Transportation Public Transport Multilayer Weighted
lotus_natural_products LOTUS natural products and the organisms they occur in (2021-2026) 338,694 6,438,722 38.02 289.05 126.44 1674.17 -0.03 0.00 22 0.93 Undirected Bipartite 16 2026-10-31 Biological Chemical Unweighted Bipartite Multigraph Metadata
macaque_cocomac Macaque cortex CoCoMac connectome (2012) 242 4,090 16.90 26.03 37.35 3.39 -0.05 0.36 4 1.00 Directed Unipartite 1 2026-10-25 Biological Connectome Unweighted
macaque_cortex_kaiser Macaque cortical connectivity with spatial positions (95 areas) 94 2,390 25.43 25.57 38.27 6.64 -0.10 0.75 4 1.00 Directed Unipartite 1 2026-10-25 Biological Connectome Unweighted Spatial Metadata
macaque_markov Macaque interareal cortical networks of Markov et al. (2013-2014) 93 2,667 28.68 42.12 58.11 0.03 -0.53 0.75 2 1.00 Directed Unipartite 3 2026-10-25 Biological Connectome Weighted Multigraph Metadata
macaque_neural Macaque cortical connectivity (Young 1993; CoCoMac 2007) 71 746 10.51 11.69 15.17 5.50 0.02 0.44 5 1.00 Directed Unipartite 2 2020-08-11 Biological Connectome Unweighted
macaque_visual_cortex Macaque visual cortex connectivity (Felleman-Van Essen, 1991) 32 315 9.84 8.75 12.95 2.28 -0.06 0.58 3 1.00 Directed Unipartite 2 2026-10-25 Biological Connectome Unweighted
macaques Japanese macaques (1976) 62 1,187 19.15 7.72 37.99 0.74 -0.06 0.66 2 1.00 Directed Unipartite 1 2020-08-11 Social Animal Weighted Metadata
madoff_feeders Madoff fraud money flows (2009) 61 60 0.98 3.44 1.00 32.88 -0.37 0.00 7 1.00 Directed Bipartite 1 2026-10-25 Economic Unweighted Tree
madrid_bombing_jjatt Madrid train bombing network, JJATT (2004) 54 4 0.15 0.36 1.00 nan nan 0.00 1 0.04 Undirected Bipartite 19 2026-10-25 Social Offline Weighted Temporal
mag_cs_coauthor Computer science coauthor teams in ten conferences (MAG, 2020) 132,087 180,725 2.74 3.75 8.57 1514.68 -0.07 0.00 36 0.79 Undirected Bipartite 1 2026-10-25 Social Collaboration Unweighted Metadata
mag_geology_coauthor MAG Geology coauthor simplices (2017) 2,852,295 4,448,428 3.12 6.78 27.64 12548.00 -0.10 0.00 66 0.76 Undirected Bipartite 4 2020-08-11 Social Collaboration Unweighted Timestamps Weighted Projection Multigraph
mag_history_coauthor MAG History coauthor simplices (2017) 2,848,023 2,398,702 1.68 5.33 32.80 23855.16 -0.01 0.00 66 0.28 Undirected Bipartite 4 2020-08-11 Social Collaboration Unweighted Timestamps Weighted Projection Multigraph
malaria_genes Malaria var DBLa HVR networks 307 2,812 18.32 11.05 35.20 76.31 0.60 0.59 8 1.00 Undirected Unipartite 10 2020-08-11 Biological Genetic Unweighted Projection Metadata Multilayer
mali_terrorists Mali terrorist network (2010-2012) 36 67 3.72 2.83 4.60 16.78 -0.24 0.39 7 1.00 Undirected Unipartite 1 2026-10-25 Social Offline Unweighted
mammal_virus_hp3 Mammal-virus associations (2017) 1,340 2,805 4.19 10.31 13.83 20.32 -0.15 0.00 10 0.98 Undirected Bipartite 1 2026-10-25 Biological Unweighted Multigraph Metadata
mangal Mangal ecological interaction networks 1,500 15,255 10.17 19.07 36.94 2.62 -0.04 0.00 6 1.00 Directed Bipartite 1481 2026-10-27 Biological Food web Unweighted Weighted Metadata
marker_cafe The Marker Cafe (2011) 69,413 1,644,849 47.39 176.63 465.81 30.71 -0.15 0.05 9 1.00 Undirected Unipartite 1 2020-08-11 Social Online Unweighted
marvel_partnerships Marvel character partnerships (2018) 350 346 1.98 1.54 3.69 357.92 -0.01 0.22 21 0.52 Undirected Unipartite 1 2020-08-11 Social Fictional Unweighted
marvel_universe Marvel Universe characters and comic books 19,428 95,497 9.83 35.13 63.41 71.09 -0.19 0.00 13 0.99 Undirected Unipartite 1 2020-08-13 Social Fictional Affiliation Unweighted Metadata
matpower MATPOWER power grid test cases (1962-2025) 82,000 104,121 1.27 1.62 5.37 56975.45 0.25 0.03 127 0.85 Directed Unipartite 77 2026-10-25 Technological Power grid Weighted Metadata
mcgrew_preschool McGrew preschool dominance (1972) 19 32 1.68 2.60 3.56 8.38 0.07 0.31 6 0.89 Directed Unipartite 1 2026-10-25 Social Offline Weighted Metadata
mcm_atmospheric Master Chemical Mechanism and CRI mechanism of atmospheric chemistry (1999-2023) 22,530 55,455 2.46 61.40 48.76 6.58 -0.18 0.00 9 1.00 Directed Bipartite 7 2026-10-31 Chemical Unweighted Bipartite Multigraph Metadata
meetup_dublin Dublin Meetup groups co-membership network (2018) 1,482 708,163 955.69 315.35 1051.01 0.93 -0.15 0.78 4 1.00 Undirected Unipartite 1 2026-10-25 Social Online Projection Weighted Metadata
messal_shale Messel Shale food web (2014) 700 6,444 9.21 18.74 32.84 4.74 -0.16 0.08 6 1.00 Directed Unipartite 1 2020-08-11 Biological Food web Uncertain Weighted Metadata
metal_trade World trade in manufactures of metal (1994) 80 1,000 12.50 20.42 28.79 1.75 -0.29 0.53 3 1.00 Directed Unipartite 1 2026-10-25 Economic Trade Weighted Metadata
metamath_setmm Metamath set.mm theorem dependencies (2015-2026) 51,242 1,523,526 29.73 400.39 494.56 5.91 -0.16 0.00 8 1.00 Directed Unipartite 12 2026-10-31 Informational Relatedness Weighted Metadata
metanetx_reactions MetaNetX/MNXref reconciled metabolic reactions (2013-2025) 131,442 382,400 2.91 121.66 153.79 293.10 -0.13 0.00 32 0.99 Directed Bipartite 11 2026-10-31 Biological Metabolic Chemical Unweighted Bipartite Metadata
mexican_drug_trafficking Mexican drug trafficking organizations and municipalities (1990-2010) 2,467 6,228 5.05 50.00 31.68 2.40 -0.67 0.00 4 0.31 Undirected Bipartite 1 2026-10-25 Social Offline Unweighted Metadata Temporal Multigraph
mexican_elite Mexican political elite (1910-1994) 35 117 6.69 3.27 6.98 4.21 -0.18 0.36 4 1.00 Undirected Unipartite 1 2026-10-25 Social Political Unweighted Metadata
mice_contacts Free-ranging house mice contacts (2017) 437 5,751,692 26323.53 16446.69 65.19 13540.76 0.50 0.94 5 1.00 Undirected Unipartite 1 2026-10-27 Animal Offline Temporal Timestamps Multigraph Unweighted Metadata
microns_mm3 MICrONS mouse visual cortex (2023-2025) 71,981 9,005,438 125.11 375.49 710.52 18.42 -0.14 0.09 9 1.00 Directed Unipartite 7 2026-10-27 Biological Connectome Weighted Multigraph 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 2020-08-11 Informational Relatedness Weighted
mind_news MIND news clicks of Microsoft News users (2019) 1,007,335 22,090,337 43.86 493.35 614.83 5.86 -0.17 0.00 8 0.96 Undirected Bipartite 2 2026-10-28 Social Online Informational Preferences Unweighted Multigraph Timestamps Metadata
mislove_osn Mislove et al. OSNs (2006-2007) 5,204,176 77,402,652 14.87 71.17 539.58 24062.12 0.09 0.15 23 1.00 Directed Unipartite 6 2020-08-11 Social Online Unweighted Affiliation Metadata
mist MIST protein interaction database (2020) 109,706 2,864,523 52.22 102.93 252.64 5.34 -0.10 0.07 7 0.15 Undirected Unipartite 34 2023-04-16 Biological Protein interactions Unweighted
modern_math Modern math diffusion among school superintendents (1958-1963) 38 76 2.00 2.96 3.83 7.24 0.08 0.23 5 0.79 Directed Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
monarch_kg Monarch Initiative knowledge graph (2023-2026) 1,670,861 16,433,147 9.84 385.31 456.60 441.47 -0.04 0.02 25 0.70 Directed Unipartite 5 2026-10-28 Biological Informational Unweighted Multigraph Metadata
montreal Montreal street gangs (2007) 35 78 4.46 4.28 6.66 2.12 -0.28 0.34 4 0.83 Undirected Unipartite 1 2020-08-11 Social Affiliation Unweighted
moreno_sheep Bighorn sheep (1984) 28 250 8.93 5.43 17.22 0.93 0.00 0.73 3 1.00 Directed Unipartite 1 2020-08-11 Social Animal Weighted Metadata
moreno_sociograms Moreno's sociograms (1934) 55 88 1.60 1.84 2.61 27.93 -0.04 0.16 11 1.00 Directed Unipartite 8 2022-12-06 Social Offline Unweighted
moreno_taro Papuan gift-giving (1970) 22 78 3.55 1.88 2.67 5.71 -0.38 0.23 5 1.00 Directed Unipartite 1 2020-08-11 Social Offline Unweighted
mosquito_ppi Mosquito predicted protein interactions (2010) 6,263 64,449 20.58 45.87 156.48 39.09 0.20 0.34 10 0.98 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Weighted Metadata
mouse_mesoscale Mouse brain mesoscale connectome (2014) 1,061 238,510 449.59 88.64 462.07 0.59 -0.49 0.00 3 1.00 Undirected Bipartite 2 2026-10-25 Biological Connectome Weighted Metadata
mouse_retina Mouse retina inner plexiform layer contacts (2013) 1,123 577,350 1028.23 1104.40 254.97 3.18 0.02 0.61 4 0.96 Undirected Unipartite 1 2026-10-25 Biological Connectome Weighted Multigraph Spatial Metadata
mouse_visual_cortex Mouse visual cortex neurons (2011) 195 214 1.10 4.86 2.83 59.88 -0.84 0.00 8 0.99 Directed Unipartite 2 2026-10-25 Biological Connectome Weighted Metadata
