diff --git a/404.html b/404.html
index 5dcc6b7..a5204c7 100644
--- a/404.html
+++ b/404.html
@@ -405,8 +405,8 @@ <h1>Page not found</h1>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/404.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/404.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 0541e29..1c50fd6 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -424,7 +424,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-08-16",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 792be56..140d85d 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -482,7 +482,7 @@ <h1>Licenses</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/LICENSE.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-08-16",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/SECURITY.html b/SECURITY.html
index e3fbf61..09175f0 100644
--- a/SECURITY.html
+++ b/SECURITY.html
@@ -424,7 +424,7 @@ <h2 id="reporting-a-vulnerability">Reporting a Vulnerability<a class="anchor" ar
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/SECURITY.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-21",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/acknowledgements.html b/acknowledgements.html
index f950f5d..41ec5b7 100644
--- a/acknowledgements.html
+++ b/acknowledgements.html
@@ -424,7 +424,7 @@ <h1>Acknowledgements</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/acknowledgements.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-08-16",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 7ab2616..d70a31a 100644
--- a/aio.html
+++ b/aio.html
@@ -891,7 +891,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these general steps to create a README file. The specific
 details for each operating system are detailed below.</p>
@@ -1160,7 +1160,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> More about Accessibility </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>For more information on this topic, please see the following
 resources:</p>
@@ -1197,7 +1197,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <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> What is a markup language? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>A <a href="https://en.wikipedia.org/wiki/Markup_language" class="external-link">markup
 language</a> is a system of special characters that are used to
@@ -1232,7 +1232,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these steps to rename <code>README.txt</code> to
 <code>README.md</code>.</p>
@@ -1341,7 +1341,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We can create the commonly-used headers used in READMEs by using the
 Markdown syntax shown below</p>
@@ -1468,7 +1468,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The Markdown syntax for bold font is to wrap the text in two
 asterixes <code>**</code>. This may be applied to single words or to
@@ -1735,7 +1735,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
 <div class="tabs">
 <nav><div id="nav-tab-2" class="nav nav-tabs" role="tablist">
@@ -1829,7 +1829,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Let’s view the help text for an in-built <a href="https://docs.python.org/3/library/functions.html#abs" class="external-link">function
 <code>abs()</code></a> that finds the absolute value of a number.</p>
@@ -2103,7 +2103,7 @@ <h3 class="callout-title">Challenge</h3>
 <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> Using docstrings to create automatic tests </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <div class="tabs">
 <nav><div id="nav-tab-6" class="nav nav-tabs" role="tablist">
@@ -2240,7 +2240,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> Docstring conventions </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>There are several different <strong>standards</strong> for
 documentation strings. A standard is a convention that determines how
@@ -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" 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>None of these code examples will cause an error because type hints
 are just <strong>passive labels</strong> that document our code. They
@@ -3914,7 +3914,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>The Python code uses <a href="https://docs.python.org/3/library/sys.html#sys.path" class="external-link"><code>sys.path</code></a>,
 a list of locations to search for code. By modifying the Python
@@ -3945,7 +3945,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>This <a href="https://docutils.sourceforge.io/rst.html" class="external-link">reStructuredText
 (reST)</a> markup language has the following elements:</p>
@@ -4168,7 +4168,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-Windows">
+<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
 <p>On Windows operating systems, press the Windows key and type in
 “command”. The start menu will find the “Command Prompt” app. Press
 <kbd>Enter</kbd> or click on the Command Prompt icon to launch the
@@ -4188,7 +4188,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>For more information, see the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/windows-commands" class="external-link">Windows
 Commands</a> page on the Windows Server documentation.</p>
