diff --git a/404.html b/404.html
index 00fc830..cce4d5f 100644
--- a/404.html
+++ b/404.html
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   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/404.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 52bd090..2676b6a 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -424,7 +424,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2024-05-20",
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-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
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diff --git a/LICENSE.html b/LICENSE.html
index 111b84c..99ae53d 100644
--- a/LICENSE.html
+++ b/LICENSE.html
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-08-16",
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diff --git a/SECURITY.html b/SECURITY.html
index 33d58b2..fc60344 100644
--- a/SECURITY.html
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   "dateModified": "2024-05-21",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
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diff --git a/acknowledgements.html b/acknowledgements.html
index 8b3fc01..f4448e5 100644
--- a/acknowledgements.html
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diff --git a/aio.html b/aio.html
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 <p>This is a function written in the R programming language that
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 </div>
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 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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-<div id="nav-tabpanel-3-Python" class="tab-pane show active" aria-labelledby="nav-tab-3-Python" role="tabpanel">
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@@ -2946,7 +2946,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 of the Python Documentation and the <a href="https://mypy.readthedocs.io/en/stable/cheat_sheet_py3.html" class="external-link">Type
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@@ -2985,7 +2985,7 @@ <h3 class="tab-header" id="nav-tab-heading-6-R">
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 <p>Below is the source code for a simple Python function that calculates
 the sum of two numbers. I’ve labelled each of the function arguments
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 <p>Below is the source code for a simple R function that calculates the
 sum of two numbers.</p>
 <p>In R, there is no inbuilt functionality for annotating the expected
@@ -3061,7 +3061,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <p>None of these code examples will cause an error because type hints
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-  "dateModified": "2024-11-26",
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diff --git a/cli.html b/cli.html
index 3e2892a..b1b84e2 100644
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index da8476c..3aed61a 100644
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index 3595623..8bf20d7 100644
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diff --git a/index.html b/index.html
index e4bc23e..1905bc5 100644
--- a/index.html
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diff --git a/instructor-notes.html b/instructor-notes.html
index 3a20730..1d3bb57 100644
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   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
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 }
 
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diff --git a/instructor/404.html b/instructor/404.html
index aa4f67a..3cf4662 100644
--- a/instructor/404.html
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   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
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 }
 
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 98978c2..dc09b7c 100644
--- a/instructor/CODE_OF_CONDUCT.html
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   "dateModified": "2024-08-16",
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index f19b281..ff18328 100644
--- a/instructor/LICENSE.html
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diff --git a/instructor/SECURITY.html b/instructor/SECURITY.html
index 48471cf..b2d78ee 100644
--- a/instructor/SECURITY.html
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diff --git a/instructor/acknowledgements.html b/instructor/acknowledgements.html
index b11bc11..e5b6ecb 100644
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   "dateCreated": "2024-05-20",
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-  "datePublished": "2024-11-26"
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diff --git a/instructor/aio.html b/instructor/aio.html
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+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
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 <p>This is some research code that is contained in an R function.</p>
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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+<div id="nav-tabpanel-2-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-Python">
 <p>This is a function written in the Python programming language that
 calculates a mathematical result, the details of which aren’t relevant.
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 <span id="cb3-26"><a href="#cb3-26" tabindex="-1"></a>  <span class="cf">return</span> sin_value</span></code></pre>
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-<div id="nav-tabpanel-2-R" class="tab-pane" aria-labelledby="nav-tab-2-R" role="tabpanel">
+<div id="nav-tabpanel-2-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-R">
 <p>This is a function written in the R programming language that
 calculates a mathematical result, the details of which aren’t relevant.
