Tootfinder

from my link log —
In Python 2, node.example.com is an IPv6 address.
https://tuckersiemens.com/posts/node-example-com-is-an-ip-address/
saved 2020-12-30

node.example.com Is An IP Address
node.example.com is an IP address.

faculty_hiring: Faculty hiring networks (Comp. Sci., Business, History)
Three networks of faculty hiring in Computer Science Departments, Business Schools, and History Departments. Each node is a PhD-granting institution in the respective field, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2013). All data collected from faculty public rosters at the sampled institutions.
Thi…

TL;DR: Node’s standalone binaries have been broken on major Linux distributions since version 25. Stay on 24 if you need them functional by default.
If you’re installing Node.js via a standalone binary package, think twice before upgrading to Node 26.
On many Linux distributions these binaries will fail unless you separately install libatomic.so.1.

Node should run on Debian/Ubuntu-based images without having to manually install libatomic first · Issue #60790 · nodejs/node
What is the problem this feature will solve? Summary Node 25.0.0 requires the libatomic library, it's in the docs since 25.2.0. I've tried some current official Ubuntu images (24.04, 25.10, 26.04) ...

Sources: Tata plans India's first large-scale chip fab in Dholera, Gujarat, mostly using 90nm nodes, a far humbler start than the 28nm node it touted earlier (Bloomberg)
https://www.bloomberg.com/news/articles/2026-07-17/tata-g…

🚨 slopscan is a zero-dependency Node linter that fails the build on concrete slop: the 250–290° purple−blue AI gradient, transition: all, scroll listeners driving animation, autoplay audio, WebGL with no prefers-reduced-motion branch and Inter/Space-Grotesk defaults.

Nearly 5 years of work later, I've successfully closed the Node.js TLS fingerprinting issue: https://github.com/nodejs/node/issues/41112.
As of Node 26.4.0, it's possible to match most common TLS fingerprints in Node directly. I've published a library to do all the hard wo…

advogato: Advogato trust network (2009)
A network of trust relationships among users on Advogato, an online community of open source software developers. Edge direction indicates that node i trusts node j, and edge weight denotes one of four increasing levels of declared trust from i to j: observer (0.4), apprentice (0.6), journeyer (0.8), and master (1.0).
This network has 6541 nodes and 51127 edges.
Tags: Social, Online, Weighted

For reusable components: has anyone stress tested the seams around Light versus Shadow DOM?
Hypothetically: 20 light DOM nodes per instance versus 1 light DOM node (with 19 shadow DOM nodes) per instance. 40 vs. 1 39? and instances?
I don’t think I have a baseline intuition on the costs there.

🥳 @small-tech/node-pebble version 5.6.0 released
• Updated to support latest Pebble (version 2.10.1).
https://www.npmjs.com/package/@small-tech/node-pebble
Node Pebble is a Node.js wrapper for Let’s Encrypt’s Pebble (“a small RFC 8555 ACME test server not suited …

Oh, Popcornzeit. Es gibt ein "Bekennerschreiben" der Angry-Birds zum Brandanschlag auf die Bahnstrecke Köln-Düsseldorf…
https://de.indymedia.org/node/753405

⚙️ Install with npx skills add agiwhitelist/auteur, or as a Claude Code plugin. ~1MB, no API keys, no build step, Node 18 , MIT licensed #webgl #frontend
https://…

📢 heute ist wieder bundesweiter #warntag: um 11 uhr wird es laut. 🚨 https://www.bbk.bund.de/DE/Warnung-Vorsorge/Bundesweiter-Warntag/bundesweiter-warn…

Je viens de publier la description d'un nouveau projet : « "Créer un POC de RAG sur des livres avec résumés hiérarchiques (Node.js, pgvector, pg_search) »
#RAG

SMIC reports Q2 revenue up 36% YoY to ~$3B, net profit up 3x to ~$479.2M, above ~$283.1M est., and a 25.3% gross margin, driven by strong mature-node orders (Sherry Qin/Wall Street Journal)
https://www.wsj.com/business/ear…

