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@netzschleuder@social.skewed.de
2025-08-30 14:00:04

escorts: Brazilian prostitution network (2010)
A bipartite network of escort and individuals who buy sex from them in Brazil, extracted from a Brazilian online community for such ratings. Edges represent a purchase of sexual intercourse with an escort, and the edge weight gives the buyer's rating of the escort: -1 (bad), 0 (neutral), or 1 (good). Other edge attributes are available. Edges are timestamped.
This network has 16730 nodes and 50632 edges.
Tags: Social, Publ…

escorts: Brazilian prostitution network (2010). 16730 nodes, 50632 edges. https://networks.skewed.de/net/escorts

escorts — Brazilian prostitution network (2010)
A bipartite network of escort and individuals who buy sex from them in Brazil, extracted from a Brazilian online community for such ratings. Edges represent a purchase of sexual intercourse with an escort, and the edge weight gives the buyer's rating of the escort: -1 (bad), 0 (neutral), or +1 (good). Other edge attributes are available. Edges are timestamped.

@cheeaun@mastodon.social
2025-07-30 10:29:53

Came up with an idea, and now my phone has a Liquid-Glass-ified iPhone 13 mini teardown wallpaper 😆
Original wallpaper from iFixit: ifixit.com/News/53157/iphone-1

iPhone 13 mini held in hand displaying the teardown wallpaper with Liquid Glass effect on the edges
Close-up of iPhone 13 mini displaying the teardown wallpaper with Liquid Glass effect on the edges
@netzschleuder@social.skewed.de
2025-06-29 12:00:04

karate: Zachary Karate Club
Network of friendships among members of a university karate club. Includes metadata for faction membership after a social partition. Note: there are two versions of this network, one with 77 edges and one with 78, due to an ambiguous typo in the original study. (The most commonly used is the one with 78 edges.).
This network has 34 nodes and 78 edges.
Tags: Social, Offline, Unweighted

karate: Zachary Karate Club. 34 nodes, 78 edges. https://networks.skewed.de/net/karate#78

karate — Zachary Karate Club
Network of friendships among members of a university karate club. Includes metadata for faction membership after a social partition. Note: there are two versions of this network, one with 77 edges and one with 78, due to an ambiguous typo in the original study. (The most commonly used is the one with 78 edges.)

@arXiv_astrophCO_bot@mastoxiv.page
2025-07-30 08:03:11

Can high-redshift AGN observed by JWST explain the EDGES absorption signal?
Alexandra Nelander, Christopher Cain, Jordan C J DSilva, Peter H Sims, Rogier A Windhorst, Judd D Bowman
arxiv.org/abs/2507.21230

Can high-redshift AGN observed by JWST explain the EDGES absorption signal?
The Experiment to Detect the Global Epoch of Reionization 21 cm Signal (EDGES) has reported evidence for an absorption feature in the sky-averaged radio background near 78 MHz. A cosmological interpretation of this signal corresponds to absorption of 21 cm photons by neutral hydrogen at $z \sim 17$. The large depth of the signal has been shown to require an excess radio background above the CMB and/or non-standard cooling processes in the IGM. Here, we explore the plausibility of a scenario in …

@arXiv_csDB_bot@mastoxiv.page
2025-07-29 08:51:21

TIMEST: Temporal Information Motif Estimator Using Sampling Trees
Yunjie Pan, Omkar Bhalerao, C. Seshadhri, Nishil Talati
arxiv.org/abs/2507.20441

TIMEST: Temporal Information Motif Estimator Using Sampling Trees
The mining of pattern subgraphs, known as motifs, is a core task in the field of graph mining. Edges in real-world networks often have timestamps, so there is a need for temporal motif mining. A temporal motif is a richer structure that imposes timing constraints on the edges of the motif. Temporal motifs have been used to analyze social networks, financial transactions, and biological networks. Motif counting in temporal graphs is particularly challenging. A graph with millions of edges can …

@netzschleuder@social.skewed.de
2025-07-30 01:00:04

escorts: Brazilian prostitution network (2010)
A bipartite network of escort and individuals who buy sex from them in Brazil, extracted from a Brazilian online community for such ratings. Edges represent a purchase of sexual intercourse with an escort, and the edge weight gives the buyer's rating of the escort: -1 (bad), 0 (neutral), or 1 (good). Other edge attributes are available. Edges are timestamped.
This network has 16730 nodes and 50632 edges.
Tags: Social, Publ…

escorts: Brazilian prostitution network (2010). 16730 nodes, 50632 edges. https://networks.skewed.de/net/escorts

escorts — Brazilian prostitution network (2010)
A bipartite network of escort and individuals who buy sex from them in Brazil, extracted from a Brazilian online community for such ratings. Edges represent a purchase of sexual intercourse with an escort, and the edge weight gives the buyer's rating of the escort: -1 (bad), 0 (neutral), or +1 (good). Other edge attributes are available. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-07-30 13:00:08

stanford_web: Webgraph (Stanford)
The web graph of Stanford University (stanford.edu), as collected in 2002. Nodes represent pages and directed edges represent hyperlinks between them.
This network has 281904 nodes and 2312497 edges.
Tags: Informational, Web graph, Unweighted
networks.skewed.de/net/s…

stanford_web: Webgraph (Stanford). 281904 nodes, 2312497 edges. https://networks.skewed.de/net/stanford_web

stanford_web — Webgraph (Stanford)
The web graph of Stanford University (stanford.edu), as collected in 2002. Nodes represent pages and directed edges represent hyperlinks between them.

@netzschleuder@social.skewed.de
2025-06-30 10:00:05

social_location: Location-based social networks
Two location-based online social networks, where nodes are accounts and edges are declared friendships. Networks includes checkins by these users.
This network has 58228 nodes and 428156 edges.
Tags: Social, Online, Spatial
networks.skewed…

social_location: Location-based social networks. 58228 nodes, 428156 edges. https://networks.skewed.de/net/social_location#brightkite

social_location — Location-based social networks
Two location-based online social networks, where nodes are accounts and edges are declared friendships. Networks includes checkins by these users.

@netzschleuder@social.skewed.de
2025-07-29 10:00:04

edit_wikibooks: Wikipedia book edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about books. A user connects to a page if that user edited that page. Edits (edges) are timestamped. Edge weights represent counts of the number of edits.
This network has 2504 nodes and 7105 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikibooks: Wikipedia book edits (2010). 2504 nodes, 7105 edges. https://networks.skewed.de/net/edit_wikibooks#ne

edit_wikibooks — Wikipedia book edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about books. A user connects to a page if that user edited that page. Edits (edges) are timestamped. Edge weights represent counts of the number of edits.

@netzschleuder@social.skewed.de
2025-08-30 00:00:19

flickr_growth: Flickr friendship network (2008)
A network of declared friendships among Frickr users. Nodes represent Frickr users and a directed edge (i,j) represents a directed declaration of friendship from i to j. Edges are timestamped.
This network has 2302925 nodes and 33140017 edges.
Tags: Social, Online, Unweighted, Timestamps

flickr_growth: Flickr friendship network (2008). 2302925 nodes, 33140017 edges. https://networks.skewed.de/net/flickr_growth

flickr_growth — Flickr friendship network (2008)
A network of declared friendships among Frickr users. Nodes represent Frickr users and a directed edge (i,j) represents a directed declaration of friendship from i to j. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-08-30 04:00:14

discogs_label: Discogs label affiliations
Two bipartite networks of the affiliations between musical labels and either musical genres or musical "styles," as given in the discogs.com database. Edges represent that a label was involved in a production of a musical release of a given genre or given style. The date of this snapshot is uncertain.
This network has 270786 nodes and 4147665 edges.
Tags: Informational, Relatedness, Unweighted, Multigraph

discogs_label: Discogs label affiliations. 270786 nodes, 4147665 edges. https://networks.skewed.de/net/discogs_label

discogs_label — Discogs label affiliations
Two bipartite networks of the affiliations between musical labels and either musical genres or musical "styles," as given in the discogs.com database. Edges represent that a label was involved in a production of a musical release of a given genre or given style. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-06-29 11:00:03

edit_wikibooks: Wikipedia book edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about books. A user connects to a page if that user edited that page. Edits (edges) are timestamped. Edge weights represent counts of the number of edits.
This network has 270 nodes and 323 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikibooks: Wikipedia book edits (2010). 270 nodes, 323 edges. https://networks.skewed.de/net/edit_wikibooks#als

edit_wikibooks — Wikipedia book edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about books. A user connects to a page if that user edited that page. Edits (edges) are timestamped. Edge weights represent counts of the number of edits.

