From 589e950ba6c8d20092aae30117cf8c1b6958ac36 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 2 Jul 2024 01:17:01 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 1584b6c417311f32a19c333b638eee0c6d9187bf
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-06-25 14:10:35 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 6607b406177df73b85cc41bec1c9137c41aa1e61
Branch  : main
Author  : Joe Heffer <j.heffer@sheffield.ac.uk>
Time    : 2024-06-25 14:09:41 +0000
Message : Add link to example repo
---
 404.html                         |  4 +--
 CODE_OF_CONDUCT.html             |  2 +-
 LICENSE.html                     |  2 +-
 SECURITY.html                    |  2 +-
 aio.html                         | 54 ++++++++++++++++----------------
 cli.html                         | 16 +++++-----
 contributors.html                |  2 +-
 docstrings.html                  |  6 ++--
 images.html                      |  4 +--
 index.html                       | 10 +++---
 instructor-notes.html            |  4 +--
 instructor/404.html              |  4 +--
 instructor/CODE_OF_CONDUCT.html  |  2 +-
 instructor/LICENSE.html          |  2 +-
 instructor/SECURITY.html         |  2 +-
 instructor/aio.html              | 54 ++++++++++++++++----------------
 instructor/cli.html              | 16 +++++-----
 instructor/contributors.html     |  2 +-
 instructor/docstrings.html       |  6 ++--
 instructor/images.html           |  4 +--
 instructor/index.html            | 10 +++---
 instructor/instructor-notes.html |  4 +--
 instructor/introduction.html     |  2 +-
 instructor/key-points.html       |  4 +--
 instructor/profiles.html         |  4 +--
 instructor/readable.html         | 26 +++++++--------
 instructor/readmes.html          |  2 +-
 instructor/reference.html        |  2 +-
 instructor/sites.html            | 10 +++---
 introduction.html                |  2 +-
 key-points.html                  |  4 +--
 pkgdown.yml                      |  2 +-
 profiles.html                    |  4 +--
 readable.html                    | 26 +++++++--------
 readmes.html                     |  2 +-
 reference.html                   |  2 +-
 sites.html                       | 10 +++---
 37 files changed, 157 insertions(+), 157 deletions(-)

diff --git a/404.html b/404.html
index 8641070..28b8b67 100644
--- a/404.html
+++ b/404.html
@@ -388,8 +388,8 @@ <h1>Page not found</h1>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/404.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/404.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 78419b4..efd63be 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -408,7 +408,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-20",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 29e0d5d..c8c50e9 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -459,7 +459,7 @@ <h1></h1>
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/LICENSE.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-21",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/SECURITY.html b/SECURITY.html
index 18abc44..5f955b9 100644
--- a/SECURITY.html
+++ b/SECURITY.html
@@ -408,7 +408,7 @@ <h2 id="reporting-a-vulnerability">Reporting a Vulnerability<a class="anchor" ar
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/SECURITY.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-21",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 7e2c877..330c105 100644
--- a/aio.html
+++ b/aio.html
@@ -1087,7 +1087,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -1125,7 +1125,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -1360,7 +1360,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Python" class="tab-pane show active" aria-labelledby="nav-tab-1-Python" role="tabpanel">
+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1404,7 +1404,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb2-16"><a href="#cb2-16" tabindex="-1"></a>  <span class="cf">return</span> word_count</span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-R" class="tab-pane" aria-labelledby="nav-tab-1-R" role="tabpanel">
+<div id="nav-tabpanel-1-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-R">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1506,7 +1506,7 @@ <h3 class="tab-header" id="nav-tab-heading-2-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Python" class="tab-pane show active" aria-labelledby="nav-tab-2-Python" role="tabpanel">
+<div id="nav-tabpanel-2-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Python">
 <div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -1518,7 +1518,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb5-6"><a href="#cb5-6" tabindex="-1"></a>    <span class="cf">return</span> area</span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-2-R" class="tab-pane" aria-labelledby="nav-tab-2-R" role="tabpanel">
+<div id="nav-tabpanel-2-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-R">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -1559,7 +1559,7 @@ <h3 class="tab-header" id="nav-tab-heading-3-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Python" class="tab-pane show active" aria-labelledby="nav-tab-3-Python" role="tabpanel">
+<div id="nav-tabpanel-3-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Python">
 <p>Classes use capitalised words</p>
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1583,7 +1583,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 Conventions</a> section of
 <acronym title="Python Enhancement Proposals">PEP</acronym> 8.</p>
 </div>
-<div id="nav-tabpanel-3-R" class="tab-pane" aria-labelledby="nav-tab-3-R" role="tabpanel">
