Tootfinder

#TIL about #Reticulum, like #Mashable but secure.

@… wagt die Visualisierung einer doppelstöckigen #Carolabrücke.

Carolabrücke Dresden: CDU fordert Tempo beim Wiederaufbau
Die CDU Dresden geht in die Offensive: Mit einer Infotour an sechs Stationen will die Partei für ihren Plan zum schnellen Neubau der Carolabrücke werben. Ziel: Vier Fahrspuren für Autos, sichere Wege für Fußgänger und Radfahrer – und ein Stadtbild, das Dresden gerecht wird.

The Washington Post names Sara Kehaulani Goo president of the Creator Network, the newest version of its "third newsroom", independent of the editorial newsroom (Washington Post)
https://www.washingtonpost.com/pr/2025/08/12/sara-keha…

Sara Kehaulani Goo named President of the Creator Network

eu_airlines: European airline network
A multiplex network of airline routes among European airports, where each of the 37 edge types represents routes by a different airline.
This network has 450 nodes and 3588 edges.
Tags: Transportation, Airport, Multilayer, Unweighted
https://networks.skewed.de/net/eu_airl…

STOAT: Spatial-Temporal Probabilistic Causal Inference Network
Yang Yang, Du Yin, Hao Xue, Flora Salim
https://arxiv.org/abs/2506.09544 https://

STOAT: Spatial-Temporal Probabilistic Causal Inference Network
Spatial-temporal causal time series (STC-TS) involve region-specific temporal observations driven by causally relevant covariates and interconnected across geographic or network-based spaces. Existing methods often model spatial and temporal dynamics independently and overlook causality-driven probabilistic forecasting, limiting their predictive power. To address this, we propose STOAT (Spatial-Temporal Probabilistic Causal Inference Network), a novel framework for probabilistic forecasting in …

Real-Time Network Traffic Forecasting with Missing Data: A Generative Model Approach
Lei Deng, Wenhan Xu, Jingwei Li, Danny H. K. Tsang
https://arxiv.org/abs/2506.09647

Real-Time Network Traffic Forecasting with Missing Data: A Generative Model Approach
Real-time network traffic forecasting is crucial for network management and early resource allocation. Existing network traffic forecasting approaches operate under the assumption that the network traffic data is fully observed. However, in practical scenarios, the collected data are often incomplete due to various human and natural factors. In this paper, we propose a generative model approach for real-time network traffic forecasting with missing data. Firstly, we model the network traffic fo…

Dallas Cowboys QB ranked No. 1 by NFL Network analysts in key attribute over MVP https://www.si.com/nfl/cowboys/news/dallas-cowboys-qb-ranked-top-nfl-network-key-attribute-over-josh-allen

How are the #Perseids 2025 doing so far? Here are the current live plots from two different video camera network data published by https://globalmeteornetwork.org/flux/ and https://meteorflux.org/ resp. and from radio echo data published in https://jpn.iprmo.org/post/flash/per-2025.html - the peak is still ahead (and should arrive in a few hours).

Vance secretly meets with Fox News owners amid network's LA protest lies
https://www.dailykos.com/stories/2025/6/12/2327518/-Vance-secretly-meets-with-Fox-News-owners-amid-network-s-LA-protest-lies

Laut Schätzungen gibt es 1,5 Millionen Menschen in D, die an ME/CFS leiden.
https://www.reporterdesk.de/baden-wuerttemberg/post-covid-und-me-cfs-zahl-der-betroffenen-steigt-auf-15-millionen
Und es werden mehr……

Post Covid und ME/CFS: Zahl der Betroffenen steigt auf 1,5 Millionen
Der heutige internationale ME/CFS-Tag soll auf die immer noch wenig bekannte Erkrankung aufmerksam machen. Ausgelöst wird sie auch vom Coronavirus. Viele Patienten fühlen sich alleingelassen.

