Tootfinder

@netzschleuder@social.skewed.de
2025-11-19 14:00:46

wikipedia_growth: en-Wikipedia links (2007)
The network of hyperlinks among English wikipedia pages, in 2007. An edge (i,j) indicates that article i hyperlinks to article j, and each edge is timestamped with its creation.
This network has 1870709 nodes and 39953145 edges.
Tags: Informational, Web graph, Unweighted, Timestamps
https:/…

wikipedia_growth: en-Wikipedia links (2007). 1870709 nodes, 39953145 edges. https://networks.skewed.de/net/wikipedia_growth

wikipedia_growth — en-Wikipedia links (2007)
The network of hyperlinks among English wikipedia pages, in 2007. An edge (i,j) indicates that article i hyperlinks to article j, and each edge is timestamped with its creation.

@netzschleuder@social.skewed.de
2025-11-19 05:00:24

epinions: Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.
This network has 876252 nodes and 13668320 edges.
Tags: Economic, Preferences, Timestamps, Weighted

epinions: Epinions product ratings (2005). 876252 nodes, 13668320 edges. https://networks.skewed.de/net/epinions

epinions — Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.

@netzschleuder@social.skewed.de
2025-11-19 09:00:22

epinions: Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.
This network has 876252 nodes and 13668320 edges.
Tags: Economic, Preferences, Timestamps, Weighted

epinions — Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.

@arXiv_csCL_bot@mastoxiv.page
2025-10-15 10:29:31

Not in Sync: Unveiling Temporal Bias in Audio Chat Models
Jiayu Yao, Shenghua Liu, Yiwei Wang, Rundong Cheng, Lingrui Mei, Baolong Bi, Zhen Xiong, Xueqi Cheng
https://arxiv.org/abs/2510.12185

Not in Sync: Unveiling Temporal Bias in Audio Chat Models
Large Audio Language Models (LALMs) are increasingly applied to audio understanding and multimodal reasoning, yet their ability to locate when events occur remains underexplored. We present the first systematic study of temporal bias in LALMs, revealing a key limitation in their timestamp prediction. For example, when asked "At which second does the lecturer introduce the key formula?", models often predict timestamps that are consistently earlier or later than the ground truth. Through control…

@netzschleuder@social.skewed.de
2025-10-19 23:00:06

lkml_reply: Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.
This network has 63399 nodes and 1096440 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

lkml_reply: Linux kernel reply network. 63399 nodes, 1096440 edges. https://networks.skewed.de/net/lkml_reply

lkml_reply — Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-10-19 10:00:07

lkml_reply: Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.
This network has 63399 nodes and 1096440 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

lkml_reply — Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-11-19 20:00:14

stackoverflow: Stack Overflow favorites (2011)
A bipartite network of users and the posts they have favorited, from the online Q&A site Stack Overflow. An edge (i,j) connects a user i to a post j if that user "favorited" that post (a kind of a rating). Edges are timestamped.
This network has 641876 nodes and 1301942 edges.
Tags: Economic, Preferences, Unweighted, Timestamps

stackoverflow: Stack Overflow favorites (2011). 641876 nodes, 1301942 edges. https://networks.skewed.de/net/stackoverflow

stackoverflow — Stack Overflow favorites (2011)
A bipartite network of users and the posts they have favorited, from the online Q&A site Stack Overflow. An edge (i,j) connects a user i to a post j if that user "favorited" that post (a kind of a rating). Edges are timestamped.

@netzschleuder@social.skewed.de
2025-12-18 23:00:08

lkml_reply: Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.
This network has 63399 nodes and 1096440 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

lkml_reply — Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.

@gedankenstuecke@scholar.social
2025-10-07 13:18:16

@… by the way, does it sometimes happen that the Geofabrik data downloads lag a few days behind the actual state of the OSM despite the timestamps seeming current? Or does the picture gen pipeline somehow not clear out stale data sometimes? 🙂

@netzschleuder@social.skewed.de
2025-12-19 09:00:07

lkml_reply: Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.
This network has 63399 nodes and 1096440 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

lkml_reply — Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.