moviegalaxies Moviegalaxies movie character networks (2018) 109 326 5.98 10.78 11.86 3.22 -0.36 0.16 3 1.00 Undirected Unipartite 773 2020-08-11 Social Fictional Weighted
movielens_10m_tags MovieLens 10M tag assignments (2005-2009) 24,130 95,580 7.92 22.20 40.18 39.85 -0.03 0.00 14 0.98 Undirected Bipartite 1 2020-08-11 Informational Folksonomy Unweighted Multigraph Timestamps Metadata
movielens_32m MovieLens 32M ratings and tags (1995-2023) 288,533 32,000,204 221.81 1425.67 2441.02 3.00 -0.29 0.00 6 0.99 Undirected Bipartite 2 2026-10-28 Social Online Preferences Weighted Timestamps Metadata
movielens_ratings MovieLens ratings (1995-2019) 224,964 25,000,095 222.26 1295.45 2177.72 4.24 -0.29 0.00 6 0.98 Undirected Bipartite 7 2026-10-28 Social Online Preferences Weighted Timestamps Metadata
movies_tmdb The Movies Dataset: TMDB cast, crew and keywords (2017) 249,176 562,044 4.51 7.95 24.69 675.54 -0.13 0.00 24 0.97 Undirected Bipartite 3 2026-10-25 Economic Employment Affiliation Unweighted Multigraph Metadata
msd_taste_profile Echo Nest Taste Profile of the Million Song Dataset (2011) 1,403,864 48,373,586 68.91 422.53 883.92 12.58 -0.08 0.00 8 1.00 Undirected Bipartite 1 2026-10-28 Social Online Preferences Bipartite Weighted Metadata
mturk_workers Amazon Mechanical Turk worker communication network (2015) 10,354 5,268 1.02 6.06 31.24 43.95 -0.10 0.26 14 0.10 Undirected Unipartite 1 2026-10-25 Social Online Communication Unweighted
multiplex_diseasome Multiplex network of human diseases (2019) 13,409 47,970 7.15 67.16 98.02 36.90 -0.45 0.00 14 0.99 Undirected Bipartite 2 2026-10-26 Biological Genetic Public Health Unweighted Multilayer Metadata
musculoskeletal Human musculoskeletal network (2018) 443 1,010 4.56 4.43 10.21 198.17 0.07 0.00 22 1.00 Undirected Bipartite 2 2026-10-25 Biological Unweighted Metadata
myocardial_inflamome Myocardial infarction inflammation protein interactions (2011) 2,531 6,131 4.84 17.55 28.24 24.11 -0.33 0.02 10 1.00 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Unweighted Metadata
myspace_aminer MySpace social graph 854,498 6,489,736 7.59 61.61 188.16 123.17 -0.02 0.00 14 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
n17_greece Revolutionary Organization 17 November (1975-2002) 30 52 3.47 3.26 4.85 2.18 -0.39 0.00 4 0.73 Undirected Bipartite 6 2026-10-25 Social Offline Unweighted Temporal Projection
national_public_transport National public transport networks (2026) 439,081 805,836 1.84 2.54 15.92 54546.88 0.34 0.14 206 0.99 Directed Unipartite 9 2026-10-31 Transportation Public Transport Spatial Multilayer Weighted Multigraph Metadata
ncaa_basketball_2017 NCAA men's basketball tournament teams (2016-2017) 60 260 4.33 5.52 7.50 5.58 0.34 0.47 5 0.93 Directed Unipartite 1 2026-10-25 Social Sports Multigraph Timestamps
ndc_drugs FDA National Drug Code directory (2017) 118,475 227,494 3.84 43.93 90.31 5904.75 -0.17 0.00 24 0.67 Undirected Bipartite 2 2026-10-25 Public Health Chemical Unweighted Timestamps Metadata
ndrangheta_summits 'Ndrangheta summits (2007-2009) 203 455 4.48 4.54 7.68 34.77 -0.34 0.00 10 0.98 Undirected Bipartite 1 2026-10-25 Social Offline Unweighted
nematode_mammal Global helminth–host associations (NHM, 2018) 30,516 146,683 9.61 33.31 33.83 511.13 0.03 0.00 24 0.86 Undirected Bipartite 1 2020-09-26 Biological Food web Unweighted Metadata
netflix_prize Netflix Prize ratings (1998-2005) 497,959 100,480,507 403.57 3363.30 5022.55 1.43 -0.39 0.00 5 1.00 Undirected Bipartite 2 2026-10-28 Social Online Preferences Weighted Timestamps Metadata
netscience Scientific collaborations in network science (2006) 1,589 2,742 3.45 3.47 18.02 329.88 0.46 0.69 17 0.24 Undirected Unipartite 1 2020-08-11 Social Collaboration Weighted Projection
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 2026-10-27 Social Communication Biological Metabolic Informational Citation Unweighted
network_scientists Co-authorships among network scientists (1998-2019) 52,406 329,181 12.56 47.70 392.59 2079.06 0.99 0.98 24 0.63 Undirected Unipartite 1 2026-10-25 Social Collaboration Projection Unweighted
new_guinea_tribes New Guinea Highlands tribes (1954) 16 58 7.25 1.75 6.65 1.47 0.05 0.53 3 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Signed
new_spain_roads Travel routes in 18th century New Spain 230 245 2.13 0.98 1.74 853.58 -0.22 0.08 35 0.97 Undirected Unipartite 1 2026-10-25 Transportation Roads Weighted Spatial
new_zealand_collab New Zealand scientific collaborations (2015) 1,511 4,273 5.66 23.64 35.99 4.53 -0.34 0.06 6 0.97 Undirected Unipartite 1 2020-08-11 Social Collaboration Weighted
newcomb_fraternity Newcomb fraternity preference rankings (1956) 17 272 16.00 0.00 15.00 inf nan 0.97 1 1.00 Directed Unipartite 16 2026-10-25 Social Offline Weighted Signed Temporal
newsgroups_words 20 Newsgroups word occurrences (1995) 16,342 65,451 8.01 64.48 77.29 4.58 -0.60 0.00 6 1.00 Undirected Bipartite 1 2026-10-25 Text Online Unweighted Metadata
nfl_2009 NFL games (2009) 32 266 8.31 0.89 12.27 2.02 -0.05 0.61 2 1.00 Directed Unipartite 1 2026-10-25 Social Sports Weighted Multigraph Metadata
nft_trades NFT trades on Ethereum and WAX (2017-2021) 5,211,187 12,142,054 2.33 174.61 184.70 482.61 -0.03 0.00 20 0.58 Directed Bipartite 2 2026-10-31 Economic Cryptocurrency Commerce Bipartite Multigraph Timestamps Metadata
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 2026-10-25 Informational Web graph Unweighted Timestamps Multigraph
nokia_investors Nokia investor trading correlations (1998-2002) 2,821 6,653,266 4716.96 4159.15 1500.78 1.91 0.04 0.84 2 1.00 Undirected Unipartite 3 2026-10-25 Economic Weighted Temporal Multigraph Metadata
noordin_top Noordin Top terrorist network (2006) 79 175 4.43 6.36 12.42 4.59 -0.06 0.67 7 0.47 Undirected Unipartite 10 2026-10-25 Social Offline Unweighted
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 2020-08-11 Informational Web graph Unweighted
november17 November17 members (2009) 22 66 6.00 3.58 6.78 2.67 -0.25 0.53 4 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Unweighted Metadata
npm_dependencies npm software dependency network (2016) 154,744 517,098 3.34 88.06 119.72 343.25 -0.14 0.00 21 0.97 Directed Unipartite 1 2026-10-25 Technological Software Unweighted Metadata
obo_ontologies Gene Ontology, Human Phenotype Ontology, Mondo and Uberon ontologies (OBO, 2004-2026) 59,125 117,320 1.98 27.02 21.30 748.54 -0.04 0.00 41 1.00 Directed Unipartite 58 2026-10-31 Biological Informational Unweighted Multigraph Metadata
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 2026-10-25 Informational Language Unweighted Metadata
offshore_leaks ICIJ Offshore Leaks database 2,016,523 3,339,267 1.66 53.93 195.10 14330.09 -0.03 0.00 35 0.47 Directed Unipartite 1 2026-10-27 Economic Social Offline Unweighted Multigraph Metadata
offsides_twosides OFFSIDES and TWOSIDES drug side effects and interactions (FAERS) 17,272 3,206,557 371.30 878.53 1266.38 1.61 -0.39 0.00 5 1.00 Undirected Bipartite 2 2026-10-31 Biological Drug interactions Public Health Weighted Multigraph Metadata
ogbl_biokg Biomedical knowledge graph BioKG (ogbl-biokg, 2020) 93,773 5,088,434 54.26 686.06 528.49 143.10 -0.08 0.31 10 1.00 Directed Unipartite 1 2026-10-31 Biological Informational Drug interactions Protein interactions Unweighted Multigraph Metadata
ogbl_citation2 Microsoft Academic Graph citations (ogbl-citation2, 2020) 2,927,963 30,561,187 10.44 43.00 193.44 442.64 -0.01 0.06 28 1.00 Directed Unipartite 1 2026-10-27 Informational Citation Unweighted Metadata
ogbl_ppa Protein associations of 58 species (ogbl-ppa, 2020) 576,289 30,326,273 105.25 142.32 916.36 95.38 0.47 0.32 15 1.00 Undirected Unipartite 1 2026-10-28 Biological Protein interactions 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 2026-10-27 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 2026-10-27 Informational Citation Unweighted Metadata
ogbn_mag Microsoft Academic Graph, heterogeneous subset (ogbn-mag, 2020) 1,939,743 21,111,007 10.88 591.72 889.06 53.64 -0.03 0.00 6 1.00 Directed Unipartite 1 2026-10-27 Informational Citation Social Collaboration Academic graph Unweighted Metadata
ogbn_products Amazon product co-purchases (ogbn-products) 2,449,029 61,859,140 50.52 95.90 376.04 251318.22 -0.04 0.13 29 0.97 Undirected Unipartite 1 2026-10-28 Economic Commerce Unweighted Metadata
ogbn_proteins Protein associations of 8 species (ogbn-proteins, 2020) 132,534 39,561,252 597.00 621.48 2291.21 28.57 0.36 0.28 10 1.00 Undirected Unipartite 1 2026-10-28 Biological Protein interactions Weighted Metadata