Causal Inference Under Network Interference
Subhankar Bhadra, Michael Schweinberger
https://arxiv.org/abs/2508.06808 https://arxiv.org/pdf/2508.06808

Causal Inference Under Network Interference
We review and conceptualize recent advances in causal inference under network interference, drawing on a complex and diverse body of work that ranges from causal inference, statistical network analysis, economics, the health sciences, and the social sciences. Network interference arises in connected populations when the treatment assignments of units affect the outcomes of other units. Examples include economic, financial, and public health interventions with spillover in connected populations,…

Asymmetric Network Games: $\alpha$-Potential Function and Learning
Kiran Rokade, Adit Jain, Francesca Parise, Vikram Krishnamurthy, Eva Tardos
https://arxiv.org/abs/2508.06619 h…

Asymmetric Network Games: $α$-Potential Function and Learning
In a network game, players interact over a network and the utility of each player depends on his own action and on an aggregate of his neighbours' actions. Many real world networks of interest are asymmetric and involve a large number of heterogeneous players. This paper analyzes static network games using the framework of $α$-potential games. Under mild assumptions on the action sets (compact intervals) and the utility functions (twice continuously differentiable) of the players, we derive an…

This could be great!
Cartoon Network Studios is expanding the beloved “Steven Universe” franchise with a brand-new series, “Steven Universe: Lars of the Stars,” now in development for Prime Video.
https://variety.com/2025/tv/global/ste

Quantum mixture-density network for multimodal probabilistic prediction
Jaemin Seo
https://arxiv.org/abs/2506.09497 https://arxiv.org…

Quantum mixture-density network for multimodal probabilistic prediction
Multimodal probability distributions are common in both quantum and classical systems, yet modeling them remains challenging when the number of modes is large or unknown. Classical methods such as mixture-density networks (MDNs) scale poorly, requiring parameter counts that grow quadratically with the number of modes. We introduce a Quantum Mixture-Density Network (Q-MDN) that employs parameterized quantum circuits to efficiently model multimodal distributions. By representing an exponential nu…

Collaborative Computing Strategy Based SINS Prediction for Emergency UAVs Network
Bing Li, Haoming Guo, Zhiyuan Ren, Wenchi Cheng, Jialin Hu, Xinke Jian
https://arxiv.org/abs/2508.06864

Collaborative Computing Strategy Based SINS Prediction for Emergency UAVs Network
In emergency scenarios, the dynamic and harsh conditions necessitate timely trajectory adjustments for drones, leading to highly dynamic network topologies and potential task failures. To address these challenges, a collaborative computing strategy based strapdown inertial navigation system (SINS) prediction for emergency UAVs network (EUN) is proposed, where a two-step weighted time expanded graph (WTEG) is constructed to deal with dynamic network topology changes. Furthermore, the task schedu…

Fairfax County expands its bikeshare network to 94 stations, with more to come. While Montgomery County has been shrinking its 77-station network, despite having urbanized areas more conducive to bikeshare use than anywhere in Fairfax. https://www.ffxnow.com/2025/08/08/capit…

Capital Bikeshare expands to Herndon area, Huntington Metro station | FFXnow

Physics-informed Multiresolution Wavelet Neural Network Method for Solving Partial Differential Equations
Feng Han, Jianguo Wang, Guoliang Peng, Xueting Shi
https://arxiv.org/abs/2508.07546

Physics-informed Multiresolution Wavelet Neural Network Method for Solving Partial Differential Equations
In this paper, a physics-informed multiresolution wavelet neural network (PIMWNN) method is proposed for solving partial differential equations (PDEs). This method uses the multiresolution wavelet neural network (MWNN) to approximate unknown functions, then substituting the MWNN into PDEs and training the MWNN by least-squares algorithm. We apply the proposed method to various problems, including stationary/nonstationary advection, diffusion and advection-diffusion problems, and linear/nonlinea…

Shopify partners with Coinbase to enable USDC payments for its merchants through Coinbase's Base layer-2 network, starting with a limited group of merchants (CoinDesk)
https://www.coindesk.com/business/2025/06/

Coinbase (COIN), Shopify (SHOP) Partner to Enable USDC Payments on Base for Merchants Worldwide
The integration is set to roll out on June 12 to a limited group of early access merchants, with wider availability expected later in the year.