+<div id="nav-tabpanel-3-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-R">
 <p>Classes use capitalised words</p>
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1643,7 +1643,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-4" class="tab-content">
-<div id="nav-tabpanel-4-Python" class="tab-pane show active" aria-labelledby="nav-tab-4-Python" role="tabpanel">
+<div id="nav-tabpanel-4-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-4-Python">
 <div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -1652,7 +1652,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb13-3"><a href="#cb13-3" tabindex="-1"></a>age <span class="op">=+</span> <span class="dv">3</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-4-R" class="tab-pane" aria-labelledby="nav-tab-4-R" role="tabpanel">
+<div id="nav-tabpanel-4-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-4-R">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -1695,7 +1695,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-5" class="tab-content">
-<div id="nav-tabpanel-5-Python" class="tab-pane show active" aria-labelledby="nav-tab-5-Python" role="tabpanel">
+<div id="nav-tabpanel-5-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-5-Python">
 <p>In the Python programming language, we can tell the user what type of
 data we expect each variable to contain by using the syntax below. This
 colon means that the <code>age</code> variable should contain a value
@@ -1709,7 +1709,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 of the Python Documentation and the <a href="https://mypy.readthedocs.io/en/stable/cheat_sheet_py3.html" class="external-link">Type
 hints cheat sheet</a> in the mypy documentation.</p>
 </div>
-<div id="nav-tabpanel-5-R" class="tab-pane" aria-labelledby="nav-tab-5-R" role="tabpanel">
+<div id="nav-tabpanel-5-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-5-R">
 <p>There is no type hinting feature in base R, although some packages
 are available that enable this. Here, the <code>L</code> symbol at the
 end of the number tells the R interpreter that this is an integer data
@@ -1748,7 +1748,7 @@ <h3 class="tab-header" id="nav-tab-heading-6-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-6" class="tab-content">
-<div id="nav-tabpanel-6-Python" class="tab-pane show active" aria-labelledby="nav-tab-6-Python" role="tabpanel">
+<div id="nav-tabpanel-6-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-6-Python">
 <p>Below is the source code for a simple Python function that calculates
 the sum of two numbers. I’ve labelled each of the function arguments
 <code>a</code> and <code>b</code> with variable annotations that let you
@@ -1765,7 +1765,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb17-3"><a href="#cb17-3" tabindex="-1"></a>    <span class="cf">return</span> a <span class="op">+</span> b</span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-6-R" class="tab-pane" aria-labelledby="nav-tab-6-R" role="tabpanel">
+<div id="nav-tabpanel-6-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-6-R">
 <p>Below is the source code for a simple R function that calculates the
 sum of two numbers.</p>
 <p>In R, there is no inbuilt functionality for annotating the expected
@@ -2154,21 +2154,21 @@ <h3 class="tab-header" id="nav-tab-heading-1-macOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
+<div id="nav-tabpanel-1-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Windows">
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">.venv\Scripts\activate</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-Linux" class="tab-pane" aria-labelledby="nav-tab-1-Linux" role="tabpanel">
+<div id="nav-tabpanel-1-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Linux">
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="bu">source</span> .venv/bin/activate</span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-macOS" class="tab-pane" aria-labelledby="nav-tab-1-macOS" role="tabpanel">
+<div id="nav-tabpanel-1-macOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-macOS">
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -2305,7 +2305,7 @@ <h3 class="callout-title">Automatically generated content<a class="anchor" aria-
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -2811,7 +2811,7 @@ <h3 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> What are arguments? </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>When using shell commands, we use the words <strong>option</strong>,
 <strong>flag</strong>, and <strong>arguments</strong> to describe
@@ -2956,7 +2956,7 @@ <h3 id="getting-started">Getting started<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Why must our file be named __main__.py? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>This is a mechanism that tells Python how we want users to interact
 with our software.</p>
@@ -3002,7 +3002,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>When you run the <code>python -m oddsong</code> command, Python runs
 the <em>main module as a script</em>.</p>
@@ -3105,7 +3105,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>When we run our script as before, it will run like normal with no
 change in behaviour.</p>
@@ -3174,7 +3174,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The code now looks something like that shown below.</p>
 <div class="codewrapper sourceCode" id="cb25">
@@ -3252,7 +3252,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We can achieve this in our example script by adding a
 <code>help</code> string.</p>