@Techmeme@techhub.social
2025-10-01 10:20:55

Q&A with Pavel Durov on Telegram, his arrest, censorship, not using a phone, Romanian elections, VK, encryption, Edward Snowden, spring 2018 poisoning, and more (Lex Fridman)
https://lexfridman.com/pavel-durov-transcript

Transcript for Pavel Durov: Telegram, Freedom, Censorship, Money, Power & Human Nature | Lex Fridman Podcast #482 - Lex Fridman
This is a transcript of Lex Fridman Podcast #482 with Pavel Durov. The timestamps in the transcript are clickable links that take you directly to that point in the main video. Please note that the transcript is human generated, and may have errors. Here are some useful links: Go back to this episode’s main page Watch the full YouTube version of the podcast Table of Contents Here are the loose “chapters” in the conversation. Click link to jump approximately to that part in the transcript: …

@netzschleuder@social.skewed.de
2025-12-18 09:00:04

bitcoin_trust: Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 5881 nodes and 35592 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_trust: Bitcoin OTC trust network (2017). 5881 nodes, 35592 edges. https://networks.skewed.de/net/bitcoin_trust

bitcoin_trust — Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@gray17@mastodon.social
2025-10-04 09:45:43

the annoying thing about relative timestamps is that you get a screenshot that says "3h" and you have to do digital archeology to find the OP to get the date and hope it didn't stay in their drafts for 3y before they hit send, so you don't look like a fool for mailing a Christmas card to a dying kid who was debunked as a viral marketing campaign created by an AI agent that was publicly executed before you were born

@netzschleuder@social.skewed.de
2025-11-20 03:00:04

contact: Haggle human proximity network (2006)
A network of human proximities, as measured by carried wireless devices. Each node represents a person, and an edge denotes when two people were within a certain proximity of each other, as measured by a wireless protocol (Bluetooth or Wifi). The edges are timestamped.
This network has 274 nodes and 28244 edges.
Tags: Social, Offline, Unweighted, Timestamps

contact: Haggle human proximity network (2006). 274 nodes, 28244 edges. https://networks.skewed.de/net/contact

contact — Haggle human proximity network (2006)
A network of human proximities, as measured by carried wireless devices. Each node represents a person, and an edge denotes when two people were within a certain proximity of each other, as measured by a wireless protocol (Bluetooth or Wifi). The edges are timestamped.

@netzschleuder@social.skewed.de
2025-10-19 02:00:09

lkml_thread: Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.
This network has 379554 nodes and 1565683 edges.
Tags: Social, Communication, Unweighted, Timestamps

lkml_thread: Linux kernel mailing list. 379554 nodes, 1565683 edges. https://networks.skewed.de/net/lkml_thread

lkml_thread — Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.

@netzschleuder@social.skewed.de
2025-12-20 02:00:08

lkml_thread: Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.
This network has 379554 nodes and 1565683 edges.
Tags: Social, Communication, Unweighted, Timestamps

lkml_thread — Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.

@arXiv_csCV_bot@mastoxiv.page
2025-10-06 09:47:29

AdaRD-key: Adaptive Relevance-Diversity Keyframe Sampling for Long-form Video understanding
Xian Zhang, Zexi Wu, Zinuo Li, Hongming Xu, Luqi Gong, Farid Boussaid, Naoufel Werghi, Mohammed Bennamoun
https://arxiv.org/abs/2510.02778

AdaRD-key: Adaptive Relevance-Diversity Keyframe Sampling for Long-form Video understanding
Understanding long-form videos remains a significant challenge for vision--language models (VLMs) due to their extensive temporal length and high information density. Most current multimodal large language models (MLLMs) rely on uniform sampling, which often overlooks critical moments, leading to incorrect responses to queries. In parallel, many keyframe selection approaches impose rigid temporal spacing: once a frame is chosen, an exclusion window suppresses adjacent timestamps to reduce redun…

@netzschleuder@social.skewed.de
2025-11-17 22:00:09

digg_votes: Digg story votes (2009)
A bipartite network between users and stories on digg.com from 2009. Each user node connects to all story nodes on which that user voted. Edges are timestamped.
This network has 142962 nodes and 3018197 edges.
Tags: Economic, Preferences, Multigraph, Timestamps
https://netwo…

digg_votes: Digg story votes (2009). 142962 nodes, 3018197 edges. https://networks.skewed.de/net/digg_votes

digg_votes — Digg story votes (2009)
A bipartite network between users and stories on digg.com from 2009. Each user node connects to all story nodes on which that user voted. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-10-17 19:00:33

bibsonomy: BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.
This network has 972120 nodes and 2555080 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps
https://

bibsonomy: BibSonomy. 972120 nodes, 2555080 edges. https://networks.skewed.de/net/bibsonomy