Network-Specific Models for Multimodal Brain Response Prediction
Andrea Corsico, Giorgia Rigamonti, Simone Zini, Luigi Celona, Paolo Napoletano
https://arxiv.org/abs/2508.06499 …

Network-Specific Models for Multimodal Brain Response Prediction
In this work, we present a network-specific approach for predicting brain responses to complex multimodal movies, leveraging the Yeo 7-network parcellation of the Schaefer atlas. Rather than treating the brain as a homogeneous system, we grouped the seven functional networks into four clusters and trained separate multi-subject, multi-layer perceptron (MLP) models for each. This architecture supports cluster-specific optimization and adaptive memory modeling, allowing each model to adjust tempo…

Comprehensive Comparison Network: a framework for locality-aware, routes-comparable and interpretable route recommendation
Chao Chen, Longfei Xu, Hanyu Guo, Chengzhang Wang, Ying Wang, Kaikui Liu, Xiangxiang Chu
https://arxiv.org/abs/2508.08745

Comprehensive Comparison Network: a framework for locality-aware, routes-comparable and interpretable route recommendation
Route recommendation (RR) is a core task of route planning in the Amap app, with the goal of recommending the optimal route among candidate routes to users. Unlike traditional recommendation methods, insights into the local quality of routes and comparisons between candidate routes are crucial for enhancing recommendation performance but often overlooked in previous studies. To achieve these, we propose a novel model called Comprehensive Comparison Network (CCN). CCN not only uses query-level f…

SNR and Resource Adaptive Deep JSCC for Distributed IoT Image Classification
Ali Waqas, Sinem Coleri
https://arxiv.org/abs/2506.10699 https://

SNR and Resource Adaptive Deep JSCC for Distributed IoT Image Classification
Sensor-based local inference at IoT devices faces severe computational limitations, often requiring data transmission over noisy wireless channels for server-side processing. To address this, split-network Deep Neural Network (DNN) based Joint Source-Channel Coding (JSCC) schemes are used to extract and transmit relevant features instead of raw data. However, most existing methods rely on fixed network splits and static configurations, lacking adaptability to varying computational budgets and c…

Latent geometry emerging from network-driven processes
Andrea Filippo Beretta, Davide Zanchetta, Sebastiano Bontorin, Manlio De Domenico
https://arxiv.org/abs/2506.09616

Latent geometry emerging from network-driven processes
Understanding network functionality requires integrating structure and dynamics, and emergent latent geometry induced by network-driven processes captures the low-dimensional spaces governing this interplay. Here, we focus on generative-model-based approaches, distinguishing two reconstruction classes: fixed-time methods, which infer geometry at specific temporal scales (e.g., equilibrium), and multi-scale methods, which integrate dynamics across near- and far-from-equilibrium scales. Over the …

The Secure Overview and Analysis OF 3GPP MAC CE
Jin Cao, Yuanyuan Yang, Ruhui Ma, Sheng Li, Hui Li
https://arxiv.org/abs/2506.09502 https://

The Secure Overview and Analysis OF 3GPP MAC CE
To more effectively control and allocate network resources, MAC CE has been introduced into the network protocol, which is a type of control signaling located in the MAC layer. Since MAC CE lacks encryption and integrity protection mechanisms provided by PDCP, the control signaling carried by MAC CE is vulnerable to interception or tampering by attackers during resource scheduling and allocation. Currently, the 3GPP has analyzed the security risks of Layer 1/Layer 2 Triggered Mobility (LTM), wh…

eu_airlines: European airline network
A multiplex network of airline routes among European airports, where each of the 37 edge types represents routes by a different airline.
This network has 450 nodes and 3588 edges.
Tags: Transportation, Airport, Multilayer, Unweighted
https://networks.skewed.de/net/eu_airl…

Na wenn selbst der Herr Koettnitz gegen eine Brücke mit 4 Fahrstreifen ist, dann muss die cDU doch einlenken.
https://www.saechsische.de/lokales/dresden/carolabruecke-neubau-verkehrsforscher-…

Carolabrücke-Neubau: Verkehrsforscher sprechen sich gegen vier Spuren aus
Als überdimensioniert bezeichnen 15 Verkehrsforscher aus ganz Deutschland den Plan, der neuen Carolabrücke wieder vier Autospuren zu geben. Welchen Appell sie an Dresden richten.