omnipath OmniPath molecular interactions (2018-2026) 56,444 2,071,155 36.69 342.36 451.99 51.80 -0.23 0.06 12 0.41 Directed Unipartite 24 2026-10-31 Biological Protein interactions Gene regulation Signed Unweighted Multigraph Metadata
open_payments Open Payments: industry payments to US health care providers (2019-2025) 1,025,628 16,131,856 15.73 2356.32 789.13 86.01 -0.21 0.00 10 1.00 Directed Bipartite 7 2026-10-28 Economic Public Health Bipartite Multigraph Weighted Temporal Timestamps Metadata
open_targets_associations Open Targets target-disease associations (2021-2026) 59,444 17,459,960 587.44 1363.96 2512.23 2.18 -0.33 0.00 6 1.00 Undirected Bipartite 7 2026-10-31 Biological Weighted Bipartite Metadata
openalex_cocitations Co-citations of highly cited papers in five fields (OpenAlex, 2024) 59,287 124,659 4.21 14.64 25.93 633.61 -0.05 0.00 34 1.00 Undirected Bipartite 5 2026-10-27 Informational Citation Unweighted Metadata
openflights Openflights airport network 3,214 66,771 20.78 109.43 68.15 51.53 0.00 0.34 12 0.99 Directed Unipartite 1 2020-08-11 Transportation Airport Weighted Multigraph
openlegaldata_citations German court decision citations (Open Legal Data, 2019, 2026) 497,040 3,833,034 7.71 304.73 397.59 1286.57 -0.11 0.00 22 0.93 Directed Unipartite 2 2026-10-31 Informational Citation Legal Weighted Metadata
opensanctions OpenSanctions persons and companies of interest (2026) 1,801,650 1,525,805 0.85 21.58 57.08 33582.35 -0.05 0.00 70 0.36 Directed Unipartite 1 2026-10-31 Social Economic Political Affiliation Multigraph Unweighted Metadata
opensky_flights OpenSky airport networks (2019-2021) 13,269 284,004 21.40 98.61 200.21 64.62 0.03 0.22 11 0.99 Directed Unipartite 36 2026-10-27 Transportation Airport Weighted Temporal Metadata
opensky_flights_full OpenSky airport networks, non-commercial release (2019-2022) 13,651 302,246 22.14 100.32 198.41 37.46 0.02 0.21 11 1.00 Directed Unipartite 48 2026-10-27 Transportation Airport Weighted Temporal Metadata
openstreetmap U.S. OpenStreetMap roads (2018) 374,570 973,678 2.60 1.88 3.96 1413820.34 0.21 0.03 846 0.97 Directed Unipartite 91040 2020-08-11 Transportation Roads Multigraph Unweighted
oregon_as Oregon Route Views AS graphs (2001) 11,461 32,731 5.71 35.21 72.23 33.75 -0.16 0.04 9 1.00 Undirected Unipartite 18 2026-10-25 Technological Communication Unweighted Temporal
packet_delays Internet packet delays (2002) 10 9,567 956.70 124.82 10.00 0.29 0.02 0.89 1 1.00 Directed Unipartite 1 2020-08-12 Technological Communication Weighted
paris_transportation Paris Transportation (2016) 15,497 51,931 3.35 4.36 12.88 6145.42 0.19 0.17 114 0.99 Directed Unipartite 1 2020-08-11 Transportation Public Transport Multilayer Unweighted
parker_asher_classrooms Parker and Asher elementary school friendships (1993) 24 161 6.71 2.53 8.44 5.13 -0.11 0.59 3 1.00 Directed Unipartite 3 2026-10-25 Social Offline Unweighted Metadata
parlnet Bill cosponsorship in European parliaments (parlnet, 1983-2015) 663 25,730 38.81 62.65 101.71 6.24 -0.10 0.41 5 1.00 Directed Unipartite 150 2026-10-27 Political Social Governance Weighted Metadata
patentsview U.S. patents: citations, inventors, assignees and classes (PatentsView, 1976-2026) 13,228,767 22,884,194 3.46 9.31 157.46 11566.59 -0.03 0.00 52 0.82 Undirected Bipartite 5 2026-10-31 Informational Citation Collaboration Affiliation Bipartite Unweighted Metadata
paul_revere Paul Revere's Boston organisations (1775) 261 334 2.56 8.90 6.43 18.88 -0.82 0.00 6 1.00 Undirected Bipartite 2 2026-10-25 Social Affiliation Unweighted Projection Political
pchic_blood_cells Promoter Capture Hi-C in 17 human blood cell types (2016) 769,334 10,554,701 13.72 88.44 243.53 5477.64 -0.70 0.11 12 1.00 Directed Unipartite 4 2026-10-31 Biological Genetic Weighted Metadata
peeringdb PeeringDB interconnection network (2010-2026) 78,268 176,269 4.50 22.59 80.99 91.24 -0.08 0.01 16 0.64 Undirected Unipartite 196 2026-10-31 Technological Unweighted Multigraph Metadata
penguins_kyoto Penguins of Kyoto Aquarium relationships (2020) 59 139 2.36 2.27 3.16 13.40 0.18 0.19 9 1.00 Directed Unipartite 1 2026-10-25 Social Animal Multilayer Unweighted Metadata
petster Catster/Dogster pet social network (2016) 623,766 15,699,276 50.34 469.04 1189.48 74405.92 -0.09 0.03 15 0.96 Undirected Unipartite 1 2020-08-11 Social Online Unweighted
pgp_2004 PGP web of trust (2004) 10,680 24,316 4.55 8.08 41.03 288.47 0.24 0.38 24 1.00 Undirected Unipartite 1 2026-10-25 Social Online Unweighted
pgp_strong PGP web of trust (2009) 39,796 301,498 7.58 36.51 101.60 6430.29 0.03 0.29 21 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
physician_trust Physician trust network (1966) 241 1,098 4.56 4.88 8.88 3.58 -0.01 0.27 5 0.49 Directed Unipartite 1 2020-08-11 Social Offline Unweighted Metadata Multilayer
physics_collab Multilayer physicist collaborations (2015) 14,488 59,026 8.15 13.67 47.00 918.69 0.19 0.35 18 0.61 Undirected Unipartite 2 2020-08-11 Social Collaboration Weighted Multilayer Projection
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 2026-10-25 Informational Weighted Metadata
pira_gill Provisional IRA members (1970-1998) 526 1,025 3.90 4.03 9.28 221.13 -0.10 0.39 17 0.74 Undirected Unipartite 5 2026-10-25 Social Offline Unweighted Temporal Metadata
plant_fungus_japan Japanese plant-root fungal associations (2018) 8,307 30,610 7.37 33.23 57.70 8.38 -0.50 0.00 7 1.00 Undirected Bipartite 9 2026-10-25 Biological Weighted Metadata
plant_hypocotyl Plant hypocotyl cellular connectivity (2017) 4,417 21,867 9.90 4.73 11.98 384.43 0.06 0.32 22 1.00 Undirected Unipartite 24 2026-10-25 Biological Weighted Metadata
plant_pol_petanidou Petanidou plant-pollinator web (1983-1987) 797 2,933 7.36 11.75 19.25 4.82 -0.34 0.00 6 0.99 Undirected Bipartite 1 2026-10-25 Biological Food web Unweighted Metadata
platynereis_connectome Platynereis dumerilii larval connectome (2025) 2,675 14,066 5.26 12.33 23.27 18.53 0.03 0.11 12 1.00 Directed Unipartite 1 2026-10-25 Biological Connectome Weighted Metadata
pokec Pokec online social network (2012) 1,632,804 30,622,564 18.75 59.53 129.12 1014.17 0.00 0.06 14 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
pokemon Pokémon moves and encounter locations (1996-2026) 2,359 117,127 99.30 175.17 31.58 19.17 -0.11 0.00 9 0.97 Undirected Bipartite 2 2026-10-25 Fictional Unweighted Multigraph 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 2020-08-11 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 2020-08-11 Informational Relatedness Unweighted Metadata
polecat_events Political events between actors (POLECAT, 2018-2024) 91,314 1,996,186 21.86 1081.24 318.37 25.51 -0.07 0.35 9 0.97 Directed Unipartite 1 2026-10-27 Social Political Conflict Unweighted Multigraph Timestamps Metadata
political_actors Political actor network (1989) 14 28 4.00 1.46 3.39 6.23 -0.28 0.52 4 1.00 Undirected Unipartite 1 2026-10-25 Social Political Unweighted Metadata
pond_frog_populations Pond frog population genetic differentiation (2014) 27 351 26.00 0.00 25.00 inf nan 1.00 1 1.00 Undirected Unipartite 1 2026-10-25 Biological Genetic Weighted
portland_contacts Synthetic contact network of Portland, Oregon 1,615,860 31,213,500 38.63 33.10 99.34 64.35 0.29 0.39 15 0.98 Undirected Unipartite 1 2026-10-28 Social Offline Public Health Unweighted
power Western US Power Grid 4,941 6,594 2.67 1.79 6.23 3689.25 0.00 0.10 46 1.00 Undirected Unipartite 1 2020-08-11 Technological Power grid Unweighted
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 2026-10-25 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 2026-10-27 Biological Informational Unweighted Multigraph Metadata
prison_gagnon Prison inmate friendships (1960) 67 182 2.72 2.71 4.36 10.41 0.17 0.31 7 1.00 Directed Unipartite 1 2026-10-25 Social Offline Unweighted
pristionchus_pharynx Pristionchus pacificus pharyngeal neurons (2013) 54 511 9.46 22.73 8.30 5.35 -0.35 0.22 4 1.00 Directed Unipartite 2 2026-10-25 Biological Connectome Unweighted Multigraph Metadata
product_space Atlas of Economic Complexity export network 866 2,532 5.85 7.87 24.41 144.18 0.46 0.43 21 1.00 Undirected Unipartite 2 2021-12-25 Economic Trade Weighted Projection Metadata
prosper Prosper user loans (2005-2011) 89,269 3,394,979 38.03 145.96 327.23 5.28 -0.07 0.00 8 1.00 Directed Unipartite 1 2020-08-11 Social Online Economic Weighted Multigraph Timestamps Metadata
psi Plant Photosystem I excitation energy transfer network (2020) 192 29,390 153.07 73.83 184.29 0.27 -0.09 0.99 2 1.00 Directed Unipartite 1 2023-02-19 Biological Weighted