@netzschleuder@social.skewed.de
2025-07-30 09:00:15

discogs_label: Discogs label affiliations
Two bipartite networks of the affiliations between musical labels and either musical genres or musical "styles," as given in the discogs.com database. Edges represent that a label was involved in a production of a musical release of a given genre or given style. The date of this snapshot is uncertain.
This network has 270786 nodes and 4147665 edges.
Tags: Informational, Relatedness, Unweighted, Multigraph

discogs_label: Discogs label affiliations. 270786 nodes, 4147665 edges. https://networks.skewed.de/net/discogs_label

discogs_label — Discogs label affiliations
Two bipartite networks of the affiliations between musical labels and either musical genres or musical "styles," as given in the discogs.com database. Edges represent that a label was involved in a production of a musical release of a given genre or given style. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-07-30 02:00:03

marvel_partnerships: Marvel character partnerships (2018)
A network of partnerships among characters in the Marvel comic book universe. Nodes are either heroes or villains, and edges represent partnerships between such characters. The partnership network was extracted from Wikipedia pages of these characters, which indicate partnership relations with other such pages.
This network has 350 nodes and 346 edges.
Tags: Social, Fictional, Unweighted

marvel_partnerships: Marvel character partnerships (2018). 350 nodes, 346 edges. https://networks.skewed.de/net/marvel_partnerships

marvel_partnerships — Marvel character partnerships (2018)
A network of partnerships among characters in the Marvel comic book universe. Nodes are either heroes or villains, and edges represent partnerships between such characters. The partnership network was extracted from Wikipedia pages of these characters, which indicate partnership relations with other such pages.

@netzschleuder@social.skewed.de
2025-07-30 10:00:03

celegans_2019: Complete C. elegans neurons (2019)
Networks among neurons of both the adult male and adult hermaphrodite worms C. elegans, constructed from electron microscopy series, to include directed edges (chemical) and undirected (gap junction), and spanning including nodes for muscle and non-muscle end organs.
This network has 469 nodes and 1450 edges.
Tags: Biological, Connectome, Weighted

celegans_2019: Complete C. elegans neurons (2019). 469 nodes, 1450 edges. https://networks.skewed.de/net/celegans_2019#hermaphrodite_gap_junction_corrected

celegans_2019 — Complete C. elegans neurons (2019)
Networks among neurons of both the adult male and adult hermaphrodite worms C. elegans, constructed from electron microscopy series, to include directed edges (chemical) and undirected (gap junction), and spanning including nodes for muscle and non-muscle end organs.

@netzschleuder@social.skewed.de
2025-06-29 20:00:04

ugandan_village: Ugandan village networks (2013)
Complete friendship and health advice social networks among households in 17 rural villages bordering Lake Victoria in Mayuge District, Uganda in 2013. Nodes are households and edges represent either a close friendship or a trusted health advisor connection, obtained via a name generator questionnaire.
This network has 170 nodes and 432 edges.
Tags: Social, Offline, Unweighted, Multilayer

ugandan_village: Ugandan village networks (2013). 170 nodes, 432 edges. https://networks.skewed.de/net/ugandan_village#health-advice_2

ugandan_village — Ugandan village networks (2013)
Complete friendship and health advice social networks among households in 17 rural villages bordering Lake Victoria in Mayuge District, Uganda in 2013. Nodes are households and edges represent either a close friendship or a trusted health advisor connection, obtained via a name generator questionnaire.

@netzschleuder@social.skewed.de
2025-06-30 02:00:03

kegg_metabolic: Metabolic networks from KEGG (2006)
109 metabolic networks of various species, as extracted from the Kyoto Encyclopedia of Genes and Genomes (KEGG) database in March 2006. Nodes are substances involved in enzymatic reactions present in the organism, and edges represent reactant-product pairs as extracted from the KEGG ligand database and matched against the present enzymes.
This network has 863 nodes and 2100 edges.
Tags: Biological, Metabolic, Unweighted

kegg_metabolic: Metabolic networks from KEGG (2006). 863 nodes, 2100 edges. https://networks.skewed.de/net/kegg_metabolic#hpy

kegg_metabolic — Metabolic networks from KEGG (2006)
109 metabolic networks of various species, as extracted from the Kyoto Encyclopedia of Genes and Genomes (KEGG) database in March 2006. Nodes are substances involved in enzymatic reactions present in the organism, and edges represent reactant-product pairs as extracted from the KEGG ligand database and matched against the present enzymes.

@netzschleuder@social.skewed.de
2025-08-28 15:00:05

paris_transportation: Paris Transportation (2016)
A multiplex transportation network of Ile-de-France, jointly representing the road network, train network, and subway network. Nodes are intersections, rail stations or metro stations. Different modes of transportation are given by different layers. Within-layer edges represent direct transference by a particular mode of transportation, and between-layer edges represent the conjunction of those layers at that node.
This network ha…

paris_transportation: Paris Transportation (2016). 42678 nodes, 51931 edges. https://networks.skewed.de/net/paris_transportation

paris_transportation — Paris Transportation (2016)
A multiplex transportation network of Ile-de-France, jointly representing the road network, train network, and subway network. Nodes are intersections, rail stations or metro stations. Different modes of transportation are given by different layers. Within-layer edges represent direct transference by a particular mode of transportation, and between-layer edges represent the conjunction of those layers at that node.

@netzschleuder@social.skewed.de
2025-06-28 11:00:05

paris_transportation: Paris Transportation (2016)
A multiplex transportation network of Ile-de-France, jointly representing the road network, train network, and subway network. Nodes are intersections, rail stations or metro stations. Different modes of transportation are given by different layers. Within-layer edges represent direct transference by a particular mode of transportation, and between-layer edges represent the conjunction of those layers at that node.
This network ha…

paris_transportation: Paris Transportation (2016). 42678 nodes, 51931 edges. https://networks.skewed.de/net/paris_transportation

paris_transportation — Paris Transportation (2016)
A multiplex transportation network of Ile-de-France, jointly representing the road network, train network, and subway network. Nodes are intersections, rail stations or metro stations. Different modes of transportation are given by different layers. Within-layer edges represent direct transference by a particular mode of transportation, and between-layer edges represent the conjunction of those layers at that node.

@netzschleuder@social.skewed.de
2025-08-30 01:00:04

macaque_neural: Macaque cortical connectivity (Young)
A network of cortical regions in the Macaque cortex.
This network has 47 nodes and 505 edges.
Tags: Biological, Connectome, Unweighted
networks.skewed.de/net/macaque
Ridiculogram:

macaque_neural: Macaque cortical connectivity (Young). 47 nodes, 505 edges. https://networks.skewed.de/net/macaque_neural

macaque_neural — Macaque cortical connectivity (Young)
A network of cortical regions in the Macaque cortex

@netzschleuder@social.skewed.de
2025-08-28 18:00:03

celegans_metabolic: Metabolic network (C. elegans)
List of edges comprising the metabolic network of the nematode C. elegans.
This network has 453 nodes and 4596 edges.
Tags: Biological, Metabolic, Unweighted
networks.skewed.de/net/celegan

celegans_metabolic: Metabolic network (C. elegans). 453 nodes, 4596 edges. https://networks.skewed.de/net/celegans_metabolic

celegans_metabolic — Metabolic network (C. elegans)
List of edges comprising the metabolic network of the nematode C. elegans.

@netzschleuder@social.skewed.de
2025-07-30 16:00:10

notre_dame_web: Webgraph (Notre Dame)
The web graph of Notre Dame University (nd.edu), as collected in 1999.
This network has 325729 nodes and 1497134 edges.
Tags: Informational, Web graph, Unweighted
networks.skewed.de/net/notre_d
Ridiculogram…

notre_dame_web: Webgraph (Notre Dame). 325729 nodes, 1497134 edges. https://networks.skewed.de/net/notre_dame_web

notre_dame_web — Webgraph (Notre Dame)
The web graph of Notre Dame University (nd.edu), as collected in 1999.

@netzschleuder@social.skewed.de
2025-08-29 17:00:03

kidnappings: Abu Sayyaf kidnappings (2014)
Bipartite network of members of the Abu Sayyaf Group in the Philippines, and the kidnapping events they were involved in.
This network has 351 nodes and 402 edges.
Tags: Social, Offline, Unweighted
networks.skewed.de/net/kidnapp

kidnappings: Abu Sayyaf kidnappings (2014). 351 nodes, 402 edges. https://networks.skewed.de/net/kidnappings

kidnappings — Abu Sayyaf kidnappings (2014)
Bipartite network of members of the Abu Sayyaf Group in the Philippines, and the kidnapping events they were involved in.

@netzschleuder@social.skewed.de
2025-08-30 06:00:04

kidnappings: Abu Sayyaf kidnappings (2014)
Bipartite network of members of the Abu Sayyaf Group in the Philippines, and the kidnapping events they were involved in.
This network has 351 nodes and 402 edges.
Tags: Social, Offline, Unweighted
networks.skewed.de/net/kidnapp

kidnappings: Abu Sayyaf kidnappings (2014). 351 nodes, 402 edges. https://networks.skewed.de/net/kidnappings

kidnappings — Abu Sayyaf kidnappings (2014)
Bipartite network of members of the Abu Sayyaf Group in the Philippines, and the kidnapping events they were involved in.

@netzschleuder@social.skewed.de
2025-08-29 16:00:08

google_plus: Google (2013)
Snapshot of connections among users of Google , collected in 2012. Nodes are users and a directed edge (i,j) represents user i added user j to i's circle.
This network has 211187 nodes and 1506896 edges.
Tags: Social, Online, Unweighted
networks.skewed.de/net/google_

google_plus: Google+ (2013). 211187 nodes, 1506896 edges. https://networks.skewed.de/net/google_plus

google_plus — Google+ (2013)
Snapshot of connections among users of Google+, collected in 2012. Nodes are users and a directed edge (i,j) represents user i added user j to i's circle.