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

Hab mich mal wieder bei Schockwelllenreiter rumgetrieben und dieses hier gefunden ;D
https://www.bforartists.de/bforartists-5-1-2-official-release/
Ja und das werde ich mir mal heute mir antun, mal schaun ob es wirklich was für Mausschubser ist ;D

Bforartists 5.1.2 – Official Release - Bforartists
The Nodes Minimap and Quick Favorites Upgrade Version 🔎 This minor point release has major features! With a new node editor minimap with customizatble size, coloring, ratio and position. This also comes with new materials ouf-of-the box, and a highly requested Quick Favorites menu with icons and order customizability. This is part of the latest […]

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

MediaTek unveils the Dimensity 9600 Pro, its first phone SoC on TSMC's 2nm node, and the 3nm 9600M, with boosted AI performance, as it competes with Qualcomm (Wen-Yee Lee/Reuters)
https://www.reuters.com/business/media-tel

I updated my tool to batch-delete Mastodon bookmarks to also store JSON backups of the deleted bookmarks. For each one it now writes a JSON file with the post ID, account ID, creation date and HTML content. If there's interest I might also update it to fetch & backup linked media.
The script can be configured to adjust the threshold date (only older bookmarks are removed). It also allows setting protected accounts and hashtags.
I'm bookmarking ferociously and running this scr…

Configurable batch deletion of Mastodon bookmarks (using Mastodon API). MIT Licensed. Edit the configuration at the top of the file and then run via `node delete-bookmark.js`. The script uses various delays to help with API throttling and generally be a good netizen...
Configurable batch deletion of Mastodon bookmarks (using Mastodon API). MIT Licensed. Edit the configuration at the top of the file and then run via `node delete-bookmark.js`. The script uses vario...

moviegalaxies: Moviegalaxies, movies 410-466 (2018)
Social graphs for over 700 movies from the moviegalaxies.com website. Each node represents a character in a movie and each edge is a same-scene appearance between two characters in that movie. The weight gives the number of same-scene appearances. Networks are extracted from movie scripts automatically.
This network has 47 nodes and 219 edges.
Tags: Social, Fictional, Weighted

Are gate-all-around 2D CFETs the optimal architecture for the A2 node and beyond?
Fengben Xi, Gautam Gaddemane, Anshul Gupta, Sheng Yang, Aryan Afzalian, Quentin Smets, Maarten Van de Put, Kaustuv Banerjee, Tom Schram, Devin Verreck, Ward Janssens, Juergen Boemmels, Xiangyu Wu, Thomas Chiarella, J\'er\^ome Mitard, Gouri Sankar Kar, Geert Hellings, Cesar Javier Lockhart de la Rosa
…

Thinking about the integration flow for VIO-style devices in ngscopeclient (i.e. a bunch of multi-bit scalar digital input and output channels).
Does it make more sense to have one filter graph node per VIO with separate streams per input/output port? Or one node per input or output on the VIO?

Coming soon to a Node.js near you: a small issue I spotted on Friday and fixed with a tiny little change now makes every typical small API response with Node.js ~10% faster for free: https://github.com/nodejs/node/pull/65466 🚀
Specifically, this applies anywhere you do `res.end(string)`…

http: improve performance for end() with known-length string by pimterry · Pull Request #65466 · nodejs/node
When you call end(data) on an outgoing HTTP request, we previously wrote the data, and then ran _send('', ...) just to trigger flushing the headers, which resulted in an extra zero-byte wri...