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 2026-10-28 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 2026-10-27 Informational Citation Unweighted Metadata Text
pubtator3_relations PubTator3 biomedical relations mined from PubMed 618,545 40,411,999 65.33 3332.10 1625.65 55.76 -0.03 0.44 11 0.99 Directed Unipartite 1 2026-10-31 Biological Informational Unweighted Multigraph Metadata
pypsa_eur_grid European high-voltage grid from OpenStreetMap (PyPSA-Eur, 2024-2026) 6,863 10,146 2.96 1.72 2.89 7770.77 0.14 0.04 89 1.00 Undirected Unipartite 7 2026-10-27 Technological Power grid Spatial Weighted Multigraph Metadata
python_dependency Python Dependency Network 58,743 108,399 1.85 151.32 61.27 136.90 -0.21 0.00 12 0.99 Directed Unipartite 1 2020-08-11 Technological Software Unweighted
qa_user User interactions on Q&A websites (2016, 2024) 2,601,977 63,497,050 24.40 436.50 713.99 47.91 0.25 0.04 11 0.99 Directed Unipartite 32 2020-08-11 Social Online Unweighted Timestamps
quakers Early Quaker social network (17th century) 119 174 2.92 3.45 5.55 10.14 -0.03 0.17 8 0.81 Undirected Unipartite 1 2026-10-25 Social Offline Unweighted Metadata
ragusa_genealogy Ragusan nobility genealogy (12th-16th century) 5,999 11,317 1.89 2.73 5.18 439.49 -0.09 0.24 31 1.00 Directed Unipartite 2 2026-10-25 Social Relatedness Unweighted Metadata
railway_delays Italian and Chinese railway networks with delays (2020-2024) 2,415 8,556 7.09 7.24 20.67 310.62 0.19 0.29 16 0.98 Undirected Unipartite 2 2026-10-26 Transportation Spatial Unweighted Metadata
rat_brain_bams Rat brain BAMS connectome (2011-2013) 503 27,667 55.00 155.72 166.31 0.86 -0.59 0.35 3 1.00 Directed Unipartite 3 2026-10-25 Biological Connectome Weighted
reactome Reactome human protein interactions (2014) 6,327 147,547 46.64 66.81 207.04 170.67 0.25 0.61 24 0.94 Undirected Unipartite 1 2020-08-11 Biological Protein interactions Unweighted Metadata
reality_mining Reality mining proximity network (2004) 96 1,086,404 22633.42 21814.46 58.67 19.34 0.47 0.84 3 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Unweighted Timestamps
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 2026-10-27 Informational Online Unweighted Metadata
reddit_graphsage Reddit posts linked by common commenters (GraphSAGE, 2014) 232,965 57,307,946 491.99 799.82 2358.81 50.36 0.11 0.24 8 1.00 Undirected Unipartite 2 2026-10-28 Social Online Projection Unweighted Metadata
reddit_hyperlinks Reddit subreddit hyperlinks (2014-2017) 67,180 858,488 12.78 280.56 239.07 440.71 -0.01 0.31 14 0.98 Directed Unipartite 2 2026-10-27 Social Online Communication Signed Multigraph Timestamps
reef_fish_atlantic Western Atlantic reef fish communities (2014) 185 1,239 13.39 17.10 26.16 1.44 -0.78 0.00 4 1.00 Undirected Bipartite 3 2026-10-25 Biological Weighted Metadata
regulondb RegulonDB E. coli transcriptional regulatory networks (2026) 3,112 7,351 2.36 21.64 24.14 47.41 -0.34 0.00 9 0.97 Directed Bipartite 13 2026-10-27 Biological Gene regulation Unweighted Metadata
residence_hall ANU Residence Hall network 217 2,672 12.31 11.13 20.34 5.92 0.12 0.34 4 1.00 Directed Unipartite 1 2020-08-11 Social Offline Weighted
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 2020-08-11 Informational Language Bipartite Weighted Metadata
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 2026-10-25 Informational Language Weighted Timestamps Metadata
rhea_reactions Rhea biochemical reactions (2026) 33,814 90,303 2.67 75.35 88.96 34.99 -0.15 0.00 14 0.99 Directed Bipartite 2 2026-10-31 Biological Metabolic Chemical Unweighted Bipartite Metadata
rhesus_monkey Rhesus monkey grooming (1963) 16 111 6.94 5.10 8.39 1.25 -0.04 0.67 2 1.00 Directed Unipartite 1 2020-08-11 Social Animal Weighted Metadata
roadnet U.S. roads (CA, PA, TX) 1,971,281 5,533,214 5.61 2.01 3.32 1062213.81 0.13 0.05 857 0.99 Undirected Unipartite 3 2020-08-11 Transportation Roads Unweighted
rocketfuel Rocketfuel ISP topologies (2002-2003) 11,800 14,293 2.42 5.70 16.79 849.39 -0.45 0.01 18 1.00 Undirected Unipartite 17 2026-10-27 Technological Communication Weighted 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 2026-10-25 Informational Language Unweighted Metadata
roman_roads Roads of the Roman Empire (Itiner-e, 2024) 10,406 14,769 2.84 0.84 2.84 109221.01 0.13 0.08 316 0.87 Undirected Unipartite 1 2026-10-27 Transportation Roads Spatial Weighted Multigraph Metadata
rome_roads Rome road network (1999) 3,353 8,870 2.65 1.82 2.55 1123.30 0.21 0.03 54 1.00 Directed Unipartite 1 2026-10-25 Transportation Roads Weighted Spatial
route_views Route Views AS graphs (1997-1998) 6,474 13,895 4.29 25.08 36.22 29.35 -0.16 0.01 9 1.00 Undirected Unipartite 733 2020-08-11 Technological Communication Unweighted Temporal
rt_retweets Twitter retweet networks from the Network Repository (2009-2012) 1,112,702 2,278,852 4.10 16.38 68.04 648.57 -0.02 0.00 18 1.00 Undirected Unipartite 33 2026-10-27 Social Online Unweighted Multigraph Timestamps
russian_trade Medieval Russian river trade network (1978) 39 53 2.72 1.11 2.20 19.18 0.14 0.05 8 1.00 Undirected Unipartite 1 2026-10-25 Economic Trade Unweighted Spatial
russian_troll_mentions Russian troll Twitter mentions (2012-2018) 1,245 2,974 2.39 14.19 17.87 315.59 -0.34 0.06 15 0.92 Directed Unipartite 1 2026-10-25 Social Online Weighted Metadata
sa_companies South African company directors (1905) 11 13 2.36 0.98 1.63 5.88 -0.22 0.00 6 1.00 Undirected Bipartite 1 2020-08-11 Social Affiliation Bipartite Unweighted Metadata
sampson_monastery Sampson's monastery (1968) 25 430 17.20 17.93 13.19 1.64 0.06 0.68 2 1.00 Directed Unipartite 2 2026-10-25 Social Offline Signed Weighted Timestamps Metadata
sanak_food_webs Sanak Archipelago food webs with humans (2016) 513 6,774 13.20 26.41 48.29 3.28 -0.11 0.19 5 1.00 Directed Unipartite 2 2026-10-25 Biological Food web Unweighted Metadata
sawmill Sawmill communication network (1997) 36 62 3.44 2.15 3.49 11.08 -0.07 0.23 8 1.00 Undirected Unipartite 1 2026-10-25 Social Offline Unweighted Metadata
sawmill_strike Informal communication in a sawmill on strike (1997) 24 38 3.17 1.34 2.62 20.04 -0.03 0.35 6 1.00 Undirected Unipartite 1 2026-10-25 Social Offline Unweighted Metadata
saxena_terror_india Jammu and Kashmir terrorist organizations (2000-2003) 25 64 5.12 3.77 6.23 2.38 -0.32 0.40 4 1.00 Undirected Unipartite 4 2026-10-25 Social Offline Unweighted Temporal
scigrid_gas European gas transmission network (SciGRID_gas IGGIELGN, 2021) 4,804 6,263 2.61 1.66 3.71 9481.84 0.21 0.06 131 1.00 Undirected Unipartite 3 2026-10-27 Technological Spatial Weighted Multigraph Metadata
scn_functional_networks Mouse suprachiasmatic nucleus functional networks (2016) 541 1,686 6.23 7.46 17.87 54.09 0.37 0.36 14 0.70 Undirected Unipartite 5 2026-10-25 Biological Connectome Weighted Metadata
scotland_interlocks Scottish corporate interlocks (1904-1905) 244 358 2.93 2.04 4.58 96.18 -0.17 0.00 14 0.89 Undirected Bipartite 1 2026-10-25 Economic Affiliation 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 2020-09-26 Informational Legal Unweighted Metadata Temporal
se_asian_terrorists Southeast Asian terrorist attack series (2005) 108 38 0.70 1.91 4.67 3.11 -0.12 0.49 4 0.16 Undirected Unipartite 7 2026-10-25 Social Offline Weighted
sec_13f_holdings Institutional investment manager holdings (SEC Form 13F, 2013-2026) 44,022 2,464,092 111.95 772.86 726.67 73.09 -0.14 0.00 7 1.00 Undirected Bipartite 54 2026-10-31 Economic Commerce Bipartite Multigraph Weighted Metadata
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 2026-10-25 Informational Web graph Unweighted Temporal
sider SIDER drug side effects and indications (2015) 7,553 309,849 82.05 198.09 225.99 3.92 -0.20 0.00 7 1.00 Undirected Bipartite 5 2026-10-27 Biological Drug interactions Unweighted Multigraph Metadata
signed_biological Signed gene regulatory and signalling networks (2010) 1,461 3,215 4.40 16.58 20.82 34.09 -0.35 0.01 9 0.94 Undirected Unipartite 4 2026-10-25 Biological Gene regulation Signed
signed_social_media Epinions and Slashdot signed social networks (2008-2009) 131,828 841,372 6.38 60.55 240.57 119.18 -0.04 0.11 16 0.90 Directed Unipartite 4 2026-10-25 Social Online Signed
signed_social_relations Signed social relations in small groups and the US Senate (1952-2004) 100 2,461 49.22 12.62 51.36 1.02 -0.07 0.57 2 1.00 Undirected Unipartite 3 2026-10-25 Social Offline Political Signed