@netzschleuder@social.skewed.de
2025-07-29 22:00:04

moreno_taro: Papuan gift-giving (1970)
A network of gift-giving relationships (taro exchange) among households in a Papuan village. Data collected by survey c.1970.
This network has 22 nodes and 78 edges.
Tags: Social, Offline, Unweighted
networks.skewed.de/net/moreno_

moreno_taro: Papuan gift-giving (1970). 22 nodes, 78 edges. https://networks.skewed.de/net/moreno_taro

moreno_taro — Papuan gift-giving (1970)
A network of gift-giving relationships (taro exchange) among households in a Papuan village. Data collected by survey c.1970.

@netzschleuder@social.skewed.de
2025-07-29 21:00:03

moreno_taro: Papuan gift-giving (1970)
A network of gift-giving relationships (taro exchange) among households in a Papuan village. Data collected by survey c.1970.
This network has 22 nodes and 78 edges.
Tags: Social, Offline, Unweighted
networks.skewed.de/net/moreno_

moreno_taro: Papuan gift-giving (1970). 22 nodes, 78 edges. https://networks.skewed.de/net/moreno_taro

moreno_taro — Papuan gift-giving (1970)
A network of gift-giving relationships (taro exchange) among households in a Papuan village. Data collected by survey c.1970.

@netzschleuder@social.skewed.de
2025-08-30 13:00:04

google: Google internal webpages (2007)
A directed network of webpages from Google's own sites, and the hyperlinks among them. Edge direction indicates that i hyperlinks to j.
This network has 15763 nodes and 171206 edges.
Tags: Informational, Web graph, Unweighted
networks.skewed.de/net/google

google: Google internal webpages (2007). 15763 nodes, 171206 edges. https://networks.skewed.de/net/google

google — Google internal webpages (2007)
A directed network of webpages from Google's own sites, and the hyperlinks among them. Edge direction indicates that i hyperlinks to j.

@netzschleuder@social.skewed.de
2025-08-28 10:00:40

reuters: Reuters news stories (1987, 2000)
A bipartite network of Reuters news stories and words. Edges connect each story to all the words it contains.
This network has 1065176 nodes and 60569726 edges.
Tags: Informational, Language, Unweighted
networks.skewed.de/net/reuters…

reuters: Reuters news stories (1987, 2000). 1065176 nodes, 60569726 edges. https://networks.skewed.de/net/reuters

reuters — Reuters news stories (1987, 2000)
A bipartite network of Reuters news stories and words. Edges connect each story to all the words it contains.

@netzschleuder@social.skewed.de
2025-08-30 05:00:04

wikipedia_link: Wikipedia links (2016)
Networks of hyperlinks among articles on Wikipedia, for all available languages. A directed edge (i,j) indicates that article i hyperlinks to j.
This network has 24924 nodes and 488451 edges.
Tags: Informational, Web graph, Unweighted
networks.skewed.de/net…

wikipedia_link: Wikipedia links (2016). 24924 nodes, 488451 edges. https://networks.skewed.de/net/wikipedia_link#mn

wikipedia_link — Wikipedia links (2016)
Networks of hyperlinks among articles on Wikipedia, for all available languages. A directed edge (i,j) indicates that article i hyperlinks to j.

@netzschleuder@social.skewed.de
2025-08-30 19:00:04

moreno_sociograms: Moreno's sociograms (1934)
Relationships between pupils in a classroom. A directed edge exists if the source wants to sit next to the target. Each child can only choose two others.
This network has 35 nodes and 67 edges.
Tags: Social, Offline, Weighted
networks.ske…

moreno_sociograms: Moreno's sociograms (1934). 35 nodes, 67 edges. https://networks.skewed.de/net/moreno_sociograms#grade_1

moreno_sociograms — Moreno's sociograms (1934)
Relationships between pupils in a classroom. A directed edge exists if the source wants to sit next to the target. Each child can only choose two others.

@netzschleuder@social.skewed.de
2025-06-30 01:00:03

moreno_taro: Papuan gift-giving (1970)
A network of gift-giving relationships (taro exchange) among households in a Papuan village. Data collected by survey c.1970.
This network has 22 nodes and 78 edges.
Tags: Social, Offline, Unweighted
networks.skewed.de/net/moreno_

moreno_taro: Papuan gift-giving (1970). 22 nodes, 78 edges. https://networks.skewed.de/net/moreno_taro

moreno_taro — Papuan gift-giving (1970)
A network of gift-giving relationships (taro exchange) among households in a Papuan village. Data collected by survey c.1970.

@netzschleuder@social.skewed.de
2025-08-29 23:00:04

dolphins: Dolphin social network (1994-2001)
An undirected social network of frequent associations observed among 62 dolphins (Tursiops) in a community living off Doubtful Sound, New Zealand, from 1994-2001.
This network has 62 nodes and 159 edges.
Tags: Social, Animal, Unweighted
networks.skewed.de/net/dolphins…

dolphins: Dolphin social network (1994-2001). 62 nodes, 159 edges. https://networks.skewed.de/net/dolphins

dolphins — Dolphin social network (1994-2001)
An undirected social network of frequent associations observed among 62 dolphins (Tursiops) in a community living off Doubtful Sound, New Zealand, from 1994-2001.

@netzschleuder@social.skewed.de
2025-08-30 17:00:04

cattle: Dairy cattle (1955)
Dominance interactions among a group of dairy cattle at the Iberia Livestock Experiment Station in Jenerette, Louisiana. Edge weights represent the frequency of interaction. The two versions below are equivalent.
This network has 28 nodes and 217 edges.
Tags: Social, Animal, Weighted
ne…

cattle: Dairy cattle (1955). 28 nodes, 217 edges. https://networks.skewed.de/net/cattle

cattle — Dairy cattle (1955)
Dominance interactions among a group of dairy cattle at the Iberia Livestock Experiment Station in Jenerette, Louisiana. Edge weights represent the frequency of interaction. The two versions below are equivalent.

@netzschleuder@social.skewed.de
2025-07-29 07:00:03

google: Google internal webpages (2007)
A directed network of webpages from Google's own sites, and the hyperlinks among them. Edge direction indicates that i hyperlinks to j.
This network has 15763 nodes and 171206 edges.
Tags: Informational, Web graph, Unweighted
networks.skewed.de/net/google

google: Google internal webpages (2007). 15763 nodes, 171206 edges. https://networks.skewed.de/net/google

google — Google internal webpages (2007)
A directed network of webpages from Google's own sites, and the hyperlinks among them. Edge direction indicates that i hyperlinks to j.

@netzschleuder@social.skewed.de
2025-08-30 21:00:04

macaques: Japanese macaques (1976)
Dominance interactions among a group of adult female Japanese macaques (Macaca fuscata fuscata), observed during a non-mating season in 1976. Edge weights represent the frequency of interaction.
This network has 62 nodes and 1187 edges.
Tags: Social, Animal, Weighted
networks.s…

macaques: Japanese macaques (1976). 62 nodes, 1187 edges. https://networks.skewed.de/net/macaques

macaques — Japanese macaques (1976)
Dominance interactions among a group of adult female Japanese macaques (Macaca fuscata fuscata), observed during a non-mating season in 1976. Edge weights represent the frequency of interaction.

@netzschleuder@social.skewed.de
2025-08-30 15:00:03

ceo_club: CEO Club Memberships
A bipartite network of the memberships of chief executive officers and the social organizations (clubs) to which they belong, from the Minneapolis-St. Paul area. Data originally collected by Galaskiewicz in 1985.
This network has 40 nodes and 95 edges.
Tags: Social, Affiliation, Unweighted

ceo_club: CEO Club Memberships. 40 nodes, 95 edges. https://networks.skewed.de/net/ceo_club

ceo_club — CEO Club Memberships
A bipartite network of the memberships of chief executive officers and the social organizations (clubs) to which they belong, from the Minneapolis-St. Paul area. Data originally collected by Galaskiewicz in 1985.

@netzschleuder@social.skewed.de
2025-08-30 10:00:28

myspace_aminer: MySpace social graph
This network contains the social graph of MySpace, a social networking website which also has a strong music emphasis. A directed edge (i,j) means that user i follows user j.
This network has 854498 nodes and 6489736 edges.
Tags: Social, Online, Unweighted
netwo…

myspace_aminer: MySpace social graph. 854498 nodes, 6489736 edges. https://networks.skewed.de/net/myspace_aminer

myspace_aminer — MySpace social graph
This network contains the social graph of MySpace, a social networking website which also has a strong music emphasis. A directed edge (i,j) means that user i follows user j.