NERDS Paper on Comparing the Italian and Danish Music Industries
https://nerds.itu.dk/2026/07/27/nerds-paper-on-comparing-the-italian-and-danish-music-industries/

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

The slides to my #agit2026 talk today are available here [pdf]: https://michael.szell.net/downloads/talk_szell2026adb.pdf
Assessing the Danish Bicycle Node Network, includin…

physician_trust: Physician trust network (1966)
A network of trust relationships among physicians in four midwestern (USA) cities in 1966. Edge direction indicates that node i trusts or asks for advice from node j. Each of the four components represent the network within a given city.
This network has 241 nodes and 1098 edges.
Tags: Social, Offline, Unweighted

21.6., 20h: Spontandemo in #Dortmund. Solidarität mit dem Verletzten Göttinger #Antifa. #nonazisdo

🥳 Just released: Test Monkey¹ version 1.3.1
• Coverage is now only shown when there are no test failures
Full change log: https://codeberg.org/small-web/test-monkey/src/branch/main/CHANGELOG.md
¹ Test Monkey is a node:test custom reporter that’s…

test-monkey/CHANGELOG.md at main
test-monkey - A node:test custom reporter that’s also a monkey.

email_enron: Email network (Enron corpus)
The Enron email corpus, containing all the email communication from the Enron corporation, which was made public as a result of legal action. Nodes are email addresses and node i links to node j if i sent at least one email to address j. Non-Enron email addresses are also present, but only their links to/from Enron addresses are observed.
This network has 36692 nodes and 367662 edges.
Tags: Social, Communication, Unweighted, Multigr…

⚙️ Needs Node.js 22.22.2 or 24.15.0 , npm 10 and a DashScope API key, installs globally via npm and can run as a user background service, Apache-2.0 licensed
🔐 Backend permissions default to ask-on-demand, full auto-execute only for trusted projects, and the gateway stays local-only
🌐 https://github.com/QwenAudio/qwe…

Gamedev/graphics/graph theory people: right now the filter graph editor (imgui-node-editor) in ngscopeclient uses a simple spline curve when drawing edges from one node to another, ignoring everything in its path (i.e. edges can cross nodes).
Is anyone interested in trying to rework this to add a bit more intelligence to the routing? It needs to be fast with up to a few hundred nodes in a typical worst-case scenario, and generally "stable" (small motions of a node should not …

🥳 New release: Test Monkey version 1.2.0
• 100% coverage? You get a trophy 🏆 (Instead of a useless table.)
https://codeberg.org/small-web/test-monkey#100-coverage
Test Monkey is a node:test custom reporter that’s also a monkey.
npm install --save-dev @sm…

advogato: Advogato trust network (2009)
A network of trust relationships among users on Advogato, an online community of open source software developers. Edge direction indicates that node i trusts node j, and edge weight denotes one of four increasing levels of declared trust from i to j: observer (0.4), apprentice (0.6), journeyer (0.8), and master (1.0).
This network has 6541 nodes and 51127 edges.
Tags: Social, Online, Weighted

7th_graders: Vickers 7th Graders (1981)
A small multiplex network of friendships among 29 seventh grade students in Victoria, Australia. Students nominated classmates for three different activities (who do you get on with in the class, who are your best friends, and who would you prefer to work with). Edge direction for each of these three types of edges indicates if node i nominated node j, and the edge weight gives the frequency of this nomination. Students 1-12 are boys and 13-29 ar…

🥳 New release: Tap Monkey version 2.0
I just released version 2 of Tap Monkey (a TAP formatter that’s also a monkey), reworked for node:test.
(TAP is meant to be a standard and all but node:test and Tape spit out very different diagnostics, etc., so I thought it best to keep the Tape version at 1.x – it’s basically been done for years now anyway – and have a separate 2.x branch for modern node:test, which is clearly based on Tape and has huge advantages like concurrent tests – wh…

tap-monkey
A tap formatter that’s also a monkey.

Arm debuts Neoverse CSS N4, its next-gen semi-custom chip design platform, and says it supports 8 to 128 Neoverse N4 cores at up to 3.8 GHz on TSMC's N3P node (Jake Roach/Tom's Hardware)
https://www.

Arm debuts next-gen semi-custom Neoverse CSS N4 ‘Ranger’ platform — compute subsystem packs up to 128 cores per die on TSMC N3P
Putting a little pep in Neoverse N-series’ step.