 </div>
-<div id="nav-tabpanel-1-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Linux">
+<div id="nav-tabpanel-1-Linux" class="tab-pane" aria-labelledby="nav-tab-1-Linux" role="tabpanel">
 <p>On Ubuntu, press <kbd>Ctrl + Alt + T</kbd> to open a terminal.</p>
 <p>You can also open Dash and search for “Terminal”. For detailed
 instructions, please read <a href="https://ubuntu.com/tutorials/command-line-for-beginners#3-opening-a-terminal" class="external-link">Opening
@@ -4203,7 +4203,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">bob@myUbuntuPC:~$</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-MacOS">
+<div id="nav-tabpanel-1-MacOS" class="tab-pane" aria-labelledby="nav-tab-1-MacOS" role="tabpanel">
 <p>Please read <a href="https://support.apple.com/en-gb/guide/terminal/apd5265185d-f365-44cb-8b09-71a064a42125/mac" class="external-link">Open
 or quit Terminal on Mac</a> on the <a href="https://support.apple.com/en-gb/guide/terminal/welcome/mac" class="external-link">Terminal
 User Guide</a> for macOS.</p>
@@ -4237,7 +4237,7 @@ <h3 class="tab-header" id="nav-tab-heading-2-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Windows">
+<div id="nav-tabpanel-2-Windows" class="tab-pane show active" aria-labelledby="nav-tab-2-Windows" role="tabpanel">
 <p>On Windows, the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/dir" class="external-link">dir</a>
 command is used to list the contents of a directory. When you enter this
 command and press <kbd>Enter</kbd></p>
@@ -4267,7 +4267,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 file was last modified is shown, along with the file size, which is 12
 bytes in this case.</p>
 </div>
-<div id="nav-tabpanel-2-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Linux">
+<div id="nav-tabpanel-2-Linux" class="tab-pane" aria-labelledby="nav-tab-2-Linux" role="tabpanel">
 <p>To show the contents of a directory on a Linux system, we use the <a href="https://manpages.ubuntu.com/manpages/noble/man1/ls.1plan9.html" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
 location.</p>
@@ -4284,7 +4284,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">README.txt</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-2-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-MacOS">
+<div id="nav-tabpanel-2-MacOS" class="tab-pane" aria-labelledby="nav-tab-2-MacOS" role="tabpanel">
 <p>The macOS terminal is very similar to the Linux one. To show the
 contents of a directory on a Linux system, we use the <a href="https://support.apple.com/en-gb/guide/terminal/apdb66b5242-0d18-49fc-9c47-a2498b7c91d5/2.14/mac/14.0" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
@@ -4317,7 +4317,7 @@ <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
@@ -4346,7 +4346,7 @@ <h3 class="tab-header" id="nav-tab-heading-3-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Windows">
+<div id="nav-tabpanel-3-Windows" class="tab-pane show active" aria-labelledby="nav-tab-3-Windows" role="tabpanel">
 <p>In the Windows command line, we use the <code>/?</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>dir</code>
@@ -4381,7 +4381,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Linux">
+<div id="nav-tabpanel-3-Linux" class="tab-pane" aria-labelledby="nav-tab-3-Linux" role="tabpanel">
 <p>In the Linux command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -4410,7 +4410,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-MacOS">
+<div id="nav-tabpanel-3-MacOS" class="tab-pane" aria-labelledby="nav-tab-3-MacOS" role="tabpanel">
 <p>In the macOS command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -4498,7 +4498,7 @@ <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>
@@ -4543,7 +4543,7 @@ <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>
@@ -4645,7 +4645,7 @@ <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>
@@ -4713,7 +4713,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
@@ -4790,7 +4790,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -4865,7 +4865,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -5020,8 +5020,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/aio.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/aio.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/cli.html b/cli.html
index b6b1678..8ea5139 100644
--- a/cli.html
+++ b/cli.html
@@ -445,7 +445,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-Windows">
+<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
 <p>On Windows operating systems, press the Windows key and type in
 “command”. The start menu will find the “Command Prompt” app. Press
 <kbd>Enter</kbd> or click on the Command Prompt icon to launch the
@@ -465,7 +465,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>For more information, see the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/windows-commands" class="external-link">Windows
 Commands</a> page on the Windows Server documentation.</p>
 </div>
-<div id="nav-tabpanel-1-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Linux">
+<div id="nav-tabpanel-1-Linux" class="tab-pane" aria-labelledby="nav-tab-1-Linux" role="tabpanel">
 <p>On Ubuntu, press <kbd>Ctrl + Alt + T</kbd> to open a terminal.</p>
 <p>You can also open Dash and search for “Terminal”. For detailed