@netzschleuder@social.skewed.de
2025-08-29 04:00:04

chicago_road: Chicago road network
A transportation network of Chicago, USA, from an unknown date (probably late 20th century). Nodes represent intersections or endpoints and edge represent the road connecting these nodes.
This network has 12982 nodes and 39018 edges.
Tags: Transportation, Roads, Unweighted

chicago_road: Chicago road network. 12982 nodes, 39018 edges. https://networks.skewed.de/net/chicago_road

chicago_road — Chicago road network
A transportation network of Chicago, USA, from an unknown date (probably late 20th century). Nodes represent intersections or endpoints and edge represent the road connecting these nodes.

@netzschleuder@social.skewed.de
2025-07-30 04:00:05

digg_reply: Digg reply network (2008)
Network of replies among users of digg.com. Each node in the network is a digg user, and each directed edge indicates that user i replied to user j.
This network has 30398 nodes and 87627 edges.
Tags: Social, Online, Unweighted, Multigraph
networks.skewed.de/net/di…

digg_reply: Digg reply network (2008). 30398 nodes, 87627 edges. https://networks.skewed.de/net/digg_reply

digg_reply — Digg reply network (2008)
Network of replies among users of digg.com. Each node in the network is a digg user, and each directed edge indicates that user i replied to user j.

@netzschleuder@social.skewed.de
2025-07-30 21:00:07

github: GitHub contest (2009)
The bipartite project-user membership network of the software development hosting site GitHub. A user connects to a project if that user is a member of that project.
This network has 177386 nodes and 440237 edges.
Tags: Economic, Production, Unweighted
networks.skewed.de/net/github

github: GitHub contest (2009). 177386 nodes, 440237 edges. https://networks.skewed.de/net/github

github — GitHub contest (2009)
The bipartite project-user membership network of the software development hosting site GitHub. A user connects to a project if that user is a member of that project.

@netzschleuder@social.skewed.de
2025-07-30 17:00:45

trec_web: TREC WT10g (2003)
A web graph network originally constructed in 2003 as a testbed for information-retrieval techniques, including web search engines. Distributed by University of Glasgow.
This network has 1601787 nodes and 8063026 edges.
Tags: Informational, Web graph, Unweighted
networks.skewed.de/net…

trec_web: TREC WT10g (2003). 1601787 nodes, 8063026 edges. https://networks.skewed.de/net/trec_web

trec_web — TREC WT10g (2003)
A web graph network originally constructed in 2003 as a testbed for information-retrieval techniques, including web search engines. Distributed by University of Glasgow.

@netzschleuder@social.skewed.de
2025-06-30 22:00:07

google_plus: Google (2013)
Snapshot of connections among users of Google , collected in 2012. Nodes are users and a directed edge (i,j) represents user i added user j to i's circle.
This network has 211187 nodes and 1506896 edges.
Tags: Social, Online, Unweighted
networks.skewed.de/net/google_

google_plus: Google+ (2013). 211187 nodes, 1506896 edges. https://networks.skewed.de/net/google_plus

google_plus — Google+ (2013)
Snapshot of connections among users of Google+, collected in 2012. Nodes are users and a directed edge (i,j) represents user i added user j to i's circle.

@netzschleuder@social.skewed.de
2025-07-30 20:00:03

sp_kenyan_households: Kenyan households contacts (2012)
A network of proximity contacts measured between members of 5 households of rural Kenya, between April 24 and May 12, 2012.
This network has 47 nodes and 32643 edges.
Tags: Social, Offline, Unweighted, Temporal, Metadata
networks.skewed.…

sp_kenyan_households: Kenyan households contacts (2012). 47 nodes, 32643 edges. https://networks.skewed.de/net/sp_kenyan_households

sp_kenyan_households — Kenyan households contacts (2012)
A network of proximity contacts measured between members of 5 households of rural Kenya, between April 24 and May 12, 2012.

@netzschleuder@social.skewed.de
2025-06-29 10:00:04

sa_companies: South African companies (1919)
A bipartite network of the affiliations between a small group of individuals and five important companies in South African finance, around 1919.
This network has 11 nodes and 13 edges.
Tags: Social, Affiliation, Unweighted
networks.skewed.de/net/sa_comp

sa_companies: South African companies (1919). 11 nodes, 13 edges. https://networks.skewed.de/net/sa_companies

sa_companies — South African companies (1919)
A bipartite network of the affiliations between a small group of individuals and five important companies in South African finance, around 1919.

@netzschleuder@social.skewed.de
2025-05-31 01:00:04

linux: Linux source inclusions (v3.16)
A network of Linux (v3.16) source code file inclusion. Nodes represent source files and a directed edge indicates if one file includes another.
This network has 30837 nodes and 213954 edges.
Tags: Technological, Software, Unweighted
networks.skewed.de/net/linux

linux: Linux source inclusions (v3.16). 30837 nodes, 213954 edges. https://networks.skewed.de/net/linux

linux — Linux source inclusions (v3.16)
A network of Linux (v3.16) source code file inclusion. Nodes represent source files and a directed edge indicates if one file includes another.

@netzschleuder@social.skewed.de
2025-05-31 01:00:04

linux: Linux source inclusions (v3.16)
A network of Linux (v3.16) source code file inclusion. Nodes represent source files and a directed edge indicates if one file includes another.
This network has 30837 nodes and 213954 edges.
Tags: Technological, Software, Unweighted
networks.skewed.de/net/linux

linux: Linux source inclusions (v3.16). 30837 nodes, 213954 edges. https://networks.skewed.de/net/linux

linux — Linux source inclusions (v3.16)
A network of Linux (v3.16) source code file inclusion. Nodes represent source files and a directed edge indicates if one file includes another.

@netzschleuder@social.skewed.de
2025-08-29 08:00:09

wordnet: WordNet relationships
A network of English words from the WordNet. Node is a word, and edge denotes relationships between words (synonymy, hyperonymy, meronymy, etc.). The date at which this network was extracted from WordNet is not unknown.
This network has 146005 nodes and 656999 edges.
Tags: Informational, Language, Unweighted

wordnet: WordNet relationships. 146005 nodes, 656999 edges. https://networks.skewed.de/net/wordnet

wordnet — WordNet relationships
A network of English words from the WordNet. Node is a word, and edge denotes relationships between words (synonymy, hyperonymy, meronymy, etc.). The date at which this network was extracted from WordNet is not unknown.

@netzschleuder@social.skewed.de
2025-08-29 11:00:03

contiguous_usa: Contiguous states (USA)
A network of contiguous states in the USA, in which each state is a node and two nodes are connected if they share a land-based geographic border. The dataset includes the lower 48 states, and the District of Columbia.
This network has 49 nodes and 107 edges.
Tags: Transportation, Roads, Unweighted

contiguous_usa: Contiguous states (USA). 49 nodes, 107 edges. https://networks.skewed.de/net/contiguous_usa

contiguous_usa — Contiguous states (USA)
A network of contiguous states in the USA, in which each state is a node and two nodes are connected if they share a land-based geographic border. The dataset includes the lower 48 states, and the District of Columbia.

@netzschleuder@social.skewed.de
2025-08-29 12:00:04

caida_as: CAIDA AS graphs (2004-2007)
A sequence of 122 network snapshots denoting Autonomous System (AS) relationships on the Internet, from 2004-2007, inferred using the Serial-1 method from RouteViews BGP table snapshots and a set of heuristics.
This network has 20731 nodes and 83524 edges.
Tags: Technological, Communication, Unweighted, Temporal

caida_as: CAIDA AS graphs (2004-2007). 20731 nodes, 83524 edges. https://networks.skewed.de/net/caida_as#20051107

caida_as — CAIDA AS graphs (2004-2007)
A sequence of 122 network snapshots denoting Autonomous System (AS) relationships on the Internet, from 2004-2007, inferred using the Serial-1 method from RouteViews BGP table snapshots and a set of heuristics.

@netzschleuder@social.skewed.de
2025-07-30 03:00:04

elite: Barnes-Burkett elite affiliations (1962)
A small bipartite network of the affiliations among elite individuals and the corporate, museum, university boards, or social clubs to which they belonged, from 1962.
This network has 44 nodes and 99 edges.
Tags: Social, Affiliation, Unweighted
networks.skewed.de/net/…

elite: Barnes-Burkett elite affiliations (1962). 44 nodes, 99 edges. https://networks.skewed.de/net/elite

elite — Barnes-Burkett elite affiliations (1962)
A small bipartite network of the affiliations among elite individuals and the corporate, museum, university boards, or social clubs to which they belonged, from 1962.

@netzschleuder@social.skewed.de
2025-08-29 20:00:04

high_tech_company: Krackhardt high tech company network
Multiplex network of 3 edge types representing relationships (advice, friendship, and “reports to”) between managers of a high-tech company. Data hosted by Manlio De Domenico.
This network has 21 nodes and 312 edges.
Tags: Social, Offline, Multilayer, Unweighted

high_tech_company: Krackhardt high tech company network. 21 nodes, 312 edges. https://networks.skewed.de/net/high_tech_company

high_tech_company — Krackhardt high tech company network
Multiplex network of 3 edge types representing relationships (advice, friendship, and “reports to”) between managers of a high-tech company. Data hosted by Manlio De Domenico.

