diff --git a/404.html b/404.html
index 45e47b3c..8b6ed13a 100644
--- a/404.html
+++ b/404.html
@@ -405,8 +405,8 @@ <h1>Page not found</h1>
   "url": "https://epiverse-trace.github.io/tutorials/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/404.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 9f819b5a..5e567b1e 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -424,7 +424,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index c566a768..6ea47022 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -472,7 +472,7 @@ <h1>Licenses</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/LICENSE.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index b360afc5..e70cecca 100644
--- a/aio.html
+++ b/aio.html
@@ -4555,7 +4555,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <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>
@@ -6020,7 +6020,7 @@ <h3 class="callout-title">Compare interventions<a class="anchor" aria-label="anc
 <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"> Output </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">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6486,8 +6486,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/aio.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/aio.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/compare-interventions.html b/compare-interventions.html
index 534d92d8..492f5912 100644
--- a/compare-interventions.html
+++ b/compare-interventions.html
@@ -729,7 +729,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/compare-interventions.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/create-forecast.html b/create-forecast.html
index 601972dc..d7d683e2 100644
--- a/create-forecast.html
+++ b/create-forecast.html
@@ -936,7 +936,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/create-forecast.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index aeb30c78..5c903f32 100644
--- a/images.html
+++ b/images.html
@@ -590,8 +590,8 @@ <h3 id="compare-interventions-figure-1">Figure 1</h3>
   "url": "https://epiverse-trace.github.io/tutorials/images.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/images.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 9c9fd8cb..5c6b9263 100644
--- a/index.html
+++ b/index.html
@@ -561,8 +561,8 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
   "url": "https://epiverse-trace.github.io/tutorials/index.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/index.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 22bf25f6..52da6604 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -452,8 +452,8 @@ <h1>Instructor Notes</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor-notes.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor-notes.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index d8ddb24f..20ca3b4e 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -405,8 +405,8 @@ <h1>Page not found</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/404.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 816c080d..cef8c49c 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://epiverse-trace.github.io/tutorials/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index a972bd04..ec1239fb 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -474,7 +474,7 @@ <h1>Licenses</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/LICENSE.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index bac3d63b..065659e8 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -4463,7 +4463,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>By the end of this tutorial, learners should be able to replicate the
 above image on their own computers.</p>
@@ -4620,7 +4620,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <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>
@@ -5671,7 +5671,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>In this tutorial different types of intervention and how they can be
 modelled are introduced. Learners should be able to understand the
@@ -6113,7 +6113,7 @@ <h3 class="callout-title">Compare interventions<a class="anchor" aria-label="anc
 <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"> Output </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">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6595,8 +6595,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://epiverse-trace.github.io/tutorials/instructor/aio.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/aio.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/compare-interventions.html b/instructor/compare-interventions.html
index b97f88bf..7f33da54 100644
--- a/instructor/compare-interventions.html
+++ b/instructor/compare-interventions.html
@@ -745,7 +745,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/compare-interventions.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/create-forecast.html b/instructor/create-forecast.html
index a9578ba6..c040fbb7 100644
--- a/instructor/create-forecast.html
+++ b/instructor/create-forecast.html
@@ -938,7 +938,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/create-forecast.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 1cea2da3..893b6ecf 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -592,8 +592,8 @@ <h3 id="compare-interventions-figure-1">Figure 1</h3>
   "url": "https://epiverse-trace.github.io/tutorials/instructor/images.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/images.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index e288d7b6..f7a41558 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -674,8 +674,8 @@ <h3 id="download-the-data">Download the data<a class="anchor" aria-label="anchor
   "url": "https://epiverse-trace.github.io/tutorials/instructor/index.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/index.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index abec52d1..9f6bef86 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -522,8 +522,8 @@ <h3 id="compare-interventions-headingInstructor1">
   "url": "https://epiverse-trace.github.io/tutorials/instructor/instructor-notes.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/instructor-notes.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index 309364ec..f768c40c 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -707,7 +707,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/introduction.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 36c8e86e..1ccfd13d 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -508,8 +508,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://epiverse-trace.github.io/tutorials/instructor/key-points.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/key-points.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/model-choices.html b/instructor/model-choices.html
