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diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/write_ups/2023/05-06-23_writeup.doctree b/.doctrees/write_ups/2023/05-06-23_writeup.doctree
diff --git a/_sources/write_ups/2023/05-06-23_writeup.md.txt b/_sources/write_ups/2023/05-06-23_writeup.md.txt
@@ -1,4 +1,4 @@
-# Data Ethics Club Data Week 2023 Special: 
+# Data Ethics Club Data Week 2023 Special: [The Real Danger of ChatGPT](https://www.youtube.com/watch?v=AAwbvGywdOc)
 
 ```{admonition} What's this? 
 This is summary of Monday 5th June’s Data Ethics Week Special discussion, where we spoke and wrote about a video on [The Real Danger of ChatGPT](https://www.youtube.com/watch?v=AAwbvGywdOc) discussing the risks and benefits of ChatGPT.

diff --git a/objects.inv b/objects.inv
diff --git a/searchindex.js b/searchindex.js
diff --git a/write_ups/2021/03-11-21_writeup.html b/write_ups/2021/03-11-21_writeup.html
@@ -392,7 +392,7 @@
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   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/06-10-21_writeup.html b/write_ups/2021/06-10-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/08-09-21_writeup.html b/write_ups/2021/08-09-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/11-08-21_writeup.html b/write_ups/2021/11-08-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/12-05-21_writeup.html b/write_ups/2021/12-05-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/14-04-21_writeup.html b/write_ups/2021/14-04-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/14-07-21_writeup.html b/write_ups/2021/14-07-21_writeup.html
@@ -392,7 +392,7 @@
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   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
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-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/15-12-21_writeup.html b/write_ups/2021/15-12-21_writeup.html
@@ -392,7 +392,7 @@
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   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
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-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/17-03-21_writeup.html b/write_ups/2021/17-03-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/17-11-21_writeup.html b/write_ups/2021/17-11-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/20-10-21_writeup.html b/write_ups/2021/20-10-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/25-08-21_writeup.html b/write_ups/2021/25-08-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/26-05-21_writeup.html b/write_ups/2021/26-05-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/28-04-21_writeup.html b/write_ups/2021/28-04-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/28-07-21_writeup.html b/write_ups/2021/28-07-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2021/31-03-21_writeup.html b/write_ups/2021/31-03-21_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2022/01-06-22_writeup.html b/write_ups/2022/01-06-22_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2022/02-11-22_writeup.html b/write_ups/2022/02-11-22_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>

diff --git a/write_ups/2022/04-05-22_writeup.html b/write_ups/2022/04-05-22_writeup.html
@@ -392,7 +392,7 @@
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special:</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../2023/05-06-23_writeup.html">Data Ethics Club Data Week 2023 Special: The Real Danger of ChatGPT</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/31-05-23_writeup.html">Data Ethics Club: Owen Jones on the classification of abuse online</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/17-05-23_writeup.html">Data Ethics Club: Designing Accountable Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../2023/03-05-23_writeup.html">Data Ethics Club: Queer In AI: A Case Study in Community-Led Participatory AI</a></li>