 instructions, please read <a href="https://ubuntu.com/tutorials/command-line-for-beginners#3-opening-a-terminal" class="external-link">Opening
@@ -480,7 +480,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">bob@myUbuntuPC:~$</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-MacOS">
+<div id="nav-tabpanel-1-MacOS" class="tab-pane" aria-labelledby="nav-tab-1-MacOS" role="tabpanel">
 <p>Please read <a href="https://support.apple.com/en-gb/guide/terminal/apd5265185d-f365-44cb-8b09-71a064a42125/mac" class="external-link">Open
 or quit Terminal on Mac</a> on the <a href="https://support.apple.com/en-gb/guide/terminal/welcome/mac" class="external-link">Terminal
 User Guide</a> for macOS.</p>
@@ -513,7 +513,7 @@ <h3 class="tab-header" id="nav-tab-heading-2-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Windows">
+<div id="nav-tabpanel-2-Windows" class="tab-pane show active" aria-labelledby="nav-tab-2-Windows" role="tabpanel">
 <p>On Windows, the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/dir" class="external-link">dir</a>
 command is used to list the contents of a directory. When you enter this
 command and press <kbd>Enter</kbd></p>
@@ -543,7 +543,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 file was last modified is shown, along with the file size, which is 12
 bytes in this case.</p>
 </div>
-<div id="nav-tabpanel-2-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Linux">
+<div id="nav-tabpanel-2-Linux" class="tab-pane" aria-labelledby="nav-tab-2-Linux" role="tabpanel">
 <p>To show the contents of a directory on a Linux system, we use the <a href="https://manpages.ubuntu.com/manpages/noble/man1/ls.1plan9.html" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
 location.</p>
@@ -560,7 +560,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">README.txt</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-2-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-MacOS">
+<div id="nav-tabpanel-2-MacOS" class="tab-pane" aria-labelledby="nav-tab-2-MacOS" role="tabpanel">
 <p>The macOS terminal is very similar to the Linux one. To show the
 contents of a directory on a Linux system, we use the <a href="https://support.apple.com/en-gb/guide/terminal/apdb66b5242-0d18-49fc-9c47-a2498b7c91d5/2.14/mac/14.0" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
@@ -592,7 +592,7 @@ <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
@@ -621,7 +621,7 @@ <h3 class="tab-header" id="nav-tab-heading-3-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Windows">
+<div id="nav-tabpanel-3-Windows" class="tab-pane show active" aria-labelledby="nav-tab-3-Windows" role="tabpanel">
 <p>In the Windows command line, we use the <code>/?</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>dir</code>
@@ -656,7 +656,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Linux">
+<div id="nav-tabpanel-3-Linux" class="tab-pane" aria-labelledby="nav-tab-3-Linux" role="tabpanel">
 <p>In the Linux command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -685,7 +685,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-MacOS">
+<div id="nav-tabpanel-3-MacOS" class="tab-pane" aria-labelledby="nav-tab-3-MacOS" role="tabpanel">
 <p>In the macOS command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -764,7 +764,7 @@ <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>
@@ -809,7 +809,7 @@ <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>
@@ -909,7 +909,7 @@ <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>
@@ -976,7 +976,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
@@ -1052,7 +1052,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -1126,7 +1126,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -1285,7 +1285,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/cli.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-12",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/contributors.html b/contributors.html
index 6378da6..370f3ef 100644
--- a/contributors.html
+++ b/contributors.html
@@ -728,7 +728,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/contributors.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/docstrings.html b/docstrings.html
index fb8f92a..ea2c0a2 100644
--- a/docstrings.html
+++ b/docstrings.html
@@ -470,7 +470,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
 <div class="tabs">
 <nav><div id="nav-tab-2" class="nav nav-tabs" role="tablist">
@@ -560,7 +560,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Let’s view the help text for an in-built <a href="https://docs.python.org/3/library/functions.html#abs" class="external-link">function
 <code>abs()</code></a> that finds the absolute value of a number.</p>
@@ -831,7 +831,7 @@ <h3 class="callout-title">Challenge</h3>
 <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> Using docstrings to create automatic tests </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <div class="tabs">
 <nav><div id="nav-tab-6" class="nav nav-tabs" role="tablist">
@@ -962,7 +962,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> Docstring conventions </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>There are several different <strong>standards</strong> for
