diff --git a/.all-contributorsrc b/.all-contributorsrc
index f3b4a8a3503..bf46d06cded 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -182,6 +182,16 @@
         "review",
         "talk"
       ]
-    }  ],
+    },
+    {
+      "login": "longr",
+      "name": "Robin Long",
+      "avatar_url": "https://avatars0.githubusercontent.com/u/3597743?v=4",
+      "profile": "https://github.com/longr",
+      "contributions": [
+        "doc"
+      ]
+    }
+  ],
   "contributorsPerLine": 7
 }
diff --git a/README.md b/README.md
index 0045bdc7fd3..366531fc8c5 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 # The Turing Way
-[![Join the chat at https://gitter.im/alan-turing-institute/the-turing-way](https://badges.gitter.im/alan-turing-institute/the-turing-way.svg?style=flat-square)](https://gitter.im/alan-turing-institute/the-turing-way) [![Join our tinyletter mailing list](https://img.shields.io/badge/receive-our%20newsletter%20❤%EF%B8%8F-blueviolet.svg?style=flat-square)](https://tinyletter.com/TuringWay) [![All Contributors](https://img.shields.io/badge/all_contributors-14-orange.svg?style=flat-square)](#contributors) [![Read the book](https://img.shields.io/badge/read-the%20book-blue.svg)](https://github.com/alan-turing-institute/the-turing-way-book)
+[![Join the chat at https://gitter.im/alan-turing-institute/the-turing-way](https://badges.gitter.im/alan-turing-institute/the-turing-way.svg?style=flat-square)](https://gitter.im/alan-turing-institute/the-turing-way) [![Join our tinyletter mailing list](https://img.shields.io/badge/receive-our%20newsletter%20❤%EF%B8%8F-blueviolet.svg?style=flat-square)](https://tinyletter.com/TuringWay) [![All Contributors](https://img.shields.io/badge/all_contributors-15-orange.svg?style=flat-square)](#contributors) [![Read the book](https://img.shields.io/badge/read-the%20book-blue.svg?style=flat-square)](https://github.com/alan-turing-institute/the-turing-way-book)
 
 The Turing Way is a lightly opinionated guide to reproducible data science.
 
@@ -56,7 +56,7 @@ Thanks goes to these wonderful people ([emoji key](https://github.com/all-contri
 
 <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
 <!-- prettier-ignore -->
-<table><tr><td align="center"><a href="https://github.com/r-j-arnold"><img src="https://avatars1.githubusercontent.com/u/20441134?v=4" width="100px;" alt="Becky Arnold"/><br /><sub><b>Becky Arnold</b></sub></a><br /><a href="#question-r-j-arnold" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=r-j-arnold" title="Code">💻</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=r-j-arnold" title="Documentation">📖</a> <a href="#ideas-r-j-arnold" title="Ideas, Planning, & Feedback">🤔</a> <a href="#review-r-j-arnold" title="Reviewed Pull Requests">👀</a></td><td align="center"><a href="https://github.com/LouiseABowler"><img src="https://avatars1.githubusercontent.com/u/25640708?v=4" width="100px;" alt="Louise Bowler"/><br /><sub><b>Louise Bowler</b></sub></a><br /><a href="#question-LouiseABowler" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=LouiseABowler" title="Code">💻</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=LouiseABowler" title="Documentation">📖</a> <a href="#example-LouiseABowler" title="Examples">💡</a> <a href="#ideas-LouiseABowler" title="Ideas, Planning, & Feedback">🤔</a> <a href="#eventOrganizing-LouiseABowler" title="Event Organizing">📋</a> <a href="#review-LouiseABowler" title="Reviewed Pull Requests">👀</a></td><td align="center"><a href="https://github.com/jmgate"><img src="https://avatars3.githubusercontent.com/u/20327215?v=4" width="100px;" alt="Jason M. Gates"/><br /><sub><b>Jason M. Gates</b></sub></a><br /><a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=jmgate" title="Documentation">📖</a> <a href="#review-jmgate" title="Reviewed Pull Requests">👀</a></td><td align="center"><a href="https://github.com/sgibson91"><img src="https://avatars2.githubusercontent.com/u/44771837?v=4" width="100px;" alt="sgibson91"/><br /><sub><b>sgibson91</b></sub></a><br /><a