diff --git a/.doctrees/contribute/contributors.doctree b/.doctrees/contribute/contributors.doctree
index a70e467..f4a563c 100644
Binary files a/.doctrees/contribute/contributors.doctree and b/.doctrees/contribute/contributors.doctree differ
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
index e3d8b2e..844104a 100644
Binary files a/.doctrees/environment.pickle and b/.doctrees/environment.pickle differ
diff --git a/.doctrees/index.doctree b/.doctrees/index.doctree
index 3165e8f..68f1e72 100644
Binary files a/.doctrees/index.doctree and b/.doctrees/index.doctree differ
diff --git a/_sources/contribute/contributors.md.txt b/_sources/contribute/contributors.md.txt
index 41157d9..bce8627 100644
--- a/_sources/contribute/contributors.md.txt
+++ b/_sources/contribute/contributors.md.txt
@@ -51,7 +51,7 @@ Please also note that people have also anonymously contributed ideas and resourc
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mcnanton"><img src="https://avatars.githubusercontent.com/u/42379883?v=4?s=100" width="100px;" alt="mcnanton"/><br /><sub><b>mcnanton</b></sub></a><br /><a href="https://github.com/very-good-science/data-hazards/issues?q=author%3Amcnanton" title="Bug reports">🐛</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://www.bristol.ac.uk/people/person/Emma-Kuwertz-d6ca1344-b999-42ae-8603-db59266ad245/"><img src="?s=100" width="100px;" alt="Emma Kuwertz"/><br /><sub><b>Emma Kuwertz</b></sub></a><br /><a href="#research" title="Research">🔬</a> <a href="#talk" title="Talks">📢</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/CeilidhWelsh"><img src="https://avatars.githubusercontent.com/u/71887891?v=4?s=100" width="100px;" alt="CeilidhWelsh"/><br /><sub><b>CeilidhWelsh</b></sub></a><br /><a href="#talk-CeilidhWelsh" title="Talks">📢</a> <a href="#research-CeilidhWelsh" title="Research">🔬</a> <a href="#ideas-CeilidhWelsh" title="Ideas, Planning, & Feedback">🤔</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a> <a href="https://github.com/very-good-science/data-hazards/issues?q=author%3AOliverDavis" title="Bug reports">🐛</a></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="14.28%"><a href="http://homepages.inf.ed.ac.uk/sterratt"><img src="https://avatars.githubusercontent.com/u/4264803?v=4?s=100" width="100px;" alt="David C Sterratt"/><br /><sub><b>David C Sterratt</b></sub></a><br /><a href="#research-davidcsterratt" title="Research">🔬</a> <a href="#ideas-davidcsterratt" title="Ideas, Planning, & Feedback">🤔</a></td>
diff --git a/_sources/index.md.txt b/_sources/index.md.txt
index eda96ef..5978b4a 100644
--- a/_sources/index.md.txt
+++ b/_sources/index.md.txt
@@ -69,7 +69,7 @@ Our brilliant contributors are listed here, and you can [read more detail about
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mcnanton"><img src="https://avatars.githubusercontent.com/u/42379883?v=4?s=100" width="100px;" alt="mcnanton"/><br /><sub><b>mcnanton</b></sub></a><br /><a href="https://github.com/very-good-science/data-hazards/issues?q=author%3Amcnanton" title="Bug reports">🐛</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://www.bristol.ac.uk/people/person/Emma-Kuwertz-d6ca1344-b999-42ae-8603-db59266ad245/"><img src="?s=100" width="100px;" alt="Emma Kuwertz"/><br /><sub><b>Emma Kuwertz</b></sub></a><br /><a href="#research" title="Research">🔬</a> <a href="#talk" title="Talks">📢</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/CeilidhWelsh"><img src="https://avatars.githubusercontent.com/u/71887891?v=4?s=100" width="100px;" alt="CeilidhWelsh"/><br /><sub><b>CeilidhWelsh</b></sub></a><br /><a href="#talk-CeilidhWelsh" title="Talks">📢</a> <a href="#research-CeilidhWelsh" title="Research">🔬</a> <a href="#ideas-CeilidhWelsh" title="Ideas, Planning, & Feedback">🤔</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a> <a href="https://github.com/very-good-science/data-hazards/issues?q=author%3AOliverDavis" title="Bug reports">🐛</a></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="14.28%"><a href="http://homepages.inf.ed.ac.uk/sterratt"><img src="https://avatars.githubusercontent.com/u/4264803?v=4?s=100" width="100px;" alt="David C Sterratt"/><br /><sub><b>David C Sterratt</b></sub></a><br /><a href="#research-davidcsterratt" title="Research">🔬</a> <a href="#ideas-davidcsterratt" title="Ideas, Planning, & Feedback">🤔</a></td>