siren_togo Siren and Togo stolen vehicle networks (1998-1999) 44 103 4.68 5.52 7.35 12.60 -0.47 0.41 4 1.00 Undirected Unipartite 2 2026-10-25 Social Communication Unweighted
sister_cities Sister cities (Wikidata) 14,274 20,573 2.88 4.30 25.00 217.11 0.39 0.11 25 0.72 Undirected Unipartite 2 2026-10-27 Social Offline Relationships Unweighted Metadata
skitter_routers_2003 Skitter router-level Internet (2003) 192,244 609,066 6.34 14.14 106.63 18878.77 0.02 0.06 26 0.99 Undirected Unipartite 1 2026-10-25 Technological Communication Unweighted
slashdot_threads Slashdot thread replies (2007) 51,083 140,778 2.76 23.21 45.57 69.58 -0.03 0.01 17 1.00 Directed Unipartite 1 2020-08-11 Social Communication Unweighted Multigraph Timestamps
slashdot_zoo Slashdot Zoo friend-foe network (2009) 79,120 515,397 6.51 43.99 127.57 60.58 -0.06 0.04 12 1.00 Directed Unipartite 1 2020-08-11 Social Online Signed
slashdot_zoo_snap Slashdot Zoo social network (2008-2009) 82,168 948,464 11.54 73.15 133.85 66.95 -0.05 0.03 13 1.00 Directed Unipartite 2 2026-10-25 Social Online Unweighted
slovene_parties Slovene parliamentary parties (1994) 10 45 9.00 0.00 8.00 0.03 nan 1.00 1 1.00 Undirected Unipartite 1 2026-10-25 Social Political Signed Weighted Metadata
slovenian_cs_collab Slovenian computer scientists collaborations (2010) 961 1,925 4.01 12.96 8.06 96.91 0.14 0.45 13 0.25 Undirected Unipartite 1 2026-10-25 Social Collaboration Unweighted Multigraph
slovenian_magazines Slovenian magazine readership (1999-2000) 124 6,096 98.32 22.73 101.90 0.52 -0.20 0.85 2 1.00 Undirected Unipartite 1 2026-10-25 Social Preferences Weighted Projection Metadata
slumlords Slumlord collusion (2010) 22 15 1.36 0.83 1.00 0.03 -0.67 0.00 2 0.23 Undirected Bipartite 7 2026-10-25 Social Offline Unweighted Projection
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 2020-08-11 Online Social Collaboration Informational Relatedness Unweighted Metadata
soccer_passing Soccer passing networks (Wyscout, 2016-2018) 602 13,796 22.92 29.07 15.23 0.91 0.47 0.86 2 0.04 Directed Unipartite 7 2026-10-27 Social Offline Sports Weighted Multigraph Timestamps Metadata
social_dimensions BlogCatalog, Flickr and YouTube friendships with groups (2009) 1,138,499 2,990,443 5.25 50.67 185.14 492.50 -0.04 0.01 24 1.00 Undirected Unipartite 3 2026-10-25 Social Online Unweighted Metadata
social_location Location-based social networks 196,591 1,900,654 19.34 107.16 159.86 160.56 -0.03 0.02 16 1.00 Undirected Unipartite 2 2020-08-11 Social Online Spatial
socnet_coauthors Social Networks journal coauthorships (2008) 475 625 2.63 2.15 8.09 468.24 0.35 0.61 17 0.25 Undirected Unipartite 1 2026-10-25 Social Collaboration Weighted Projection Metadata
software_callgraphs Software class collaboration and call graphs (2002) 5,420 11,460 2.11 15.67 16.82 109.12 -0.07 0.01 17 0.98 Directed Unipartite 6 2026-10-25 Technological Software Unweighted Metadata
software_dependencies Software dependencies (2010) 6,488 150,985 23.27 479.26 129.28 15.74 -0.22 0.02 7 0.99 Directed Unipartite 16 2021-12-25 Technological Software Unweighted Multigraph Metadata
software_documentation Java software documentation networks (2010) 2,089 7,934 3.80 9.97 21.78 290.93 -0.07 0.16 9 0.49 Directed Unipartite 4 2026-10-25 Technological Software Unweighted
sp_baboons Baboons' interactions (2020) 23 3,197 139.00 207.87 16.00 2.23 0.23 0.85 4 1.00 Directed Unipartite 2 2021-08-07 Social Animal Offline Unweighted Weighted Temporal Metadata
sp_colocation Social co-locations (2018) 403 1,417,485 7034.67 4468.01 370.80 0.89 0.11 0.97 2 1.00 Undirected Unipartite 6 2021-08-07 Social Offline Unweighted Weighted Temporal Metadata
sp_high_school High school temporal contacts (2013) 329 188,508 1145.95 879.50 40.12 88.29 0.47 0.61 4 0.99 Undirected Unipartite 4 2020-08-11 Social Offline Unweighted Weighted Temporal Metadata
sp_high_school_new High school dynamic contacts (2011-2012) 180 45,047 500.52 491.43 29.01 45.58 0.57 0.59 4 1.00 Undirected Unipartite 2 2020-08-11 Social Offline Unweighted Temporal Metadata
sp_hospital Hospital ward dynamic contacts (2010) 75 32,424 864.64 956.79 35.91 3.44 0.09 0.75 3 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Unweighted Temporal Metadata
sp_hypertext Hypertext 2009 dynamic contact network 113 20,818 368.46 322.99 45.63 13.09 0.32 0.55 3 1.00 Undirected Unipartite 2 2020-08-11 Social Offline Unweighted Temporal
sp_infectious Art exhibit dynamic contacts (2009) 10,972 415,912 75.81 68.50 23.51 195.54 0.71 0.53 9 0.04 Undirected Unipartite 70 2020-08-11 Social Offline Unweighted Weighted Temporal
sp_kenyan_households Kenyan households contacts (2012) 47 32,643 1389.06 1229.28 22.98 5.12 0.27 0.74 3 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Unweighted Temporal Metadata
sp_malawi_village Rural Malawi village contacts (2019-2020) 86 102,293 2378.91 1821.35 10.67 2141.77 0.55 0.47 5 0.98 Undirected Unipartite 1 2026-10-25 Social Offline Temporal Timestamps Multigraph Unweighted
sp_office Workplace contacts (2013) 92 9,827 213.63 194.76 18.72 19.35 0.50 0.46 3 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Weighted Temporal Metadata
sp_office_2015 Workplace contacts (2015) 232 78,249 674.56 528.42 45.01 8.03 0.28 0.55 5 0.94 Undirected Unipartite 1 2026-10-25 Social Offline Temporal Timestamps Multigraph Unweighted Metadata
sp_primary_school Primary school dynamic contacts (2009) 242 125,773 1039.45 517.65 79.14 13.15 0.35 0.75 3 1.00 Undirected Unipartite 3 2020-08-11 Social Offline Weighted Temporal Metadata
sp_sfhh_conference SFHH conference contacts (2009) 403 70,261 348.69 377.35 64.36 13.43 0.41 0.49 4 1.00 Undirected Unipartite 1 2026-10-25 Social Offline Temporal Timestamps Multigraph Unweighted
sp_south_african_households South African household contacts (2020-2021) 340 70,271 413.36 471.36 6.00 0.78 0.64 0.56 1 0.02 Undirected Unipartite 1 2026-10-25 Social Offline Temporal Timestamps Multigraph Unweighted Metadata
spanish_cocaine Spanish cocaine trafficking groups (2007-2009) 51 93 3.65 3.17 5.12 17.57 -0.24 0.27 7 1.00 Undirected Unipartite 4 2026-10-25 Social Communication Weighted
spanish_highschools Spanish high schools (2023) 702 11,960 17.04 25.27 48.44 195.60 0.02 0.38 6 1.00 Directed Unipartite 13 2023-04-27 Social Offline Weighted Metadata
sparrow_populations House sparrow island population differentiation (2014) 15 105 14.00 0.00 13.00 inf nan 1.00 1 1.00 Undirected Unipartite 1 2026-10-25 Biological Genetic Weighted
splotopen sPlotOpen global vegetation plots (1888-2015) 137,633 1,943,306 28.24 95.67 194.32 99.76 -0.17 0.00 12 1.00 Undirected Bipartite 1 2026-10-31 Biological Ecological Weighted Bipartite Multigraph Metadata
spotted_hyenas Spotted hyena clan associations (2012) 36 585 32.50 4.41 32.08 0.51 -0.07 0.96 2 1.00 Undirected Unipartite 1 2026-10-25 Social Animal Offline Weighted
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 2026-10-25 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 2026-10-25 Informational Online Folksonomy Unweighted Timestamps Metadata
stackexchange_threads Stack Exchange question threads (2008-2017) 13,981,325 25,578,226 3.66 34.25 45.99 413.29 -0.04 0.00 27 0.94 Undirected Bipartite 4 2026-10-27 Social Online Collaboration Unweighted Timestamps Metadata
stackoverflow Stack Overflow favorites (2011) 641,876 1,302,040 4.06 25.07 88.46 136.55 -0.05 0.00 20 0.94 Undirected Bipartite 1 2020-08-11 Economic Preferences 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 2021-08-07 Informational Web graph Unweighted
star_wars Star Wars character networks (1977-2015) 113 817 14.46 13.57 23.75 4.46 -0.24 0.44 5 1.00 Undirected Unipartite 25 2026-10-25 Social Fictional Weighted Metadata
statsbomb StatsBomb soccer passing networks 2,126 188,707 88.76 485.60 43.21 33.18 0.42 0.74 6 0.99 Directed Unipartite 24 2026-10-27 Social Offline Sports Weighted Multigraph Timestamps Metadata
steam Steam video game reviews, ownership and bundles (2010-2018) 2,842,673 7,793,069 2.74 221.27 291.57 26.00 -0.13 0.00 12 1.00 Directed Bipartite 4 2026-10-28 Social Online Preferences Bipartite Multigraph Timestamps Metadata
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 2026-10-25 Informational Language Unweighted Metadata
stitch_chemicals STITCH chemical-chemical and protein-chemical associations (2015) 806,234 15,473,939 38.39 659.94 2692.45 51.29 -0.36 0.00 8 1.00 Undirected Bipartite 8 2026-10-28 Biological Chemical Drug interactions Weighted Metadata