bibsonomy — BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-10-18 02:00:32

bibsonomy: BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.
This network has 972120 nodes and 2555080 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps
https://

bibsonomy — BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-10-17 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
2025-11-17 11:00:04

bitcoin_trust: Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 5881 nodes and 35592 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_trust — Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-12-17 09:00:04

email_company: Manufacturing company email (2010)
A network of emails among employee email addresses at a mid-sized manufacturing company. Each directed edge represents an email sent from address i to address j. Edges are timestamped, and occurred over a 6 month period in an unspecified year.
This network has 167 nodes and 82927 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

email_company: Manufacturing company email (2010). 167 nodes, 82927 edges. https://networks.skewed.de/net/email_company

email_company — Manufacturing company email (2010)
A network of emails among employee email addresses at a mid-sized manufacturing company. Each directed edge represents an email sent from address i to address j. Edges are timestamped, and occurred over a 6 month period in an unspecified year.

@netzschleuder@social.skewed.de
2025-11-17 06:00:04

bitcoin_alpha: Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 3783 nodes and 24186 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_alpha: Bitcoin Alpha trust network (2017). 3783 nodes, 24186 edges. https://networks.skewed.de/net/bitcoin_alpha

bitcoin_alpha — Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-12-17 23:00:04

movielens_100k: MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.).
This network has 24129 nodes and 95580 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps

movielens_100k: MovieLens 100K (1998). 24129 nodes, 95580 edges. https://networks.skewed.de/net/movielens_100k

movielens_100k — MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.)

@netzschleuder@social.skewed.de
2025-11-18 04:00:04

chess: Kaggle chess players (2010)
A network among chess players (nodes) giving the chess match outcomes (edges), for game-by-game results among the world’s top chess players. The direction of edge (i,j) denotes white player (i) and black player (j). Each edge is timestamped (approximate). Edge sign is 1 for a win by white, 0 for draw, and -1 for a win by black.
This network has 7301 nodes and 65053 edges.
Tags: Social, Offline, Signed, Timestamps

chess: Kaggle chess players (2010). 7301 nodes, 65053 edges. https://networks.skewed.de/net/chess

chess — Kaggle chess players (2010)
A network among chess players (nodes) giving the chess match outcomes (edges), for game-by-game results among the world’s top chess players. The direction of edge (i,j) denotes white player (i) and black player (j). Each edge is timestamped (approximate). Edge sign is +1 for a win by white, 0 for draw, and -1 for a win by black.

@netzschleuder@social.skewed.de
2025-10-17 20:00:05

topology: Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.
This network has 34761 nodes and 171403 edges.
Tags: Technological, Communication, Unweighted, Multigraph, Timestamps

topology: Internet AS graph (2004). 34761 nodes, 171403 edges. https://networks.skewed.de/net/topology

topology — Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.

@netzschleuder@social.skewed.de
2025-12-17 03:00:48

wikipedia_growth: en-Wikipedia links (2007)
The network of hyperlinks among English wikipedia pages, in 2007. An edge (i,j) indicates that article i hyperlinks to article j, and each edge is timestamped with its creation.
This network has 1870709 nodes and 39953145 edges.
Tags: Informational, Web graph, Unweighted, Timestamps
https:/…

wikipedia_growth — en-Wikipedia links (2007)
The network of hyperlinks among English wikipedia pages, in 2007. An edge (i,j) indicates that article i hyperlinks to article j, and each edge is timestamped with its creation.

@netzschleuder@social.skewed.de
2025-12-16 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 971 nodes and 1487 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikibooks: Wikipedia book edits (2010). 971 nodes, 1487 edges. https://networks.skewed.de/net/edit_wikibooks#af

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
2025-12-16 09:00:04

edit_wikinews: Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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 10072 nodes and 235204 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikinews: Wikipedia news edits (2010). 10072 nodes, 235204 edges. https://networks.skewed.de/net/edit_wikinews#tr

edit_wikinews — Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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
2025-12-16 19:00:07

lkml_reply: Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.
This network has 63399 nodes and 1096440 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

lkml_reply — Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-11-16 12:00:30

foursquare_global: Foursquare global check-ins (2013)
A bipartite network of users and locations, representing check-in events worldwide on Foursquare, from April 2012 to September 2013. Metadata include country, city name, city type (e.g. national capital), and vender's latitude and longitude.
This network has 3935215 nodes and 22809624 edges.
Tags: Social, Online, Unweighted, Metadata, Timestamps

foursquare_global: Foursquare global check-ins (2013). 3935215 nodes, 22809624 edges. https://networks.skewed.de/net/foursquare_global

foursquare_global — Foursquare global check-ins (2013)
A bipartite network of users and locations, representing check-in events worldwide on Foursquare, from April 2012 to September 2013. Metadata include country, city name, city type (e.g. national capital), and vender's latitude and longitude.