@netzschleuder@social.skewed.de
2025-08-30 02:00:04

high_tech_company: Krackhardt high tech company network
Multiplex network of 3 edge types representing relationships (advice, friendship, and “reports to”) between managers of a high-tech company. Data hosted by Manlio De Domenico.
This network has 21 nodes and 312 edges.
Tags: Social, Offline, Multilayer, Unweighted

high_tech_company: Krackhardt high tech company network. 21 nodes, 312 edges. https://networks.skewed.de/net/high_tech_company

high_tech_company — Krackhardt high tech company network
Multiplex network of 3 edge types representing relationships (advice, friendship, and “reports to”) between managers of a high-tech company. Data hosted by Manlio De Domenico.

@netzschleuder@social.skewed.de
2025-07-29 11:00:14

flickr_groups: OSN user groups (2007)
Bipartite networks of the affiliations between users and groups on several online social network sites, including Flickr, YouTube, LiveJournal, and Orkut, extracted in 2007.
This network has 499610 nodes and 8545307 edges.
Tags: Social, Online, Unweighted
networ…

flickr_groups: OSN user groups (2007). 499610 nodes, 8545307 edges. https://networks.skewed.de/net/flickr_groups

flickr_groups — OSN user groups (2007)
Bipartite networks of the affiliations between users and groups on several online social network sites, including Flickr, YouTube, LiveJournal, and Orkut, extracted in 2007.

@netzschleuder@social.skewed.de
2025-08-29 09:00:12

dblp_coauthor_snap: DBLP authors (2012)
A coauthorship network extracted from the DBLP computer science manuscript database, in 2012. This network is a one-mode projection from the bipartite graph of computer scientists and their publications.
This network has 425957 nodes and 1049866 edges.
Tags: Social, Collaboration, Unweighted, Metadata, Projection

dblp_coauthor_snap: DBLP authors (2012). 425957 nodes, 1049866 edges. https://networks.skewed.de/net/dblp_coauthor_snap

dblp_coauthor_snap — DBLP authors (2012)
A coauthorship network extracted from the DBLP computer science manuscript database, in 2012. This network is a one-mode projection from the bipartite graph of computer scientists and their publications.

@netzschleuder@social.skewed.de
2025-06-30 00:00:04

polblogs: Political blogs network (2004)
A directed network of hyperlinks among a large set of U.S. political weblogs from before the 2004 election. Includes blog political affiliation as metadata.
This network has 1490 nodes and 19090 edges.
Tags: Informational, Web graph, Unweighted, Metadata
networks.skewed.d…

polblogs: Political blogs network (2004). 1490 nodes, 19090 edges. https://networks.skewed.de/net/polblogs

polblogs — Political blogs network (2004)
A directed network of hyperlinks among a large set of U.S. political weblogs from before the 2004 election. Includes blog political affiliation as metadata.

@netzschleuder@social.skewed.de
2025-06-30 21:00:03

polblogs: Political blogs network (2004)
A directed network of hyperlinks among a large set of U.S. political weblogs from before the 2004 election. Includes blog political affiliation as metadata.
This network has 1490 nodes and 19090 edges.
Tags: Informational, Web graph, Unweighted, Metadata
networks.skewed.d…

polblogs: Political blogs network (2004). 1490 nodes, 19090 edges. https://networks.skewed.de/net/polblogs

polblogs — Political blogs network (2004)
A directed network of hyperlinks among a large set of U.S. political weblogs from before the 2004 election. Includes blog political affiliation as metadata.

@netzschleuder@social.skewed.de
2025-08-29 21:00:03

reactome: Joshi-Tope human protein interactome (2005)
A network of human proteins and their binding interactions, extracted from Reactome project. Nodes represent proteins and an edge represents a binding interaction between two proteins.
This network has 6327 nodes and 147547 edges.
Tags: Biological, Protein interactions, Unweighted

reactome: Joshi-Tope human protein interactome (2005). 6327 nodes, 147547 edges. https://networks.skewed.de/net/reactome

reactome — Joshi-Tope human protein interactome (2005)
A network of human proteins and their binding interactions, extracted from Reactome project. Nodes represent proteins and an edge represents a binding interaction between two proteins.

@netzschleuder@social.skewed.de
2025-07-29 04:00:15

dbpedia_team: DBpedia athlete-team affiliations
Bipartite network of the affiliations (employment relations) between professional athletes and their teams, as extracted from Wikipedia by the DBpedia project.
This network has 935627 nodes and 1366466 edges.
Tags: Economic, Employment, Unweighted
netwo…

dbpedia_team: DBpedia athlete-team affiliations. 935627 nodes, 1366466 edges. https://networks.skewed.de/net/dbpedia_team

dbpedia_team — DBpedia athlete-team affiliations
Bipartite network of the affiliations (employment relations) between professional athletes and their teams, as extracted from Wikipedia by the DBpedia project.

@netzschleuder@social.skewed.de
2025-07-29 18:00:04

anybeat: Anybeat social network (2013)
A snapshot of the Anybeat online social network from 2013, before it was shut down. Nodes are users and links represent friendships. The edge direction (i, j) denotes the user i follows user j.
This network has 12645 nodes and 67053 edges.
Tags: Social, Online, Unweighted
ne…

anybeat: Anybeat social network (2013). 12645 nodes, 67053 edges. https://networks.skewed.de/net/anybeat

anybeat — Anybeat social network (2013)
A snapshot of the Anybeat online social network from 2013, before it was shut down. Nodes are users and links represent friendships. The edge direction (i, j) denotes the user i follows user j.

@netzschleuder@social.skewed.de
2025-08-30 07:00:04

moreno_sheep: Bighorn sheep (1984)
Dominance interactions among a group of female bighorn sheep (Ovis canadensis) from the National Bison Range in western Montana USA, over a 27 month period ending in 1984. Edge weights represent the frequency of interaction. Metadata gives the sheep ages, roughly.
This network has 28 nodes and 250 edges.
Tags: Social, Animal, Weighted, Metadata

moreno_sheep: Bighorn sheep (1984). 28 nodes, 250 edges. https://networks.skewed.de/net/moreno_sheep

moreno_sheep — Bighorn sheep (1984)
Dominance interactions among a group of female bighorn sheep (Ovis canadensis) from the National Bison Range in western Montana USA, over a 27 month period ending in 1984. Edge weights represent the frequency of interaction. Metadata gives the sheep ages, roughly.

@netzschleuder@social.skewed.de
2025-06-29 05:00:04

cofe: Collaboration in Financial Economics (2021)
Network of authors and commenters of papers in finantial economics, obtained from the acknowledgement sections of over 5,000 published research papers.
This network has 13967 nodes and 102039 edges.
Tags: Social, Directed, Weighted, Online, Collaboration
networks.ske…

cofe: Collaboration in Financial Economics (2021). 13967 nodes, 102039 edges. https://networks.skewed.de/net/cofe

cofe — Collaboration in Financial Economics (2021)
Network of authors and commenters of papers in finantial economics, obtained from the acknowledgement sections of over 5,000 published research papers. A directed edge from a commenter to an author exists if the commenter commented in a paper by the author.

@netzschleuder@social.skewed.de
2025-07-29 06:00:04

bible_nouns: Bible noun phrases
A network of noun phrases (places and names) in the King James Version of the Bible. Each node is a noun phrase, and an edge exists if the noun phrases co-occur in a Bible verse. Edge weight denotes how often the two words co-occur.
This network has 1773 nodes and 9131 edges.
Tags: Informational, Language, Weighted

bible_nouns: Bible noun phrases. 1773 nodes, 9131 edges. https://networks.skewed.de/net/bible_nouns

bible_nouns — Bible noun phrases
A network of noun phrases (places and names) in the King James Version of the Bible. Each node is a noun phrase, and an edge exists if the noun phrases co-occur in a Bible verse. Edge weight denotes how often the two words co-occur.

@netzschleuder@social.skewed.de
2025-07-30 12:00:04

high_tech_company: Krackhardt high tech company network
Multiplex network of 3 edge types representing relationships (advice, friendship, and “reports to”) between managers of a high-tech company. Data hosted by Manlio De Domenico.
This network has 21 nodes and 312 edges.
Tags: Social, Offline, Multilayer, Unweighted

high_tech_company: Krackhardt high tech company network. 21 nodes, 312 edges. https://networks.skewed.de/net/high_tech_company

high_tech_company — Krackhardt high tech company network
Multiplex network of 3 edge types representing relationships (advice, friendship, and “reports to”) between managers of a high-tech company. Data hosted by Manlio De Domenico.