strayer_preschool Strayer preschool dominance (1976) 19 73 3.84 4.09 6.52 1.73 0.03 0.51 3 1.00 Directed Unipartite 2 2026-10-25 Social Offline Weighted
strayer_rhesus_macaques Strayer rhesus macaque dominance (1980) 30 624 20.80 5.16 28.00 0.50 0.06 0.99 1 1.00 Directed Unipartite 1 2026-10-25 Social Animal Weighted Metadata
string_ppi STRING protein association networks (2025) 27,462 7,659,944 557.86 627.69 1358.60 5.80 0.05 0.22 7 0.95 Undirected Unipartite 56 2026-10-27 Biological Protein interactions Weighted Metadata
student_cooperation Student cooperation (2012) 185 360 3.89 1.68 3.38 153.60 0.37 0.49 17 0.76 Undirected Unipartite 1 2020-08-11 Social Offline Multigraph Unweighted
student_government Ljubljana student government communication (1992) 11 41 3.73 2.27 5.16 1.59 -0.04 0.61 3 1.00 Directed Unipartite 6 2026-10-25 Social Communication Unweighted Metadata
suffragettes UK suffragette movement (1906-1914) 1,614 1,996 2.47 6.48 7.66 47.52 -0.28 0.00 15 0.86 Undirected Bipartite 13 2026-10-25 Social Offline Weighted Temporal Projection Political
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 2026-10-25 Informational Relatedness Unweighted Metadata
swingers Swingers and parties (2013) 96 232 2.42 5.19 7.46 5.19 -0.34 0.00 7 1.00 Directed Bipartite 1 2020-08-11 Social Offline Unweighted
swissrailnet Swiss railway network, four representations (2025) 1,626 37,945 23.34 38.67 49.76 67.09 0.11 0.54 7 0.98 Directed Unipartite 5 2026-10-27 Transportation Public Transport Spatial Weighted Multigraph Timestamps Metadata
teenage_friends Teenage Friends and Lifestyle Study (1995-1997) 160 586 3.66 3.68 6.06 28.31 0.26 0.39 9 0.96 Directed Unipartite 3 2026-10-25 Social Offline Weighted Metadata Temporal
telegram_channels_graph Telegram channels graph (2015-2024) 277,790 8,046,017 28.96 570.62 2517.65 472.46 -0.45 0.02 23 0.44 Directed Unipartite 2 2026-10-31 Social Online Communication Weighted Multigraph Metadata
telegram_forwards Pushshift Telegram channels and users (2015-2019) 1,197,990 1,325,088 2.21 75.91 46.72 979.99 -0.28 0.00 12 0.98 Undirected Bipartite 2 2026-10-31 Social Online Communication Political Bipartite Weighted Timestamps Metadata
tennis_atp ATP men's singles tennis matches (1968-2018) 22,405 499,057 44.55 88.40 269.68 22.59 0.27 0.19 9 1.00 Undirected Unipartite 3 2026-10-25 Social Offline Sports Weighted Metadata
terrorist_attacks Terrorist attacks, LINQS (2005) 1,293 3,172 4.91 10.13 47.00 2.96 1.00 1.00 3 0.04 Undirected Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
terrorists_911 9-11 terrorist network 62 152 4.90 4.00 7.25 19.05 -0.08 0.36 5 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Unweighted Metadata
tflink TFLink transcription factor-target gene interactions (2022) 21,597 4,057,582 187.88 1389.20 1791.15 1.82 -0.70 0.08 5 1.00 Directed Unipartite 7 2026-10-31 Biological Gene regulation Unweighted Metadata
tgbl_comment Reddit comment replies (tgbl-comment, TGB, 2005-2010) 994,790 44,314,507 44.55 569.83 1665.73 1662.26 0.08 0.12 31 0.76 Directed Unipartite 1 2026-10-27 Social Online Communication Unweighted Multigraph Timestamps Metadata
tgbn_genre Last.fm users and the music genres they listen to (tgbn-genre, TGB, 2005-2009) 1,505 17,858,395 11866.04 85482.29 262.17 2.58 -0.24 0.00 4 1.00 Directed Bipartite 1 2026-10-27 Social Online Preferences Weighted Multigraph Timestamps Metadata
tgbn_reddit Reddit users and the subreddits they post in (tgbn-reddit, TGB, 2008-2010) 11,766 27,174,118 2309.55 57803.85 460.88 10.01 -0.34 0.00 4 1.00 Directed Bipartite 1 2026-10-27 Social Online Affiliation Unweighted Multigraph Timestamps Metadata
tgbn_token Ethereum users and the tokens they transfer (tgbn-token, TGB, 2016-2018) 61,756 72,936,998 1181.05 43991.62 455.02 54455.19 0.01 0.00 8 1.00 Directed Bipartite 1 2026-10-27 Economic Cryptocurrency Weighted Multigraph Timestamps Metadata
tgbn_trade International agricultural trade shares (tgbn-trade, TGB, 1986-2016) 255 468,245 1836.25 2996.83 180.04 0.67 -0.31 0.91 3 1.00 Directed Unipartite 1 2026-10-27 Economic Trade Weighted Multigraph Timestamps Metadata
thgl_forum Reddit comments of January 2014 (thgl-forum, TGB 2.0) 152,816 23,757,707 155.47 3840.86 573.70 2169.72 -0.07 0.06 7 1.00 Directed Unipartite 1 2026-10-27 Social Online Communication Unweighted Multigraph Timestamps Metadata
thgl_github GitHub activity in January and March 2024 (thgl-github and thgl-software, TGB 2.0) 5,856,765 17,499,577 2.99 384.90 237.13 99618.60 -0.05 0.00 77 0.59 Directed Unipartite 2 2026-10-27 Technological Software Online Collaboration Unweighted Multigraph Timestamps Metadata
thgl_myket Myket app market installations and updates (thgl-myket, TGB 2.0, 2020-2021) 1,530,835 53,632,788 35.03 2750.32 1660.42 12.98 -0.12 0.00 10 1.00 Directed Bipartite 1 2026-10-27 Economic Commerce Online Unweighted Multigraph Timestamps Metadata
thurman_office Thurman office networks (1979) 15 34 2.27 3.90 4.82 1.22 -0.71 0.35 2 1.00 Directed Unipartite 2 2026-10-25 Social Offline Unweighted Metadata
tkgl_icews Political events between actors (ICEWS, tkgl-icews, TGB 2.0, 1995-2022) 87,856 15,513,446 176.58 4908.59 616.35 11.73 0.12 0.66 10 1.00 Directed Unipartite 1 2026-10-27 Social Political Conflict Unweighted Multigraph Timestamps 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 2026-10-27 Informational Relatedness Unweighted Multigraph Timestamps Metadata
tntp Transportation Networks for Research road networks (1975-2016) 33,113 75,379 2.28 1.60 2.27 55894.99 -0.14 0.01 239 1.00 Directed Unipartite 23 2026-10-25 Transportation Roads Weighted Metadata Spatial
tolokers Toloka crowd annotators (Tolokers, 2023) 11,758 519,000 88.28 161.82 390.61 14.32 -0.08 0.23 11 1.00 Undirected Unipartite 1 2026-10-27 Social Online Collaboration Unweighted Projection Metadata
topcoder_epidemic TopCoder Epidemic contest social network (2008) 4,846,609 42,851,237 17.68 52.01 513.02 13268.16 0.02 0.12 20 1.00 Undirected Unipartite 1 2026-10-25 Social Online Unweighted
topology Internet AS graph (2010) 34,761 171,403 9.86 83.89 151.44 55.38 -0.23 0.11 10 1.00 Undirected Unipartite 1 2020-08-11 Technological Communication Unweighted Multigraph Timestamps
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 2020-08-11 Informational Web graph Unweighted Metadata
train_terrorists Madrid train bombing terrorists (2004) 64 243 7.59 6.16 12.27 15.42 0.03 0.56 6 1.00 Undirected Unipartite 1 2020-08-11 Social Offline Weighted Metadata
transfermarkt Transfermarkt football transfers, matches, teammates and appearances (2026) 202,230 3,316,321 32.80 49.15 100.40 33.90 -0.30 0.00 16 1.00 Undirected Bipartite 5 2026-10-31 Social Sports Economic Multigraph Bipartite Weighted Timestamps 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 2020-08-11 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 2020-08-11 Informational Web graph Unweighted
tree-of-life Protein interactomes across the tree of life (2019) 16,439 440,135 53.55 86.94 258.15 40.94 0.06 0.36 9 1.00 Undirected Unipartite 1840 2021-12-25 Biological Protein interactions
tripadvisor_ratings TripAdvisor hotel ratings (2001-2009) 892,431 1,621,956 3.63 33.98 71.21 293.73 -0.23 0.00 15 1.00 Undirected Bipartite 2 2026-10-27 Economic Online Preferences Bipartite Weighted Multigraph Timestamps Metadata
trivago_clicks Trivago accommodation click-outs (2018) 405,940 726,861 3.58 5.37 18.93 3056.83 -0.10 0.00 60 1.00 Undirected Bipartite 1 2026-10-25 Online Travel Commerce Unweighted Metadata
trophich trophiCH Swiss multi-trophic metaweb (2025) 26,251 1,188,049 45.26 261.51 478.57 10.98 -0.27 0.03 9 1.00 Directed Unipartite 3 2026-10-27 Biological Food web Unweighted Multigraph Metadata
trrust TRRUST transcriptional regulatory networks (2018) 2,862 9,396 3.28 21.30 31.97 18.62 -0.17 0.04 9 0.98 Directed Unipartite 2 2026-10-27 Biological Gene regulation Signed Unweighted Multigraph Metadata
trumpworld TrumpWorld associations (2017) 2,669 3,380 2.53 15.75 10.81 104.20 -0.17 0.01 13 1.00 Undirected Unipartite 1 2026-10-25 Social Political Unweighted Metadata
truth_social Truth Social users and interactions (2022) 444,951 4,002,115 8.99 234.53 731.21 32.58 -0.44 0.01 6 1.00 Directed Unipartite 7 2026-10-31 Social Online Political Bipartite Unweighted Multigraph Timestamps Metadata
tudor_letters Tudor State Papers correspondence (1509-1603) 20,560 139,297 6.78 268.47 61.60 69.38 -0.32 0.11 11 0.90 Directed Unipartite 1 2026-10-31 Social Communication Offline Unweighted Multigraph Timestamps Metadata