diff --git a/contribute/contributors.html b/contribute/contributors.html
index 5d2aca9..ac1a073 100644
--- a/contribute/contributors.html
+++ b/contribute/contributors.html
@@ -481,7 +481,7 @@ <h1>Record of contributions<a class="headerlink" href="#record-of-contributions"
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mcnanton"><img src="https://avatars.githubusercontent.com/u/42379883?v=4?s=100" width="100px;" alt="mcnanton"/><br /><sub><b>mcnanton</b></sub></a><br /><a href="https://github.com/very-good-science/data-hazards/issues?q=author%3Amcnanton" title="Bug reports">🐛</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://www.bristol.ac.uk/people/person/Emma-Kuwertz-d6ca1344-b999-42ae-8603-db59266ad245/"><img src="?s=100" width="100px;" alt="Emma Kuwertz"/><br /><sub><b>Emma Kuwertz</b></sub></a><br /><a href="#research" title="Research">🔬</a> <a href="#talk" title="Talks">📢</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/CeilidhWelsh"><img src="https://avatars.githubusercontent.com/u/71887891?v=4?s=100" width="100px;" alt="CeilidhWelsh"/><br /><sub><b>CeilidhWelsh</b></sub></a><br /><a href="#talk-CeilidhWelsh" title="Talks">📢</a> <a href="#research-CeilidhWelsh" title="Research">🔬</a> <a href="#ideas-CeilidhWelsh" title="Ideas, Planning, & Feedback">🤔</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a> <a href="https://github.com/very-good-science/data-hazards/issues?q=author%3AOliverDavis" title="Bug reports">🐛</a></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="14.28%"><a href="http://homepages.inf.ed.ac.uk/sterratt"><img src="https://avatars.githubusercontent.com/u/4264803?v=4?s=100" width="100px;" alt="David C Sterratt"/><br /><sub><b>David C Sterratt</b></sub></a><br /><a href="#research-davidcsterratt" title="Research">🔬</a> <a href="#ideas-davidcsterratt" title="Ideas, Planning, & Feedback">🤔</a></td>
diff --git a/index.html b/index.html
index 113f3b4..212779e 100644
--- a/index.html
+++ b/index.html
@@ -454,7 +454,7 @@ <h2>Contributors<a class="headerlink" href="#contributors" title="Link to this h
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mcnanton"><img src="https://avatars.githubusercontent.com/u/42379883?v=4?s=100" width="100px;" alt="mcnanton"/><br /><sub><b>mcnanton</b></sub></a><br /><a href="https://github.com/very-good-science/data-hazards/issues?q=author%3Amcnanton" title="Bug reports">🐛</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://www.bristol.ac.uk/people/person/Emma-Kuwertz-d6ca1344-b999-42ae-8603-db59266ad245/"><img src="?s=100" width="100px;" alt="Emma Kuwertz"/><br /><sub><b>Emma Kuwertz</b></sub></a><br /><a href="#research" title="Research">🔬</a> <a href="#talk" title="Talks">📢</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/CeilidhWelsh"><img src="https://avatars.githubusercontent.com/u/71887891?v=4?s=100" width="100px;" alt="CeilidhWelsh"/><br /><sub><b>CeilidhWelsh</b></sub></a><br /><a href="#talk-CeilidhWelsh" title="Talks">📢</a> <a href="#research-CeilidhWelsh" title="Research">🔬</a> <a href="#ideas-CeilidhWelsh" title="Ideas, Planning, & Feedback">🤔</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://dynamicgenetics.org/"><img src="https://avatars.githubusercontent.com/u/5032882?v=4?s=100" width="100px;" alt="Oliver Davis"/><br /><sub><b>Oliver Davis</b></sub></a><br /><a href="#talk-OliverDavis" title="Talks">📢</a> <a href="#promotion-OliverDavis" title="Promotion">📣</a> <a href="https://github.com/very-good-science/data-hazards/issues?q=author%3AOliverDavis" title="Bug reports">🐛</a></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="14.28%"><a href="http://homepages.inf.ed.ac.uk/sterratt"><img src="https://avatars.githubusercontent.com/u/4264803?v=4?s=100" width="100px;" alt="David C Sterratt"/><br /><sub><b>David C Sterratt</b></sub></a><br /><a href="#research-davidcsterratt" title="Research">🔬</a> <a href="#ideas-davidcsterratt" title="Ideas, Planning, & Feedback">🤔</a></td>