 documentation strings. A standard is a convention that determines how
@@ -1171,7 +1171,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/docstrings.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-12",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 2375722..496e919 100644
--- a/images.html
+++ b/images.html
@@ -468,8 +468,8 @@ <h3 id="sites-figure-2">Figure 2</h3>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/images.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/images.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 4366b71..54c2f08 100644
--- a/index.html
+++ b/index.html
@@ -606,8 +606,8 @@ <h4 id="r-2">R<a class="anchor" aria-label="anchor" href="#r-2"></a></h4>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/index.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/index.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 494923e..d818a10 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -458,8 +458,8 @@ <h1>Instructor Notes</h1>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor-notes.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor-notes.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 694a249..caa88e9 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -405,8 +405,8 @@ <h1>Page not found</h1>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor/404.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/404.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 2e089fe..ab81070 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -426,7 +426,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-08-16",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 7de09ca..a0a1573 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -484,7 +484,7 @@ <h1>Licenses</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/LICENSE.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-08-16",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/SECURITY.html b/instructor/SECURITY.html
index a6d538f..722c26b 100644
--- a/instructor/SECURITY.html
+++ b/instructor/SECURITY.html
@@ -426,7 +426,7 @@ <h2 id="reporting-a-vulnerability">Reporting a Vulnerability<a class="anchor" ar
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/SECURITY.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-05-21",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/acknowledgements.html b/instructor/acknowledgements.html
index 9d86dd7..15f1743 100644
--- a/instructor/acknowledgements.html
+++ b/instructor/acknowledgements.html
@@ -426,7 +426,7 @@ <h1>Acknowledgements</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/acknowledgements.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-08-16",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 4abe808..42eed88 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -895,7 +895,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these general steps to create a README file. The specific
 details for each operating system are detailed below.</p>
@@ -1164,7 +1164,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> More about Accessibility </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>For more information on this topic, please see the following
 resources:</p>
@@ -1201,7 +1201,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <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> What is a markup language? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>A <a href="https://en.wikipedia.org/wiki/Markup_language" class="external-link">markup
 language</a> is a system of special characters that are used to
@@ -1236,7 +1236,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these steps to rename <code>README.txt</code> to
 <code>README.md</code>.</p>
@@ -1345,7 +1345,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We can create the commonly-used headers used in READMEs by using the
 Markdown syntax shown below</p>
@@ -1472,7 +1472,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The Markdown syntax for bold font is to wrap the text in two
 asterixes <code>**</code>. This may be applied to single words or to
@@ -1740,7 +1740,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
 <div class="tabs">
 <nav><div id="nav-tab-2" class="nav nav-tabs" role="tablist">
@@ -1834,7 +1834,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Let’s view the help text for an in-built <a href="https://docs.python.org/3/library/functions.html#abs" class="external-link">function
 <code>abs()</code></a> that finds the absolute value of a number.</p>
@@ -2108,7 +2108,7 @@ <h3 class="callout-title">Challenge</h3>
 <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> Using docstrings to create automatic tests </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <div class="tabs">
 <nav><div id="nav-tab-6" class="nav nav-tabs" role="tablist">
@@ -2245,7 +2245,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> Docstring conventions </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>There are several different <strong>standards</strong> for
 documentation strings. A standard is a convention that determines how
@@ -3017,7 +3017,7 @@ <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" 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>None of these code examples will cause an error because type hints