tumor_virus_host Tumour virus-human protein interactions (2012) 360 454 2.52 5.49 5.52 53.81 -0.50 0.00 12 0.91 Undirected Bipartite 1 2026-10-25 Biological Protein interactions Unweighted Metadata
turkish_program_preferences Turkish undergraduate program co-preferences (2017) 622 6,136 9.86 19.94 28.58 43.81 -0.26 0.30 6 1.00 Directed Unipartite 1 2026-10-25 Economic Preferences Weighted
twitch_social Twitch mutual follower networks (2018) 168,114 6,797,557 80.87 314.16 572.49 8.73 -0.09 0.02 8 1.00 Undirected Unipartite 7 2026-10-27 Social Online Unweighted Metadata
twitch_viewers Twitch stream viewers (2019) 16,314,409 234,422,289 28.74 1577.76 2541.19 219.95 -0.08 0.00 12 1.00 Undirected Bipartite 1 2026-10-27 Social Online Preferences Weighted Metadata
twitter Twitter followers (2009) 465,017 834,797 1.80 28.35 77.74 272.61 -0.87 0.00 8 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted Metadata
twitter_15m Twitter 15-M movement (2011) 87,569 6,030,459 68.87 471.29 666.53 3.30 -0.13 0.04 6 0.98 Directed Unipartite 1 2020-09-26 Social Online Unweighted Metadata
twitter_2009 Twitter graph (2009) 52,579,682 1,963,263,821 37.34 2698.38 7004.31 4799.30 -0.07 0.00 18 1.00 Directed Unipartite 1 2020-09-26 Social Online Unweighted
twitter_events Twitter, 12 events (2013-2016) 4,377,184 9,304,937 2.13 124.84 272.08 12553.57 -0.09 0.00 25 0.88 Directed Unipartite 12 2020-08-11 Social Online Multilayer Weighted
twitter_golden_dawn Twitter mentions around the Greek Golden Dawn party (2013) 857,199 1,066,872 1.24 38.43 54.90 2680.61 -0.06 0.00 28 0.63 Directed Unipartite 1 2026-10-25 Social Online Political Unweighted Multigraph Timestamps
twitter_higgs Twitter, Higgs boson (2012) 456,626 14,855,842 32.53 357.86 636.15 84.49 -0.09 0.01 12 1.00 Directed Unipartite 5 2020-08-11 Social Online Weighted Multilayer
twitter_sample Twitter sample (2014) 5,384,162 16,011,444 2.97 47.65 431.87 399.06 -0.21 0.02 9 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
twitter_social Twitter social graph 41,652,230 1,468,365,182 35.25 2534.99 6281.30 3871.34 -0.08 0.00 23 1.00 Directed Unipartite 1 2020-08-11 Social Online Unweighted
uc_irvine_messages UC Irvine student messages (2004) 1,899 59,835 31.51 131.73 46.25 8.97 -0.01 0.09 8 1.00 Directed Unipartite 1 2026-10-25 Social Communication Online Weighted Multigraph Timestamps
uci_forum UC Irvine online forum activity (2004) 1,421 33,720 47.46 97.52 22.54 4.67 0.11 0.00 8 1.00 Undirected Bipartite 1 2026-10-25 Social Online Affiliation Multigraph Timestamps
uci_mushroom UCI Mushroom attributes (1981) 8,240 176,248 42.78 287.85 284.11 1.79 -0.57 0.00 4 1.00 Undirected Bipartite 1 2026-10-25 Biological Unweighted Metadata
uci_zoo UCI Zoo animal attributes (1990) 122 761 12.48 14.98 19.12 2.20 -0.67 0.00 5 1.00 Undirected Bipartite 1 2026-10-25 Biological Unweighted Metadata
ugandan_village Ugandan village networks (2013) 372 1,475 7.93 6.06 9.93 7.34 -0.04 0.06 7 1.00 Undirected Unipartite 34 2020-08-11 Social Offline Unweighted Multilayer
uk_faculty UK university faculty friendship network (2007) 81 817 10.09 11.69 18.07 7.01 0.07 0.51 4 1.00 Directed Unipartite 1 2026-10-25 Social Offline Weighted Metadata
uk_prison_transfers Prisoner transfers in England and Wales (2010-2011) 107 1,644 15.36 17.93 30.82 4.42 0.11 0.49 4 0.93 Directed Unipartite 1 2026-10-25 Social Offline Travel Spatial Weighted Metadata
un_migrations UN migration stock (2015) 232 11,228 48.40 77.17 99.93 1.32 -0.26 0.61 3 1.00 Directed Unipartite 1 2021-02-07 Social Economic Travel Political Weighted Metadata
un_votes UN General Assembly roll-call votes (1946-2024) 7,709 1,087,353 282.10 891.89 949.81 0.97 -0.89 0.00 4 1.00 Undirected Bipartite 2 2026-10-27 Social Political Offline Signed Unweighted Timestamps Metadata
uni_email Email network (Uni. R-V, Spain, 2003) 1,133 10,903 9.62 18.68 19.27 7.75 0.08 0.16 8 1.00 Directed Unipartite 1 2020-08-11 Social Communication 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 2020-08-11 Informational Relatedness Weighted Metadata
urban_streets Urban street networks (2017) 2,870 4,387 3.06 0.61 2.28 1823.51 0.01 0.04 86 1.00 Undirected Unipartite 20 2021-12-25 Transportation Roads Unweighted Metadata
us_agencies U.S. government agency websites (2018) 42,951 506,873 11.80 57.04 230.06 81.90 -0.10 0.20 10 1.00 Directed Unipartite 51 2020-08-11 Social Political Weighted Metadata
us_air_traffic U.S. air traffic 2,278 6,390,340 2805.24 23318.93 225.51 41.03 0.03 0.92 6 1.00 Directed Unipartite 1 2020-08-11 Transportation Airport Unweighted Metadata Temporal
us_airports US airport networks (2002, 2010) 1,574 28,236 17.94 76.62 110.94 58.57 -0.12 0.41 8 1.00 Directed Unipartite 2 2026-10-25 Transportation Airport Weighted
us_congress US Congressional co-sponsorship (1973-2016) 452 70,923 313.82 63.59 325.98 0.63 0.02 0.75 2 1.00 Undirected Unipartite 44 2020-08-11 Social Political Signed Temporal
us_county_fb US counties linked by Facebook social connectedness 3,204 5,134,410 3205.00 0.00 3204.00 0.12 nan 1.00 1 1.00 Undirected Unipartite 2 2026-10-27 Social Online Political Unweighted Weighted Metadata
us_county_flows US county-to-county migration and commuting flows (2006-2023) 3,224 132,019 40.95 89.41 155.95 24.39 0.10 0.26 5 1.00 Directed Unipartite 16 2026-10-27 Social Travel Economic 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 2020-08-11 Informational Citation Unweighted Temporal Metadata
us_rail_narn North American Rail Network (2026) 250,204 302,774 2.42 0.86 2.63 1510441.65 -0.01 0.06 1,658 1.00 Undirected Unipartite 1 2026-10-31 Transportation Rail Spatial Weighted Multigraph Metadata
us_roads United States roads (2000, 2008–2026) 24,412,259 29,653,988 2.43 0.95 3.31 6863045.84 0.11 0.03 8,440 0.98 Undirected Unipartite 71 2020-08-11 Transportation Roads Spatial Unweighted
us_rollcall US Congress roll-call votes (1789-2009) 1,766 551,341 624.40 367.15 725.13 0.50 -0.97 0.00 4 1.00 Undirected Bipartite 232 2026-10-25 Social Political Offline Signed Weighted Projection Metadata Temporal
us_transmission_lines US electric power transmission lines (HIFLD, 2024) 81,291 94,619 2.33 2.15 4.40 2182.49 0.11 0.03 48 0.81 Undirected Unipartite 2 2026-10-31 Technological Power grid Spatial Weighted Multigraph Metadata
utah_schools Utah school contacts (2012-2013) 591 151,613 513.07 179.97 136.57 2.90 0.09 0.41 3 1.00 Undirected Unipartite 8 2026-10-25 Social Offline Temporal Timestamps Multigraph Weighted Metadata
veteran_comorbidity Co-morbidity network of US military veterans (2001-2017) 95 8,930 94.00 0.00 93.00 inf nan 0.99 1 1.00 Directed Unipartite 1 2026-10-25 Biological Public Health Weighted Metadata
viabundus Viabundus premodern northern European road and waterway network (1350-1650) 18,840 22,613 2.40 0.80 2.67 70353.46 0.11 0.04 364 0.98 Undirected Unipartite 5 2026-10-31 Transportation Roads Spatial Weighted Metadata
virion VIRION vertebrate-virus associations (2026) 15,848 904,234 114.11 5639.45 36.39 153.31 -0.32 0.00 15 0.90 Undirected Bipartite 1 2026-10-27 Biological Public Health Unweighted Multigraph Metadata
virus_host_db Virus-Host DB virus-host associations (2016-2026) 42,904 42,632 1.99 26.53 12.68 6001.19 -0.16 0.00 30 0.28 Undirected Unipartite 55 2026-10-31 Biological Ecological Unweighted Multigraph 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 2020-08-11 Informational Folksonomy Unweighted Multigraph
vivino Vivino wine social network users (2017) 540,003 727,221 1.35 8.43 72.07 1097274.24 0.01 0.03 43 0.67 Directed Unipartite 1 2026-10-25 Social Online Unweighted Metadata
voat Voat discussions (2013-2020) 204,433 1,060,479 10.37 233.24 453.34 350.09 -0.26 0.00 11 0.93 Undirected Bipartite 2 2026-10-28 Social Online Communication Multigraph Timestamps Temporal Bipartite Weighted Metadata
w3c_email W3C mailing list emails (1995-2004) 20,082 124,303 6.19 142.82 41.51 283.15 -0.33 0.13 17 0.95 Directed Unipartite 1 2026-10-27 Social Communication Online Unweighted Multigraph Timestamps Metadata
walmart_trips Walmart shopping trips (2015) 158,766 460,630 5.80 20.96 43.51 1304.27 -0.02 0.00 24 0.98 Undirected Bipartite 1 2026-10-25 Commerce Offline Unweighted Metadata
water_distribution_exeter Water distribution networks (Exeter benchmarks) 12,527 14,831 1.18 0.78 2.07 107248.72 0.18 0.02 297 1.00 Directed Unipartite 19 2026-10-25 Technological Weighted Spatial Metadata
web_of_life Web of Life ecological networks (1923-2021) 1,500 15,255 20.34 19.07 36.94 2.62 -0.04 0.00 6 1.00 Undirected Bipartite 321 2026-10-27 Biological Food web Weighted Unweighted Metadata