Caught in the Game: On the History and Evolution of Web Browser Gaming
#history

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
https://networks.skewed.de/net/dolphins…

A discontinuous Galerkin plane wave neural network method for Helmholtz equation and Maxwell's equations
Long Yuan, Menghui Wu, Qiya Hu
https://arxiv.org/abs/2506.09309

A discontinuous Galerkin plane wave neural network method for Helmholtz equation and Maxwell's equations
In this paper we propose a discontinuous Galerkin plane wave neural network (DGPWNN) method for approximately solving Helmholtz equation and Maxwell's equations. In this method, we define an elliptic-type variational problem as in the plane wave least square method with $h-$refinement and introduce the adaptive construction of recursively augmented discontinuous Galerkin subspaces whose basis functions are realizations of element-wise neural network functions with $hp-$refinement, where the act…

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

Der schiefste Turm der Welt steht übrigens nicht in #Pisa, sondern in #Suurhusen in Ostfriesland.
Edit: Es ist nur der zweitschiefste Turm der Welt. …

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
h…

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

Wer vom #dotwatching nicht genug bekommt:
Seit heute läuft das Race Around Austria, in dessen Rahmen in diesem Jahr auch die Ultracycling Weltmeisterschaft ausgetragen wird:
https://race.perfect-tracking.com/rac…

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
https://networks.skewed.de/net/dolphins…

sp_hypertext: Hypertext 2009 dynamic contact network
The temporal network of contacts among attendees of the ACM Hypertext 2009 conference, which spanned 2.5 days of time.
This network has 113 nodes and 20818 edges.
Tags: Social, Offline, Unweighted, Temporal
https://networks.skewed.de/net/sp_hype…

Oh schön, die DNN versucht es mal mit Fakten bei der #Carolabrücke.
https://archive.is/zxo1M

email_eu: Email network (EU research inst.)
An email network (anonymized) from a large European research institution, collected from October 2003 to May 2005 (18 months). Each node corresponds to an email address, and a directed edge exists between nodes i and j, if i sent at least one message to j.
This network has 265214 nodes and 420045 edges.
Tags: Social, Communication, Unweighted

slashdot_zoo: Slashdot Zoo friend-foe network (2009)
A network of interactions among users on Slashdot (slashdot.org), a technology news website. Users name each other as friends or foe. The friend label increases the scores of post, and the foe label decreases the score.
This network has 79120 nodes and 515397 edges.
Tags: Social, Online, Signed

ecoli_transcription: E. coli transcription network (2002)
Network of operons and their pairwise interactions, via transcription factor-based regulation, within the bacteria Escherichia coli.
This network has 424 nodes and 577 edges.
Tags: Biological, Gene regulation, Unweighted
https://networks.s…

ecoli_transcription: E. coli transcription network (2002)
Network of operons and their pairwise interactions, via transcription factor-based regulation, within the bacteria Escherichia coli.
This network has 424 nodes and 577 edges.
Tags: Biological, Gene regulation, Unweighted
https://networks.s…

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

ecoli_transcription: E. coli transcription network (2002)
Network of operons and their pairwise interactions, via transcription factor-based regulation, within the bacteria Escherichia coli.
This network has 423 nodes and 578 edges.
Tags: Biological, Gene regulation, Unweighted
https://networks.s…

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

amazon_copurchases: Amazon co-purchasing network (2003)
Network of items for sale on amazon.com in 2003 and the items they "recommend" (via the "Customers Who Bought This Item Also Bought" feature). If one item is frequently co-purchased with another, then the first item recommends the second.
This network has 400727 nodes and 3200440 edges.
Tags: Economic, Commerce, Unweighted

wiki_rfa: Wikipedia RfA voting network (2013)
The set of all votes on Requests for Adminships (RfA), from 2003 to May 2013, represented as a directed, signed network in which nodes represent Wikipedia members and edges represent votes.
This network has 11381 nodes and 198275 edges.
Tags: Social, Relationships, Signed
https://

visualizeus: vi.sualize.us picture tagging network
Three bipartite networks of tag-picture, user-picture, and user-tag linkages that represent the folksonomy of the picture tagging network of vi.sualize.us. The date of this snapshot is uncertain.
This network has 577437 nodes and 2298816 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph

visualizeus: vi.sualize.us picture tagging network
Three bipartite networks of tag-picture, user-picture, and user-tag linkages that represent the folksonomy of the picture tagging network of vi.sualize.us. The date of this snapshot is uncertain.
This network has 577437 nodes and 2298816 edges.
Tags: Informational, Folksonomy, Unweighted, Multigraph

flickr_aminer: Flickr social graph
This network contains the social graph of flickr, a popular photo sharing network for users to upload photos and share photos, where a directed edge (i,j) means that user i follows user j.
This network has 214626 nodes and 9114557 edges.
Tags: Social, Online, Unweighted
https://

flickr_aminer: Flickr social graph
This network contains the social graph of flickr, a popular photo sharing network for users to upload photos and share photos, where a directed edge (i,j) means that user i follows user j.
This network has 214626 nodes and 9114557 edges.
Tags: Social, Online, Unweighted
https://

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
htt…

livejournal_aminer: Livejournal social graph
This network contains the social graph of Livejournal, a free on-line social network where users can keep a blog, journal or diary, where a directed edge (i,j) means that user i follows user j.
This network has 3017286 nodes and 87037567 edges.
Tags: Social, Online, Unweighted
https://…

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

gnutella: Gnutella p2p networks (2002)
A sequence of 9 snapshots of the Gnutella peer-to-peer file sharing network from 5-31 August 2002. Nodes are hosts in the Gnutella network topology and edges are connections between them.
This network has 26518 nodes and 65369 edges.
Tags: Technological, Peer-to-peer, Unweighted
https://

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
http…

petster: Pet owner social networks (2016)
A network of friendships among users on catster.com and dogster.com. Node represents a user, and edge exists if two users self-identify as friends on either website. The dogster/catster network also contains family links between dog and dog, cat and cat, as well as dog and cat.
This network has 623766 nodes and 15699276 edges.
Tags: Social, Online, Unweighted

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
http…

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

hyves: Hyves friendship network (2010)
A network of friendships among users of Hyves, an online social networking site in the Netherlands (comparable to Facebook at the time). Nodes represent users and an edge exists if two users are friends. These data were crawled in December 2010.
This network has 1402673 nodes and 2777419 edges.
Tags: Social, Online, Unweighted

adjnoun: Word adjacencies of David Copperfield
A network of word adjacencies of common adjectives and nouns in the novel "David Copperfield" by Charles Dickens.
This network has 112 nodes and 425 edges.
Tags: Informational, Language, Unweighted
https://networks.skewed.de/net/adjnoun

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
https://networks.skewed.de/net/moreno_ta…

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
https://networks.skewed.de/net/google

prosper: Prosper user loans (2016)
A network of loans between users on prosper.com, a pear-to-pear lending marketplace. Edge direction (i, j) denotes person i loaned money to person j.
This network has 89269 nodes and 3394979 edges.
Tags: Social, Online, Unweighted
https://networks.skewed.de/net/prosper

plant_pol_robertson: Robertson plant-pollinator web
A bipartite network of plants and pollinators, from southwestern Illinois, USA.
This network has 1884 nodes and 15265 edges.
Tags: Biological, Food web, Unweighted
https://networks.skewed.de/net/plant_pol_robertson

power: Western US Power Grid
A network representing the Western States Power Grid of the United States, in which nodes are transforms or power relay points and two nodes are connected if a power line runs between them.
This network has 4941 nodes and 6594 edges.
Tags: Technological, Power grid, Unweighted
https://networks.…

yahoo_ads: Yahoo! advertisement words
A network of words extracted from phrases on which advertisers bid, in Yahoo! advertisements. A node is a word and a directed edge (i, j) denotes word i comes after the word j.
This network has 653260 nodes and 2931708 edges.
Tags: Informational, Language, Unweighted
https://

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
https://networks.skewed.de/net…