@@ -3328,7 +3328,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>We define the description when creating our argument parser
 object.</p>
@@ -3471,8 +3471,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/aio.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/aio.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/cli.html b/cli.html
index d376eea..a1a9a8c 100644
--- a/cli.html
+++ b/cli.html
@@ -589,7 +589,7 @@ <h3 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> What are arguments? </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>When using shell commands, we use the words <strong>option</strong>,
 <strong>flag</strong>, and <strong>arguments</strong> to describe
@@ -732,7 +732,7 @@ <h3 id="getting-started">Getting started<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Why must our file be named __main__.py? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>This is a mechanism that tells Python how we want users to interact
 with our software.</p>
@@ -778,7 +778,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>When you run the <code>python -m oddsong</code> command, Python runs
 the <em>main module as a script</em>.</p>
@@ -879,7 +879,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>When we run our script as before, it will run like normal with no
 change in behaviour.</p>
@@ -947,7 +947,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The code now looks something like that shown below.</p>
 <div class="codewrapper sourceCode" id="cb25">
@@ -1024,7 +1024,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We can achieve this in our example script by adding a
 <code>help</code> string.</p>
@@ -1099,7 +1099,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>We define the description when creating our argument parser
 object.</p>
@@ -1247,7 +1247,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/cli.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-21",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/contributors.html b/contributors.html
index 9504c72..e6418f8 100644
--- a/contributors.html
+++ b/contributors.html
@@ -579,7 +579,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/contributors.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/docstrings.html b/docstrings.html
index e3ebdcf..cf8a16f 100644
--- a/docstrings.html
+++ b/docstrings.html
@@ -424,7 +424,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -462,7 +462,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -682,7 +682,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 630ed68..2ff7c05 100644
--- a/images.html
+++ b/images.html
@@ -448,8 +448,8 @@ <h3 id="sites-figure-2">Figure 2</h3>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/images.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/images.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 5e6fee6..cc3f744 100644
--- a/index.html
+++ b/index.html
@@ -443,7 +443,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="text-editor">Text editor<a class="anchor" aria-label="anchor" href="#text-editor"></a></h4>
@@ -474,7 +474,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   MacOS
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="text-editor-1">Text editor<a class="anchor" aria-label="anchor" href="#text-editor-1"></a></h4>
@@ -503,7 +503,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="text-editor-2">Text editor<a class="anchor" aria-label="anchor" href="#text-editor-2"></a></h4>
@@ -578,8 +578,8 @@ <h4 id="r-2">R<a class="anchor" aria-label="anchor" href="#r-2"></a></h4>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/index.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/index.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 284f92b..a981666 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -434,8 +434,8 @@ <h1>Instructor Notes</h1>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor-notes.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor-notes.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index cdca9c6..480198f 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -388,8 +388,8 @@ <h1>Page not found</h1>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/404.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/404.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index f9f805b..2ab69cc 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -410,7 +410,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-20",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 40359ca..87c2fc7 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -461,7 +461,7 @@ <h1></h1>
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/LICENSE.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-21",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/SECURITY.html b/instructor/SECURITY.html
index 3295062..6e88efe 100644
--- a/instructor/SECURITY.html
+++ b/instructor/SECURITY.html
@@ -410,7 +410,7 @@ <h2 id="reporting-a-vulnerability">Reporting a Vulnerability<a class="anchor" ar
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/SECURITY.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-21",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 7573174..eb3eada 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1092,7 +1092,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -1130,7 +1130,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -1366,7 +1366,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Python" class="tab-pane show active" aria-labelledby="nav-tab-1-Python" role="tabpanel">
+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1410,7 +1410,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 </div>