 are just <strong>passive labels</strong> that document our code. They
@@ -3922,7 +3922,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>The Python code uses <a href="https://docs.python.org/3/library/sys.html#sys.path" class="external-link"><code>sys.path</code></a>,
 a list of locations to search for code. By modifying the Python
@@ -3953,7 +3953,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>This <a href="https://docutils.sourceforge.io/rst.html" class="external-link">reStructuredText
 (reST)</a> markup language has the following elements:</p>
@@ -4177,7 +4177,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-Windows">
+<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
 <p>On Windows operating systems, press the Windows key and type in
 “command”. The start menu will find the “Command Prompt” app. Press
 <kbd>Enter</kbd> or click on the Command Prompt icon to launch the
@@ -4197,7 +4197,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>For more information, see the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/windows-commands" class="external-link">Windows
 Commands</a> page on the Windows Server documentation.</p>
 </div>
-<div id="nav-tabpanel-1-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Linux">
+<div id="nav-tabpanel-1-Linux" class="tab-pane" aria-labelledby="nav-tab-1-Linux" role="tabpanel">
 <p>On Ubuntu, press <kbd>Ctrl + Alt + T</kbd> to open a terminal.</p>
 <p>You can also open Dash and search for “Terminal”. For detailed
 instructions, please read <a href="https://ubuntu.com/tutorials/command-line-for-beginners#3-opening-a-terminal" class="external-link">Opening
@@ -4212,7 +4212,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">bob@myUbuntuPC:~$</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-MacOS">
+<div id="nav-tabpanel-1-MacOS" class="tab-pane" aria-labelledby="nav-tab-1-MacOS" role="tabpanel">
 <p>Please read <a href="https://support.apple.com/en-gb/guide/terminal/apd5265185d-f365-44cb-8b09-71a064a42125/mac" class="external-link">Open
 or quit Terminal on Mac</a> on the <a href="https://support.apple.com/en-gb/guide/terminal/welcome/mac" class="external-link">Terminal
 User Guide</a> for macOS.</p>
@@ -4246,7 +4246,7 @@ <h3 class="tab-header" id="nav-tab-heading-2-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Windows">
+<div id="nav-tabpanel-2-Windows" class="tab-pane show active" aria-labelledby="nav-tab-2-Windows" role="tabpanel">
 <p>On Windows, the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/dir" class="external-link">dir</a>
 command is used to list the contents of a directory. When you enter this
 command and press <kbd>Enter</kbd></p>
@@ -4276,7 +4276,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 file was last modified is shown, along with the file size, which is 12
 bytes in this case.</p>
 </div>
-<div id="nav-tabpanel-2-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Linux">
+<div id="nav-tabpanel-2-Linux" class="tab-pane" aria-labelledby="nav-tab-2-Linux" role="tabpanel">
 <p>To show the contents of a directory on a Linux system, we use the <a href="https://manpages.ubuntu.com/manpages/noble/man1/ls.1plan9.html" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
 location.</p>
@@ -4293,7 +4293,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">README.txt</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-2-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-MacOS">
+<div id="nav-tabpanel-2-MacOS" class="tab-pane" aria-labelledby="nav-tab-2-MacOS" role="tabpanel">
 <p>The macOS terminal is very similar to the Linux one. To show the
 contents of a directory on a Linux system, we use the <a href="https://support.apple.com/en-gb/guide/terminal/apdb66b5242-0d18-49fc-9c47-a2498b7c91d5/2.14/mac/14.0" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
@@ -4326,7 +4326,7 @@ <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
@@ -4355,7 +4355,7 @@ <h3 class="tab-header" id="nav-tab-heading-3-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Windows">
+<div id="nav-tabpanel-3-Windows" class="tab-pane show active" aria-labelledby="nav-tab-3-Windows" role="tabpanel">
 <p>In the Windows command line, we use the <code>/?</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>dir</code>
@@ -4390,7 +4390,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Linux">
+<div id="nav-tabpanel-3-Linux" class="tab-pane" aria-labelledby="nav-tab-3-Linux" role="tabpanel">
 <p>In the Linux command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -4419,7 +4419,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-MacOS">
+<div id="nav-tabpanel-3-MacOS" class="tab-pane" aria-labelledby="nav-tab-3-MacOS" role="tabpanel">
 <p>In the macOS command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -4507,7 +4507,7 @@ <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>
@@ -4552,7 +4552,7 @@ <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>
@@ -4654,7 +4654,7 @@ <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>
@@ -4722,7 +4722,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