@netzschleuder@social.skewed.de
2025-07-30 11:00:04

mist: MIST protein interaction database (2020)
The Molecular Interaction Search Tool (MIST) is a comprehensive resource of molecular interactions, assembled from severla primary sources. MIST currently supports several species, including:.
This network has 27105 nodes and 334495 edges.
Tags: Biological, Protein interactions, Unweighted

mist: MIST protein interaction database (2020). 27105 nodes, 334495 edges. https://networks.skewed.de/net/mist#genetic_interolog_fly

mist — MIST protein interaction database (2020)
The Molecular Interaction Search Tool (MIST) is a comprehensive resource of molecular interactions, assembled from severla primary sources. MIST currently supports several species, including: 1. Homo sapiens (Human) 2. Drosophila melanogaster (Fly) 3. Mus musculus (Mouse) 4. Caenorhabditis elegans (Worm) 5. Rattus norvegicus (Rat) 6. Saccharomyces cerevisiae (Baker's yeast) 7. Schizosaccharomyces pombe (Fission yeast) 8. Danio rerio (Zebrafish) 9. Xenopus laevis (Afr…

@netzschleuder@social.skewed.de
2025-06-30 03:00:04

florentine_families: Padgett Florentine families
Multiplex network with 2 edge types representing marriage alliances and business relationships between Florentine families during the Italian Renaissance. Data hosted by Manlio De Domenico.
This network has 16 nodes and 35 edges.
Tags: Social, Relationships, Multilayer, Unweighted

florentine_families: Padgett Florentine families. 16 nodes, 35 edges. https://networks.skewed.de/net/florentine_families

florentine_families — Padgett Florentine families
Multiplex network with 2 edge types representing marriage alliances and business relationships between Florentine families during the Italian Renaissance. Data hosted by Manlio De Domenico.

@netzschleuder@social.skewed.de
2025-06-30 17:00:04

florentine_families: Padgett Florentine families
Multiplex network with 2 edge types representing marriage alliances and business relationships between Florentine families during the Italian Renaissance. Data hosted by Manlio De Domenico.
This network has 16 nodes and 35 edges.
Tags: Social, Relationships, Multilayer, Unweighted

florentine_families: Padgett Florentine families. 16 nodes, 35 edges. https://networks.skewed.de/net/florentine_families

florentine_families — Padgett Florentine families
Multiplex network with 2 edge types representing marriage alliances and business relationships between Florentine families during the Italian Renaissance. Data hosted by Manlio De Domenico.

@netzschleuder@social.skewed.de
2025-07-29 17:00:04

interactome_figeys: Figeys human interactome (2007)
A network of human proteins and their binding interactions. Nodes represent proteins and an edge represents an interaction between two proteins, as inferred using a mass spectrometry‐based approach.
This network has 2239 nodes and 6452 edges.
Tags: Biological, Protein interactions, Unweighted

interactome_figeys: Figeys human interactome (2007). 2239 nodes, 6452 edges. https://networks.skewed.de/net/interactome_figeys

interactome_figeys — Figeys human interactome (2007)
A network of human proteins and their binding interactions. Nodes represent proteins and an edge represents an interaction between two proteins, as inferred using a mass spectrometry‐based approach.

@netzschleuder@social.skewed.de
2025-06-29 16:00:04

bible_nouns: Bible noun phrases
A network of noun phrases (places and names) in the King James Version of the Bible. Each node is a noun phrase, and an edge exists if the noun phrases co-occur in a Bible verse. Edge weight denotes how often the two words co-occur.
This network has 1773 nodes and 9131 edges.
Tags: Informational, Language, Weighted

bible_nouns: Bible noun phrases. 1773 nodes, 9131 edges. https://networks.skewed.de/net/bible_nouns

bible_nouns — Bible noun phrases
A network of noun phrases (places and names) in the King James Version of the Bible. Each node is a noun phrase, and an edge exists if the noun phrases co-occur in a Bible verse. Edge weight denotes how often the two words co-occur.

@netzschleuder@social.skewed.de
2025-08-29 06:00:06

cora: CORA citations (1998)
Citations among papers indexed by CORA, from 1998, an early computer science research paper search engine. If a paper i cites a paper j also in this data set, then a directed edge connects i to j. (Papers not in the data set are excluded.) Self-loops may be present. The dates of these snapshots are uncertain.
This network has 23166 nodes and 91500 edges.
Tags: Informational, Citation, Unweighted

cora: CORA citations (1998). 23166 nodes, 91500 edges. https://networks.skewed.de/net/cora

cora — CORA citations (1998)
Citations among papers indexed by CORA, from 1998, an early computer science research paper search engine. If a paper i cites a paper j also in this data set, then a directed edge connects i to j. (Papers not in the data set are excluded.) Self-loops may be present. The dates of these snapshots are uncertain.

@netzschleuder@social.skewed.de
2025-07-29 15:00:03

november17: November17 members (2009)
A network representing connections among members of the November 17 (N17) Greek terrorist group. Nodes are members, and an edge exists if two members have some connection in the past. Metadata include role, function, resources. Some attributes are missing.
This network has 22 nodes and 66 edges.
Tags: Social, Offline, Unweighted, Metadata

november17: November17 members (2009). 22 nodes, 66 edges. https://networks.skewed.de/net/november17

november17 — November17 members (2009)
A network representing connections among members of the November 17 (N17) Greek terrorist group. Nodes are members, and an edge exists if two members have some connection in the past. Metadata include role, function, resources. Some attributes are missing.

@netzschleuder@social.skewed.de
2025-08-30 16:00:04

messal_shale: Messel Shale food web (2014)
A network of feeling links among taxa based on the 48 million years old uppermost early Eocene Messel Shale. Edge property 'certainty' denotes the certainty of the edge. Metadata include evidence, habitat, and trophic roles. The edge direction goes from consumer to resource.
This network has 700 nodes and 6444 edges.
Tags: Biological, Food Web, Uncertain, Weighted, Metadata

messal_shale: Messel Shale food web (2014). 700 nodes, 6444 edges. https://networks.skewed.de/net/messal_shale

messal_shale — Messel Shale food web (2014)
A network of feeling links among taxa based on the 48 million years old uppermost early Eocene Messel Shale. Edge property 'certainty' denotes the certainty of the edge. Metadata include evidence, habitat, and trophic roles. The edge direction goes from consumer to resource.

@netzschleuder@social.skewed.de
2025-07-29 09:00:03

moreno_sheep: Bighorn sheep (1984)
Dominance interactions among a group of female bighorn sheep (Ovis canadensis) from the National Bison Range in western Montana USA, over a 27 month period ending in 1984. Edge weights represent the frequency of interaction. Metadata gives the sheep ages, roughly.
This network has 28 nodes and 250 edges.
Tags: Social, Animal, Weighted, Metadata

moreno_sheep: Bighorn sheep (1984). 28 nodes, 250 edges. https://networks.skewed.de/net/moreno_sheep

moreno_sheep — Bighorn sheep (1984)
Dominance interactions among a group of female bighorn sheep (Ovis canadensis) from the National Bison Range in western Montana USA, over a 27 month period ending in 1984. Edge weights represent the frequency of interaction. Metadata gives the sheep ages, roughly.

@netzschleuder@social.skewed.de
2025-06-30 06:00:03

interactome_pdz: PDZ-domain interactome (2005)
A network of PDZ-domain-mediated protein–protein binding interactions, extracted from the PDZBase database. Nodes represent proteins and an edge represents a binding interaction between two proteins.
This network has 212 nodes and 244 edges.
Tags: Biological, Protein interactions, Unweighted

interactome_pdz: PDZ-domain interactome (2005). 212 nodes, 244 edges. https://networks.skewed.de/net/interactome_pdz

interactome_pdz — PDZ-domain interactome (2005)
A network of PDZ-domain-mediated protein–protein binding interactions, extracted from the PDZBase database. Nodes represent proteins and an edge represents a binding interaction between two proteins.

@netzschleuder@social.skewed.de
2025-08-29 14:00:04

windsurfers: Windsurfers network (1986)
A network of interpersonal contacts among windsurfers in southern California during the Fall of 1986. The edge weights indicate the perception of social affiliations majored by the tasks in which each individual was asked​ to sort cards with other surfer’s name in the order of closeness.
This network has 43 nodes and 336 edges.
Tags: Social, Offline, Weighted

windsurfers: Windsurfers network (1986). 43 nodes, 336 edges. https://networks.skewed.de/net/windsurfers

windsurfers — Windsurfers network (1986)
A network of interpersonal contacts among windsurfers in southern California during the Fall of 1986. The edge weights indicate the perception of social affiliations majored by the tasks in which each individual was asked​ to sort cards with other surfer’s name in the order of closeness.

@netzschleuder@social.skewed.de
2025-08-29 19:00:04

windsurfers: Windsurfers network (1986)
A network of interpersonal contacts among windsurfers in southern California during the Fall of 1986. The edge weights indicate the perception of social affiliations majored by the tasks in which each individual was asked​ to sort cards with other surfer’s name in the order of closeness.
This network has 43 nodes and 336 edges.
Tags: Social, Offline, Weighted

windsurfers: Windsurfers network (1986). 43 nodes, 336 edges. https://networks.skewed.de/net/windsurfers

windsurfers — Windsurfers network (1986)
A network of interpersonal contacts among windsurfers in southern California during the Fall of 1986. The edge weights indicate the perception of social affiliations majored by the tasks in which each individual was asked​ to sort cards with other surfer’s name in the order of closeness.

