author | date | title | description | categories | |
---|---|---|---|---|---|
eiso |
2016-05-25 |
100 Awesome Women In The Open-Source Community You Should Know |
100 Awesome Women In The Open-Source Community You Should Know |
|
To give you a bit of background, at source{d} we analyse every GitHub repository
and run our own version of git blame
(go-git) across 900 million
commits. This gives us unique insight into the code published by over 6 million
developers. It's important to note that this post is only based on GitHub repositories,
over time we hope to expand to all Git projects hosted on the web.
There have been a lot of posts about gender in the development community, we realised that we were in a great position to contribute with data. It started with the question, how will we determine gender across 6 million developers. We took the approach of classifying names based on their statistically likelihood to be either male or female. We started with cleaning up the names used in commits: separating first names, last names and usernames. Secondly, we went to look for data sources for name genderization. Which led us to several census database (UK & USA) and several API's (primarily to cover non-latin names). After a lot of cleaning, we had compiled a database of over 144,000 names with their: gender, # of occurrences and our statistical likelihood of being correct. We are still improving and adding on different methods to determine gender to make our study more accurate before we release it.
From the 6 million developers who have publicly contributed to GitHub we were able to determine gender based on name for approx. 2 million. In the coming month, we'll be releasing different posts and analysis on this data set.
Before we post about percentages, country specific differences and trends over time, we wanted to take a moment and highlight some of the women who have been active in the open-source community. This list in no way is exhaustive, and we have tried our best to keep it as objective as possible. To do this, we decided to first slice our data set on two variables:
- Total # of commits
- Our own version of PageRank*
*We look at every developer as a node in a graph and every project they contributed to as an edge, we then weight each edge based on the ratio of # of bytes contributed to that project. Once we have this graph, we apply the PageRank algorithm. Please note that this is a reputation metric and is hence greatly influenced by the co-contributors across repositories.
We identified every developer whose name we had classified as female, whose total # of commits was above 1,000, and ordered based on PageRank. We then manually reviewed over +1000 GitHub profiles to ensure that the contributions were open-source projects. We decided to allow projects from any field (besides computer science you'll find bioinformatics and astrophysics represented here) and if there was no license but it was clearly open-source we allowed it (it's debatable if we should be more strict here).
The data set used to get to the commit count, is an analysis of the raw pack files of every public Git repository on GitHub until 21st April 2016. Often the counts of commits will differ from the GitHub profiles which seem to use a different method.
We would like to make it very clear that metrics such as PageRank, stars and followers on GitHub are pure vanity metrics. We used PageRank because we like that it shows the community aspect of whom you've worked with and on what projects but over time we'll be releasing better metrics that focus on quality & impact. As a developer today you should not be coding to get stars on GitHub.
We have tried to reached out to every person on this list to ask if they had any objection to being included or if they wanted any of their information changed (we've heard back from 72 and unfortunately had some emails bounce). If you'd still like to be excluded or have your information updated, please contact me (mailto:eiso@sourced.tech). We are certain that we have missed some amazing developers and hope that it's clear that this list is to highlight just a small sample of incredible developers.
Any suggestions or improvements for posts can be requested on GitHub.
We would like the discussion for this post to happen at YC HN because we believe the community is great at self-moderating (I've personally been a user since 2008).
You can also follow the tweets of this incredible list of developers here: Twitter list.
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<div class="repo_footer">Lightweight, robust, elegant syntax highlighting.</div>
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<div class="footer">✨Emojineer✨ on @polymer & @googlechrome. Looks like she will bite; usually doesn't. Unless you're pizza. Taiwan #1</div>
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<div class="footer">Civic hacker @g0vtw. Grew up among Tiananmen exiles. “Conservative Anarchist.”