-<div id="nav-tabpanel-1-R" class="tab-pane" aria-labelledby="nav-tab-1-R" role="tabpanel">
+<div id="nav-tabpanel-1-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-R">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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-<div id="nav-tabpanel-2-Python" class="tab-pane show active" aria-labelledby="nav-tab-2-Python" role="tabpanel">
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 <div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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@@ -1524,7 +1524,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 </div>
-<div id="nav-tabpanel-2-R" class="tab-pane" aria-labelledby="nav-tab-2-R" role="tabpanel">
+<div id="nav-tabpanel-2-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-R">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
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 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Python" class="tab-pane show active" aria-labelledby="nav-tab-3-Python" role="tabpanel">
+<div id="nav-tabpanel-3-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Python">
 <p>Classes use capitalised words</p>
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1589,7 +1589,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 Conventions</a> section of
 <acronym title="Python Enhancement Proposals">PEP</acronym> 8.</p>
 </div>
-<div id="nav-tabpanel-3-R" class="tab-pane" aria-labelledby="nav-tab-3-R" role="tabpanel">
+<div id="nav-tabpanel-3-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-R">
 <p>Classes use capitalised words</p>
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1649,7 +1649,7 @@ <h3 class="tab-header" id="nav-tab-heading-4-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-4" class="tab-content">
-<div id="nav-tabpanel-4-Python" class="tab-pane show active" aria-labelledby="nav-tab-4-Python" role="tabpanel">
+<div id="nav-tabpanel-4-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-4-Python">
 <div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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@@ -1658,7 +1658,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb13-3"><a href="#cb13-3" tabindex="-1"></a>age <span class="op">=+</span> <span class="dv">3</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-4-R" class="tab-pane" aria-labelledby="nav-tab-4-R" role="tabpanel">
+<div id="nav-tabpanel-4-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-4-R">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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@@ -1701,7 +1701,7 @@ <h3 class="tab-header" id="nav-tab-heading-5-R">
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 </nav><div id="nav-tabContent-5" class="tab-content">
-<div id="nav-tabpanel-5-Python" class="tab-pane show active" aria-labelledby="nav-tab-5-Python" role="tabpanel">
+<div id="nav-tabpanel-5-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-5-Python">
 <p>In the Python programming language, we can tell the user what type of
 data we expect each variable to contain by using the syntax below. This
 colon means that the <code>age</code> variable should contain a value
@@ -1715,7 +1715,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 of the Python Documentation and the <a href="https://mypy.readthedocs.io/en/stable/cheat_sheet_py3.html" class="external-link">Type
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-<div id="nav-tabpanel-5-R" class="tab-pane" aria-labelledby="nav-tab-5-R" role="tabpanel">
+<div id="nav-tabpanel-5-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-5-R">
 <p>There is no type hinting feature in base R, although some packages
 are available that enable this. Here, the <code>L</code> symbol at the
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-<div id="nav-tabpanel-6-Python" class="tab-pane show active" aria-labelledby="nav-tab-6-Python" role="tabpanel">
+<div id="nav-tabpanel-6-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-6-Python">
 <p>Below is the source code for a simple Python function that calculates
 the sum of two numbers. I’ve labelled each of the function arguments
 <code>a</code> and <code>b</code> with variable annotations that let you
@@ -1771,7 +1771,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb17-3"><a href="#cb17-3" tabindex="-1"></a>    <span class="cf">return</span> a <span class="op">+</span> b</span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-6-R" class="tab-pane" aria-labelledby="nav-tab-6-R" role="tabpanel">
+<div id="nav-tabpanel-6-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-6-R">
 <p>Below is the source code for a simple R function that calculates the
 sum of two numbers.</p>
 <p>In R, there is no inbuilt functionality for annotating the expected
@@ -2161,21 +2161,21 @@ <h3 class="tab-header" id="nav-tab-heading-1-macOS">
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 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
+<div id="nav-tabpanel-1-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Windows">
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">.venv\Scripts\activate</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-Linux" class="tab-pane" aria-labelledby="nav-tab-1-Linux" role="tabpanel">
+<div id="nav-tabpanel-1-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Linux">
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="bu">source</span> .venv/bin/activate</span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-macOS" class="tab-pane" aria-labelledby="nav-tab-1-macOS" role="tabpanel">