@netzschleuder@social.skewed.de
2025-11-16 21:00:04

bitcoin_alpha: Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 3783 nodes and 24186 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_alpha — Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-12-16 08:00:04

movielens_100k: MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.).
This network has 24129 nodes and 95580 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps

movielens_100k — MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.)

@netzschleuder@social.skewed.de
2025-10-17 02:00:07

wikiconflict: Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.
This network has 118100 nodes and 2917785 edges.
Tags: Social, Conflict, Signed, Timestamps

wikiconflict: Wikipedia edit wars (2009). 118100 nodes, 2917785 edges. https://networks.skewed.de/net/wikiconflict

wikiconflict — Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.

@netzschleuder@social.skewed.de
2025-12-16 02:00:03

edit_wikiquote: Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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 6008 nodes and 54892 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikiquote: Wikiquote edits (2010). 6008 nodes, 54892 edges. https://networks.skewed.de/net/edit_wikiquote#lt

@netzschleuder@social.skewed.de
2025-10-15 08:00:06

lkml_reply: Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.
This network has 63399 nodes and 1096440 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

lkml_reply — Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-10-15 12:00:05

topology: Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.
This network has 34761 nodes and 171403 edges.
Tags: Technological, Communication, Unweighted, Multigraph, Timestamps

topology — Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.

@netzschleuder@social.skewed.de
2025-10-15 11:00:04

reality_mining: Reality mining proximity network (2004)
A network of human proximities among students at Massachusetts Institute of Technology (MIT), as measured by personal mobile phones. Nodes represent people (students from the Media Lab and the Sloan Business School) and an edge connects a pair if the two devices made a Bluetooth handshake at the time. Edges are timestamped.
This network has 96 nodes and 1086404 edges.
Tags: Social, Offline, Unweighted, Timestamps

reality_mining: Reality mining proximity network (2004). 96 nodes, 1086404 edges. https://networks.skewed.de/net/reality_mining

reality_mining — Reality mining proximity network (2004)
A network of human proximities among students at Massachusetts Institute of Technology (MIT), as measured by personal mobile phones. Nodes represent people (students from the Media Lab and the Sloan Business School) and an edge connects a pair if the two devices made a Bluetooth handshake at the time. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-11-15 22:00:05

topology: Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.
This network has 34761 nodes and 171403 edges.
Tags: Technological, Communication, Unweighted, Multigraph, Timestamps

topology — Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.

@netzschleuder@social.skewed.de
2025-11-14 08:00:04

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 1671 nodes and 2861 edges.
Tags: Informational, Web graph, Multigraph, Timestamps
<…

edit_wikibooks: Wikipedia book edits (2010). 1671 nodes, 2861 edges. https://networks.skewed.de/net/edit_wikibooks#tt

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
2025-10-15 02:00:04

bitcoin_trust: Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 5881 nodes and 35592 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_trust — Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-11-14 23:00:09

lkml_thread: Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.
This network has 379554 nodes and 1565683 edges.
Tags: Social, Communication, Unweighted, Timestamps

lkml_thread — Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.

@netzschleuder@social.skewed.de
2025-12-14 09:00:08

lkml_thread: Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.
This network has 379554 nodes and 1565683 edges.
Tags: Social, Communication, Unweighted, Timestamps

lkml_thread — Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.

@netzschleuder@social.skewed.de
2025-12-15 02:00:05

at_migrations: Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.
This network has 2115 nodes and 2908569 edges.
Tags: Social, Economic, Travel, Weighted, Politlcal, Timestamps, Metadata

at_migrations: Austrian internal migrations (2002-2022). 2115 nodes, 2908569 edges. https://networks.skewed.de/net/at_migrations

at_migrations — Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.

@netzschleuder@social.skewed.de
2025-10-14 21:00:05

topology: Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.
This network has 34761 nodes and 171403 edges.
Tags: Technological, Communication, Unweighted, Multigraph, Timestamps

topology — Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.