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<div class="footer">Gayer than you can possibly imagine. I design languages. ask me about my cool new language @tuliplang. </div>
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<div class="repo_footer">Tulip, an untyped functional language which is going to be pretty cool</div>
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<div class="footer">miss radiating enthusiasm. ✨ senior developer @potatolondon, co-founder @djangogirls, organizer @djangoconeurope & @djangounderhood</div>
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<div class="footer">Security engineer working on @GoogleChrome and Blink, trying to make the web a less scary place. Formerly @meteorjs.</div>
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<div class="footer">Since her retirement, she has been busy supporting the world-wide Perl community in general, and the development of Rakudo Perl 6 in particular. You may have seen her at events like FOSDEM, OSCON and many more Perl oriented events like the YAPC’s (Yet Another Perl Conference) in the US, in Europe and in Japan. She also writes the Perl 6 Weekly blog.</div>
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<li><strong>3377</strong><span> Commits by @lizmat</span></li>
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<div class="repo_footer">Rakudo Perl -- Perl 6 on MoarVM and the JVM</div>
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<div class="footer">A little bit “Permit yourself to open a book and start reading from anywhere”; a little bit “I HAVE NO TOOLS BECAUSE I'VE DESTROYED MY TOOLS WITH MY TOOLS”.</div>
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<div class="repo_footer">The LVish Haskell library </div>
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<div class="footer">Core reviewer on the OpenStack Puppet Modules team, on the puppet modules subteam on the OpenStack Infrastructure team and chief shepherd for the Infra Cloud project.</div>
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<div class="repo_footer">Synchronize common files between github module repositories.</div>
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<div class="footer">Key contributor within the CiviCRM community.</div>
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<div class="footer">Research Scientist, Executive Director of the Scala Center at EPFL. Past life: artist @ Cooper Union</div>
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<li><strong>86</strong><span> Commits by @heathermiller</span></li>
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<div class="repo_footer">The Scala programming language</div>
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<div class="footer">ソフトウェアエンジニア (Developer + QA).趣味で C++,Ruby,TypeScript,Dachs をVimったりする.計算機言語などのプログラミングツールが好き.あと写真も楽しい.犬.</div>
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<div class="repo_footer">Dachs; A Doggy :dog: Programming Language written in C++14.</div>
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<div class="footer">purveyor of flan ∙ web wombat at @npmjs ∙ polyglot ∙ co-host of @reactivepod</div>
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<div class="repo_footer">The npm website</div>
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<div class="footer">gem install mongo; gem install mongoid</div>
<div class="repo_header"><a href="https://github.com/mongodb/mongo-ruby-driver">mongo-ruby-driver</a> <span class="language">Ruby</span> <span class="featured_repo">Featured Repo</span></div>
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<li><strong>894</strong><span> Commits by @estolfo</span></li>
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<div class="repo_footer">Ruby driver for MongoDB</div>
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<div class="footer">Passionate code monkey, creator of OctoPrint</div>
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<div class="repo_footer">OctoPrint is the snappy web interface for your 3D printer!</div>
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<div class="footer">Firefox for Android engineering manager at Mozilla. I like the web, running, and food.</div>
<div class="repo_header"><a href="https://github.com/mozilla/gecko-dev">gecko-dev</a> <span class="language">Java</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">Git mirror of the Mercurial gecko repository</div>
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<div class="repo_footer">Erlang/OTP</div>
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<div class="footer">Frontend dev for SC5 (Helsinki). Before was TMG (Amsterdam) and Yandex (Moscow). Truly BEM #b_ adept and a cat fan. For tweets in Russian follow @toivonens.</div>
<div class="repo_header"><a href="https://github.com/SC5/sc5-styleguide">sc5-styleguide</a> <span class="language">JavaScript</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">Styleguide generator is a handy little tool that helps you generate good looking styleguides from stylesheets using KSS notation</div>
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<div class="footer">DEVANGENEERING AT @MOZILLA, GIF curator, emoji practitioner, likes music & quiet places</div>
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<li><strong>266</strong><span> Commits by @sole</span></li>
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<div class="repo_footer">A fun camera app to process images in real time, using Web technologies.</div>
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<div class="footer">a mess like this is easily five to ten years ahead of its time. human, @npmjs. @nodejs board of directors. founder, @node_together.</div>