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
https://networks.skewed.de/net/kidnapp…

power: Western US Power Grid
A network representing the Western States Power Grid of the United States, in which nodes are transforms or power relay points and two nodes are connected if a power line runs between them.
This network has 4941 nodes and 6594 edges.
Tags: Technological, Power grid, Unweighted
https://networks.…

plant_pol_kato: Kato plant-pollinator web
A bipartite network of plants and pollinators from Kyoto University Forest of Ashu, Japan, from 1984 to 1987. Edge weights represent frequency of interactions.
This network has 772 nodes and 1206 edges.
Tags: Biological, Food web, Weighted
https://networks.skewed.d…

swingers: Swingers and parties (2013)
A bipartite sexual affiliation network representing “swing unit” couples (one node per couple) and the parties they attended.
This network has 96 nodes and 232 edges.
Tags: Social, Offline, Unweighted
https://networks.skewed.de/net/swingers

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
https://

jdk: Java SE Dev Kit dependencies (1.6.0.7)
A network of class dependencies within the JDK (Java SE Development Kit) 1.6.0.7 framework. Nodes represent classes and a directed edge indicates a dependency of one class on another.
This network has 6434 nodes and 150985 edges.
Tags: Technological, Software, Unweighted, Multigraph
https://

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
https://networks.ske…

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…

lastfm_aminer: Last.fm social graph
This network contains the social graph of last.fm, a site that provides a streaming radio service, where users can search music and get personalized recommendation. A directed edge (i,j) means that user i follows user j.
This network has 136409 nodes and 1685524 edges.
Tags: Social, Online, Unweighted

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
https://networks.skewed.…

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

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
https://networks.skewed.de/net/…

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:/…

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
https://

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

twitter_15m: Twitter 15-M movement (2011)
A network representing follower-following relations among Twitter users associated with the 15-M Movement or Anti-austerity movement in Spain, in the period April-May 2011. Metadata include hashtags in the tweets.
This network has 87569 nodes and 6030459 edges.
Tags: Social, Online, Unweighted, Metadata

unicodelang: Languages spoken by country (2015)
A bipartite network of languages and the countries in which they are spoken, as estimated by Unicode. Edges are weighted by the proportion of the given country's population that is literate in a particular language.
This network has 868 nodes and 1255 edges.
Tags: Informational, Relatedness, Weighted

packet_delays: Internet packet delays (2002)
A network representing the difference in delay observed by packet probes sent from a computer at Rice University to similar machines at different universities, in c.2002. The edge weight denotes the difference in delay of the packet in milliseconds.
This network has 10 nodes and 9567 edges.
Tags: Technological, Communication, 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.
This network has 876252 nodes and 13668320 edges.
Tags: Economic, Preferences, Timestamps, Weighted

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
https://

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
https://

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
https://

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

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

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

unicodelang: Languages spoken by country (2015)
A bipartite network of languages and the countries in which they are spoken, as estimated by Unicode. Edges are weighted by the proportion of the given country's population that is literate in a particular language.
This network has 868 nodes and 1255 edges.
Tags: Informational, Relatedness, Weighted

cs_department: Aarhus Computer Science department relationships
Multiplex network consisting of 5 edge types corresponding to online and offline relationships (Facebook, leisure, work, co-authorship, lunch) between employees of the Computer Science department at Aarhus. Data hosted by Manlio De Domenico.
This network has 61 nodes and 620 edges.
Tags: Social, Relationships, Multilayer, Unweighted

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
https://networ…

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 33 nodes and 64 edges.
Tags: Social, Offline, Weighted
https://networks.ske…

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)
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 72 nodes and 1089 edges.
Tags: Social, Offline, Weighted, Projection

foodweb_baywet: Florida cypress wetlands food web (1998)
Networks of carbon exchanges among species in the cypress wetlands of South Florida. One network covers the wet and the other the dry season. Each node represents a taxon (similar to a species), and a directed edge indicates that one taxon uses another as food.
This network has 128 nodes and 2106 edges.
Tags: Biological, Food web, Weighted

facebook_organizations: Within-organization Facebook friendships (2013)
Six networks of friendships among users on Facebook who indicated employment at one of the target corporation. Companies range in size from small to large. Only edges between employees at the same company are included in a given snapshot.
This network has 165 nodes and 726 edges.
Tags: Social, Online, Unweighted

facebook_organizations: Within-organization Facebook friendships (2013)
Six networks of friendships among users on Facebook who indicated employment at one of the target corporation. Companies range in size from small to large. Only edges between employees at the same company are included in a given snapshot.
This network has 5793 nodes and 45266 edges.
Tags: Social, Online, Unweighted