@@ -4799,7 +4799,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -4874,7 +4874,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -5029,8 +5029,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor/aio.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/aio.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/cli.html b/instructor/cli.html
index d900029..eb29678 100644
--- a/instructor/cli.html
+++ b/instructor/cli.html
@@ -447,7 +447,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-Windows">
+<div id="nav-tabpanel-1-Windows" class="tab-pane show active" aria-labelledby="nav-tab-1-Windows" role="tabpanel">
 <p>On Windows operating systems, press the Windows key and type in
 “command”. The start menu will find the “Command Prompt” app. Press
 <kbd>Enter</kbd> or click on the Command Prompt icon to launch the
@@ -467,7 +467,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <p>For more information, see the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/windows-commands" class="external-link">Windows
 Commands</a> page on the Windows Server documentation.</p>
 </div>
-<div id="nav-tabpanel-1-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-Linux">
+<div id="nav-tabpanel-1-Linux" class="tab-pane" aria-labelledby="nav-tab-1-Linux" role="tabpanel">
 <p>On Ubuntu, press <kbd>Ctrl + Alt + T</kbd> to open a terminal.</p>
 <p>You can also open Dash and search for “Terminal”. For detailed
 instructions, please read <a href="https://ubuntu.com/tutorials/command-line-for-beginners#3-opening-a-terminal" class="external-link">Opening
@@ -482,7 +482,7 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 <pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">bob@myUbuntuPC:~$</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-1-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-MacOS">
+<div id="nav-tabpanel-1-MacOS" class="tab-pane" aria-labelledby="nav-tab-1-MacOS" role="tabpanel">
 <p>Please read <a href="https://support.apple.com/en-gb/guide/terminal/apd5265185d-f365-44cb-8b09-71a064a42125/mac" class="external-link">Open
 or quit Terminal on Mac</a> on the <a href="https://support.apple.com/en-gb/guide/terminal/welcome/mac" class="external-link">Terminal
 User Guide</a> for macOS.</p>
@@ -515,7 +515,7 @@ <h3 class="tab-header" id="nav-tab-heading-2-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Windows">
+<div id="nav-tabpanel-2-Windows" class="tab-pane show active" aria-labelledby="nav-tab-2-Windows" role="tabpanel">
 <p>On Windows, the <a href="https://learn.microsoft.com/en-us/windows-server/administration/windows-commands/dir" class="external-link">dir</a>
 command is used to list the contents of a directory. When you enter this
 command and press <kbd>Enter</kbd></p>
@@ -545,7 +545,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 file was last modified is shown, along with the file size, which is 12
 bytes in this case.</p>
 </div>
-<div id="nav-tabpanel-2-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-Linux">
+<div id="nav-tabpanel-2-Linux" class="tab-pane" aria-labelledby="nav-tab-2-Linux" role="tabpanel">
 <p>To show the contents of a directory on a Linux system, we use the <a href="https://manpages.ubuntu.com/manpages/noble/man1/ls.1plan9.html" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
 location.</p>
@@ -562,7 +562,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">README.txt</span></span></code></pre>
 </div>
 </div>
-<div id="nav-tabpanel-2-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-MacOS">
+<div id="nav-tabpanel-2-MacOS" class="tab-pane" aria-labelledby="nav-tab-2-MacOS" role="tabpanel">
 <p>The macOS terminal is very similar to the Linux one. To show the
 contents of a directory on a Linux system, we use the <a href="https://support.apple.com/en-gb/guide/terminal/apdb66b5242-0d18-49fc-9c47-a2498b7c91d5/2.14/mac/14.0" class="external-link"><code>ls</code>
 command</a> which lists information about the files in the current
@@ -594,7 +594,7 @@ <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
@@ -623,7 +623,7 @@ <h3 class="tab-header" id="nav-tab-heading-3-MacOS">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Windows" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Windows">
+<div id="nav-tabpanel-3-Windows" class="tab-pane show active" aria-labelledby="nav-tab-3-Windows" role="tabpanel">
 <p>In the Windows command line, we use the <code>/?</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>dir</code>
@@ -658,7 +658,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-Linux" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-Linux">
+<div id="nav-tabpanel-3-Linux" class="tab-pane" aria-labelledby="nav-tab-3-Linux" role="tabpanel">
 <p>In the Linux command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -687,7 +687,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 instructions for using it, and a reference to each of the options or
 arguments available.</p>
 </div>
-<div id="nav-tabpanel-3-MacOS" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-MacOS">
+<div id="nav-tabpanel-3-MacOS" class="tab-pane" aria-labelledby="nav-tab-3-MacOS" role="tabpanel">
 <p>In the macOS command line, we use the <code>--help</code> argument to
 instruct the computer to print the help information that that command.