@netzschleuder@social.skewed.de
2025-10-14 00:00:03

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 609 nodes and 788 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikibooks: Wikipedia book edits (2010). 609 nodes, 788 edges. https://networks.skewed.de/net/edit_wikibooks#mg

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
2025-11-13 20:00:03

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 1135 nodes and 2572 edges.
Tags: Informational, Web graph, Multigraph, Timestamps
<…

edit_wikibooks: Wikipedia book edits (2010). 1135 nodes, 2572 edges. https://networks.skewed.de/net/edit_wikibooks#bs

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
2025-12-13 18:00:04

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 5267 nodes and 12212 edges.
Tags: Informational, Web graph, Multigraph, Timestamps
…

edit_wikibooks: Wikipedia book edits (2010). 5267 nodes, 12212 edges. https://networks.skewed.de/net/edit_wikibooks#ka

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
2025-11-14 00:00:04

edit_wikinews: Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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 4946 nodes and 23441 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikinews: Wikipedia news edits (2010). 4946 nodes, 23441 edges. https://networks.skewed.de/net/edit_wikinews#he

edit_wikinews — Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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
2025-10-13 10:00:04

bitcoin_alpha: Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 3783 nodes and 24186 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_alpha — Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-10-13 21:00:03

elec: Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.
This network has 7118 nodes and 103675 edges.
Tags: Social, Online, Signed, Timestamps

elec: Wikipedia adminship vote (2008). 7118 nodes, 103675 edges. https://networks.skewed.de/net/elec

elec — Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-12-13 10:00:04

topology: Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.
This network has 34761 nodes and 171403 edges.
Tags: Technological, Communication, Unweighted, Multigraph, Timestamps

topology — Internet AS graph (2004)
An integrated snapshot of the structure of the Internet at the level of Autonomous Systems (ASs), reconstructed from multiple sources, including the RouteViews and RIPE BGP trace collectors, route servers, looking glasses, and the Internet Routing Registry databases. This snapshot was created around October 2004.

@netzschleuder@social.skewed.de
2025-12-12 18:00:10

digg_votes: Digg story votes (2009)
A bipartite network between users and stories on digg.com from 2009. Each user node connects to all story nodes on which that user voted. Edges are timestamped.
This network has 142962 nodes and 3018197 edges.
Tags: Economic, Preferences, Multigraph, Timestamps
https://netwo…

digg_votes — Digg story votes (2009)
A bipartite network between users and stories on digg.com from 2009. Each user node connects to all story nodes on which that user voted. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-10-12 07:00:12

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)
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
2025-12-12 17:00:04

bitcoin_trust: Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 5881 nodes and 35592 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_trust — Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-12-12 05:00:05

movielens_100k: MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.).
This network has 24129 nodes and 95580 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps

movielens_100k — MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.)

@netzschleuder@social.skewed.de
2025-12-13 02:00:07

wikiconflict: Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.
This network has 118100 nodes and 2917785 edges.
Tags: Social, Conflict, Signed, Timestamps
<…

wikiconflict — Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.

@netzschleuder@social.skewed.de
2025-10-11 22:00:22

epinions: Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.
This network has 876252 nodes and 13668320 edges.
Tags: Economic, Preferences, Timestamps, Weighted

epinions — Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.

@netzschleuder@social.skewed.de
2025-10-11 23:00:04

email_company: Manufacturing company email (2010)
A network of emails among employee email addresses at a mid-sized manufacturing company. Each directed edge represents an email sent from address i to address j. Edges are timestamped, and occurred over a 6 month period in an unspecified year.
This network has 167 nodes and 82927 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

email_company — Manufacturing company email (2010)
A network of emails among employee email addresses at a mid-sized manufacturing company. Each directed edge represents an email sent from address i to address j. Edges are timestamped, and occurred over a 6 month period in an unspecified year.

@netzschleuder@social.skewed.de
2025-12-11 05:00:04

bitcoin_alpha: Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 3783 nodes and 24186 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_alpha — Bitcoin Alpha trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin Alpha platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-12-11 03:00:54

wikipedia_growth: en-Wikipedia links (2007)
The network of hyperlinks among English wikipedia pages, in 2007. An edge (i,j) indicates that article i hyperlinks to article j, and each edge is timestamped with its creation.
This network has 1870709 nodes and 39953145 edges.
Tags: Informational, Web graph, Unweighted, Timestamps
https:/…

wikipedia_growth — en-Wikipedia links (2007)
The network of hyperlinks among English wikipedia pages, in 2007. An edge (i,j) indicates that article i hyperlinks to article j, and each edge is timestamped with its creation.