@netzschleuder@social.skewed.de
2025-06-30 08:00:16

wiki_article_words: Wikipedia article-words (en) (2010)
A bipartite network of English Wikipedia articles and the words they contain. The edge weight gives the number of times a word appeared in the connected article.
This network has 276739 nodes and 2941902 edges.
Tags: Informational, Language, Weighted

wiki_article_words: Wikipedia article-words (en) (2010). 276739 nodes, 2941902 edges. https://networks.skewed.de/net/wiki_article_words

wiki_article_words — Wikipedia article-words (en) (2010)
A bipartite network of English Wikipedia articles and the words they contain. The edge weight gives the number of times a word appeared in the connected article.

@netzschleuder@social.skewed.de
2025-08-30 09:00:04

scotus_majority: SCOTUS majority opinions
Network of legal citations among majority opinions written by the Supreme Court of the United States (SCOTUS), from 1754-2002 (2008 version) and 1792-2006 (2007 version). In addition to the citation network, node metadata is included giving some description of each opinion.
This network has 34613 nodes and 202167 edges.
Tags: Informational, Legal, Unweighted, Metadata, Temporal

scotus_majority: SCOTUS majority opinions. 34613 nodes, 202167 edges. https://networks.skewed.de/net/scotus_majority#2007

scotus_majority — SCOTUS majority opinions
Network of legal citations among majority opinions written by the Supreme Court of the United States (SCOTUS), from 1754-2002 (2008 version) and 1792-2006 (2007 version). In addition to the citation network, node metadata is included giving some description of each opinion.

@netzschleuder@social.skewed.de
2025-07-30 18:00:06

jung: JUNG and javax class dependencies (2012)
A network of software class dependency within the JUNG 2.0.1 and javax 1.6.0.7 library namespaces edu.uci.ics.jung and java/javax. Nodes represent classes and a directed edge indicates a dependency of one class on another.
This network has 6120 nodes and 138706 edges.
Tags: Technological, Software, Unweighted

jung: JUNG and javax class dependencies (2012). 6120 nodes, 138706 edges. https://networks.skewed.de/net/jung

jung — JUNG and javax class dependencies (2012)
A network of software class dependency within the JUNG 2.0.1 and javax 1.6.0.7 library namespaces edu.uci.ics.jung and java/javax. Nodes represent classes and a directed edge indicates a dependency of one class on another.

@netzschleuder@social.skewed.de
2025-08-29 22:00:08

jester: Jester joke ratings (2001)
Two bipartite networks of users and jokes, extracted from the online joke recommender system Jester. A user connects to all jokes for which that user entered a rating. Edge weights give the rating score, scaled from -10 to 10. The two files differ by how many joke nodes are included, 100 or 150.
This network has 73521 nodes and 4136360 edges.
Tags: Economic, Preferences, Weighted

jester: Jester joke ratings (2001). 73521 nodes, 4136360 edges. https://networks.skewed.de/net/jester

jester — Jester joke ratings (2001)
Two bipartite networks of users and jokes, extracted from the online joke recommender system Jester. A user connects to all jokes for which that user entered a rating. Edge weights give the rating score, scaled from -10 to +10. The two files differ by how many joke nodes are included, 100 or 150.

@netzschleuder@social.skewed.de
2025-07-30 06:00:04

netscience: Scientific collaborations in network science (2006)
A coauthorship network among scientists working on network science, from 2006. This network is a one-mode projection from the bipartite graph of authors and their scientific publications.
This network has 1589 nodes and 2742 edges.
Tags: Social, Collaboration, Weighted, Projection

netscience: Scientific collaborations in network science (2006). 1589 nodes, 2742 edges. https://networks.skewed.de/net/netscience

netscience — Scientific collaborations in network science (2006)
A coauthorship network among scientists working on network science, from 2006. This network is a one-mode projection from the bipartite graph of authors and their scientific publications.

@netzschleuder@social.skewed.de
2025-07-29 16:00:04

montreal: Montreal street gangs (2007)
Network representing relationships between gangs, obtained from Montreal Police’s central intelligence database, spanning 2004 to 2007. Nodes are gangs, and an edge represents some kind of relationship between two gangs (as elicited from interviews with gang members).
This network has 35 nodes and 78 edges.
Tags: Social, Affiliation, Unweighted

montreal: Montreal street gangs (2007). 35 nodes, 78 edges. https://networks.skewed.de/net/montreal

montreal — Montreal street gangs (2007)
Network representing relationships between gangs, obtained from Montreal Police’s central intelligence database, spanning 2004 to 2007. Nodes are gangs, and an edge represents some kind of relationship between two gangs (as elicited from interviews with gang members).

@netzschleuder@social.skewed.de
2025-06-30 13:00:06

facebook_wall: Facebook wall posts (2009)
Friendship relationships and interactions (wall posts) for a subset of the Facebook social network in 2009, recorded over a 2 year period. Edge directed edge represents a post by one user on another user's FB wall.
This network has 46952 nodes and 876993 edges.
Tags: Social, Online, Temporal, Multigraph

facebook_wall: Facebook wall posts (2009). 46952 nodes, 876993 edges. https://networks.skewed.de/net/facebook_wall

facebook_wall — Facebook wall posts (2009)
Friendship relationships and interactions (wall posts) for a subset of the Facebook social network in 2009, recorded over a 2 year period. Edge directed edge represents a post by one user on another user's FB wall.

@netzschleuder@social.skewed.de
2025-06-30 04:00:06

dbpedia_genre: DBpedia work-genre network
A bipartite network of the affiliations between artists and their works on one side and genre classifications on the other, as extracted from Wikipedia by the DBpedia project. The date of this snapshot is uncertain.
This network has 266717 nodes and 463497 edges.
Tags: Informational, Relatedness, Unweighted

dbpedia_genre: DBpedia work-genre network. 266717 nodes, 463497 edges. https://networks.skewed.de/net/dbpedia_genre

dbpedia_genre — DBpedia work-genre network
A bipartite network of the affiliations between artists and their works on one side and genre classifications on the other, as extracted from Wikipedia by the DBpedia project. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-07-29 14:00:04

ego_social: Ego networks in social media (2012)
Ego networks associated with a set of accounts of three social media platforms (Facebook, Google , and Twitter). Datasets include node features (profile metadata), circles, and ego networks, and were crawled from public sources in 2012.
This network has 786 nodes and 14024 edges.
Tags: Social, Online, Unweighted, Metadata

ego_social: Ego networks in social media (2012). 786 nodes, 14024 edges. https://networks.skewed.de/net/ego_social#facebook_1684

ego_social — Ego networks in social media (2012)
Ego networks associated with a set of accounts of three social media platforms (Facebook, Google+, and Twitter). Datasets include node features (profile metadata), circles, and ego networks, and were crawled from public sources in 2012

@netzschleuder@social.skewed.de
2025-05-31 00:00:03

revolution: American Revolutionary groups (1765-1783)
A bipartite network of the memberships of notable people and organizations, from the American Revolution (1765-1783) between users and groups on YouTube, extracted from a larger YouTube network in 2007.
This network has 141 nodes and 160 edges.
Tags: Social, Affiliation, Unweighted

revolution: American Revolutionary groups (1765-1783). 141 nodes, 160 edges. https://networks.skewed.de/net/revolution

revolution — American Revolutionary groups (1765-1783)
A bipartite network of the memberships of notable people and organizations, from the American Revolution (1765-1783) between users and groups on YouTube, extracted from a larger YouTube network in 2007.

@netzschleuder@social.skewed.de
2025-05-31 00:00:03

revolution: American Revolutionary groups (1765-1783)
A bipartite network of the memberships of notable people and organizations, from the American Revolution (1765-1783) between users and groups on YouTube, extracted from a larger YouTube network in 2007.
This network has 141 nodes and 160 edges.
Tags: Social, Affiliation, Unweighted

revolution: American Revolutionary groups (1765-1783). 141 nodes, 160 edges. https://networks.skewed.de/net/revolution

revolution — American Revolutionary groups (1765-1783)
A bipartite network of the memberships of notable people and organizations, from the American Revolution (1765-1783) between users and groups on YouTube, extracted from a larger YouTube network in 2007.

@netzschleuder@social.skewed.de
2025-06-30 16:00:04

football_tsevans: NCAA college football 2000 (corrected metadata)
A network of American football games between Division IA colleges during regular season Fall 2000. This version contains some corrections made by T. S. Evans, in particular:.
This network has 115 nodes and 613 edges.
Tags: Social, Sports, Unweighted

football_tsevans: NCAA college football 2000 (corrected metadata). 115 nodes, 613 edges. https://networks.skewed.de/net/football_tsevans

football_tsevans — NCAA college football 2000 (corrected metadata)
A network of American football games between Division IA colleges during regular season Fall 2000. This version contains some corrections made by T. S. Evans, in particular: There are are two issues with the original GN file. First three teams met twice in one season so the graph is not simple. This is easily dealt with if required. Secondly, the assignments to conferences, the node values, seem to be for the 2001 season and not the 2000 season. The games do appear to be for the 2000 season as…

@netzschleuder@social.skewed.de
2025-06-29 07:00:07

dbpedia_location: DBpedia entity-location network
A bipartite network of the affiliations between named entities from Wikipedia and particular notable locations, as extracted from Wikipedia by the DBpedia project. The date of this snapshot is uncertain.
This network has 225498 nodes and 293697 edges.
Tags: Informational, Relatedness, Unweighted

dbpedia_location: DBpedia entity-location network. 225498 nodes, 293697 edges. https://networks.skewed.de/net/dbpedia_location

dbpedia_location — DBpedia entity-location network
A bipartite network of the affiliations between named entities from Wikipedia and particular notable locations, as extracted from Wikipedia by the DBpedia project. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-05-31 03:00:03

baseball: Baseball steroid use (2008)
Two networks representing steroid use among baseball players. First, a bipartite network of players and their steroid providers (of illegal performance-enhancing substances). Second, a one-mode projection of players, which are linked if they have a common supplier.
This network has 84 nodes and 84 edges.
Tags: Social, Offline, Weighted, Projection

baseball: Baseball steroid use (2008). 84 nodes, 84 edges. https://networks.skewed.de/net/baseball#user-provider

baseball — Baseball steroid use (2008)
Two networks representing steroid use among baseball players. First, a bipartite network of players and their steroid providers (of illegal performance-enhancing substances). Second, a one-mode projection of players, which are linked if they have a common supplier.