 To see helpful reference information for using the <code>ls</code>
@@ -766,7 +766,7 @@ <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>
@@ -811,7 +811,7 @@ <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>
@@ -911,7 +911,7 @@ <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>
@@ -978,7 +978,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
@@ -1054,7 +1054,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -1128,7 +1128,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>
@@ -1287,7 +1287,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/cli.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-12",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/contributors.html b/instructor/contributors.html
index 7c2a16d..1fa541b 100644
--- a/instructor/contributors.html
+++ b/instructor/contributors.html
@@ -730,7 +730,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/contributors.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/docstrings.html b/instructor/docstrings.html
index 0d94671..89b8464 100644
--- a/instructor/docstrings.html
+++ b/instructor/docstrings.html
@@ -472,7 +472,7 @@ <h3 class="callout-title">Challenge</h3>
 <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">
 <div class="tabs">
 <nav><div id="nav-tab-2" class="nav nav-tabs" role="tablist">
@@ -562,7 +562,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Let’s view the help text for an in-built <a href="https://docs.python.org/3/library/functions.html#abs" class="external-link">function
 <code>abs()</code></a> that finds the absolute value of a number.</p>
@@ -833,7 +833,7 @@ <h3 class="callout-title">Challenge</h3>
 <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> Using docstrings to create automatic tests </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <div class="tabs">
 <nav><div id="nav-tab-6" class="nav nav-tabs" role="tablist">
@@ -964,7 +964,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> Docstring conventions </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>There are several different <strong>standards</strong> for
 documentation strings. A standard is a convention that determines how
@@ -1173,7 +1173,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/docstrings.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-12",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 8e0241d..a60cff8 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -470,8 +470,8 @@ <h3 id="sites-figure-2">Figure 2</h3>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor/images.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/images.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index cc269bb..3629b56 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -702,8 +702,8 @@ <h4 id="r-2">R<a class="anchor" aria-label="anchor" href="#r-2"></a></h4>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor/index.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/index.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 021ab3c..4c27f43 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -467,8 +467,8 @@ <h1>Instructor Notes</h1>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor/instructor-notes.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/instructor-notes.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index d9f177c..f539d3c 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -814,7 +814,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/introduction.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 7046df7..8dfafc7 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -533,8 +533,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor/key-points.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/key-points.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index ea84964..5e2524e 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -394,8 +394,8 @@ <h1>Learner Profiles</h1>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/instructor/profiles.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/profiles.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/readable.html b/instructor/readable.html
index acd5534..59bf229 100644
--- a/instructor/readable.html
+++ b/instructor/readable.html
@@ -948,7 +948,7 @@ <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" 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>None of these code examples will cause an error because type hints
 are just <strong>passive labels</strong> that document our code. They
@@ -1070,7 +1070,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/readable.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/readmes.html b/instructor/readmes.html
index 9589c22..0ae2cc9 100644
--- a/instructor/readmes.html
+++ b/instructor/readmes.html
@@ -423,7 +423,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these general steps to create a README file. The specific
 details for each operating system are detailed below.</p>
@@ -673,7 +673,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> More about Accessibility </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>For more information on this topic, please see the following
 resources:</p>
@@ -706,7 +706,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <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> What is a markup language? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>A <a href="https://en.wikipedia.org/wiki/Markup_language" class="external-link">markup
 language</a> is a system of special characters that are used to
@@ -741,7 +741,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these steps to rename <code>README.txt</code> to
 <code>README.md</code>.</p>
@@ -847,7 +847,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We can create the commonly-used headers used in READMEs by using the