@netzschleuder@social.skewed.de
2025-10-11 01:00:05

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
2025-10-10 05:00:06

lkml_reply: Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.
This network has 63399 nodes and 1096440 edges.
Tags: Social, Communication, Unweighted, Multigraph, Timestamps

lkml_reply — Linux kernel reply network
A network of replies among email address found on the Linux kernel mailing list. Nodes are email addresses and each directed edge represents a reply from email address i to email address j. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-11-10 06:00:30

foursquare_global: Foursquare global check-ins (2013)
A bipartite network of users and locations, representing check-in events worldwide on Foursquare, from April 2012 to September 2013. Metadata include country, city name, city type (e.g. national capital), and vender's latitude and longitude.
This network has 3935215 nodes and 22809624 edges.
Tags: Social, Online, Unweighted, Metadata, Timestamps

foursquare_global — Foursquare global check-ins (2013)
A bipartite network of users and locations, representing check-in events worldwide on Foursquare, from April 2012 to September 2013. Metadata include country, city name, city type (e.g. national capital), and vender's latitude and longitude.

@netzschleuder@social.skewed.de
2025-12-10 05:00:03

contact: Haggle human proximity network (2006)
A network of human proximities, as measured by carried wireless devices. Each node represents a person, and an edge denotes when two people were within a certain proximity of each other, as measured by a wireless protocol (Bluetooth or Wifi). The edges are timestamped.
This network has 274 nodes and 28244 edges.
Tags: Social, Offline, Unweighted, Timestamps

contact — Haggle human proximity network (2006)
A network of human proximities, as measured by carried wireless devices. Each node represents a person, and an edge denotes when two people were within a certain proximity of each other, as measured by a wireless protocol (Bluetooth or Wifi). The edges are timestamped.

@netzschleuder@social.skewed.de
2025-12-10 19:00:03

contact: Haggle human proximity network (2006)
A network of human proximities, as measured by carried wireless devices. Each node represents a person, and an edge denotes when two people were within a certain proximity of each other, as measured by a wireless protocol (Bluetooth or Wifi). The edges are timestamped.
This network has 274 nodes and 28244 edges.
Tags: Social, Offline, Unweighted, Timestamps

contact — Haggle human proximity network (2006)
A network of human proximities, as measured by carried wireless devices. Each node represents a person, and an edge denotes when two people were within a certain proximity of each other, as measured by a wireless protocol (Bluetooth or Wifi). The edges are timestamped.

@netzschleuder@social.skewed.de
2025-11-10 23:00:05

movielens_100k: MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.).
This network has 24129 nodes and 95580 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps

movielens_100k — MovieLens 100K (1998)
Three bipartite networks that make up the MovieLens 100K Dataset, a stable benchmark dataset of 100,000 ratings from 1000 users on 1700 movies. These data capture the tag-movie, user-movie, and user-tag networks. (Also available from MovieLens are 1M, 10M and 20M folksonomy datasets.)

@netzschleuder@social.skewed.de
2025-11-13 16:00:12

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)
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
2025-11-13 10:00:04

at_migrations: Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.
This network has 2115 nodes and 2908569 edges.
Tags: Social, Economic, Travel, Weighted, Politlcal, Timestamps, Metadata

at_migrations — Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.

@netzschleuder@social.skewed.de
2025-11-09 21:00:10

digg_votes: Digg story votes (2009)
A bipartite network between users and stories on digg.com from 2009. Each user node connects to all story nodes on which that user voted. Edges are timestamped.
This network has 142962 nodes and 3018197 edges.
Tags: Economic, Preferences, Multigraph, Timestamps
https://netwo…

digg_votes — Digg story votes (2009)
A bipartite network between users and stories on digg.com from 2009. Each user node connects to all story nodes on which that user voted. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-11-09 05:00:03

edit_wikiquote: Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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 3929 nodes and 20595 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikiquote: Wikiquote edits (2010). 3929 nodes, 20595 edges. https://networks.skewed.de/net/edit_wikiquote#vi

edit_wikiquote — Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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
2025-11-09 23:00:10

lkml_thread: Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.
This network has 379554 nodes and 1565683 edges.
Tags: Social, Communication, Unweighted, Timestamps

lkml_thread — Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.