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 2020-08-11 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 2026-10-25 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 2020-08-11 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 2020-08-11 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 2026-10-25 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 2020-08-11 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 2026-10-25 Informational Web graph Unweighted Metadata
wiki_rfa Wikipedia RfA voting network (2013) 11,381 198,275 17.42 78.19 163.99 8.83 -0.04 0.16 7 1.00 Directed Unipartite 1 2020-08-13 Social Relationships Signed
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 2020-08-11 Informational Relatedness Unweighted
wiki_talk Wikipedia talk networks 2,987,535 24,981,163 8.36 643.23 608.78 715.22 -0.03 0.09 9 0.96 Directed Unipartite 28 2020-08-11 Social Communication Online Unweighted Multigraph Timestamps Metadata
wiki_talk_temporal English Wikipedia talk page edits, temporal (2001-2008) 1,140,149 7,833,140 6.87 398.66 348.24 521.14 0.11 0.02 9 0.96 Directed Unipartite 1 2026-10-25 Social Communication Unweighted Timestamps Multigraph
wiki_topcats Wikipedia hyperlinks among pages of top categories (2011) 1,791,489 28,511,807 15.92 289.70 433.24 55.09 -0.02 0.00 11 1.00 Directed Unipartite 1 2026-10-27 Informational Web graph Unweighted Metadata
wiki_users Wikipedia user interaction (2011) 138,592 740,397 5.34 61.58 192.78 85.02 -0.05 0.04 14 0.99 Directed Unipartite 1 2020-08-11 Social Online Signed
wikiconflict Wikipedia edit wars (2009) 118,100 2,917,785 49.41 532.85 389.69 31.06 -0.06 0.03 10 0.96 Undirected Unipartite 1 2020-08-11 Social Conflict Signed Timestamps
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 2026-10-27 Informational Web graph Unweighted Multigraph Metadata
wikidata5m Wikidata knowledge graph (Wikidata5M, 2019) 4,594,485 20,624,575 4.49 892.45 788.28 3044.39 -0.08 0.00 104 1.00 Directed Unipartite 1 2026-10-28 Informational Relatedness Unweighted Multigraph Metadata
wikilens_ratings WikiLens ratings and links (2004-2008) 5,788 7,430 1.28 17.36 16.27 232.06 -0.26 0.00 10 0.68 Directed Unipartite 2 2026-10-27 Social Online Preferences Bipartite Weighted Timestamps Metadata
wikilinkgraphs Wikipedia article links, yearly snapshots (WikiLinkGraphs, 2001-2018) — — — — — — — — — — 152 2026-10-28 Informational Web graph Unweighted Metadata
wikipedia-en-talk en-Wikipedia talk network (2008) 2,394,385 5,021,410 2.10 106.20 350.71 59.01 -0.06 0.00 11 1.00 Directed Unipartite 1 2020-08-11 Social Communication Unweighted
wikipedia_article_networks Wikipedia article networks on chameleons, crocodiles and squirrels (2018) 11,631 170,918 29.39 107.26 204.30 53.49 -0.28 0.03 11 1.00 Undirected Unipartite 3 2026-10-27 Informational Web graph Unweighted Metadata
wikipedia_citations English Wikipedia citations of identified works (2020) 2,924,668 3,771,785 1.29 10.54 77.43 6406.09 -0.02 0.00 43 0.76 Directed Bipartite 1 2026-10-28 Informational Citation Bipartite Multigraph Metadata
wikipedia_discussions_de German Wikipedia discussion replies (2001-2026) 126,559 3,987,918 31.51 507.88 408.06 106.32 0.21 0.30 13 0.98 Directed Unipartite 2 2026-10-27 Social Online Communication Unweighted Multigraph Timestamps 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 2020-08-11 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 2020-08-11 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 2026-10-25 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 2026-10-27 Informational Web graph Weighted Metadata
wikitree WikiTree genealogies (1400-2012) 1,382,751 9,192,212 6.65 13.41 116.48 130635.69 0.90 0.75 95 0.91 Directed Unipartite 1 2020-08-11 Social Relationships Unweighted Multigraph
windsurfers Windsurfers network (1986) 43 336 15.63 6.53 17.00 2.34 -0.15 0.56 3 1.00 Undirected Unipartite 2 2020-08-11 Social Offline Weighted Metadata
wiod World input-output networks of country-sectors (WIOD, 2000-2014) 2,464 5,024,257 2039.07 1150.50 2290.55 0.29 -0.02 1.00 3 0.94 Directed Unipartite 29 2026-10-27 Economic Trade Production Weighted Metadata
wolfe_primates Wolfe's monkey troop (1986) 20 181 18.10 1.14 17.16 0.40 -0.15 0.96 2 1.00 Undirected Unipartite 2 2026-10-25 Social Animal 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 2020-08-11 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 2020-08-11 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 2026-10-25 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 2020-08-11 Informational Language Unweighted Metadata
world_cities World city network of global service firms (2000) 415 7,518 36.23 38.45 61.33 1.23 -0.50 0.00 4 1.00 Undirected Bipartite 1 2026-10-25 Economic Commerce Weighted Spatial Metadata
world_cup_players World Cup 1998 player transfers (1998) 35 118 3.37 4.71 8.48 2.33 -0.18 0.33 5 1.00 Directed Unipartite 1 2026-10-25 Economic Employment Weighted Metadata
world_languages Official languages of the world's countries (2015) 350 331 1.89 5.01 3.07 37.67 -0.27 0.00 9 0.64 Undirected Bipartite 1 2026-10-25 Language Unweighted Metadata
world_trade_atlas World trade networks (Atlas of Economic Complexity, 1962-2024) 231 27,409 118.65 117.55 158.53 0.62 -0.32 0.80 3 1.00 Directed Unipartite 109 2026-10-27 Economic Trade Weighted Metadata
world_trade_wf International trade among 24 countries (Wasserman-Faust) 24 1,428 59.50 45.34 19.14 0.50 -0.27 0.87 2 1.00 Directed Unipartite 1 2026-10-25 Economic Trade Multilayer Unweighted Metadata
yago3_10 YAGO3 knowledge graph benchmark (YAGO3-10, 2018) 123,182 1,089,040 8.84 185.46 101.07 41.50 -0.04 0.00 11 1.00 Directed Unipartite 1 2026-10-27 Informational Relatedness Unweighted Multigraph 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 2020-08-11 Informational Language Unweighted
yahoo_song Yahoo song ratings (2011) 1,625,951 256,804,235 315.88 2364.80 4238.65 3.03 -0.11 0.00 6 1.00 Undirected Bipartite 1 2020-08-11 Economic Preferences Timestamps Weighted
yambda Yandex Music user-track interactions (Yambda) 3,104,578 480,255,564 309.39 2479.57 3383.68 219.66 -0.07 0.00 8 1.00 Undirected Bipartite 2 2026-10-28 Social Online Preferences Bipartite Unweighted Multigraph Timestamps Temporal Metadata
yeast_biogrid_2007 Yeast protein interactions (BioGRID, 2007) 5,151 31,201 12.11 17.56 38.34 7.66 -0.08 0.12 9 1.00 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Unweighted
yeast_causal_regulation Yeast causal gene regulation probabilities (2007) 6,216 1,666,106 268.04 674.81 965.97 0.81 -0.51 0.22 3 1.00 Directed Unipartite 1 2026-10-25 Biological Gene regulation Weighted Uncertain
yeast_exosome Yeast nuclear exosome protein interactions (2006) 44 106 4.82 5.95 9.32 1.87 -0.55 0.44 4 1.00 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Weighted Metadata
yeast_interactome_ccsb Yeast binary interactomes, CCSB (2008) 2,018 2,930 2.90 4.88 11.19 44.03 -0.04 0.02 14 0.82 Undirected Unipartite 6 2026-10-25 Biological Protein interactions Unweighted
yeast_pin Yeast protein interactions (2003) 2,361 7,182 6.08 8.08 18.26 34.05 -0.06 0.10 11 0.94 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Unweighted Metadata
yeast_spliceosome Yeast spliceosome protein interactions (2017) 103 4,119 79.98 24.54 86.49 0.62 -0.02 0.94 3 1.00 Undirected Unipartite 1 2026-10-25 Biological Protein interactions Weighted
yeast_transcription Yeast transcription network (2002) 916 1,094 1.19 5.15 6.84 93.12 -0.38 0.02 15 0.72 Directed Unipartite 1 2020-08-11 Biological Gene regulation Unweighted
yelp_restaurants Yelp users and restaurants (AllSet, 2021) 730,060 4,523,594 12.39 52.54 127.97 37.35 -0.14 0.00 10 1.00 Undirected Bipartite 1 2026-10-25 Online Commerce Unweighted Metadata Spatial
yelp_reviews Yelp reviewers of establishment categories (2005-2017) 2,428 11,865 9.77 11.02 24.18 57.77 -0.07 0.00 13 1.00 Undirected Bipartite 2 2026-10-25 Online Commerce Unweighted Metadata
youtube_growth YouTube friendship network growth (2006-2007) 3,223,643 18,524,095 5.75 254.87 423.12 1493.82 -0.06 0.00 31 1.00 Directed Unipartite 1 2026-10-27 Social Online Unweighted Timestamps
youtube_interactions YouTube user interactions, multi-dimensional (2008) 15,088 76,765 10.18 18.81 55.05 45.82 -0.08 0.08 12 0.91 Undirected Unipartite 5 2026-10-25 Social Online Weighted Multilayer
zebras Zebras (2002) 27 111 8.22 4.76 11.25 7.43 0.72 0.84 4 0.85 Undirected Unipartite 1 2020-08-11 Social Animal Weighted Metadata