href="#question-sgibson91" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=sgibson91" title="Code">💻</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=sgibson91" title="Documentation">📖</a> <a href="#tool-sgibson91" title="Tools">🔧</a> <a href="#review-sgibson91" title="Reviewed Pull Requests">👀</a> <a href="#talk-sgibson91" title="Talks">📢</a> <a href="#ideas-sgibson91" title="Ideas, Planning, & Feedback">🤔</a> <a href="#tutorial-sgibson91" title="Tutorials">✅</a></td><td align="center"><a href="https://github.com/betatim"><img src="https://avatars1.githubusercontent.com/u/1448859?v=4" width="100px;" alt="Tim Head"/><br /><sub><b>Tim Head</b></sub></a><br /><a href="#question-betatim" title="Answering Questions">💬</a> <a href="#ideas-betatim" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="https://github.com/pherterich"><img src="https://avatars0.githubusercontent.com/u/8457675?v=4" width="100px;" alt="Patricia Herterich"/><br /><sub><b>Patricia Herterich</b></sub></a><br /><a href="#question-pherterich" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=pherterich" title="Documentation">📖</a> <a href="#review-pherterich" title="Reviewed Pull Requests">👀</a> <a href="#ideas-pherterich" title="Ideas, Planning, & Feedback">🤔</a> <a href="#content-pherterich" title="Content">🖋</a></td><td align="center"><a href="https://github.com/rosiehigman"><img src="https://avatars2.githubusercontent.com/u/15738325?v=4" width="100px;" alt="Rosie Higman"/><br /><sub><b>Rosie Higman</b></sub></a><br /><a href="#question-rosiehigman" title="Answering Questions">💬</a> <a href="#eventOrganizing-rosiehigman" title="Event Organizing">📋</a> <a href="#review-rosiehigman" title="Reviewed Pull Requests">👀</a> <a href="#ideas-rosiehigman" title="Ideas, Planning, & Feedback">🤔</a></td></tr><tr><td align="center"><a href="http://chrisholdgraf.com"><img src="https://avatars1.githubusercontent.com/u/1839645?v=4" width="100px;" alt="Chris Holdgraf"/><br /><sub><b>Chris Holdgraf</b></sub></a><br /><a href="#question-choldgraf" title="Answering Questions">💬</a> <a href="#ideas-choldgraf" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="https://www.annakrystalli.me/"><img src="https://avatars1.githubusercontent.com/u/5583057?v=4" width="100px;" alt="Anna Krystalli"/><br /><sub><b>Anna Krystalli</b></sub></a><br /><a href="#question-annakrystalli" title="Answering Questions">💬</a> <a href="#example-annakrystalli" title="Examples">💡</a> <a href="#review-annakrystalli" title="Reviewed Pull Requests">👀</a> <a href="#ideas-annakrystalli" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="http://alexmorley.me"><img src="https://avatars2.githubusercontent.com/u/13655521?v=4" width="100px;" alt="Alexander Morley"/><br /><sub><b>Alexander Morley</b></sub></a><br /><a href="#question-alexmorley" title="Answering Questions">💬</a> <a href="#review-alexmorley" title="Reviewed Pull Requests">👀</a> <a href="#ideas-alexmorley" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=alexmorley" title="Tests">⚠️</a></td><td align="center"><a href="https://github.com/martintoreilly"><img src="https://avatars3.githubusercontent.com/u/21147592?v=4" width="100px;" alt="Martin O'Reilly"/><br /><sub><b>Martin O'Reilly</b></sub></a><br /><a href="#question-martintoreilly" title="Answering Questions">💬</a> <a href="#tool-martintoreilly" title="Tools">🔧</a> <a href="#ideas-martintoreilly" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="https://github.com/ots22"><img src="https://avatars1.githubusercontent.com/u/5434836?v=4" width="100px;" alt="Oliver Strickson"/><br /><sub><b>Oliver Strickson</b></sub></a><br /><a href="#question-ots22" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=ots22" title="Documentation">📖</a></td><td align="center"><a href="https://whitakerlab.github.io"><img src="https://avatars1.githubusercontent.com/u/3626306?v=4" width="100px;" alt="Kirstie Whitaker"/><br /><sub><b>Kirstie Whitaker</b></sub></a><br /><a href="#question-KirstieJane" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=KirstieJane" title="Documentation">📖</a> <a