 Markdown syntax shown below</p>
@@ -953,7 +953,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The Markdown syntax for bold font is to wrap the text in two
 asterixes <code>**</code>. This may be applied to single words or to
@@ -1152,7 +1152,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/readmes.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 27b10b2..efeb6a2 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -511,7 +511,7 @@ <h1>Reference</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/reference.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/instructor/sites.html b/instructor/sites.html
index 0e7a8f6..34b7cc4 100644
--- a/instructor/sites.html
+++ b/instructor/sites.html
@@ -810,7 +810,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>The Python code uses <a href="https://docs.python.org/3/library/sys.html#sys.path" class="external-link"><code>sys.path</code></a>,
 a list of locations to search for code. By modifying the Python
@@ -841,7 +841,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>This <a href="https://docutils.sourceforge.io/rst.html" class="external-link">reStructuredText
 (reST)</a> markup language has the following elements:</p>
@@ -1017,7 +1017,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/sites.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index b4582ef..0d0a1a1 100644
--- a/introduction.html
+++ b/introduction.html
@@ -812,7 +812,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/introduction.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index dd03ce5..35dfd81 100644
--- a/key-points.html
+++ b/key-points.html
@@ -531,8 +531,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://FAIR2-for-research-software.github.io/Documentation/key-points.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/key-points.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 6ee8fbd..0e497e5 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-10-14T15:03Z
+last_built: 2024-10-15T00:24Z
diff --git a/profiles.html b/profiles.html
index fdaab69..72e39a5 100644
--- a/profiles.html
+++ b/profiles.html
@@ -394,8 +394,8 @@ <h1>Learner Profiles</h1>
   "url": "https://FAIR2-for-research-software.github.io/Documentation/profiles.html",
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/profiles.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "dateModified": "2024-10-15",
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/readable.html b/readable.html
index ddfe0f8..c1159a0 100644
--- a/readable.html
+++ b/readable.html
@@ -946,7 +946,7 @@ <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" 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>None of these code examples will cause an error because type hints
 are just <strong>passive labels</strong> that document our code. They
@@ -1068,7 +1068,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/readable.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/readmes.html b/readmes.html
index 5ac7b99..1097310 100644
--- a/readmes.html
+++ b/readmes.html
@@ -421,7 +421,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these general steps to create a README file. The specific
 details for each operating system are detailed below.</p>
@@ -671,7 +671,7 @@ <h3 class="callout-title">Discussion</h3>
 <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> More about Accessibility </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>For more information on this topic, please see the following
 resources:</p>
@@ -704,7 +704,7 @@ <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i
 <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> What is a markup language? </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>A <a href="https://en.wikipedia.org/wiki/Markup_language" class="external-link">markup
 language</a> is a system of special characters that are used to
@@ -739,7 +739,7 @@ <h3 class="callout-title">Challenge</h3>
 <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>Follow these steps to rename <code>README.txt</code> to
 <code>README.md</code>.</p>
@@ -845,7 +845,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We can create the commonly-used headers used in READMEs by using the
 Markdown syntax shown below</p>
@@ -951,7 +951,7 @@ <h3 class="callout-title">Challenge</h3>
 <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" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The Markdown syntax for bold font is to wrap the text in two
 asterixes <code>**</code>. This may be applied to single words or to
@@ -1150,7 +1150,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/readmes.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index d40d35f..b90fb93 100644
--- a/reference.html
+++ b/reference.html
@@ -509,7 +509,7 @@ <h1>Reference</h1>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/reference.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-10-14",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>
diff --git a/sites.html b/sites.html
index 734b1e4..05413ed 100644
--- a/sites.html
+++ b/sites.html
@@ -808,7 +808,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>The Python code uses <a href="https://docs.python.org/3/library/sys.html#sys.path" class="external-link"><code>sys.path</code></a>,
 a list of locations to search for code. By modifying the Python
@@ -839,7 +839,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   What does this code mean?
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>This <a href="https://docutils.sourceforge.io/rst.html" class="external-link">reStructuredText
 (reST)</a> markup language has the following elements:</p>
@@ -1015,7 +1015,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/sites.html",
   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-10-14"
+  "datePublished": "2024-10-15"
 }
 
   </script><script>