@netzschleuder@social.skewed.de
2025-11-09 12:00:04

elec: Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.
This network has 7118 nodes and 103675 edges.
Tags: Social, Online, Signed, Timestamps

elec — Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-11-13 02:00:20

citeulike: CiteULike
Three bipartite networks that make up the CiteULike folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.
This network has 885046 nodes and 2411819 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps
https://

citeulike: CiteULike. 885046 nodes, 2411819 edges. https://networks.skewed.de/net/citeulike

citeulike — CiteULike
Three bipartite networks that make up the CiteULike folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-11-08 05:00:04

edit_wikiquote: Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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 5297 nodes and 27934 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikiquote: Wikiquote edits (2010). 5297 nodes, 27934 edges. https://networks.skewed.de/net/edit_wikiquote#sl

edit_wikiquote — Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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
2025-10-08 23:00:04

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 3253 nodes and 11524 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikibooks: Wikipedia book edits (2010). 3253 nodes, 11524 edges. https://networks.skewed.de/net/edit_wikibooks#simple

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
2025-12-08 12:00:23

epinions: Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.
This network has 876252 nodes and 13668320 edges.
Tags: Economic, Preferences, Timestamps, Weighted

epinions — Epinions product ratings (2005)
A bipartite network of users and the products they rated on the website Epinions.com. A user connects to all products on which that user entered a rating. Edge weight represents the rating score, and edges are timestamped.

@netzschleuder@social.skewed.de
2025-12-08 09:00:04

edit_wikinews: Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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 10072 nodes and 235204 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikinews — Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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
2025-11-12 07:00:12

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)
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
2025-11-08 12:00:12

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)
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
2025-11-12 17:00:04

bitcoin_trust: Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to 10 (total trust) in steps of 1.
This network has 5881 nodes and 35592 edges.
Tags: Social, Online, Weighted, Signed, Timestamps

bitcoin_trust — Bitcoin OTC trust network (2017)
A network of who-trusts-whom relationships among users of the Bitcoin OTC platform. Each directed edge (i,j,w) represents the rating of user j by user i, in which i assigns j a weight w on a scale of -10 (total distrust) to +10 (total trust) in steps of 1.

@netzschleuder@social.skewed.de
2025-11-13 00:00:08

lkml_thread: Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.
This network has 379554 nodes and 1565683 edges.
Tags: Social, Communication, Unweighted, Timestamps

lkml_thread — Linux kernel mailing list
A bipartite network of contributions by users to threads on the Linux kernel mailing list. A left node is a person, and a right node is a thread, and each timestamped edge (i,j,t) denotes that user i contributed to thread j at time t. The date of the snapshot is not given.

@netzschleuder@social.skewed.de
2025-12-08 15:00:04

elec: Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.
This network has 7118 nodes and 103675 edges.
Tags: Social, Online, Signed, Timestamps

elec — Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-10-09 02:00:07

wikiconflict: Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.
This network has 118100 nodes and 2917785 edges.
Tags: Social, Conflict, Signed, Timestamps

wikiconflict — Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.

@netzschleuder@social.skewed.de
2025-11-12 15:00:07

wikiconflict: Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.
This network has 118100 nodes and 2917785 edges.
Tags: Social, Conflict, Signed, Timestamps

wikiconflict — Wikipedia edit wars (2009)
A network representing editorial interactions among editors of the English Wikipedia. Nodes are editors, and an edge denotes an edit conflict between the two editors. Edge are timestamped and signed. A positive sign indicates the users have agreement on the edit, and the negative sign indicates a disagreement (a reversion) on the edit.

@netzschleuder@social.skewed.de
2025-10-07 18:00:34

bibsonomy: BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.
This network has 972120 nodes and 2555080 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps
https://

bibsonomy — BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-12-07 10:00:17

citeulike: CiteULike
Three bipartite networks that make up the CiteULike folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.
This network has 885046 nodes and 2411819 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps
https://

citeulike — CiteULike
Three bipartite networks that make up the CiteULike folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-10-07 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 420 nodes and 774 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikibooks: Wikipedia book edits (2010). 420 nodes, 774 edges. https://networks.skewed.de/net/edit_wikibooks#lv