href="#design-KirstieJane" title="Design">🎨</a> <a href="#eventOrganizing-KirstieJane" title="Event Organizing">📋</a> <a href="#fundingFinding-KirstieJane" title="Funding Finding">🔍</a> <a href="#ideas-KirstieJane" title="Ideas, Planning, & Feedback">🤔</a> <a href="#review-KirstieJane" title="Reviewed Pull Requests">👀</a> <a href="#talk-KirstieJane" title="Talks">📢</a></td><td align="center"><a href="https://rainsworth.github.io"><img src="https://avatars3.githubusercontent.com/u/10600877?v=4" width="100px;" alt="Dr. Rachael Ainsworth"/><br /><sub><b>Dr. Rachael Ainsworth</b></sub></a><br /><a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=rainsworth" title="Documentation">📖</a></td></tr></table>
+<table><tr><td align="center"><a href="https://rainsworth.github.io"><img src="https://avatars3.githubusercontent.com/u/10600877?v=4" width="100px;" alt="Dr. Rachael Ainsworth"/><br /><sub><b>Dr. Rachael Ainsworth</b></sub></a><br /><a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=rainsworth" title="Documentation">📖</a> <a href="#eventOrganizing-rainsworth" title="Event Organizing">📋</a> <a href="#ideas-rainsworth" title="Ideas, Planning, & Feedback">🤔</a> <a href="#question-rainsworth" title="Answering Questions">💬</a> <a href="#review-rainsworth" title="Reviewed Pull Requests">👀</a></td><td align="center"><a href="https://github.com/r-j-arnold"><img src="https://avatars1.githubusercontent.com/u/20441134?v=4" width="100px;" alt="Becky Arnold"/><br /><sub><b>Becky Arnold</b></sub></a><br /><a href="#question-r-j-arnold" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=r-j-arnold" title="Code">💻</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=r-j-arnold" title="Documentation">📖</a> <a href="#ideas-r-j-arnold" title="Ideas, Planning, & Feedback">🤔</a> <a href="#review-r-j-arnold" title="Reviewed Pull Requests">👀</a></td><td align="center"><a href="https://github.com/LouiseABowler"><img src="https://avatars1.githubusercontent.com/u/25640708?v=4" width="100px;" alt="Louise Bowler"/><br /><sub><b>Louise Bowler</b></sub></a><br /><a href="#question-LouiseABowler" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=LouiseABowler" title="Code">💻</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=LouiseABowler" title="Documentation">📖</a> <a href="#example-LouiseABowler" title="Examples">💡</a> <a href="#ideas-LouiseABowler" title="Ideas, Planning, & Feedback">🤔</a> <a href="#eventOrganizing-LouiseABowler" title="Event Organizing">📋</a> <a href="#review-LouiseABowler" title="Reviewed Pull Requests">👀</a></td><td align="center"><a href="https://github.com/jmgate"><img src="https://avatars3.githubusercontent.com/u/20327215?v=4" width="100px;" alt="Jason M. Gates"/><br /><sub><b>Jason M. Gates</b></sub></a><br /><a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=jmgate" title="Documentation">📖</a> <a href="#review-jmgate" title="Reviewed Pull Requests">👀</a></td><td align="center"><a href="https://github.com/sgibson91"><img src="https://avatars2.githubusercontent.com/u/44771837?v=4" width="100px;" alt="Sarah Gibson"/><br /><sub><b>Sarah Gibson</b></sub></a><br /><a href="#question-sgibson91" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=sgibson91" title="Code">💻</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=sgibson91" title="Documentation">📖</a> <a href="#tool-sgibson91" title="Tools">🔧</a> <a href="#review-sgibson91" title="Reviewed Pull Requests">👀</a> <a href="#talk-sgibson91" title="Talks">📢</a> <a href="#ideas-sgibson91" title="Ideas, Planning, & Feedback">🤔</a> <a href="#tutorial-sgibson91" title="Tutorials">✅</a></td><td align="center"><a href="https://github.com/betatim"><img src="https://avatars1.githubusercontent.com/u/1448859?v=4" width="100px;" alt="Tim Head"/><br /><sub><b>Tim Head</b></sub></a><br /><a href="#question-betatim" title="Answering Questions">💬</a> <a href="#ideas-betatim" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="https://github.com/pherterich"><img