@netzschleuder@social.skewed.de
2025-05-31 03:00:03

baseball: Baseball steroid use (2008)
Two networks representing steroid use among baseball players. First, a bipartite network of players and their steroid providers (of illegal performance-enhancing substances). Second, a one-mode projection of players, which are linked if they have a common supplier.
This network has 84 nodes and 84 edges.
Tags: Social, Offline, Weighted, Projection

baseball: Baseball steroid use (2008). 84 nodes, 84 edges. https://networks.skewed.de/net/baseball#user-provider

baseball — Baseball steroid use (2008)
Two networks representing steroid use among baseball players. First, a bipartite network of players and their steroid providers (of illegal performance-enhancing substances). Second, a one-mode projection of players, which are linked if they have a common supplier.

@netzschleuder@social.skewed.de
2025-06-30 11:00:12

libimseti: Libimseti.cz social network (2012)
A network of ratings given between users at Libimseti.cz, a Czech online dating website. A directed edge (i,j) means that user i rate user j, and the corresponding edge weight is the given rating, on a scale of 1-10.
This network has 220970 nodes and 17359346 edges.
Tags: Social, Online, Weighted

libimseti: Libimseti.cz social network (2012). 220970 nodes, 17359346 edges. https://networks.skewed.de/net/libimseti

libimseti — Libimseti.cz social network (2012)
A network of ratings given between users at Libimseti.cz, a Czech online dating website. A directed edge (i,j) means that user i rate user j, and the corresponding edge weight is the given rating, on a scale of 1-10.

@netzschleuder@social.skewed.de
2025-08-30 20:00:04

webkb: WebKB graphs (1998)
Web graphs crawled from four Computer Science departments in 1998, with each page manually classified into one of 7 categories: course, department, faculty, project, staff, student, or other. All graphs included in a single .zip; also included are 'co-citation' graphs, which links i and j if they both point to some k. Edge weights count the number of links from i to j.
This network has 334 nodes and 32988 edges.
Tags: Informational, Web gr…

webkb: WebKB graphs (1998). 334 nodes, 32988 edges. https://networks.skewed.de/net/webkb#webkb_texas_cocite

webkb — WebKB graphs (1998)
Web graphs crawled from four Computer Science departments in 1998, with each page manually classified into one of 7 categories: course, department, faculty, project, staff, student, or other. All graphs included in a single .zip; also included are 'co-citation' graphs, which links i and j if they both point to some k. Edge weights count the number of links from i to j.

@netzschleuder@social.skewed.de
2025-06-30 19:00:05

slashdot_threads: Slashdot thread replies (2007)
A network of replies among users of the website Slashdot on the various discussion threads on the site. Nodes are user accounts and each directed edge represents a reply from user i to user j. Replies are timestamped.
This network has 51083 nodes and 140778 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

slashdot_threads: Slashdot thread replies (2007). 51083 nodes, 140778 edges. https://networks.skewed.de/net/slashdot_threads

slashdot_threads — Slashdot thread replies (2007)
A network of replies among users of the website Slashdot on the various discussion threads on the site. Nodes are user accounts and each directed edge represents a reply from user i to user j. Replies are timestamped.

@netzschleuder@social.skewed.de
2025-07-31 00:00:04

messal_shale: Messel Shale food web (2014)
A network of feeling links among taxa based on the 48 million years old uppermost early Eocene Messel Shale. Edge property 'certainty' denotes the certainty of the edge. Metadata include evidence, habitat, and trophic roles. The edge direction goes from consumer to resource.
This network has 700 nodes and 6444 edges.
Tags: Biological, Food Web, Uncertain, Weighted, Metadata

messal_shale: Messel Shale food web (2014). 700 nodes, 6444 edges. https://networks.skewed.de/net/messal_shale

messal_shale — Messel Shale food web (2014)
A network of feeling links among taxa based on the 48 million years old uppermost early Eocene Messel Shale. Edge property 'certainty' denotes the certainty of the edge. Metadata include evidence, habitat, and trophic roles. The edge direction goes from consumer to resource.

@netzschleuder@social.skewed.de
2025-06-29 22:00:12

bitcoin: Bitcoin transactions (2009-2013)
A network of Bitcoin transactions spanning January 2009 to April 2013. Nodes are public-key "addresses" at some time within the given period, and each edge is marked with the time (at a resolution of seconds) of the transaction.
This network has 6336770 nodes and 16057711 edges.
Tags: Economic, Cryptocurrency, Unweighted, Timestamps

bitcoin: Bitcoin transactions (2009-2013). 6336770 nodes, 16057711 edges. https://networks.skewed.de/net/bitcoin

bitcoin — Bitcoin transactions (2009-2013)
A network of Bitcoin transactions spanning January 2009 to April 2013. Nodes are public-key "addresses" at some time within the given period, and each edge is marked with the time (at a resolution of seconds) of the transaction.

@netzschleuder@social.skewed.de
2025-07-29 01:00:08

livemocha: Livemocha friendship network (2010)
A network of friendships among users on Livemocha, a large online language learning community. Nodes represent users and edges represent a mutual declaration of friendship.
This network has 104103 nodes and 2193083 edges.
Tags: Social, Online, Unweighted
ne…

livemocha: Livemocha friendship network (2010). 104103 nodes, 2193083 edges. https://networks.skewed.de/net/livemocha

livemocha — Livemocha friendship network (2010)
A network of friendships among users on Livemocha, a large online language learning community. Nodes represent users and edges represent a mutual declaration of friendship.

@netzschleuder@social.skewed.de
2025-08-30 12:00:03

moviegalaxies: Moviegalaxies, movies 410-466 (2018)
Social graphs for over 700 movies from the moviegalaxies.com website. Each node represents a character in a movie and each edge is a same-scene appearance between two characters in that movie. The weight gives the number of same-scene appearances. Networks are extracted from movie scripts automatically.
This network has 40 nodes and 152 edges.
Tags: Social, Fictional, Weighted

moviegalaxies: Moviegalaxies, movies 410-466 (2018). 40 nodes, 152 edges. https://networks.skewed.de/net/moviegalaxies#717

moviegalaxies — Moviegalaxies, movies 410-466 (2018)
Social graphs for over 700 movies from the moviegalaxies.com website. Each node represents a character in a movie and each edge is a same-scene appearance between two characters in that movie. The weight gives the number of same-scene appearances. Networks are extracted from movie scripts automatically.

@netzschleuder@social.skewed.de
2025-06-30 15:00:03

terrorists_911: 9-11 terrorist network
Network of individuals and their known social associations, centered around the hijackers that carried out the September 11th, 2001 terrorist attacks. Associations extracted after-the-fact from public data. Metadata labels say which plane a person was on, if any, on 9/11.
This network has 62 nodes and 152 edges.
Tags: Social, Offline, Unweighted, Metadata

terrorists_911: 9-11 terrorist network. 62 nodes, 152 edges. https://networks.skewed.de/net/terrorists_911

terrorists_911 — 9-11 terrorist network
Network of individuals and their known social associations, centered around the hijackers that carried out the September 11th, 2001 terrorist attacks. Associations extracted after-the-fact from public data. Metadata labels say which plane a person was on, if any, on 9/11.

@netzschleuder@social.skewed.de
2025-07-31 02:00:05

scotus_majority: SCOTUS majority opinions
Network of legal citations among majority opinions written by the Supreme Court of the United States (SCOTUS), from 1754-2002 (2008 version) and 1792-2006 (2007 version). In addition to the citation network, node metadata is included giving some description of each opinion.
This network has 25417 nodes and 216738 edges.
Tags: Informational, Legal, Unweighted, Metadata, Temporal

scotus_majority: SCOTUS majority opinions. 25417 nodes, 216738 edges. https://networks.skewed.de/net/scotus_majority#2008

scotus_majority — SCOTUS majority opinions
Network of legal citations among majority opinions written by the Supreme Court of the United States (SCOTUS), from 1754-2002 (2008 version) and 1792-2006 (2007 version). In addition to the citation network, node metadata is included giving some description of each opinion.