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…

🛡️ It also scans heredocs & inline scripts (python -c, bash -c, node -e) via AST-based analysis to catch destructive operations the outer command hides
🚀 Whitelist-first with a modular pack system; works on Linux, macOS & Windows (WSL) and auto-configures hooks for Claude Code, Codex, Gemini, Copilot & Cursor
https://

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

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

Hey folks, can you help me out with a little something: trying to come up with a good number of files limit for a file scan (for Kitten so you don’t hit heap memory limits if you run it from the wrong directory by mistake) and I’d love some statistics from real JavaScript/TypeScript Node.js projects of the number of files in them (excluding .git and node_modules).
Would you be kind enough to run the following command in Terminal in your largest projects and let me know what number your…

ego_social: Ego networks in social media (2012)
Ego networks associated with a set of accounts of three social media platforms (Facebook, Google , and Twitter). Datasets include node features (profile metadata), circles, and ego networks, and were crawled from public sources in 2012.
This network has 1662 nodes and 104838 edges.
Tags: Social, Online, Unweighted, Metadata

physician_trust: Physician trust network (1966)
A network of trust relationships among physicians in four midwestern (USA) cities in 1966. Edge direction indicates that node i trusts or asks for advice from node j. Each of the four components represent the network within a given city.
This network has 241 nodes and 1098 edges.
Tags: Social, Offline, Unweighted

⚠️ Deprecation warning
I’ve deprecated @small-tech/syswide-cas – the fork of the syswide-cas module I was maintaining as the original is unmaintained (and undeprecated) – on engines >=24.5.0 as node:tls now has a setDefaultCACertificates() method you can use natively and the module is no longer required.
https://www.

fly_larva: Drosophila larva brain (2023)
A complete synaptic map of the brain connectome of the larva of the fruit fly Drosophila melanogaster. Nodes are neurons, and edges are synaptic connections, traced individually from brain image sections using three-dimensional electron microscopy–based reconstruction. Node metadata include the neuron hempisphere, hemispherical homologue, cell type, annotations, and inferred cluster. Edge metadata include the type of interaction (`'aa'`,…

Intel and Fortinet partner to co-develop the Fortinet Security Processor 6, making Fortinet the first named external customer for the Intel 4 process node (Luke James/Tom's Hardware)
https://www.tomshardware.com/tech-industry

Intel to co-develop and manufacture Fortinet's next-gen firewall ASIC on Intel 4 — node gets its first named external customer
The agreement makes Fortinet the first cybersecurity vendor on Intel's manufacturing customer list.

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

🥳 Two releases: Auto Encrypt Localhost 11.3.0 and @small-tech/https 6.2.0
• Adds remove method you can use to uninstall a local Certificate Authority (CA) from the system trust store, Firefox policy files, etc. Use this to clean up when uninstalling your apps that depend on Auto Encrypt Localhost and/or @small-tech/https.
Links:
• h…

auto-encrypt-localhost
Automatically provisions and installs locally-trusted TLS certificates for Node.js https servers in 100% JavaScript (without any native dependencies like mkcert and certutil).

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

🥳 Auto Encrypt Localhost version 11.0.0 released
This is mostly a bug fix, code quality, and modernisation release.
Auto Encrypt Localhost automatically provisions and installs locally-trusted TLS certificates for Node.js https servers in 100% JavaScript (without any native dependencies like mkcert and certutil).
https://

auto-encrypt-localhost
Automatically provisions and installs locally-trusted TLS certificates for Node.js https servers in 100% JavaScript (without any native dependencies like mkcert and certutil).

advogato: Advogato trust network (2009)
A network of trust relationships among users on Advogato, an online community of open source software developers. Edge direction indicates that node i trusts node j, and edge weight denotes one of four increasing levels of declared trust from i to j: observer (0.4), apprentice (0.6), journeyer (0.8), and master (1.0).
This network has 6541 nodes and 51127 edges.
Tags: Social, Online, Weighted

🥳 Auto Encrypt version 6.0.0 released
This is mostly a bug fix, code quality, and modernisation release.
Auto Encrypt automatically provisions TLS certificates for Node.js servers – like Kitten¹ – using Let’s Encrypt.
https://codeberg.org/small-tech/auto-encrypt
• 1…

auto-encrypt
Automatically-provisioned TLS certificates for Node.js servers using Let’s Encrypt.