src="https://avatars0.githubusercontent.com/u/8457675?v=4" width="100px;" alt="Patricia Herterich"/><br /><sub><b>Patricia Herterich</b></sub></a><br /><a href="#question-pherterich" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=pherterich" title="Documentation">📖</a> <a href="#review-pherterich" title="Reviewed Pull Requests">👀</a> <a href="#ideas-pherterich" title="Ideas, Planning, & Feedback">🤔</a> <a href="#content-pherterich" title="Content">🖋</a></td></tr><tr><td align="center"><a href="https://github.com/rosiehigman"><img src="https://avatars2.githubusercontent.com/u/15738325?v=4" width="100px;" alt="Rosie Higman"/><br /><sub><b>Rosie Higman</b></sub></a><br /><a href="#question-rosiehigman" title="Answering Questions">💬</a> <a href="#eventOrganizing-rosiehigman" title="Event Organizing">📋</a> <a href="#review-rosiehigman" title="Reviewed Pull Requests">👀</a> <a href="#ideas-rosiehigman" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="http://chrisholdgraf.com"><img src="https://avatars1.githubusercontent.com/u/1839645?v=4" width="100px;" alt="Chris Holdgraf"/><br /><sub><b>Chris Holdgraf</b></sub></a><br /><a href="#question-choldgraf" title="Answering Questions">💬</a> <a href="#ideas-choldgraf" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="https://www.annakrystalli.me/"><img src="https://avatars1.githubusercontent.com/u/5583057?v=4" width="100px;" alt="Anna Krystalli"/><br /><sub><b>Anna Krystalli</b></sub></a><br /><a href="#question-annakrystalli" title="Answering Questions">💬</a> <a href="#example-annakrystalli" title="Examples">💡</a> <a href="#review-annakrystalli" title="Reviewed Pull Requests">👀</a> <a href="#ideas-annakrystalli" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="http://alexmorley.me"><img src="https://avatars2.githubusercontent.com/u/13655521?v=4" width="100px;" alt="Alexander Morley"/><br /><sub><b>Alexander Morley</b></sub></a><br /><a href="#question-alexmorley" title="Answering Questions">💬</a> <a href="#review-alexmorley" title="Reviewed Pull Requests">👀</a> <a href="#ideas-alexmorley" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=alexmorley" title="Tests">⚠️</a></td><td align="center"><a href="https://github.com/martintoreilly"><img src="https://avatars3.githubusercontent.com/u/21147592?v=4" width="100px;" alt="Martin O'Reilly"/><br /><sub><b>Martin O'Reilly</b></sub></a><br /><a href="#question-martintoreilly" title="Answering Questions">💬</a> <a href="#tool-martintoreilly" title="Tools">🔧</a> <a href="#ideas-martintoreilly" title="Ideas, Planning, & Feedback">🤔</a></td><td align="center"><a href="https://github.com/ots22"><img src="https://avatars1.githubusercontent.com/u/5434836?v=4" width="100px;" alt="Oliver Strickson"/><br /><sub><b>Oliver Strickson</b></sub></a><br /><a href="#question-ots22" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=ots22" title="Documentation">📖</a></td><td align="center"><a href="https://whitakerlab.github.io"><img src="https://avatars1.githubusercontent.com/u/3626306?v=4" width="100px;" alt="Kirstie Whitaker"/><br /><sub><b>Kirstie Whitaker</b></sub></a><br /><a href="#question-KirstieJane" title="Answering Questions">💬</a> <a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=KirstieJane" title="Documentation">📖</a> <a href="#design-KirstieJane" title="Design">🎨</a> <a href="#eventOrganizing-KirstieJane" title="Event Organizing">📋</a> <a href="#fundingFinding-KirstieJane" title="Funding Finding">🔍</a> <a href="#ideas-KirstieJane" title="Ideas, Planning, & Feedback">🤔</a> <a href="#review-KirstieJane" title="Reviewed Pull Requests">👀</a> <a href="#talk-KirstieJane" title="Talks">📢</a></td></tr><tr><td align="center"><a href="https://github.com/longr"><img src="https://avatars0.githubusercontent.com/u/3597743?v=4" width="100px;" alt="Robin Long"/><br /><sub><b>Robin Long</b></sub></a><br /><a href="https://github.com/alan-turing-institute/the-turing-way/commits?author=longr" title="Documentation">📖</a></td></tr></table>
 
 <!-- ALL-CONTRIBUTORS-LIST:END -->