+<div id="nav-tabpanel-1-macOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-macOS">
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -2312,7 +2312,7 @@ <h3 class="callout-title">Automatically generated content<a class="anchor" aria-
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -2820,7 +2820,7 @@ <h3 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> What are arguments? </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>When using shell commands, we use the words <strong>option</strong>,
 <strong>flag</strong>, and <strong>arguments</strong> to describe
@@ -2965,7 +2965,7 @@ <h3 id="getting-started">Getting started<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Why must our file be named __main__.py? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>This is a mechanism that tells Python how we want users to interact
 with our software.</p>
@@ -3011,7 +3011,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>When you run the <code>python -m oddsong</code> command, Python runs
 the <em>main module as a script</em>.</p>
@@ -3114,7 +3114,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>When we run our script as before, it will run like normal with no
 change in behaviour.</p>
@@ -3183,7 +3183,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The code now looks something like that shown below.</p>
 <div class="codewrapper sourceCode" id="cb25">
@@ -3261,7 +3261,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We can achieve this in our example script by adding a
 <code>help</code> string.</p>
@@ -3337,7 +3337,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>We define the description when creating our argument parser
 object.</p>
@@ -3480,8 +3480,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/aio.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/aio.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/cli.html b/instructor/cli.html
index 13cb383..bdca917 100644
--- a/instructor/cli.html
+++ b/instructor/cli.html
@@ -591,7 +591,7 @@ <h3 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#argumen
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> What are arguments? </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>When using shell commands, we use the words <strong>option</strong>,
 <strong>flag</strong>, and <strong>arguments</strong> to describe
@@ -734,7 +734,7 @@ <h3 id="getting-started">Getting started<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Why must our file be named __main__.py? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>This is a mechanism that tells Python how we want users to interact
 with our software.</p>
@@ -780,7 +780,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>When you run the <code>python -m oddsong</code> command, Python runs
 the <em>main module as a script</em>.</p>
@@ -881,7 +881,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>When we run our script as before, it will run like normal with no
 change in behaviour.</p>
@@ -949,7 +949,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The code now looks something like that shown below.</p>
 <div class="codewrapper sourceCode" id="cb25">
@@ -1026,7 +1026,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We can achieve this in our example script by adding a
 <code>help</code> string.</p>
@@ -1101,7 +1101,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>We define the description when creating our argument parser
 object.</p>
@@ -1249,7 +1249,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/cli.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-21",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/contributors.html b/instructor/contributors.html
index 2dc720d..39b3e43 100644
--- a/instructor/contributors.html
+++ b/instructor/contributors.html
@@ -581,7 +581,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/contributors.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/docstrings.html b/instructor/docstrings.html
index 40b6ce5..61929cd 100644
--- a/instructor/docstrings.html
+++ b/instructor/docstrings.html
@@ -426,7 +426,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -464,7 +464,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -684,7 +684,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/docstrings.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index e664267..d2f68ea 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -450,8 +450,8 @@ <h3 id="sites-figure-2">Figure 2</h3>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/images.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/images.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index e540d29..941afe8 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -537,7 +537,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="text-editor">Text editor<a class="anchor" aria-label="anchor" href="#text-editor"></a></h4>
@@ -568,7 +568,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   MacOS
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="text-editor-1">Text editor<a class="anchor" aria-label="anchor" href="#text-editor-1"></a></h4>
@@ -597,7 +597,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
 <div class="accordion-body">
 <div class="section level4">
 <h4 id="text-editor-2">Text editor<a class="anchor" aria-label="anchor" href="#text-editor-2"></a></h4>