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
2025-11-07 23:00:03

edit_wiktionary: Wiktionary edits (2010)
Three bipartite user-page networks extracted from Wiktionary, for French, German, and English. 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 142 nodes and 156 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wiktionary: Wiktionary edits (2010). 142 nodes, 156 edges. https://networks.skewed.de/net/edit_wiktionary#rm

edit_wiktionary — Wiktionary edits (2010)
Three bipartite user-page networks extracted from Wiktionary, for French, German, and English. 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
2025-11-07 21:00:15

stackoverflow: Stack Overflow favorites (2011)
A bipartite network of users and the posts they have favorited, from the online Q&A site Stack Overflow. An edge (i,j) connects a user i to a post j if that user "favorited" that post (a kind of a rating). Edges are timestamped.
This network has 641876 nodes and 1301942 edges.
Tags: Economic, Preferences, Unweighted, Timestamps

stackoverflow — Stack Overflow favorites (2011)
A bipartite network of users and the posts they have favorited, from the online Q&A site Stack Overflow. An edge (i,j) connects a user i to a post j if that user "favorited" that post (a kind of a rating). Edges are timestamped.

@netzschleuder@social.skewed.de
2025-10-08 02:00:04

elec: Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.
This network has 7118 nodes and 103675 edges.
Tags: Social, Online, Signed, Timestamps

elec — Wikipedia adminship vote (2008)
A network of votes on Request for Adminship (RfA) elections from a 2008 snapshot of Wikipedia. Nodes represent editors, and a directed edge (i,j) indicates that editor i voted on editor j. Edge sign indicates the direction of the vote: positive = for, and negative = against. Edges are timestamped.

@netzschleuder@social.skewed.de
2025-10-08 04:00:04

at_migrations: Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.
This network has 2115 nodes and 2908569 edges.
Tags: Social, Economic, Travel, Weighted, Politlcal, Timestamps, Metadata

at_migrations — Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.

@netzschleuder@social.skewed.de
2025-12-07 08:00:04

chess: Kaggle chess players (2010)
A network among chess players (nodes) giving the chess match outcomes (edges), for game-by-game results among the world’s top chess players. The direction of edge (i,j) denotes white player (i) and black player (j). Each edge is timestamped (approximate). Edge sign is 1 for a win by white, 0 for draw, and -1 for a win by black.
This network has 7301 nodes and 65053 edges.
Tags: Social, Offline, Signed, Timestamps

chess — Kaggle chess players (2010)
A network among chess players (nodes) giving the chess match outcomes (edges), for game-by-game results among the world’s top chess players. The direction of edge (i,j) denotes white player (i) and black player (j). Each edge is timestamped (approximate). Edge sign is +1 for a win by white, 0 for draw, and -1 for a win by black.

@netzschleuder@social.skewed.de
2025-11-11 18:00:32

bibsonomy: BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.
This network has 972120 nodes and 2555080 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph, Timestamps
https://

bibsonomy — BibSonomy
Three bipartite networks that make up the BibSonomy folksonomy, representing the tag-publication, user-publication, and user-tag networks. The date of this snapshot is uncertain.

@netzschleuder@social.skewed.de
2025-11-11 19:00:04

edit_wikinews: Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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 25516 nodes and 58054 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikinews: Wikipedia news edits (2010). 25516 nodes, 58054 edges. https://networks.skewed.de/net/edit_wikinews#ar

edit_wikinews — Wikipedia news edits (2010)
Two bipartite user-page networks extracted from Wikipedia, about news events. 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
2025-11-11 09:00:04

at_migrations: Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.
This network has 2115 nodes and 2908569 edges.
Tags: Social, Economic, Travel, Weighted, Politlcal, Timestamps, Metadata

at_migrations — Austrian internal migrations (2002-2022)
A network of migrations between municipalities in Austria, from 2002 to 2022. A weighted directed link from source to target indicates a migration flow from these two municipalities. Edges are annotated with migration volume (number of people), nationality, sex, and year.

@netzschleuder@social.skewed.de
2025-10-06 07:00:03

edit_wikiquote: Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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 423 nodes and 667 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikiquote: Wikiquote edits (2010). 423 nodes, 667 edges. https://networks.skewed.de/net/edit_wikiquote#lb

edit_wikiquote — Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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
2025-10-06 05:00:03

edit_wikiquote: Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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 550 nodes and 938 edges.
Tags: Informational, Web graph, Multigraph, Timestamps

edit_wikiquote: Wikiquote edits (2010). 550 nodes, 938 edges. https://networks.skewed.de/net/edit_wikiquote#zh_min_nan

edit_wikiquote — Wikiquote edits (2010)
A bipartite user-page network extracted from Wikiquotes. 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
2025-11-06 13:00:05

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)
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.

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