index 7d324986..818af40c 100644
--- a/instructor/model-choices.html
+++ b/instructor/model-choices.html
@@ -917,7 +917,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/model-choices.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/modelling-interventions.html b/instructor/modelling-interventions.html
index 36ed05b2..8a0ad95c 100644
--- a/instructor/modelling-interventions.html
+++ b/instructor/modelling-interventions.html
@@ -427,7 +427,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>In this tutorial different types of intervention and how they can be
 modelled are introduced. Learners should be able to understand the
@@ -863,7 +863,7 @@ <h3 class="callout-title">Compare interventions<a class="anchor" aria-label="anc
 <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"> Output </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">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -992,7 +992,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/modelling-interventions.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 639eb53e..2003d82b 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -384,8 +384,8 @@ <h1>Learner Profiles</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor/profiles.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/profiles.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/quantify-transmissibility.html b/instructor/quantify-transmissibility.html
index 305eafcd..24b5bb0d 100644
--- a/instructor/quantify-transmissibility.html
+++ b/instructor/quantify-transmissibility.html
@@ -1129,7 +1129,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/quantify-transmissibility.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/read-delays.html b/instructor/read-delays.html
index 09b2edad..7a7c150b 100644
--- a/instructor/read-delays.html
+++ b/instructor/read-delays.html
@@ -2644,7 +2644,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/read-delays.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index c3ef8e68..dc45023b 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -677,7 +677,7 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/reference.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/simulating-transmission.html b/instructor/simulating-transmission.html
index 1c425373..68c58f0a 100644
--- a/instructor/simulating-transmission.html
+++ b/instructor/simulating-transmission.html
@@ -430,7 +430,7 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>By the end of this tutorial, learners should be able to replicate the
 above image on their own computers.</p>
@@ -576,7 +576,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <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>
@@ -1046,7 +1046,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/simulating-transmission.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index f35a9cef..48f5cd1a 100644
--- a/introduction.html
+++ b/introduction.html
@@ -705,7 +705,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/introduction.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index f6ddc4e7..9a22f44f 100644
--- a/key-points.html
+++ b/key-points.html
@@ -506,8 +506,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://epiverse-trace.github.io/tutorials/key-points.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/key-points.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/model-choices.html b/model-choices.html
index 52824834..2c7f23d5 100644
--- a/model-choices.html
+++ b/model-choices.html
@@ -903,7 +903,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/model-choices.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/modelling-interventions.html b/modelling-interventions.html
index 0c1e73c1..e2b47d2b 100644
--- a/modelling-interventions.html
+++ b/modelling-interventions.html
@@ -847,7 +847,7 @@ <h3 class="callout-title">Compare interventions<a class="anchor" aria-label="anc
 <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"> Output </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">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -976,7 +976,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/modelling-interventions.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 2e501f47..092200e9 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-07-30T00:39Z
+last_built: 2024-08-06T00:39Z
diff --git a/profiles.html b/profiles.html
index e26bbc63..ba18ef61 100644
--- a/profiles.html
+++ b/profiles.html
@@ -384,8 +384,8 @@ <h1>Learner Profiles</h1>
   "url": "https://epiverse-trace.github.io/tutorials/profiles.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/profiles.html",
   "dateCreated": "2024-02-06",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/quantify-transmissibility.html b/quantify-transmissibility.html
index afeddf00..425a0d61 100644
--- a/quantify-transmissibility.html
+++ b/quantify-transmissibility.html
@@ -1113,7 +1113,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/quantify-transmissibility.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/read-delays.html b/read-delays.html
index c99d2e45..f12c57b5 100644
--- a/read-delays.html
+++ b/read-delays.html
@@ -2613,7 +2613,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/read-delays.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 50e99470..ec8e8ff8 100644
--- a/reference.html
+++ b/reference.html
@@ -675,7 +675,7 @@ <h1>Glossary of Terms: Epiverse-TRACE</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/reference.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/simulating-transmission.html b/simulating-transmission.html
index c1fdc426..9ab31c95 100644
--- a/simulating-transmission.html
+++ b/simulating-transmission.html
@@ -561,7 +561,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <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>
@@ -1031,7 +1031,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://epiverse-trace.github.io/tutorials/simulating-transmission.html",
   "dateCreated": "2024-02-06",
   "dateModified": "2024-07-02",
-  "datePublished": "2024-07-30"
+  "datePublished": "2024-08-06"
 }
 
   </script><script>