<div class="repo_header"><a href="https://github.com/bocoup/open-web-fundamentals">open-web-fundamentals</a> <span class="language">CSS</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">A free open source IT asset/license management system built in PHP on Laravel 4.2 and Bootstrap 3. </div>
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<div class="footer">HCI & Software Architecture / Visa Collector / Open Source Contributor / International Women of Mystery</div>
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<div class="repo_footer">Partio is a Latin verb meaning "to share", which is exactly what we are going to do</div>
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<div class="footer">Lover of all things astronomy, science and computers; professional wrestling enthusiast</div>
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<div class="repo_footer">A data processing pipeline that schedules and runs content harvesters, normalizes their data, and outputs that normalized data to a variety of output streams. This is part of the SHARE project, and will be used to create a free and open dataset of research (meta)data. Data collected can be explored at https://osf.io/share/, and viewed at https://osf.io/api/v1/share/search/. Developer docs can be viewed at https://osf.io/wur56/wiki</div>
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<div class="repo_footer">Qubes component: core-admin</div>
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<div class="footer">Interested in the Open Microscopy Environment</div>
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<div class="repo_footer">Bio-Formats is a Java library for reading and writing data in life sciences image file formats. It is developed by the Open Microscopy Environment (particularly UW-Madison LOCI and Glencoe Software). Bio-Formats is released under the GNU General Public License (GPL); commercial licenses are available from Glencoe Software. </div>
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<div class="footer">Mobile - HTML5 - iOS - AeroGear - RHMAP Client SDK tech lead - Red Hat</div>
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<div class="repo_footer">The AeroGear iOS cookbook is a list of recipes to quick start your iOS AeroGear experience. Each recipe is a complete iOS app.</div>
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<div class="footer">Software Engineer, PhD in English Literature; digital libraries/digital humanities. Python programmer, reader, gamer, gadget girl, mother.</div>
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<div class="repo_footer">Django web application to display, annotate, and export digitized books in a Fedora Commons repository</div>
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<div class="footer">Deep Learning Engineer at Skymind. I want to make tech sapient.</div>
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<div class="repo_footer">Fast, Scientific and Numerical Computing for the JVM (NDArrays)</div>
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<div class="footer">developer for @mySociety, working on Alaveteli, the FOI software behind @WhatDoTheyKnow. Live in Peckham. Personal account.</div>
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<div class="repo_footer">Provide a Freedom of Information request system for your jurisdiction</div>
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<div class="footer">ləˈlē-ə ˈkaɪ</div>
<div class="repo_header"><a href="https://github.com/WhisperSystems/TextSecure-Browser">Signal-Desktop</a> <span class="language">JavaScript</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">Signal Private Messenger for the Desktop</div>
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<div class="footer">Ceej aka ceejbot. THE NPM SIEGE BOT. Innovative thought admiral-ship in cat-related tweeting.</div>
<div class="repo_header"><a href="https://github.com/ceejbot/polyclay">polyclay</a> <span class="language">JavaScript</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">a schema-enforcing model class for node.js, with optional key-value store persistence</div>
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<div class="repo_footer">:mortar_board: Javascript frontend for openstax tutor</div>
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<div class="footer">PWD (type 1). Avid QuantifiedSelfer with interests in data visualization, statistics, gamification. Coffee snob. (Slow) runner. Bike commuter.</div>
<div class="repo_header"><a href="https://github.com/tidepool-org/tideline">tideline</a> <span class="language">JavaScript</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">Library for Tidepool's timeline-style diabetes data visualization(s) used in Blip</div>
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<div class="footer">Crosslegged on the front lawn. She's had a bad pill.</div>
<div class="repo_header"><a href="https://github.com/GNOME/empathy">empathy</a> <span class="language">C</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">Empathy IM Client</div>
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<div class="footer">I’m making Code Lauren (game programming for beginners). I made Gitlet, Isla, Empty Black and Pistol Slut.</div>
<div class="repo_header"><a href="https://github.com/maryrosecook/gitlet">gitlet</a> <span class="language">JavaScript</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">Git implemented in JavaScript</div>
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<div class="footer">Currently leading a small international development team working on a WebCore (Python) job distribution and analytics platform powered by MongoDB.</div>
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<div class="repo_footer">WebCore, the super tiny and blazingly fast modular Python web nanoframework. We offer a dependency graphing extension system, MVC separation, reusable namespaces, and universal URL dispatch protocol with tight WebOb integration and natural Python semantics in a few hundred lines of code.</div>