🥳 Just released: Auto Encrypt¹ version 6.2.1
This isn’t what I ordered!
• An order/CSR identifier mismatch now fails fast and loud with an `Order.identifiersMismatchError`
If the ACME server offers to provision a different set of identifiers than the one that we requested, we now fail immediately. Previously, we were logging a warning and validating all remaining authorisations, only to fail at order finalisation with a `badCSR` error (RFC 8555 § 7.4).

Full chan…

auto-encrypt/CHANGELOG.md at main
auto-encrypt - Automatically-provisioned TLS certificates for Node.js servers using Let’s Encrypt.

word_assoc: Edinburgh word associations
A network of word associations showing the count of such associations as collected from subjects, from the Edinburgh Associative Thesaurus (EAT). Each node represents a word, and a directed edge (i, j) denotes that word i was used as a stimulus to which word j was given as a response. Multiple edges are allowed.
This network has 23132 nodes and 312342 edges.
Tags: Informational, Language, Unweighted, Multigraph

🥳 Just released: Auto Encrypt¹ version 6.2.0
If at first you don’t succeed…
• Transient ACME server failures are now retried up to four times and obey the Retry-After header, falling back to exponential back-off if one isn’t provided.
• Vastly improved error handling.
• Some bug fixes.
Basically, Auto Encrypt now does its very best to provision you that certificate even when things go wrong.
Full change log:

auto-encrypt/CHANGELOG.md at main
auto-encrypt - Automatically-provisioned TLS certificates for Node.js servers using Let’s Encrypt.

advogato: Advogato trust network (2009)
A network of trust relationships among users on Advogato, an online community of open source software developers. Edge direction indicates that node i trusts node j, and edge weight denotes one of four increasing levels of declared trust from i to j: observer (0.4), apprentice (0.6), journeyer (0.8), and master (1.0).
This network has 6541 nodes and 51127 edges.
Tags: Social, Online, Weighted

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

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

🥳 Auto Encrypt: 5.1.1 released
• Fixed: Issue #26¹: Regression: AutoEncrypt HTTPS server does not start using new certificates upon renewal
https://codeberg.org/small-tech/auto-encrypt
Many thanks to zanecodes² for catching this rather fundamental bug.
Here’s a quic…

auto-encrypt
Automatically-provisioned TLS certificates for Node.js servers using Let’s Encrypt.

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

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

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://

ego_social: Ego networks in social media (2012)
Ego networks associated with a set of accounts of three social media platforms (Facebook, Google , and Twitter). Datasets include node features (profile metadata), circles, and ego networks, and were crawled from public sources in 2012.
This network has 83 nodes and 671 edges.
Tags: Social, Online, Unweighted, Metadata

advogato: Advogato trust network (2009)
A network of trust relationships among users on Advogato, an online community of open source software developers. Edge direction indicates that node i trusts node j, and edge weight denotes one of four increasing levels of declared trust from i to j: observer (0.4), apprentice (0.6), journeyer (0.8), and master (1.0).
This network has 6541 nodes and 51127 edges.
Tags: Social, Online, Weighted

7th_graders: Vickers 7th Graders (1981)
A small multiplex network of friendships among 29 seventh grade students in Victoria, Australia. Students nominated classmates for three different activities (who do you get on with in the class, who are your best friends, and who would you prefer to work with). Edge direction for each of these three types of edges indicates if node i nominated node j, and the edge weight gives the frequency of this nomination. Students 1-12 are boys and 13-29 ar…

soc_net_comms: Networks with group metadata
Snapshots of LiveJournal, Friendster, Orkut, and YouTube online social networks, as well as DBLP and Amazon. Node metadata represents a post hoc definition of a 'community' that a node belongs to, derived from topical labels of the node or interest-based 'groups' that a node links to.
This network has 334863 nodes and 925872 edges.
Tags: Online, Social, Collaboration, Informational, Relatedness, Unweighted, Metadat…