@@ -672,8 +672,8 @@ <h4 id="r-2">R<a class="anchor" aria-label="anchor" href="#r-2"></a></h4>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/index.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/index.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index b3ee44a..068c5be 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -443,8 +443,8 @@ <h1>Instructor Notes</h1>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/instructor-notes.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/instructor-notes.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index 6857e49..df5a816 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -696,7 +696,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/introduction.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-31",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index cd6e416..be975a0 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -528,8 +528,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/key-points.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/key-points.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 830b31e..4d48f6b 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -380,8 +380,8 @@ <h1>Learner Profiles</h1>
   "url": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/profiles.html",
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/instructor/profiles.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/instructor/readable.html b/instructor/readable.html
index 16aaba6..a7e0f79 100644
--- a/instructor/readable.html
+++ b/instructor/readable.html
@@ -406,7 +406,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Python" class="tab-pane show active" aria-labelledby="nav-tab-1-Python" role="tabpanel">
+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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+<div id="nav-tabpanel-1-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-R">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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+<div id="nav-tabpanel-3-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Python">
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 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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+<div id="nav-tabpanel-3-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-R">
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 <p>In the Python programming language, we can tell the user what type of
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@@ -748,7 +748,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 of the Python Documentation and the <a href="https://mypy.readthedocs.io/en/stable/cheat_sheet_py3.html" class="external-link">Type
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-<div id="nav-tabpanel-5-R" class="tab-pane" aria-labelledby="nav-tab-5-R" role="tabpanel">
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 <p>There is no type hinting feature in base R, although some packages
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-<div id="nav-tabpanel-6-Python" class="tab-pane show active" aria-labelledby="nav-tab-6-Python" role="tabpanel">
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 <p>Below is the source code for a simple Python function that calculates
 the sum of two numbers. I’ve labelled each of the function arguments
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@@ -803,7 +803,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb17-3"><a href="#cb17-3" tabindex="-1"></a>    <span class="cf">return</span> a <span class="op">+</span> b</span></code></pre>
 </div>
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-<div id="nav-tabpanel-6-R" class="tab-pane" aria-labelledby="nav-tab-6-R" role="tabpanel">
+<div id="nav-tabpanel-6-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-6-R">
 <p>Below is the source code for a simple R function that calculates the
 sum of two numbers.</p>
 <p>In R, there is no inbuilt functionality for annotating the expected
@@ -961,7 +961,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
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diff --git a/instructor/readmes.html b/instructor/readmes.html
index 2d33d0d..a2bf588 100644
--- a/instructor/readmes.html
+++ b/instructor/readmes.html
@@ -680,7 +680,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/instructor/reference.html b/instructor/reference.html
index 25896f6..423921c 100644
--- a/instructor/reference.html
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+  "datePublished": "2024-07-02"
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diff --git a/instructor/sites.html b/instructor/sites.html
index bd29b52..e516513 100644
--- a/instructor/sites.html
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 </button>
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-<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
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 </div>
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
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-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index b7f0631..3394736 100644
--- a/introduction.html
+++ b/introduction.html
@@ -694,7 +694,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-31",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index f4046b4..6a6beb9 100644
--- a/key-points.html
+++ b/key-points.html
@@ -526,8 +526,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
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+  "datePublished": "2024-07-02"
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diff --git a/pkgdown.yml b/pkgdown.yml
index 519ea57..c573de8 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.9
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-06-25T14:10Z