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<div class="footer">Anarchist; hacker; physicist. Core developer @torproject: #Tor bridges, #censorship circumvention, sometimes Tor Browser. they/their. !آزادی بیان برای همه</div>
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<div class="repo_footer">Personal development fork of https://git.torproject.org/bridgedb.git. Don't clone this copy of the repo, or I'll happily rebase branches out from under you. Clone https://git.torproject.org/user/isis/bridgedb.git instead.</div>
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<div class="footer">Developing Bokeh - an open source data visualization library</div>
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<div class="repo_footer">Interactive Web Plotting for Python</div>
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<div class="repo_footer">Build UI components in a solid, flexible way</div>
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<div class="footer">cofounder of @impactstory: learn the full impact of your research. Research passion: measuring data sharing and reuse. Adore cookies+cycling+reading+my fam.</div>
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<div class="footer">there's gotta be a better way | cofounder & CTO @nylas | spang@nylas.com</div>
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<div class="repo_footer">:incoming_envelope: IMAP/SMTP sync system with modern APIs</div>
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<div class="repo_footer">The first RESTful API for the Federal Election Commission. We're aiming to make campaign finance more accessible for journalists, academics, developers, and other transparency seekers.</div>
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<div class="footer">My name is Kylie McClain, and I am a 17 year old woman. I have been using computers since I was about three years old, and using Linux since age seven.</div>
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<div class="repo_footer">an init system that isn't smarter than you</div>
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<div class="repo_footer">This R package is designed to obtain its water quality sample data, streamflow data, and metadata directly from either the USGS or EPA, as well as user-supplied text files.</div>
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<div class="repo_footer">Spaceprob.es catalogs the active human-made machines that freckle our solar system and dot our galaxy</div>
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<div class="footer">I'm a Ph.D. student at UMass Amherst working in the Information Extraction and Synthesis Laboratory with Professor Andrew McCallum.</div>
<div class="repo_header"><a href="https://github.com/factorie/factorie">factorie</a> <span class="language">Scala</span> <span class="featured_repo">Featured Repo</span></div>
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<li><strong>492</strong><span> Commits by @strubell</span></li>
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<div class="repo_footer">FACTORIE is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference.</div>
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<li><strong>1686</strong><span> Total Commits</span></li>
<li><strong>9.9</strong><span> PageRank</span></li>
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<div class="footer">I am a Ph.D. candidate advised by Thomas Anderson and Arvind Krishnamurthy at the University of Washington. My research focuses on building blocks for fault-tolerant distributed systems.</div>
<div class="repo_header"><a href="https://github.com/lisaglendenning/zookeeper-lite">zookeeper-lite</a> <span class="language">Java</span> <span class="featured_repo">Featured Repo</span></div>
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<li><strong>508</strong><span> Commits by @lisaglendenning</span></li>
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<div class="repo_footer">A "lite" implementation of both the server and client ZooKeeper protocol.</div>
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<li><strong>9.8</strong><span> PageRank</span></li>
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<div class="footer">Functional developer, speaker, mother, crazy nut. Stripe. Learning and growing. </div>
<div class="repo_header"><a href="https://github.com/jessitron/bison">bison</a> <span class="language">Scala</span> <span class="featured_repo">Featured Repo</span></div>
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<div class="repo_footer">When Code Reacts to Data: demonstrating a dataflow programming style with scalaz-streams</div>
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<div class="footer">Smart, funny, occasionally sarcastic.</div>
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<div class="repo_footer">A self-describing binary data format for dependently-typed object graphs.</div>
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<div class="footer">Co-founder + CTO @wattTime, Climate Fellow @echoinggreen, Berkeley PhD, #ForbesUnder30. Thinking about Python, clean tech, inclusive STEM, tech for good.</div>
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<div class="repo_footer">Python client libraries for ISO and other power grid data sources.</div>
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<div class="footer">Byzantine historian, computer geek. Asst Prof of Digital Humanities, University of Bern. Long-distance cyclist and runner catching the triathlon bug.</div>
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<div class="repo_footer">A Perl library for modelling textual variation.</div>