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-<div id="nav-tabpanel-1-Python" class="tab-pane show active" aria-labelledby="nav-tab-1-Python" role="tabpanel">
+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2556,7 +2556,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<div id="nav-tabpanel-1-R" class="tab-pane" aria-labelledby="nav-tab-1-R" role="tabpanel">
+<div id="nav-tabpanel-1-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-R">
 <p>Without syntax highlighting:</p>
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">DEFAULT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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-<div id="nav-tabpanel-2-Python" class="tab-pane show active" aria-labelledby="nav-tab-2-Python" role="tabpanel">
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 <div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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@@ -2692,7 +2692,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 </div>
-<div id="nav-tabpanel-2-R" class="tab-pane" aria-labelledby="nav-tab-2-R" role="tabpanel">
+<div id="nav-tabpanel-2-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-R">
 <div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -2749,7 +2749,7 @@ <h3 class="tab-header" id="nav-tab-heading-3-R">
 </button>
 </div>
 </nav><div id="nav-tabContent-3" class="tab-content">
-<div id="nav-tabpanel-3-Python" class="tab-pane show active" aria-labelledby="nav-tab-3-Python" role="tabpanel">
+<div id="nav-tabpanel-3-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-3-Python">
 <p>Classes use capitalised words, where each word in a phrase starts
 with an upper-case letter and there are no spaces between them.</p>
 <div class="codewrapper sourceCode" id="cb7">
@@ -2788,7 +2788,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<div id="nav-tabpanel-3-R" class="tab-pane" aria-labelledby="nav-tab-3-R" role="tabpanel">
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 <p>Classes use capitalised words</p>
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 </button>
 </div>
 </nav><div id="nav-tabContent-4" class="tab-content">
-<div id="nav-tabpanel-4-Python" class="tab-pane show active" aria-labelledby="nav-tab-4-Python" role="tabpanel">
+<div id="nav-tabpanel-4-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-4-Python">
 <p>Python <a href="https://docs.python.org/3/reference/lexical_analysis.html#comments" class="external-link">comments</a>
 start with a hash character (<code>#</code>) and are ignored when the
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@@ -2873,7 +2873,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
-<div id="nav-tabpanel-4-R" class="tab-pane" aria-labelledby="nav-tab-4-R" role="tabpanel">
+<div id="nav-tabpanel-4-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-4-R">
 <p>Python <a href="https://cran.r-project.org/doc/manuals/R-lang.html#Comments" class="external-link">comments</a>
 start with a hash character (<code>#</code>) and are ignored when the
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 <p>In the Python programming language, we can tell the user what type of
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@@ -2952,7 +2952,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 of the Python Documentation and the <a href="https://mypy.readthedocs.io/en/stable/cheat_sheet_py3.html" class="external-link">Type
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 <p>There is no type hinting feature in base R, although some packages
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-<div id="nav-tabpanel-6-Python" class="tab-pane show active" aria-labelledby="nav-tab-6-Python" role="tabpanel">
+<div id="nav-tabpanel-6-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-6-Python">
 <p>Below is the source code for a simple Python function that calculates
 the sum of two numbers. I’ve labelled each of the function arguments
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 </div>
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-<div id="nav-tabpanel-6-R" class="tab-pane" aria-labelledby="nav-tab-6-R" role="tabpanel">
+<div id="nav-tabpanel-6-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-6-R">
 <p>Below is the source code for a simple R function that calculates the
 sum of two numbers.</p>
 <p>In R, there is no inbuilt functionality for annotating the expected
@@ -3067,7 +3067,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<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
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@@ -5079,8 +5079,8 @@ <h3 class="callout-title">Key Points</h3>
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   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/aio.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/cli.html b/instructor/cli.html
index f0bd883..60214d0 100644
--- a/instructor/cli.html
+++ b/instructor/cli.html
@@ -1287,7 +1287,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-12",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/contributors.html b/instructor/contributors.html
index 71728c7..75575fa 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": "2024-10-15",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/docstrings.html b/instructor/docstrings.html
index b9cf49f..82c54c3 100644
--- a/instructor/docstrings.html
+++ b/instructor/docstrings.html
@@ -1173,7 +1173,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-12",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index db63741..a55eef3 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -470,8 +470,8 @@ <h3 id="sites-figure-2">Figure 2</h3>
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   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/instructor/images.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index aac269d..6c99843 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>
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   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index c8cde1f..06dfb71 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
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   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index cfcae75..2e51207 100644
--- a/instructor/introduction.html
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-<div id="nav-tabpanel-1-Python" class="tab-pane show active" aria-labelledby="nav-tab-1-Python" role="tabpanel">
+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
 <p>This is some research code that is contained in a Python
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 <div class="codewrapper sourceCode" id="cb1">
@@ -571,7 +571,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <p>This is some research code that is contained in an R function.</p>
 <div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <p>This is a function written in the Python programming language that
 calculates a mathematical result, the details of which aren’t relevant.