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

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

email_enron: Email network (Enron corpus)
The Enron email corpus, containing all the email communication from the Enron corporation, which was made public as a result of legal action. Nodes are email addresses and node i links to node j if i sent at least one email to address j. Non-Enron email addresses are also present, but only their links to/from Enron addresses are observed.
This network has 36692 nodes and 367662 edges.
Tags: Social, Communication, Unweighted, Multigr…

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://

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

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

malaria_genes: Malaria var DBLa HVR networks
Networks of recombinant antigen genes from the human malaria parasite P. falciparum. Each of the 9 networks shares the same set of vertices but has different edges, corresponding to the 9 highly variable regions (HVRs) in the DBLa domain of the var protein. Nodes are var genes, and two genes are connected if they share a substring whose length is statistically significant. Metadata includes two types of node labels, both based on sequence st…

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

advogato: Advogato trust network (2009)
A network of trust relationships among users on Advogato, an online community of open source software developers. Edge direction indicates that node i trusts node j, and edge weight denotes one of four increasing levels of declared trust from i to j: observer (0.4), apprentice (0.6), journeyer (0.8), and master (1.0).
This network has 6541 nodes and 51127 edges.
Tags: Social, Online, Weighted

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…

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

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

faculty_hiring: Faculty hiring networks (Comp. Sci., Business, History)
Three networks of faculty hiring in Computer Science Departments, Business Schools, and History Departments. Each node is a PhD-granting institution in the respective field, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2013). All data collected from faculty public rosters at the sampled institutions.
Thi…

faculty_hiring: Faculty hiring networks (Comp. Sci., Business, History)
Three networks of faculty hiring in Computer Science Departments, Business Schools, and History Departments. Each node is a PhD-granting institution in the respective field, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2013). All data collected from faculty public rosters at the sampled institutions.
Thi…

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

ego_social: Ego networks in social media (2012)
Ego networks associated with a set of accounts of three social media platforms (Facebook, Google , and Twitter). Datasets include node features (profile metadata), circles, and ego networks, and were crawled from public sources in 2012.
This network has 3143 nodes and 186453 edges.
Tags: Social, Online, Unweighted, Metadata

us_agencies: U.S. government agency websites (2018)
50 networks, one for each U.S. state, representing the web-based links between their associated government agencies websites. A node is an entire agency website and a directed edge (i,j) represents the existence of a hyperlink from any webpage in website i to some webpage in website j. Data was collected with a crawler. Nodes are annotated with the number of webpages per website, website name (related to its government function) and U…

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

faculty_hiring: Faculty hiring networks (Comp. Sci., Business, History)
Three networks of faculty hiring in Computer Science Departments, Business Schools, and History Departments. Each node is a PhD-granting institution in the respective field, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2013). All data collected from faculty public rosters at the sampled institutions.
Thi…

faculty_hiring: Faculty hiring networks (Comp. Sci., Business, History)
Three networks of faculty hiring in Computer Science Departments, Business Schools, and History Departments. Each node is a PhD-granting institution in the respective field, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2013). All data collected from faculty public rosters at the sampled institutions.
Thi…

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

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…

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

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

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

faculty_hiring_us: Faculty hiring networks in the US (2022)
Networks of faculty hiring for all PhD-granting US universities over the decade 2011–2020. Each node is a PhD-granting institution, and a directed edge (i,j) indicates that a person received their PhD from node i and was tenure-track faculty at node j during time of collection (2011-2020). This dataset is divided into separate networks for all 107 fields, as well as aggregate networks for 8 domains, and an overall network for …

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

ego_social: Ego networks in social media (2012)
Ego networks associated with a set of accounts of three social media platforms (Facebook, Google , and Twitter). Datasets include node features (profile metadata), circles, and ego networks, and were crawled from public sources in 2012.
This network has 94 nodes and 1005 edges.
Tags: Social, Online, Unweighted, Metadata