+last_built: 2024-07-02T01:16Z
 
diff --git a/profiles.html b/profiles.html
index 079b730..cc02493 100644
--- a/profiles.html
+++ b/profiles.html
@@ -380,8 +380,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/profiles.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-06-25",
-  "datePublished": "2024-06-25"
+  "dateModified": "2024-07-02",
+  "datePublished": "2024-07-02"
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diff --git a/readable.html b/readable.html
index 4c24dd4..117d97f 100644
--- a/readable.html
+++ b/readable.html
@@ -404,7 +404,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Python" class="tab-pane show active" aria-labelledby="nav-tab-1-Python" role="tabpanel">
+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -448,7 +448,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
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-<div id="nav-tabpanel-1-R" class="tab-pane" aria-labelledby="nav-tab-1-R" role="tabpanel">
+<div id="nav-tabpanel-1-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-R">
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 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 </div>
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+<div id="nav-tabpanel-3-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Python">
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 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <div class="codewrapper sourceCode" id="cb13">
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-<div id="nav-tabpanel-5-Python" class="tab-pane show active" aria-labelledby="nav-tab-5-Python" role="tabpanel">
+<div id="nav-tabpanel-5-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-5-Python">
 <p>In the Python programming language, we can tell the user what type of
 data we expect each variable to contain by using the syntax below. This
 colon means that the <code>age</code> variable should contain a value
@@ -746,7 +746,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 of the Python Documentation and the <a href="https://mypy.readthedocs.io/en/stable/cheat_sheet_py3.html" class="external-link">Type
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 </div>
-<div id="nav-tabpanel-5-R" class="tab-pane" aria-labelledby="nav-tab-5-R" role="tabpanel">
+<div id="nav-tabpanel-5-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-5-R">
 <p>There is no type hinting feature in base R, although some packages
 are available that enable this. Here, the <code>L</code> symbol at the
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@@ -784,7 +784,7 @@ <h3 class="tab-header" id="nav-tab-heading-6-R">
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 </nav><div id="nav-tabContent-6" class="tab-content">
-<div id="nav-tabpanel-6-Python" class="tab-pane show active" aria-labelledby="nav-tab-6-Python" role="tabpanel">
+<div id="nav-tabpanel-6-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-6-Python">
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@@ -801,7 +801,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<div id="nav-tabpanel-6-R" class="tab-pane" aria-labelledby="nav-tab-6-R" role="tabpanel">
+<div id="nav-tabpanel-6-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-6-R">
 <p>Below is the source code for a simple R function that calculates the
 sum of two numbers.</p>
 <p>In R, there is no inbuilt functionality for annotating the expected
@@ -959,7 +959,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-31",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
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index 6347b58..b59f3c9 100644
--- a/readmes.html
+++ b/readmes.html
@@ -678,7 +678,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/readmes.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-31",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index b4db03e..63347ff 100644
--- a/reference.html
+++ b/reference.html
@@ -484,7 +484,7 @@ <h1>Reference</h1>
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/reference.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-18",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>
diff --git a/sites.html b/sites.html
index 2a74eb6..ba02fa8 100644
--- a/sites.html
+++ b/sites.html
@@ -607,21 +607,21 @@ <h3 class="tab-header" id="nav-tab-heading-1-macOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
+<div id="nav-tabpanel-1-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Windows">
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">.venv\Scripts\activate</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-Linux" class="tab-pane" aria-labelledby="nav-tab-1-Linux" role="tabpanel">
+<div id="nav-tabpanel-1-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Linux">
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="bu">source</span> .venv/bin/activate</span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-macOS" class="tab-pane" aria-labelledby="nav-tab-1-macOS" role="tabpanel">
+<div id="nav-tabpanel-1-macOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-macOS">
 <div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -751,7 +751,7 @@ <h3 class="callout-title">Automatically generated content<a class="anchor" aria-
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>TODO</p>
 </div>
@@ -862,7 +862,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://Joe-Heffer-Shef.github.io/FAIR4RS-Documentation/sites.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-06-10",
-  "datePublished": "2024-06-25"
+  "datePublished": "2024-07-02"
 }
 
   </script><script>