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 </div>
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-<div id="nav-tabpanel-2-R" class="tab-pane" aria-labelledby="nav-tab-2-R" role="tabpanel">
+<div id="nav-tabpanel-2-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-R">
 <p>This is a function written in the R programming language that
 calculates a mathematical result, the details of which aren’t relevant.
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@@ -861,7 +861,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-10-15",
-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 2232096..89bb4ed 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
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   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index f2fe9b7..f6b044c 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": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
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diff --git a/instructor/readable.html b/instructor/readable.html
index a4b5d6a..91f74c6 100644
--- a/instructor/readable.html
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-<div id="nav-tabpanel-1-Python" class="tab-pane show active" aria-labelledby="nav-tab-1-Python" role="tabpanel">
+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
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 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -453,7 +453,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <p>Without syntax highlighting:</p>
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">DEFAULT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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-<div id="nav-tabpanel-3-Python" class="tab-pane show active" aria-labelledby="nav-tab-3-Python" role="tabpanel">
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 <div class="codewrapper sourceCode" id="cb7">
@@ -677,7 +677,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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+<div id="nav-tabpanel-3-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-3-R">
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 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <p>In the Python programming language, we can tell the user what type of
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 <p>There is no type hinting feature in base R, although some packages
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 <p>Below is the source code for a simple Python function that calculates
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+<div id="nav-tabpanel-6-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-6-R">
 <p>Below is the source code for a simple R function that calculates the
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@@ -1070,7 +1070,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/readmes.html b/instructor/readmes.html
index 64ef49d..06098d5 100644
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index 0865efd..453f265 100644
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diff --git a/instructor/sites.html b/instructor/sites.html
index 4dbae3f..2ec12dd 100644
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   "dateCreated": "2024-05-20",
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diff --git a/introduction.html b/introduction.html
index ca5d2a7..af645ca 100644
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+<div id="nav-tabpanel-1-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-Python">
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 function.</p>
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 <p>This is a function written in the Python programming language that
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 <p>This is a function written in the R programming language that
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+  "datePublished": "2024-12-03"
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diff --git a/key-points.html b/key-points.html
index 0906a80..71cf2b0 100644
--- a/key-points.html
+++ b/key-points.html
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   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
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diff --git a/pkgdown.yml b/pkgdown.yml
index a0b3440..7e875b0 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-26T00:26Z
+last_built: 2024-12-03T00:26Z
diff --git a/profiles.html b/profiles.html
index 75db71a..5103e49 100644
--- a/profiles.html
+++ b/profiles.html
@@ -394,8 +394,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://FAIR2-for-research-software.github.io/Documentation/profiles.html",
   "dateCreated": "2024-05-20",
-  "dateModified": "2024-11-26",
-  "datePublished": "2024-11-26"
+  "dateModified": "2024-12-03",
+  "datePublished": "2024-12-03"
 }
 
   </script><script>
diff --git a/readable.html b/readable.html
index 3e5016a..70df064 100644
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 <div class="codewrapper sourceCode" id="cb6">
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 <p>In the Python programming language, we can tell the user what type of
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@@ -832,7 +832,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <p>There is no type hinting feature in base R, although some packages
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+<div id="nav-tabpanel-6-Python" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-6-Python">
 <p>Below is the source code for a simple Python function that calculates
 the sum of two numbers. I’ve labelled each of the function arguments
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@@ -887,7 +887,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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+<div id="nav-tabpanel-6-R" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-6-R">
 <p>Below is the source code for a simple R function that calculates the
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@@ -946,7 +946,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <p>None of these code examples will cause an error because type hints
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@@ -1068,7 +1068,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-05-20",
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-  "datePublished": "2024-11-26"
+  "datePublished": "2024-12-03"
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diff --git a/readmes.html b/readmes.html
index 15fc269..470fcd7 100644
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diff --git a/reference.html b/reference.html
index 13bd03c..f12f671 100644
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diff --git a/sites.html b/sites.html
index e7bf642..222d005 100644
--- a/sites.html
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   "dateCreated": "2024-05-20",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-11-26"
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